from conf.default import get_cfg_defaults
from Noise2Model.trainer import get_trainer_class

!gpustat

Merlin                      Wed Jul  9 11:32:32 2025  576.02
[0] NVIDIA GeForce RTX 4090 | 41°C,   0 % |    83 / 24564 MB |
[1] NVIDIA GeForce RTX 4090 | 41°C,   0 % |     0 / 24564 MB |

from torch.cuda import is_available
print(is_available())

True

device = '0'

config = get_cfg_defaults()
config.merge_from_file('../conf/NMFlowGAN_NoiseModeler3.yaml')

# intialize trainer
trainer = get_trainer_class(config.BASE.trainer)(config)
trainer.set_device(device)
trainer.train()

Prepare training dataloader...

100%|██████████| 150/150 [01:08<00:00,  2.21it/s]

Done!
Prepare validation dataloader...

100%|██████████| 150/150 [00:56<00:00,  2.63it/s]

Done!
Start >>>
.BASE.model: nmflowgan
.BASE.trainer: NoiseFlowGANTrainer
.BASE.seed: 2016309
.BASE.resume: False
.BASE.pretrained: None
.MODEL.input_type: ['noisy', 'clean', 'kwargs']
.MODEL.test_input_type: ['noisy', 'clean', 'kwargs']
.MODEL.DNCNN.channels: 1
.MODEL.DNCNN.num_of_layers: 18
.MODEL.DNCNN.features: 64
.MODEL.UNET.in_channels: 1
.MODEL.UNET.n_classes: 1
.MODEL.UNET.depth: 3
.MODEL.UNET.wf: 6
.MODEL.UNET.padding: True
.MODEL.UNET.batch_norm: False
.MODEL.UNET.up_mode: upconv
.MODEL.UNET.residual: True
.MODEL.UNET.drop_p: 0.0
.MODEL.NMFLOWGAN_CRITIC.in_ch: 2
.MODEL.NMFLOWGAN_CRITIC.nc: 64
.MODEL.NMFLOWGAN_CRITIC.num_bits: 8
.MODEL.NMFLOW.in_ch: 1
.MODEL.NMFLOW.num_bits: 8
.MODEL.NMFLOW.pre_arch: UD
.MODEL.NMFLOW.arch: NE|SAL|SDL|CL2|SAL|SDL|CL2
.MODEL.NMFLOW.ch_exp_coef: 1
.MODEL.NMFLOW.width_exp_coef: 1.334
.MODEL.NMFLOW.conv_net_feats: 16
.MODEL.DNCNNFLOWGAN.pretrained_path: 
.MODEL.DNCNNFLOWGAN.num_bits: 0
.LOG.session_name: nmflowgan_test1
.LOG.interval_iter: 10
.DATA.train_dataset: SIDD_HDF
.DATA.validation_dataset: SIDD_HDF
.DATA.test_dataset: SIDD_HDF
.DATA.train_dataset_path: ../_data/HDF5_confocal_s96_o08/noise_gen/train
.DATA.validation_dataset_path: ../_data/HDF5_confocal_s96_o08/noise_gen/test
.DATA.test_dataset_path: ../_data/HDF5_confocal_s64_o08/noise_gen/test
.DATA.output_path: ../_saved_models
.DATA.threads: 0
.DATA.batch_size: 128
.DATA.TRAIN_DATALOADER.add_noise: None
.DATA.TRAIN_DATALOADER.crop_size: None
.DATA.TRAIN_DATALOADER.aug: ['hflip', 'rot']
.DATA.TRAIN_DATALOADER.n_repeat: 1
.DATA.TRAIN_DATALOADER.n_data: None
.DATA.TRAIN_DATALOADER.step: 1
.DATA.TRAIN_DATALOADER.scale: None
.DATA.TRAIN_DATALOADER.path: ../_data/HDF5_confocal_s96_o08/noise_gen/train
.DATA.VALIDATION_DATALOADER.add_noise: None
.DATA.VALIDATION_DATALOADER.crop_size: None
.DATA.VALIDATION_DATALOADER.aug: None
.DATA.VALIDATION_DATALOADER.n_repeat: 1
.DATA.VALIDATION_DATALOADER.n_data: None
.DATA.VALIDATION_DATALOADER.step: 100
.DATA.VALIDATION_DATALOADER.scale: None
.DATA.VALIDATION_DATALOADER.path: ../_data/HDF5_confocal_s96_o08/noise_gen/test
.DATA.TEST_DATALOADER.add_noise: None
.DATA.TEST_DATALOADER.crop_size: None
.DATA.TEST_DATALOADER.aug: None
.DATA.TEST_DATALOADER.n_repeat: 1
.DATA.TEST_DATALOADER.n_data: None
.DATA.TEST_DATALOADER.step: 1
.DATA.TEST_DATALOADER.scale: None
.TRAIN.init_lr: 0.0001
.TRAIN.warmup: False
.TRAIN.warmup_iters: 200
.TRAIN.loss: 1.0*NLLLoss+0.5*GANLoss
.TRAIN.max_epochs: 40
.TRAIN.tmp_info: ['std_z', 'real_sub_fake']
.TRAIN.LOSS.C2N.gp_lambda: 0.0
.TRAIN.LOSS.C2N.w_stb: 0.0
.TRAIN.NOISE_GENERATOR_TRAINER.generator_iter_step: 5
.TRAIN.NOISE_GENERATOR_TRAINER.critic_noise: True
.OPTIMIZER.type: Adam
.OPTIMIZER.ADAM.betas: [0.9, 0.999]
.SCHEDULER.type: step
.SCHEDULER.STEP.step_size: 10
.SCHEDULER.STEP.gamma: 0.5
.CKPT.save: True
.CKPT.start_epoch: 1
.CKPT.interval_epoch: 1
.VALIDATION.save_image: True
.VALIDATION.start_epoch: 1
.VALIDATION.interval_epoch: 1
.VALIDATION.add_con: 0.5
.VALIDATION.floor: True
.VALIDATION.scale: None
.VALIDATION.using_bits: 8
.TEST.ckpt_epoch: -1
.TEST.test_img: None
.TEST.test_dir: None
.TEST.self_en: None
.TEST.add_con: 0.5
.TEST.save_image: True
.TEST.floor: True
.TEST.crop: False
.TEST.scale: None
.TEST.using_bits: 8
.TEST.proc: False
.TEST.imread: rgb
.TEST.save_dir: ./
.TEST.save_ext: png
.TEST.TEST_DIR.postfix: 
.TEST.TEST_DIR.save_original_img: False
.TEST.TEST_DIR.no_input_frames: 1
.TEST.CROP.size: 256
.TEST.CROP.overlap: 128
.TEST.PROC.bias: 0
.TEST.PROC.blending: 1.0
[  epoch 0001/0040] 0010/4800, lr:1.0e-04 ∣ avg_100 : 68529.017630 ∣ critic_nllloss : 57103.642969 ∣ critic_ganloss : -1.073732 ∣ generator_nllloss : 11425.676172 ∣ generator_ganloss : 0.772221 ∣     [  std_z : 0.24  real_sub_fake : 11.90 ]
[  epoch 0001/0040] 0020/4800, lr:1.0e-04 ∣ avg_100 : 68362.568313 ∣ critic_nllloss : 56833.566016 ∣ critic_ganloss : -11.485510 ∣ generator_nllloss : 11372.224219 ∣ generator_ganloss : 1.814271 ∣    [  std_z : 0.23  real_sub_fake : 32.81 ]
[  epoch 0001/0040] 0030/4800, lr:1.0e-04 ∣ avg_100 : 68204.473797 ∣ critic_nllloss : 56585.096094 ∣ critic_ganloss : -20.060051 ∣ generator_nllloss : 11320.542187 ∣ generator_ganloss : 2.706534 ∣    [  std_z : 0.22  real_sub_fake : 49.91 ]
[  epoch 0001/0040] 0040/4800, lr:1.0e-04 ∣ avg_100 : 68060.188545 ∣ critic_nllloss : 56378.085156 ∣ critic_ganloss : -29.336689 ∣ generator_nllloss : 11274.928516 ∣ generator_ganloss : 3.655807 ∣    [  std_z : 0.20  real_sub_fake : 68.31 ]
[  epoch 0001/0040] 0050/4800, lr:1.0e-04 ∣ avg_100 : 67926.894986 ∣ critic_nllloss : 56184.794141 ∣ critic_ganloss : -39.461144 ∣ generator_nllloss : 11243.719922 ∣ generator_ganloss : 4.667830 ∣    [  std_z : 0.20  real_sub_fake : 88.08 ]
[  epoch 0001/0040] 0060/4800, lr:1.0e-04 ∣ avg_100 : 67795.071295 ∣ critic_nllloss : 55978.690234 ∣ critic_ganloss : -50.815184 ∣ generator_nllloss : 11202.377344 ∣ generator_ganloss : 5.700446 ∣    [  std_z : 0.19  real_sub_fake : 108.65 ]
[  epoch 0001/0040] 0070/4800, lr:1.0e-04 ∣ avg_100 : 67665.987015 ∣ critic_nllloss : 55792.312891 ∣ critic_ganloss : -62.266278 ∣ generator_nllloss : 11154.574219 ∣ generator_ganloss : 6.860505 ∣    [  std_z : 0.18  real_sub_fake : 131.43 ]
[  epoch 0001/0040] 0080/4800, lr:1.0e-04 ∣ avg_100 : 67542.762886 ∣ critic_nllloss : 55624.023438 ∣ critic_ganloss : -74.724786 ∣ generator_nllloss : 11122.787891 ∣ generator_ganloss : 8.107441 ∣    [  std_z : 0.18  real_sub_fake : 155.60 ]
[  epoch 0001/0040] 0090/4800, lr:1.0e-04 ∣ avg_100 : 67424.032293 ∣ critic_nllloss : 55457.454688 ∣ critic_ganloss : -87.754639 ∣ generator_nllloss : 11095.100000 ∣ generator_ganloss : 9.387499 ∣    [  std_z : 0.19  real_sub_fake : 181.14 ]
[  epoch 0001/0040] 0100/4800, lr:1.0e-04 ∣ avg_100 : 67303.847819 ∣ critic_nllloss : 55261.478906 ∣ critic_ganloss : -101.462562 ∣ generator_nllloss : 11051.426563 ∣ generator_ganloss : 10.744651 ∣  [  std_z : 0.18  real_sub_fake : 208.05 ]
[  epoch 0001/0040] 0110/4800, lr:1.0e-04 ∣ avg_100 : 67186.612605 ∣ critic_nllloss : 55096.409375 ∣ critic_ganloss : -116.319231 ∣ generator_nllloss : 11022.047266 ∣ generator_ganloss : 12.123052 ∣  [  std_z : 0.18  real_sub_fake : 236.03 ]
[  epoch 0001/0040] 0120/4800, lr:1.0e-04 ∣ avg_100 : 67075.676657 ∣ critic_nllloss : 54977.105078 ∣ critic_ganloss : -131.973954 ∣ generator_nllloss : 10996.554297 ∣ generator_ganloss : 13.695802 ∣  [  std_z : 0.18  real_sub_fake : 266.24 ]
[  epoch 0001/0040] 0130/4800, lr:1.0e-04 ∣ avg_100 : 66968.554437 ∣ critic_nllloss : 54841.078516 ∣ critic_ganloss : -148.487088 ∣ generator_nllloss : 10975.195312 ∣ generator_ganloss : 15.301065 ∣  [  std_z : 0.18  real_sub_fake : 298.45 ]
[  epoch 0001/0040] 0140/4800, lr:1.0e-04 ∣ avg_100 : 66864.735884 ∣ critic_nllloss : 54713.269922 ∣ critic_ganloss : -165.538155 ∣ generator_nllloss : 10950.362891 ∣ generator_ganloss : 17.000029 ∣  [  std_z : 0.18  real_sub_fake : 332.19 ]
[  epoch 0001/0040] 0150/4800, lr:1.0e-04 ∣ avg_100 : 66762.377816 ∣ critic_nllloss : 54580.394141 ∣ critic_ganloss : -182.943782 ∣ generator_nllloss : 10913.179688 ∣ generator_ganloss : 18.734828 ∣  [  std_z : 0.17  real_sub_fake : 367.07 ]
[  epoch 0001/0040] 0160/4800, lr:1.0e-04 ∣ avg_100 : 66660.677313 ∣ critic_nllloss : 54434.280859 ∣ critic_ganloss : -201.304962 ∣ generator_nllloss : 10881.587500 ∣ generator_ganloss : 20.606367 ∣  [  std_z : 0.16  real_sub_fake : 403.88 ]
[  epoch 0001/0040] 0170/4800, lr:1.0e-04 ∣ avg_100 : 66564.028887 ∣ critic_nllloss : 54343.672266 ∣ critic_ganloss : -220.569237 ∣ generator_nllloss : 10872.023828 ∣ generator_ganloss : 22.527208 ∣  [  std_z : 0.16  real_sub_fake : 442.33 ]
[  epoch 0001/0040] 0180/4800, lr:1.0e-04 ∣ avg_100 : 66467.202594 ∣ critic_nllloss : 54197.116797 ∣ critic_ganloss : -240.500002 ∣ generator_nllloss : 10840.055078 ∣ generator_ganloss : 24.483745 ∣  [  std_z : 0.15  real_sub_fake : 482.06 ]
[  epoch 0001/0040] 0190/4800, lr:1.0e-04 ∣ avg_100 : 66372.216946 ∣ critic_nllloss : 54082.219531 ∣ critic_ganloss : -261.261327 ∣ generator_nllloss : 10814.933203 ∣ generator_ganloss : 26.583878 ∣  [  std_z : 0.15  real_sub_fake : 523.91 ]
[  epoch 0001/0040] 0200/4800, lr:1.0e-04 ∣ avg_100 : 66278.664621 ∣ critic_nllloss : 53962.620703 ∣ critic_ganloss : -283.212967 ∣ generator_nllloss : 10793.001562 ∣ generator_ganloss : 28.761134 ∣  [  std_z : 0.14  real_sub_fake : 567.71 ]
[  epoch 0001/0040] 0210/4800, lr:1.0e-04 ∣ avg_100 : 66187.047193 ∣ critic_nllloss : 53853.422656 ∣ critic_ganloss : -305.830035 ∣ generator_nllloss : 10776.093750 ∣ generator_ganloss : 31.012273 ∣  [  std_z : 0.14  real_sub_fake : 612.91 ]
[  epoch 0001/0040] 0220/4800, lr:1.0e-04 ∣ avg_100 : 66095.187631 ∣ critic_nllloss : 53719.408594 ∣ critic_ganloss : -329.467111 ∣ generator_nllloss : 10742.828516 ∣ generator_ganloss : 33.366837 ∣  [  std_z : 0.13  real_sub_fake : 660.54 ]
[  epoch 0001/0040] 0230/4800, lr:1.0e-04 ∣ avg_100 : 66005.050609 ∣ critic_nllloss : 53615.762109 ∣ critic_ganloss : -354.263943 ∣ generator_nllloss : 10724.724219 ∣ generator_ganloss : 35.813731 ∣  [  std_z : 0.14  real_sub_fake : 709.86 ]
[  epoch 0001/0040] 0240/4800, lr:1.0e-04 ∣ avg_100 : 65915.208194 ∣ critic_nllloss : 53492.949609 ∣ critic_ganloss : -379.957007 ∣ generator_nllloss : 10697.492969 ∣ generator_ganloss : 38.347083 ∣  [  std_z : 0.14  real_sub_fake : 760.93 ]
[  epoch 0001/0040] 0250/4800, lr:1.0e-04 ∣ avg_100 : 65825.208963 ∣ critic_nllloss : 53358.786328 ∣ critic_ganloss : -406.395602 ∣ generator_nllloss : 10671.871094 ∣ generator_ganloss : 40.965587 ∣  [  std_z : 0.14  real_sub_fake : 813.78 ]
[  epoch 0001/0040] 0260/4800, lr:1.0e-04 ∣ avg_100 : 65737.292258 ∣ critic_nllloss : 53268.376172 ∣ critic_ganloss : -433.742212 ∣ generator_nllloss : 10661.093750 ∣ generator_ganloss : 43.646944 ∣  [  std_z : 0.14  real_sub_fake : 868.44 ]
[  epoch 0001/0040] 0270/4800, lr:1.0e-04 ∣ avg_100 : 65648.514936 ∣ critic_nllloss : 53128.397656 ∣ critic_ganloss : -462.072644 ∣ generator_nllloss : 10627.516406 ∣ generator_ganloss : 46.463147 ∣  [  std_z : 0.14  real_sub_fake : 925.28 ]
[  epoch 0001/0040] 0280/4800, lr:1.0e-04 ∣ avg_100 : 65560.154852 ∣ critic_nllloss : 53006.632812 ∣ critic_ganloss : -491.445432 ∣ generator_nllloss : 10609.887891 ∣ generator_ganloss : 49.357307 ∣  [  std_z : 0.14  real_sub_fake : 983.89 ]
[  epoch 0001/0040] 0290/4800, lr:1.0e-04 ∣ avg_100 : 65472.120571 ∣ critic_nllloss : 52897.869141 ∣ critic_ganloss : -521.817596 ∣ generator_nllloss : 10578.752734 ∣ generator_ganloss : 52.356421 ∣  [  std_z : 0.13  real_sub_fake : 1044.71 ]
[  epoch 0001/0040] 0300/4800, lr:1.0e-04 ∣ avg_100 : 65385.242362 ∣ critic_nllloss : 52802.193359 ∣ critic_ganloss : -553.087134 ∣ generator_nllloss : 10561.234375 ∣ generator_ganloss : 55.433707 ∣  [  std_z : 0.14  real_sub_fake : 1107.25 ]
[  epoch 0001/0040] 0310/4800, lr:1.0e-04 ∣ avg_100 : 65299.331344 ∣ critic_nllloss : 52705.245313 ∣ critic_ganloss : -585.399347 ∣ generator_nllloss : 10543.539062 ∣ generator_ganloss : 58.615781 ∣  [  std_z : 0.14  real_sub_fake : 1171.82 ]
[  epoch 0001/0040] 0320/4800, lr:1.0e-04 ∣ avg_100 : 65214.127835 ∣ critic_nllloss : 52607.748437 ∣ critic_ganloss : -618.235004 ∣ generator_nllloss : 10521.434375 ∣ generator_ganloss : 61.871228 ∣  [  std_z : 0.14  real_sub_fake : 1238.35 ]
[  epoch 0001/0040] 0330/4800, lr:1.0e-04 ∣ avg_100 : 65128.889512 ∣ critic_nllloss : 52491.678125 ∣ critic_ganloss : -652.852319 ∣ generator_nllloss : 10497.164844 ∣ generator_ganloss : 65.272546 ∣  [  std_z : 0.14  real_sub_fake : 1307.11 ]
[  epoch 0001/0040] 0340/4800, lr:1.0e-04 ∣ avg_100 : 65044.690310 ∣ critic_nllloss : 52399.856641 ∣ critic_ganloss : -688.340839 ∣ generator_nllloss : 10485.853516 ∣ generator_ganloss : 68.747296 ∣  [  std_z : 0.14  real_sub_fake : 1378.00 ]
[  epoch 0001/0040] 0350/4800, lr:1.0e-04 ∣ avg_100 : 64961.138751 ∣ critic_nllloss : 52308.346484 ∣ critic_ganloss : -724.817725 ∣ generator_nllloss : 10464.534375 ∣ generator_ganloss : 72.322641 ∣  [  std_z : 0.13  real_sub_fake : 1450.94 ]
[  epoch 0001/0040] 0360/4800, lr:1.0e-04 ∣ avg_100 : 64878.015221 ∣ critic_nllloss : 52206.511719 ∣ critic_ganloss : -762.159564 ∣ generator_nllloss : 10448.341797 ∣ generator_ganloss : 75.997687 ∣  [  std_z : 0.13  real_sub_fake : 1525.90 ]
[  epoch 0001/0040] 0370/4800, lr:1.0e-04 ∣ avg_100 : 64795.878198 ∣ critic_nllloss : 52128.078906 ∣ critic_ganloss : -800.142371 ∣ generator_nllloss : 10431.316406 ∣ generator_ganloss : 79.692447 ∣  [  std_z : 0.14  real_sub_fake : 1602.31 ]
[  epoch 0001/0040] 0380/4800, lr:1.0e-04 ∣ avg_100 : 64713.878367 ∣ critic_nllloss : 52027.274219 ∣ critic_ganloss : -839.224054 ∣ generator_nllloss : 10408.199609 ∣ generator_ganloss : 83.634839 ∣  [  std_z : 0.13  real_sub_fake : 1681.46 ]
[  epoch 0001/0040] 0390/4800, lr:1.0e-04 ∣ avg_100 : 64632.014986 ∣ critic_nllloss : 51930.842187 ∣ critic_ganloss : -880.571069 ∣ generator_nllloss : 10383.339062 ∣ generator_ganloss : 87.596317 ∣  [  std_z : 0.13  real_sub_fake : 1762.82 ]
[  epoch 0001/0040] 0400/4800, lr:1.0e-04 ∣ avg_100 : 64550.091791 ∣ critic_nllloss : 51822.299609 ∣ critic_ganloss : -922.648950 ∣ generator_nllloss : 10363.707813 ∣ generator_ganloss : 91.728711 ∣  [  std_z : 0.13  real_sub_fake : 1846.86 ]
[  epoch 0001/0040] 0410/4800, lr:1.0e-04 ∣ avg_100 : 64468.756064 ∣ critic_nllloss : 51738.025781 ∣ critic_ganloss : -965.736713 ∣ generator_nllloss : 10347.128125 ∣ generator_ganloss : 95.909821 ∣  [  std_z : 0.13  real_sub_fake : 1932.72 ]
[  epoch 0001/0040] 0420/4800, lr:1.0e-04 ∣ avg_100 : 64388.351961 ∣ critic_nllloss : 51666.084375 ∣ critic_ganloss : -1009.668811 ∣ generator_nllloss : 10335.153906 ∣ generator_ganloss : 100.214240 ∣    [  std_z : 0.13  real_sub_fake : 2020.62 ]
[  epoch 0001/0040] 0430/4800, lr:1.0e-04 ∣ avg_100 : 64307.405063 ∣ critic_nllloss : 51546.762109 ∣ critic_ganloss : -1054.598523 ∣ generator_nllloss : 10310.832422 ∣ generator_ganloss : 104.639343 ∣    [  std_z : 0.13  real_sub_fake : 2110.83 ]
[  epoch 0001/0040] 0440/4800, lr:1.0e-04 ∣ avg_100 : 64226.852900 ∣ critic_nllloss : 51459.955859 ∣ critic_ganloss : -1099.680273 ∣ generator_nllloss : 10293.701953 ∣ generator_ganloss : 109.132349 ∣    [  std_z : 0.13  real_sub_fake : 2201.45 ]
[  epoch 0001/0040] 0450/4800, lr:1.0e-04 ∣ avg_100 : 64146.063959 ∣ critic_nllloss : 51346.204688 ∣ critic_ganloss : -1144.864575 ∣ generator_nllloss : 10276.564062 ∣ generator_ganloss : 113.446375 ∣    [  std_z : 0.13  real_sub_fake : 2293.56 ]
[  epoch 0001/0040] 0460/4800, lr:1.0e-04 ∣ avg_100 : 64065.507796 ∣ critic_nllloss : 51259.435156 ∣ critic_ganloss : -1193.111047 ∣ generator_nllloss : 10255.734375 ∣ generator_ganloss : 118.421985 ∣    [  std_z : 0.13  real_sub_fake : 2393.01 ]
[  epoch 0001/0040] 0470/4800, lr:1.0e-04 ∣ avg_100 : 63984.787226 ∣ critic_nllloss : 51162.647656 ∣ critic_ganloss : -1243.653601 ∣ generator_nllloss : 10229.394141 ∣ generator_ganloss : 123.252802 ∣    [  std_z : 0.13  real_sub_fake : 2492.51 ]
[  epoch 0001/0040] 0480/4800, lr:1.0e-04 ∣ avg_100 : 63903.594211 ∣ critic_nllloss : 51044.218750 ∣ critic_ganloss : -1295.639258 ∣ generator_nllloss : 10210.753516 ∣ generator_ganloss : 128.189539 ∣    [  std_z : 0.13  real_sub_fake : 2593.54 ]
[  epoch 0001/0040] 0490/4800, lr:1.0e-04 ∣ avg_100 : 63822.412593 ∣ critic_nllloss : 50946.443359 ∣ critic_ganloss : -1348.044373 ∣ generator_nllloss : 10194.007422 ∣ generator_ganloss : 133.288507 ∣    [  std_z : 0.13  real_sub_fake : 2697.65 ]
[  epoch 0001/0040] 0500/4800, lr:1.0e-04 ∣ avg_100 : 63741.531357 ∣ critic_nllloss : 50865.863281 ∣ critic_ganloss : -1401.039795 ∣ generator_nllloss : 10175.071875 ∣ generator_ganloss : 138.455444 ∣    [  std_z : 0.13  real_sub_fake : 2803.45 ]
[  epoch 0001/0040] 0510/4800, lr:1.0e-04 ∣ avg_100 : 63660.080365 ∣ critic_nllloss : 50747.461328 ∣ critic_ganloss : -1454.378076 ∣ generator_nllloss : 10150.721875 ∣ generator_ganloss : 143.725635 ∣    [  std_z : 0.12  real_sub_fake : 2911.81 ]
[  epoch 0001/0040] 0520/4800, lr:1.0e-04 ∣ avg_100 : 63578.577266 ∣ critic_nllloss : 50647.155078 ∣ critic_ganloss : -1509.941541 ∣ generator_nllloss : 10135.567578 ∣ generator_ganloss : 149.138068 ∣    [  std_z : 0.13  real_sub_fake : 3021.96 ]
[  epoch 0001/0040] 0530/4800, lr:1.0e-04 ∣ avg_100 : 63496.668236 ∣ critic_nllloss : 50539.783984 ∣ critic_ganloss : -1566.717236 ∣ generator_nllloss : 10109.682812 ∣ generator_ganloss : 154.649127 ∣    [  std_z : 0.13  real_sub_fake : 3135.21 ]
[  epoch 0001/0040] 0540/4800, lr:1.0e-04 ∣ avg_100 : 63414.714518 ∣ critic_nllloss : 50442.369531 ∣ critic_ganloss : -1624.444299 ∣ generator_nllloss : 10093.003125 ∣ generator_ganloss : 160.239111 ∣    [  std_z : 0.13  real_sub_fake : 3250.33 ]
[  epoch 0001/0040] 0550/4800, lr:1.0e-04 ∣ avg_100 : 63332.628336 ∣ critic_nllloss : 50344.573828 ∣ critic_ganloss : -1682.611060 ∣ generator_nllloss : 10072.042969 ∣ generator_ganloss : 165.968756 ∣    [  std_z : 0.13  real_sub_fake : 3367.27 ]
[  epoch 0001/0040] 0560/4800, lr:1.0e-04 ∣ avg_100 : 63250.075165 ∣ critic_nllloss : 50231.900781 ∣ critic_ganloss : -1742.694727 ∣ generator_nllloss : 10048.637891 ∣ generator_ganloss : 171.806836 ∣    [  std_z : 0.13  real_sub_fake : 3487.20 ]
[  epoch 0001/0040] 0570/4800, lr:1.0e-04 ∣ avg_100 : 63167.687827 ∣ critic_nllloss : 50151.529297 ∣ critic_ganloss : -1804.045361 ∣ generator_nllloss : 10028.742188 ∣ generator_ganloss : 177.770764 ∣    [  std_z : 0.13  real_sub_fake : 3609.75 ]
[  epoch 0001/0040] 0580/4800, lr:1.0e-04 ∣ avg_100 : 63085.310279 ∣ critic_nllloss : 50056.891016 ∣ critic_ganloss : -1866.367834 ∣ generator_nllloss : 10015.439453 ∣ generator_ganloss : 183.827393 ∣    [  std_z : 0.13  real_sub_fake : 3734.48 ]
[  epoch 0001/0040] 0590/4800, lr:1.0e-04 ∣ avg_100 : 63002.367206 ∣ critic_nllloss : 49935.790625 ∣ critic_ganloss : -1929.777002 ∣ generator_nllloss : 9995.621875 ∣ generator_ganloss : 190.033521 ∣     [  std_z : 0.13  real_sub_fake : 3861.41 ]
[  epoch 0001/0040] 0600/4800, lr:1.0e-04 ∣ avg_100 : 62919.348915 ∣ critic_nllloss : 49847.765234 ∣ critic_ganloss : -1994.552966 ∣ generator_nllloss : 9971.726172 ∣ generator_ganloss : 196.331268 ∣     [  std_z : 0.12  real_sub_fake : 3990.85 ]
[  epoch 0001/0040] 0610/4800, lr:1.0e-04 ∣ avg_100 : 62836.044871 ∣ critic_nllloss : 49744.812891 ∣ critic_ganloss : -2060.324365 ∣ generator_nllloss : 9950.582031 ∣ generator_ganloss : 202.731689 ∣     [  std_z : 0.12  real_sub_fake : 4122.61 ]
[  epoch 0001/0040] 0620/4800, lr:1.0e-04 ∣ avg_100 : 62752.548414 ∣ critic_nllloss : 49647.994531 ∣ critic_ganloss : -2126.801001 ∣ generator_nllloss : 9928.825781 ∣ generator_ganloss : 209.245239 ∣     [  std_z : 0.13  real_sub_fake : 4256.38 ]
[  epoch 0001/0040] 0630/4800, lr:1.0e-04 ∣ avg_100 : 62669.252669 ∣ critic_nllloss : 49544.542188 ∣ critic_ganloss : -2160.081934 ∣ generator_nllloss : 9914.119922 ∣ generator_ganloss : 206.336267 ∣     [  std_z : 0.13  real_sub_fake : 4341.07 ]
[  epoch 0001/0040] 0640/4800, lr:1.0e-04 ∣ avg_100 : 62586.430921 ∣ critic_nllloss : 49441.135156 ∣ critic_ganloss : -2182.418054 ∣ generator_nllloss : 9889.280859 ∣ generator_ganloss : 220.662878 ∣     [  std_z : 0.13  real_sub_fake : 4454.04 ]
[  epoch 0001/0040] 0650/4800, lr:1.0e-04 ∣ avg_100 : 62502.611285 ∣ critic_nllloss : 49352.044141 ∣ critic_ganloss : -2310.417310 ∣ generator_nllloss : 9868.385547 ∣ generator_ganloss : 228.142163 ∣     [  std_z : 0.13  real_sub_fake : 4641.80 ]
[  epoch 0001/0040] 0660/4800, lr:1.0e-04 ∣ avg_100 : 62418.486957 ∣ critic_nllloss : 49252.241016 ∣ critic_ganloss : -2387.837427 ∣ generator_nllloss : 9851.179688 ∣ generator_ganloss : 234.822400 ∣     [  std_z : 0.13  real_sub_fake : 4793.86 ]
[  epoch 0001/0040] 0670/4800, lr:1.0e-04 ∣ avg_100 : 62333.683876 ∣ critic_nllloss : 49129.066797 ∣ critic_ganloss : -2467.567310 ∣ generator_nllloss : 9832.233203 ∣ generator_ganloss : 242.947839 ∣     [  std_z : 0.13  real_sub_fake : 4948.77 ]
[  epoch 0001/0040] 0680/4800, lr:1.0e-04 ∣ avg_100 : 62248.368545 ∣ critic_nllloss : 49021.275391 ∣ critic_ganloss : -2543.945410 ∣ generator_nllloss : 9804.644531 ∣ generator_ganloss : 250.266858 ∣     [  std_z : 0.13  real_sub_fake : 5099.53 ]
[  epoch 0001/0040] 0690/4800, lr:1.0e-04 ∣ avg_100 : 62162.892958 ∣ critic_nllloss : 48923.407422 ∣ critic_ganloss : -2620.178784 ∣ generator_nllloss : 9789.661719 ∣ generator_ganloss : 257.662646 ∣     [  std_z : 0.13  real_sub_fake : 5251.37 ]
[  epoch 0001/0040] 0700/4800, lr:1.0e-04 ∣ avg_100 : 62077.017171 ∣ critic_nllloss : 48821.946094 ∣ critic_ganloss : -2697.473022 ∣ generator_nllloss : 9762.019141 ∣ generator_ganloss : 265.095654 ∣     [  std_z : 0.13  real_sub_fake : 5405.58 ]
[  epoch 0001/0040] 0710/4800, lr:1.0e-04 ∣ avg_100 : 61990.915432 ∣ critic_nllloss : 48716.567578 ∣ critic_ganloss : -2775.616797 ∣ generator_nllloss : 9750.041406 ∣ generator_ganloss : 272.801550 ∣     [  std_z : 0.13  real_sub_fake : 5562.14 ]
[  epoch 0001/0040] 0720/4800, lr:1.0e-04 ∣ avg_100 : 61904.328594 ∣ critic_nllloss : 48607.431250 ∣ critic_ganloss : -2855.072754 ∣ generator_nllloss : 9723.750000 ∣ generator_ganloss : 280.554614 ∣     [  std_z : 0.13  real_sub_fake : 5721.21 ]
[  epoch 0001/0040] 0730/4800, lr:1.0e-04 ∣ avg_100 : 61817.657805 ∣ critic_nllloss : 48515.467187 ∣ critic_ganloss : -2935.850635 ∣ generator_nllloss : 9709.335938 ∣ generator_ganloss : 288.408508 ∣     [  std_z : 0.13  real_sub_fake : 5883.00 ]
[  epoch 0001/0040] 0740/4800, lr:1.0e-04 ∣ avg_100 : 61730.375741 ∣ critic_nllloss : 48395.310937 ∣ critic_ganloss : -3017.327710 ∣ generator_nllloss : 9684.442969 ∣ generator_ganloss : 296.358862 ∣     [  std_z : 0.13  real_sub_fake : 6046.76 ]
[  epoch 0001/0040] 0750/4800, lr:1.0e-04 ∣ avg_100 : 61643.021580 ∣ critic_nllloss : 48313.930469 ∣ critic_ganloss : -3100.432593 ∣ generator_nllloss : 9660.858984 ∣ generator_ganloss : 304.456799 ∣     [  std_z : 0.13  real_sub_fake : 6213.22 ]
[  epoch 0001/0040] 0760/4800, lr:1.0e-04 ∣ avg_100 : 61555.324165 ∣ critic_nllloss : 48203.544922 ∣ critic_ganloss : -3184.950781 ∣ generator_nllloss : 9646.765625 ∣ generator_ganloss : 312.658276 ∣     [  std_z : 0.13  real_sub_fake : 6382.45 ]
[  epoch 0001/0040] 0770/4800, lr:1.0e-04 ∣ avg_100 : 61467.207447 ∣ critic_nllloss : 48096.517188 ∣ critic_ganloss : -3269.884839 ∣ generator_nllloss : 9622.741797 ∣ generator_ganloss : 320.962732 ∣     [  std_z : 0.13  real_sub_fake : 6553.47 ]
[  epoch 0001/0040] 0780/4800, lr:1.0e-04 ∣ avg_100 : 61378.560507 ∣ critic_nllloss : 47980.477734 ∣ critic_ganloss : -3355.231958 ∣ generator_nllloss : 9597.971094 ∣ generator_ganloss : 329.529272 ∣     [  std_z : 0.13  real_sub_fake : 6726.52 ]
[  epoch 0001/0040] 0790/4800, lr:1.0e-04 ∣ avg_100 : 61289.599255 ∣ critic_nllloss : 47879.193359 ∣ critic_ganloss : -3443.174756 ∣ generator_nllloss : 9576.720703 ∣ generator_ganloss : 337.882239 ∣     [  std_z : 0.13  real_sub_fake : 6903.34 ]
[  epoch 0001/0040] 0800/4800, lr:1.0e-04 ∣ avg_100 : 61200.384125 ∣ critic_nllloss : 47775.667969 ∣ critic_ganloss : -3532.366113 ∣ generator_nllloss : 9562.336328 ∣ generator_ganloss : 346.750684 ∣     [  std_z : 0.13  real_sub_fake : 7082.91 ]
[  epoch 0001/0040] 0810/4800, lr:1.0e-04 ∣ avg_100 : 61110.703729 ∣ critic_nllloss : 47676.187891 ∣ critic_ganloss : -3622.717187 ∣ generator_nllloss : 9527.236719 ∣ generator_ganloss : 355.564624 ∣     [  std_z : 0.13  real_sub_fake : 7263.56 ]
[  epoch 0001/0040] 0820/4800, lr:1.0e-04 ∣ avg_100 : 61020.589823 ∣ critic_nllloss : 47560.036719 ∣ critic_ganloss : -3712.326001 ∣ generator_nllloss : 9509.240234 ∣ generator_ganloss : 364.412512 ∣     [  std_z : 0.13  real_sub_fake : 7445.47 ]
[  epoch 0001/0040] 0830/4800, lr:1.0e-04 ∣ avg_100 : 60930.492426 ∣ critic_nllloss : 47469.971875 ∣ critic_ganloss : -3798.674878 ∣ generator_nllloss : 9499.079687 ∣ generator_ganloss : 372.129150 ∣     [  std_z : 0.14  real_sub_fake : 7622.77 ]
[  epoch 0001/0040] 0840/4800, lr:1.0e-04 ∣ avg_100 : 60839.899716 ∣ critic_nllloss : 47351.596094 ∣ critic_ganloss : -3884.008667 ∣ generator_nllloss : 9473.086719 ∣ generator_ganloss : 380.030640 ∣     [  std_z : 0.14  real_sub_fake : 7804.95 ]
[  epoch 0001/0040] 0850/4800, lr:1.0e-04 ∣ avg_100 : 60749.008857 ∣ critic_nllloss : 47243.675000 ∣ critic_ganloss : -3970.831958 ∣ generator_nllloss : 9450.737891 ∣ generator_ganloss : 390.595801 ∣     [  std_z : 0.14  real_sub_fake : 7992.53 ]
[  epoch 0001/0040] 0860/4800, lr:1.0e-04 ∣ avg_100 : 60657.856287 ∣ critic_nllloss : 47142.259766 ∣ critic_ganloss : -4060.311401 ∣ generator_nllloss : 9429.230859 ∣ generator_ganloss : 398.708630 ∣     [  std_z : 0.14  real_sub_fake : 8173.22 ]
[  epoch 0001/0040] 0870/4800, lr:1.0e-04 ∣ avg_100 : 60566.294690 ∣ critic_nllloss : 47039.915234 ∣ critic_ganloss : -4162.850732 ∣ generator_nllloss : 9405.250781 ∣ generator_ganloss : 409.682068 ∣     [  std_z : 0.14  real_sub_fake : 8378.31 ]
[  epoch 0001/0040] 0880/4800, lr:1.0e-04 ∣ avg_100 : 60474.403679 ∣ critic_nllloss : 46938.364844 ∣ critic_ganloss : -4269.005713 ∣ generator_nllloss : 9390.966406 ∣ generator_ganloss : 419.560132 ∣     [  std_z : 0.14  real_sub_fake : 8584.48 ]
[  epoch 0001/0040] 0890/4800, lr:1.0e-04 ∣ avg_100 : 60382.262491 ∣ critic_nllloss : 46836.184766 ∣ critic_ganloss : -4361.221289 ∣ generator_nllloss : 9368.942969 ∣ generator_ganloss : 429.931567 ∣     [  std_z : 0.15  real_sub_fake : 8772.55 ]
[  epoch 0001/0040] 0900/4800, lr:1.0e-04 ∣ avg_100 : 60289.651123 ∣ critic_nllloss : 46733.984375 ∣ critic_ganloss : -4479.640234 ∣ generator_nllloss : 9352.994531 ∣ generator_ganloss : 439.900684 ∣     [  std_z : 0.15  real_sub_fake : 8993.80 ]
[  epoch 0001/0040] 0910/4800, lr:1.0e-04 ∣ avg_100 : 60196.502043 ∣ critic_nllloss : 46614.623437 ∣ critic_ganloss : -4576.884912 ∣ generator_nllloss : 9325.725000 ∣ generator_ganloss : 449.621313 ∣     [  std_z : 0.15  real_sub_fake : 9197.35 ]
[  epoch 0001/0040] 0920/4800, lr:1.0e-04 ∣ avg_100 : 60102.942240 ∣ critic_nllloss : 46506.941406 ∣ critic_ganloss : -4679.688477 ∣ generator_nllloss : 9301.482422 ∣ generator_ganloss : 460.264771 ∣     [  std_z : 0.15  real_sub_fake : 9404.64 ]
[  epoch 0001/0040] 0930/4800, lr:1.0e-04 ∣ avg_100 : 60009.163912 ∣ critic_nllloss : 46404.213281 ∣ critic_ganloss : -4782.920703 ∣ generator_nllloss : 9289.999609 ∣ generator_ganloss : 470.265527 ∣     [  std_z : 0.15  real_sub_fake : 9627.30 ]
[  epoch 0001/0040] 0940/4800, lr:1.0e-04 ∣ avg_100 : 59914.956679 ∣ critic_nllloss : 46297.311719 ∣ critic_ganloss : -4884.499268 ∣ generator_nllloss : 9259.964844 ∣ generator_ganloss : 480.906763 ∣     [  std_z : 0.15  real_sub_fake : 9830.15 ]
[  epoch 0001/0040] 0950/4800, lr:1.0e-04 ∣ avg_100 : 59820.371495 ∣ critic_nllloss : 46187.713672 ∣ critic_ganloss : -4985.925391 ∣ generator_nllloss : 9236.500000 ∣ generator_ganloss : 491.075879 ∣     [  std_z : 0.15  real_sub_fake : 10040.33 ]
[  epoch 0001/0040] 0960/4800, lr:1.0e-04 ∣ avg_100 : 59725.623654 ∣ critic_nllloss : 46086.857031 ∣ critic_ganloss : -5089.958154 ∣ generator_nllloss : 9225.675781 ∣ generator_ganloss : 502.004126 ∣     [  std_z : 0.16  real_sub_fake : 10259.32 ]
[  epoch 0001/0040] 0970/4800, lr:1.0e-04 ∣ avg_100 : 59630.547191 ∣ critic_nllloss : 45982.368359 ∣ critic_ganloss : -5198.970117 ∣ generator_nllloss : 9208.820703 ∣ generator_ganloss : 510.987793 ∣     [  std_z : 0.16  real_sub_fake : 10481.09 ]
[  epoch 0001/0040] 0980/4800, lr:1.0e-04 ∣ avg_100 : 59535.573022 ∣ critic_nllloss : 45853.185156 ∣ critic_ganloss : -5220.122314 ∣ generator_nllloss : 9166.576953 ∣ generator_ganloss : 523.438867 ∣     [  std_z : 0.16  real_sub_fake : 10572.08 ]
[  epoch 0001/0040] 0990/4800, lr:1.0e-04 ∣ avg_100 : 59453.946918 ∣ critic_nllloss : 45748.396094 ∣ critic_ganloss : -3961.312134 ∣ generator_nllloss : 9153.066797 ∣ generator_ganloss : 514.437964 ∣     [  std_z : 0.16  real_sub_fake : 8652.83 ]
[  epoch 0001/0040] 1000/4800, lr:1.0e-04 ∣ avg_100 : 59370.095978 ∣ critic_nllloss : 45678.576172 ∣ critic_ganloss : -4209.847827 ∣ generator_nllloss : 9137.876562 ∣ generator_ganloss : 462.248010 ∣     [  std_z : 0.16  real_sub_fake : 9152.96 ]
[  epoch 0001/0040] 1010/4800, lr:1.0e-04 ∣ avg_100 : 59185.077516 ∣ critic_nllloss : 45570.823047 ∣ critic_ganloss : -5188.291211 ∣ generator_nllloss : 9113.820703 ∣ generator_ganloss : 530.818872 ∣     [  std_z : 0.17  real_sub_fake : 10837.51 ]
[  epoch 0001/0040] 1020/4800, lr:1.0e-04 ∣ avg_100 : 58999.991957 ∣ critic_nllloss : 45462.928125 ∣ critic_ganloss : -5425.256641 ∣ generator_nllloss : 9095.571094 ∣ generator_ganloss : 554.320483 ∣     [  std_z : 0.16  real_sub_fake : 11269.17 ]
[  epoch 0001/0040] 1030/4800, lr:1.0e-04 ∣ avg_100 : 58814.529891 ∣ critic_nllloss : 45336.185937 ∣ critic_ganloss : -5627.802295 ∣ generator_nllloss : 9070.716016 ∣ generator_ganloss : 562.978516 ∣     [  std_z : 0.16  real_sub_fake : 11557.96 ]
[  epoch 0001/0040] 1040/4800, lr:1.0e-04 ∣ avg_100 : 58628.729505 ∣ critic_nllloss : 45232.436328 ∣ critic_ganloss : -5811.247119 ∣ generator_nllloss : 9047.819531 ∣ generator_ganloss : 578.285449 ∣     [  std_z : 0.17  real_sub_fake : 11863.10 ]
[  epoch 0001/0040] 1050/4800, lr:1.0e-04 ∣ avg_100 : 58442.985905 ∣ critic_nllloss : 45147.883594 ∣ critic_ganloss : -5950.716699 ∣ generator_nllloss : 9031.660156 ∣ generator_ganloss : 590.533740 ∣     [  std_z : 0.17  real_sub_fake : 12116.05 ]
[  epoch 0001/0040] 1060/4800, lr:1.0e-04 ∣ avg_100 : 58257.277031 ∣ critic_nllloss : 45023.842969 ∣ critic_ganloss : -6073.103076 ∣ generator_nllloss : 9012.001172 ∣ generator_ganloss : 602.324341 ∣     [  std_z : 0.17  real_sub_fake : 12362.17 ]
[  epoch 0001/0040] 1070/4800, lr:1.0e-04 ∣ avg_100 : 58071.393731 ∣ critic_nllloss : 44923.296484 ∣ critic_ganloss : -6220.119189 ∣ generator_nllloss : 8984.860156 ∣ generator_ganloss : 615.113940 ∣     [  std_z : 0.17  real_sub_fake : 12621.75 ]
[  epoch 0001/0040] 1080/4800, lr:1.0e-04 ∣ avg_100 : 57885.285462 ∣ critic_nllloss : 44810.731250 ∣ critic_ganloss : -6335.875146 ∣ generator_nllloss : 8966.679297 ∣ generator_ganloss : 627.831665 ∣     [  std_z : 0.17  real_sub_fake : 12862.50 ]
[  epoch 0001/0040] 1090/4800, lr:1.0e-04 ∣ avg_100 : 57698.981021 ∣ critic_nllloss : 44706.544141 ∣ critic_ganloss : -6445.646533 ∣ generator_nllloss : 8943.725000 ∣ generator_ganloss : 639.120850 ∣     [  std_z : 0.17  real_sub_fake : 13100.36 ]
[  epoch 0001/0040] 1100/4800, lr:1.0e-04 ∣ avg_100 : 57512.961749 ∣ critic_nllloss : 44616.894531 ∣ critic_ganloss : -6576.430908 ∣ generator_nllloss : 8928.324609 ∣ generator_ganloss : 651.472070 ∣     [  std_z : 0.17  real_sub_fake : 13356.82 ]
[  epoch 0001/0040] 1110/4800, lr:1.0e-04 ∣ avg_100 : 57326.438043 ∣ critic_nllloss : 44502.977344 ∣ critic_ganloss : -6704.992383 ∣ generator_nllloss : 8901.065234 ∣ generator_ganloss : 662.839673 ∣     [  std_z : 0.17  real_sub_fake : 13613.52 ]
[  epoch 0001/0040] 1120/4800, lr:1.0e-04 ∣ avg_100 : 57139.657399 ∣ critic_nllloss : 44399.930859 ∣ critic_ganloss : -6780.834766 ∣ generator_nllloss : 8882.035156 ∣ generator_ganloss : 676.185596 ∣     [  std_z : 0.17  real_sub_fake : 13836.26 ]
[  epoch 0001/0040] 1130/4800, lr:1.0e-04 ∣ avg_100 : 56952.706999 ∣ critic_nllloss : 44302.076953 ∣ critic_ganloss : -6864.823145 ∣ generator_nllloss : 8861.925781 ∣ generator_ganloss : 688.868237 ∣     [  std_z : 0.18  real_sub_fake : 14081.99 ]
[  epoch 0001/0040] 1140/4800, lr:1.0e-04 ∣ avg_100 : 56764.302442 ∣ critic_nllloss : 44161.908203 ∣ critic_ganloss : -7016.114551 ∣ generator_nllloss : 8828.282422 ∣ generator_ganloss : 700.562891 ∣     [  std_z : 0.18  real_sub_fake : 14374.86 ]
[  epoch 0001/0040] 1150/4800, lr:1.0e-04 ∣ avg_100 : 56575.240806 ∣ critic_nllloss : 44066.742578 ∣ critic_ganloss : -7172.350342 ∣ generator_nllloss : 8815.230469 ∣ generator_ganloss : 713.578564 ∣     [  std_z : 0.18  real_sub_fake : 14623.80 ]
[  epoch 0001/0040] 1160/4800, lr:1.0e-04 ∣ avg_100 : 56385.025012 ∣ critic_nllloss : 43934.238281 ∣ critic_ganloss : -7332.174512 ∣ generator_nllloss : 8783.089062 ∣ generator_ganloss : 728.437573 ∣     [  std_z : 0.18  real_sub_fake : 14933.00 ]
[  epoch 0001/0040] 1170/4800, lr:1.0e-04 ∣ avg_100 : 56195.779868 ∣ critic_nllloss : 43839.275781 ∣ critic_ganloss : -7239.334131 ∣ generator_nllloss : 8765.540625 ∣ generator_ganloss : 727.657373 ∣     [  std_z : 0.18  real_sub_fake : 14875.59 ]
[  epoch 0001/0040] 1180/4800, lr:1.0e-04 ∣ avg_100 : 56011.090687 ∣ critic_nllloss : 43745.550781 ∣ critic_ganloss : -6868.711084 ∣ generator_nllloss : 8760.322266 ∣ generator_ganloss : 715.075586 ∣     [  std_z : 0.18  real_sub_fake : 14547.64 ]
[  epoch 0001/0040] 1190/4800, lr:1.0e-04 ∣ avg_100 : 55832.824747 ∣ critic_nllloss : 43619.008203 ∣ critic_ganloss : -6283.740918 ∣ generator_nllloss : 8737.444531 ∣ generator_ganloss : 763.169385 ∣     [  std_z : 0.18  real_sub_fake : 14145.52 ]
[  epoch 0001/0040] 1200/4800, lr:1.0e-04 ∣ avg_100 : 55649.475169 ∣ critic_nllloss : 43524.317578 ∣ critic_ganloss : -6824.271191 ∣ generator_nllloss : 8698.726172 ∣ generator_ganloss : 767.440088 ∣     [  std_z : 0.19  real_sub_fake : 14704.90 ]
[  epoch 0001/0040] 1210/4800, lr:1.0e-04 ∣ avg_100 : 55458.548612 ∣ critic_nllloss : 43426.747266 ∣ critic_ganloss : -7624.086279 ∣ generator_nllloss : 8684.902734 ∣ generator_ganloss : 774.479248 ∣     [  std_z : 0.19  real_sub_fake : 15939.64 ]
[  epoch 0001/0040] 1220/4800, lr:1.0e-04 ∣ avg_100 : 55265.114146 ∣ critic_nllloss : 43294.082031 ∣ critic_ganloss : -7927.240723 ∣ generator_nllloss : 8660.012891 ∣ generator_ganloss : 795.836035 ∣     [  std_z : 0.19  real_sub_fake : 16299.76 ]
[  epoch 0001/0040] 1230/4800, lr:1.0e-04 ∣ avg_100 : 55069.863354 ∣ critic_nllloss : 43188.523438 ∣ critic_ganloss : -8145.807813 ∣ generator_nllloss : 8641.676563 ∣ generator_ganloss : 812.564722 ∣     [  std_z : 0.19  real_sub_fake : 16650.24 ]
[  epoch 0001/0040] 1240/4800, lr:1.0e-04 ∣ avg_100 : 54873.579992 ∣ critic_nllloss : 43098.066016 ∣ critic_ganloss : -8326.113672 ∣ generator_nllloss : 8620.885156 ∣ generator_ganloss : 827.658984 ∣     [  std_z : 0.19  real_sub_fake : 16979.57 ]
[  epoch 0001/0040] 1250/4800, lr:1.0e-04 ∣ avg_100 : 54676.801714 ∣ critic_nllloss : 42964.652344 ∣ critic_ganloss : -8422.315723 ∣ generator_nllloss : 8602.910547 ∣ generator_ganloss : 842.152393 ∣     [  std_z : 0.19  real_sub_fake : 17216.95 ]
[  epoch 0001/0040] 1260/4800, lr:1.0e-04 ∣ avg_100 : 54478.499085 ∣ critic_nllloss : 42849.821094 ∣ critic_ganloss : -8565.510937 ∣ generator_nllloss : 8570.241016 ∣ generator_ganloss : 854.560645 ∣     [  std_z : 0.19  real_sub_fake : 17498.30 ]
[  epoch 0001/0040] 1270/4800, lr:1.0e-04 ∣ avg_100 : 54280.256329 ∣ critic_nllloss : 42755.467578 ∣ critic_ganloss : -8661.729297 ∣ generator_nllloss : 8556.057031 ∣ generator_ganloss : 866.233594 ∣     [  std_z : 0.19  real_sub_fake : 17757.86 ]
[  epoch 0001/0040] 1280/4800, lr:1.0e-04 ∣ avg_100 : 54082.235737 ∣ critic_nllloss : 42634.076172 ∣ critic_ganloss : -8681.786133 ∣ generator_nllloss : 8539.109375 ∣ generator_ganloss : 880.973975 ∣     [  std_z : 0.20  real_sub_fake : 17973.18 ]
[  epoch 0001/0040] 1290/4800, lr:1.0e-04 ∣ avg_100 : 53888.829872 ∣ critic_nllloss : 42521.253906 ∣ critic_ganloss : -8239.243213 ∣ generator_nllloss : 8500.644531 ∣ generator_ganloss : 883.918945 ∣     [  std_z : 0.20  real_sub_fake : 17772.16 ]
[  epoch 0001/0040] 1300/4800, lr:1.0e-04 ∣ avg_100 : 53713.617043 ∣ critic_nllloss : 42418.734766 ∣ critic_ganloss : -6315.073486 ∣ generator_nllloss : 8483.920313 ∣ generator_ganloss : 756.909863 ∣     [  std_z : 0.20  real_sub_fake : 15573.74 ]
[  epoch 0001/0040] 1310/4800, lr:1.0e-04 ∣ avg_100 : 53522.641603 ∣ critic_nllloss : 42296.582031 ∣ critic_ganloss : -8040.717529 ∣ generator_nllloss : 8455.270313 ∣ generator_ganloss : 913.321973 ∣     [  std_z : 0.20  real_sub_fake : 17745.18 ]
[  epoch 0001/0040] 1320/4800, lr:1.0e-04 ∣ avg_100 : 53318.709538 ∣ critic_nllloss : 42181.531250 ∣ critic_ganloss : -9349.250293 ∣ generator_nllloss : 8431.202344 ∣ generator_ganloss : 916.129297 ∣     [  std_z : 0.20  real_sub_fake : 19066.04 ]
[  epoch 0001/0040] 1330/4800, lr:1.0e-04 ∣ avg_100 : 53113.049772 ∣ critic_nllloss : 42087.927734 ∣ critic_ganloss : -9620.945020 ∣ generator_nllloss : 8423.831250 ∣ generator_ganloss : 944.472559 ∣     [  std_z : 0.21  real_sub_fake : 19456.16 ]
[  epoch 0001/0040] 1340/4800, lr:1.0e-04 ∣ avg_100 : 52905.447136 ∣ critic_nllloss : 41964.207422 ∣ critic_ganloss : -9819.190137 ∣ generator_nllloss : 8397.498828 ∣ generator_ganloss : 963.336914 ∣     [  std_z : 0.21  real_sub_fake : 19772.88 ]
[  epoch 0001/0040] 1350/4800, lr:1.0e-04 ∣ avg_100 : 52696.272795 ∣ critic_nllloss : 41861.063672 ∣ critic_ganloss : -10015.475195 ∣ generator_nllloss : 8377.397266 ∣ generator_ganloss : 979.965918 ∣    [  std_z : 0.21  real_sub_fake : 20144.92 ]
[  epoch 0001/0040] 1360/4800, lr:1.0e-04 ∣ avg_100 : 52485.661916 ∣ critic_nllloss : 41752.776172 ∣ critic_ganloss : -10196.865234 ∣ generator_nllloss : 8354.512500 ∣ generator_ganloss : 997.180322 ∣    [  std_z : 0.21  real_sub_fake : 20488.30 ]
[  epoch 0001/0040] 1370/4800, lr:1.0e-04 ∣ avg_100 : 52273.393843 ∣ critic_nllloss : 41633.762891 ∣ critic_ganloss : -10368.616211 ∣ generator_nllloss : 8332.949609 ∣ generator_ganloss : 1014.041797 ∣   [  std_z : 0.21  real_sub_fake : 20829.78 ]
[  epoch 0001/0040] 1380/4800, lr:1.0e-04 ∣ avg_100 : 52060.041764 ∣ critic_nllloss : 41526.553906 ∣ critic_ganloss : -10521.479785 ∣ generator_nllloss : 8309.345703 ∣ generator_ganloss : 1030.256934 ∣   [  std_z : 0.22  real_sub_fake : 21159.19 ]
[  epoch 0001/0040] 1390/4800, lr:1.0e-04 ∣ avg_100 : 51845.090803 ∣ critic_nllloss : 41408.746094 ∣ critic_ganloss : -10709.413281 ∣ generator_nllloss : 8280.066016 ∣ generator_ganloss : 1046.711523 ∣   [  std_z : 0.22  real_sub_fake : 21515.19 ]
[  epoch 0001/0040] 1400/4800, lr:1.0e-04 ∣ avg_100 : 51629.380434 ∣ critic_nllloss : 41309.626172 ∣ critic_ganloss : -10852.868848 ∣ generator_nllloss : 8263.621094 ∣ generator_ganloss : 1063.671826 ∣   [  std_z : 0.22  real_sub_fake : 21830.70 ]
[  epoch 0001/0040] 1410/4800, lr:1.0e-04 ∣ avg_100 : 51413.011001 ∣ critic_nllloss : 41184.275000 ∣ critic_ganloss : -10934.801758 ∣ generator_nllloss : 8249.485156 ∣ generator_ganloss : 1079.425391 ∣   [  std_z : 0.22  real_sub_fake : 22061.55 ]
[  epoch 0001/0040] 1420/4800, lr:1.0e-04 ∣ avg_100 : 51205.703422 ∣ critic_nllloss : 41079.798438 ∣ critic_ganloss : -10012.553516 ∣ generator_nllloss : 8219.374609 ∣ generator_ganloss : 1074.406299 ∣   [  std_z : 0.22  real_sub_fake : 21099.28 ]
[  epoch 0001/0040] 1430/4800, lr:1.0e-04 ∣ avg_100 : 51062.025762 ∣ critic_nllloss : 40953.054688 ∣ critic_ganloss : -3136.837781 ∣ generator_nllloss : 8194.661328 ∣ generator_ganloss : 528.991049 ∣     [  std_z : 0.22  real_sub_fake : 8577.37 ]
[  epoch 0001/0040] 1440/4800, lr:1.0e-04 ∣ avg_100 : 50935.550193 ∣ critic_nllloss : 40846.024609 ∣ critic_ganloss : -39.751789 ∣ generator_nllloss : 8169.682031 ∣ generator_ganloss : -860.401855 ∣  [  std_z : 0.23  real_sub_fake : 192.46 ]
[  epoch 0001/0040] 1450/4800, lr:1.0e-04 ∣ avg_100 : 50808.968030 ∣ critic_nllloss : 40737.319531 ∣ critic_ganloss : -26.890663 ∣ generator_nllloss : 8144.449609 ∣ generator_ganloss : -921.744238 ∣  [  std_z : 0.23  real_sub_fake : 59.25 ]
[  epoch 0001/0040] 1460/4800, lr:1.0e-04 ∣ avg_100 : 50682.496266 ∣ critic_nllloss : 40625.169141 ∣ critic_ganloss : -30.395358 ∣ generator_nllloss : 8128.978125 ∣ generator_ganloss : -930.447803 ∣  [  std_z : 0.23  real_sub_fake : 67.18 ]
[  epoch 0001/0040] 1470/4800, lr:1.0e-04 ∣ avg_100 : 50556.396112 ∣ critic_nllloss : 40526.452344 ∣ critic_ganloss : -42.819407 ∣ generator_nllloss : 8109.057422 ∣ generator_ganloss : -931.064795 ∣  [  std_z : 0.23  real_sub_fake : 91.10 ]
[  epoch 0001/0040] 1480/4800, lr:1.0e-04 ∣ avg_100 : 50430.338431 ∣ critic_nllloss : 40396.491016 ∣ critic_ganloss : -63.412146 ∣ generator_nllloss : 8078.622656 ∣ generator_ganloss : -929.947070 ∣  [  std_z : 0.23  real_sub_fake : 132.01 ]
[  epoch 0001/0040] 1490/4800, lr:1.0e-04 ∣ avg_100 : 50304.447682 ∣ critic_nllloss : 40298.932031 ∣ critic_ganloss : -102.367161 ∣ generator_nllloss : 8066.103516 ∣ generator_ganloss : -926.048389 ∣     [  std_z : 0.23  real_sub_fake : 209.07 ]
[  epoch 0001/0040] 1500/4800, lr:1.0e-04 ∣ avg_100 : 50177.882775 ∣ critic_nllloss : 40183.912891 ∣ critic_ganloss : -190.108365 ∣ generator_nllloss : 8041.700000 ∣ generator_ganloss : -913.644434 ∣     [  std_z : 0.24  real_sub_fake : 385.82 ]
[  epoch 0001/0040] 1510/4800, lr:1.0e-04 ∣ avg_100 : 50050.157877 ∣ critic_nllloss : 40079.553125 ∣ critic_ganloss : -404.892700 ∣ generator_nllloss : 8020.682813 ∣ generator_ganloss : -880.302246 ∣     [  std_z : 0.24  real_sub_fake : 824.25 ]
[  epoch 0001/0040] 1520/4800, lr:1.0e-04 ∣ avg_100 : 49916.803722 ∣ critic_nllloss : 39974.779297 ∣ critic_ganloss : -1190.603888 ∣ generator_nllloss : 8000.027344 ∣ generator_ganloss : -697.699023 ∣    [  std_z : 0.24  real_sub_fake : 2553.10 ]
[  epoch 0001/0040] 1530/4800, lr:1.0e-04 ∣ avg_100 : 49764.053123 ∣ critic_nllloss : 39822.864062 ∣ critic_ganloss : -3932.210474 ∣ generator_nllloss : 7963.941016 ∣ generator_ganloss : 107.744189 ∣     [  std_z : 0.24  real_sub_fake : 9511.57 ]
[  epoch 0001/0040] 1540/4800, lr:1.0e-04 ∣ avg_100 : 49627.326907 ∣ critic_nllloss : 39740.249609 ∣ critic_ganloss : -2717.992712 ∣ generator_nllloss : 7948.428906 ∣ generator_ganloss : 427.859985 ∣     [  std_z : 0.24  real_sub_fake : 9215.80 ]
[  epoch 0001/0040] 1550/4800, lr:1.0e-04 ∣ avg_100 : 49486.222838 ∣ critic_nllloss : 39625.353125 ∣ critic_ganloss : -3055.349512 ∣ generator_nllloss : 7928.635938 ∣ generator_ganloss : 290.928101 ∣     [  std_z : 0.25  real_sub_fake : 7425.43 ]
[  epoch 0001/0040] 1560/4800, lr:1.0e-04 ∣ avg_100 : 49361.407770 ∣ critic_nllloss : 39501.620313 ∣ critic_ganloss : -1667.288647 ∣ generator_nllloss : 7898.133203 ∣ generator_ganloss : 495.679126 ∣     [  std_z : 0.25  real_sub_fake : 7229.63 ]
[  epoch 0001/0040] 1570/4800, lr:1.0e-04 ∣ avg_100 : 49216.331361 ∣ critic_nllloss : 39414.061719 ∣ critic_ganloss : -3548.212720 ∣ generator_nllloss : 7881.170703 ∣ generator_ganloss : 299.336203 ∣     [  std_z : 0.25  real_sub_fake : 8225.82 ]
[  epoch 0001/0040] 1580/4800, lr:1.0e-04 ∣ avg_100 : 49032.472232 ∣ critic_nllloss : 39293.159766 ∣ critic_ganloss : -7998.671240 ∣ generator_nllloss : 7865.101172 ∣ generator_ganloss : 844.287476 ∣     [  std_z : 0.25  real_sub_fake : 18443.89 ]
[  epoch 0001/0040] 1590/4800, lr:1.0e-04 ∣ avg_100 : 48838.589406 ∣ critic_nllloss : 39187.313672 ∣ critic_ganloss : -9166.468213 ∣ generator_nllloss : 7836.815234 ∣ generator_ganloss : 945.725684 ∣     [  std_z : 0.26  real_sub_fake : 20597.51 ]
[  epoch 0001/0040] 1600/4800, lr:1.0e-04 ∣ avg_100 : 48635.506887 ∣ critic_nllloss : 39080.805078 ∣ critic_ganloss : -10264.890137 ∣ generator_nllloss : 7822.662500 ∣ generator_ganloss : 1074.440381 ∣   [  std_z : 0.26  real_sub_fake : 22246.39 ]
[  epoch 0001/0040] 1610/4800, lr:1.0e-04 ∣ avg_100 : 48431.446574 ∣ critic_nllloss : 38973.187500 ∣ critic_ganloss : -10408.259961 ∣ generator_nllloss : 7800.803516 ∣ generator_ganloss : 1066.039893 ∣   [  std_z : 0.26  real_sub_fake : 22486.49 ]
[  epoch 0001/0040] 1620/4800, lr:1.0e-04 ∣ avg_100 : 48238.449300 ∣ critic_nllloss : 38859.673828 ∣ critic_ganloss : -9254.114063 ∣ generator_nllloss : 7774.600391 ∣ generator_ganloss : 979.377051 ∣     [  std_z : 0.26  real_sub_fake : 21154.37 ]
[  epoch 0001/0040] 1630/4800, lr:1.0e-04 ∣ avg_100 : 48092.457075 ∣ critic_nllloss : 38760.783594 ∣ critic_ganloss : -4098.202148 ∣ generator_nllloss : 7758.716016 ∣ generator_ganloss : 484.396411 ∣     [  std_z : 0.27  real_sub_fake : 12398.89 ]
[  epoch 0001/0040] 1640/4800, lr:1.0e-04 ∣ avg_100 : 47935.428531 ∣ critic_nllloss : 38641.449609 ∣ critic_ganloss : -5242.517627 ∣ generator_nllloss : 7729.939062 ∣ generator_ganloss : 536.935486 ∣     [  std_z : 0.27  real_sub_fake : 12169.08 ]
[  epoch 0001/0040] 1650/4800, lr:1.0e-04 ∣ avg_100 : 47742.111414 ∣ critic_nllloss : 38547.690234 ∣ critic_ganloss : -9522.887695 ∣ generator_nllloss : 7706.906641 ∣ generator_ganloss : 1074.733643 ∣    [  std_z : 0.27  real_sub_fake : 22092.78 ]
[  epoch 0001/0040] 1660/4800, lr:1.0e-04 ∣ avg_100 : 47543.132351 ∣ critic_nllloss : 38445.131641 ∣ critic_ganloss : -10040.855957 ∣ generator_nllloss : 7693.213281 ∣ generator_ganloss : 955.010352 ∣    [  std_z : 0.27  real_sub_fake : 21696.07 ]
[  epoch 0001/0040] 1670/4800, lr:1.0e-04 ∣ avg_100 : 47366.064235 ∣ critic_nllloss : 38331.773438 ∣ critic_ganloss : -7881.400586 ∣ generator_nllloss : 7667.310547 ∣ generator_ganloss : 912.185596 ∣     [  std_z : 0.27  real_sub_fake : 19565.62 ]
[  epoch 0001/0040] 1680/4800, lr:1.0e-04 ∣ avg_100 : 47233.976269 ∣ critic_nllloss : 38230.721875 ∣ critic_ganloss : -2863.306335 ∣ generator_nllloss : 7649.953516 ∣ generator_ganloss : 306.075647 ∣     [  std_z : 0.28  real_sub_fake : 9386.07 ]
[  epoch 0001/0040] 1690/4800, lr:1.0e-04 ∣ avg_100 : 47103.920505 ∣ critic_nllloss : 38121.489453 ∣ critic_ganloss : -2836.868713 ∣ generator_nllloss : 7626.387500 ∣ generator_ganloss : 433.968384 ∣     [  std_z : 0.28  real_sub_fake : 7265.40 ]
[  epoch 0001/0040] 1700/4800, lr:1.0e-04 ∣ avg_100 : 46932.418605 ∣ critic_nllloss : 38023.085547 ∣ critic_ganloss : -7642.559766 ∣ generator_nllloss : 7608.310547 ∣ generator_ganloss : 1012.561523 ∣    [  std_z : 0.28  real_sub_fake : 18864.16 ]
[  epoch 0001/0040] 1710/4800, lr:1.0e-04 ∣ avg_100 : 46741.306108 ∣ critic_nllloss : 37915.941406 ∣ critic_ganloss : -9688.474609 ∣ generator_nllloss : 7580.251953 ∣ generator_ganloss : 1044.825293 ∣    [  std_z : 0.28  real_sub_fake : 23021.07 ]
[  epoch 0001/0040] 1720/4800, lr:1.0e-04 ∣ avg_100 : 46554.624356 ∣ critic_nllloss : 37827.134375 ∣ critic_ganloss : -9359.596289 ∣ generator_nllloss : 7566.386328 ∣ generator_ganloss : 1054.563525 ∣    [  std_z : 0.29  real_sub_fake : 22307.69 ]
[  epoch 0001/0040] 1730/4800, lr:1.0e-04 ∣ avg_100 : 46385.933182 ∣ critic_nllloss : 37708.133984 ∣ critic_ganloss : -7464.154834 ∣ generator_nllloss : 7546.144922 ∣ generator_ganloss : 918.119482 ∣     [  std_z : 0.29  real_sub_fake : 19606.45 ]
[  epoch 0001/0040] 1740/4800, lr:1.0e-04 ∣ avg_100 : 46260.189049 ∣ critic_nllloss : 37607.543750 ∣ critic_ganloss : -2856.419666 ∣ generator_nllloss : 7521.849609 ∣ generator_ganloss : 511.398059 ∣     [  std_z : 0.30  real_sub_fake : 10308.65 ]
[  epoch 0001/0040] 1750/4800, lr:1.0e-04 ∣ avg_100 : 46152.994631 ∣ critic_nllloss : 37505.721484 ∣ critic_ganloss : -539.567395 ∣ generator_nllloss : 7503.100781 ∣ generator_ganloss : -9.882950 ∣   [  std_z : 0.30  real_sub_fake : 2354.55 ]
[  epoch 0001/0040] 1760/4800, lr:1.0e-04 ∣ avg_100 : 46021.663547 ∣ critic_nllloss : 37404.687500 ∣ critic_ganloss : -3594.299841 ∣ generator_nllloss : 7487.753906 ∣ generator_ganloss : 546.768054 ∣     [  std_z : 0.30  real_sub_fake : 7769.88 ]
[  epoch 0001/0040] 1770/4800, lr:1.0e-04 ∣ avg_100 : 45839.267707 ∣ critic_nllloss : 37305.593359 ∣ critic_ganloss : -9199.176953 ∣ generator_nllloss : 7462.222266 ∣ generator_ganloss : 962.114258 ∣     [  std_z : 0.30  real_sub_fake : 21143.44 ]
[  epoch 0001/0040] 1780/4800, lr:1.0e-04 ∣ avg_100 : 45664.080764 ∣ critic_nllloss : 37203.128125 ∣ critic_ganloss : -8593.605273 ∣ generator_nllloss : 7438.299219 ∣ generator_ganloss : 986.229687 ∣     [  std_z : 0.30  real_sub_fake : 21487.10 ]
[  epoch 0001/0040] 1790/4800, lr:1.0e-04 ∣ avg_100 : 45536.799786 ∣ critic_nllloss : 37106.977344 ∣ critic_ganloss : -3592.562183 ∣ generator_nllloss : 7416.297656 ∣ generator_ganloss : 691.810938 ∣     [  std_z : 0.31  real_sub_fake : 12571.22 ]
[  epoch 0001/0040] 1800/4800, lr:1.0e-04 ∣ avg_100 : 45430.910228 ∣ critic_nllloss : 37008.909375 ∣ critic_ganloss : -610.121997 ∣ generator_nllloss : 7406.370703 ∣ generator_ganloss : -241.725000 ∣     [  std_z : 0.31  real_sub_fake : 2836.28 ]
[  epoch 0001/0040] 1810/4800, lr:1.0e-04 ∣ avg_100 : 45323.965628 ∣ critic_nllloss : 36916.335156 ∣ critic_ganloss : -728.754889 ∣ generator_nllloss : 7375.681250 ∣ generator_ganloss : -321.449426 ∣     [  std_z : 0.31  real_sub_fake : 1834.88 ]
[  epoch 0001/0040] 1820/4800, lr:1.0e-04 ∣ avg_100 : 45210.079894 ∣ critic_nllloss : 36824.162891 ∣ critic_ganloss : -1887.364880 ∣ generator_nllloss : 7362.583594 ∣ generator_ganloss : 33.408398 ∣  [  std_z : 0.32  real_sub_fake : 4467.03 ]
[  epoch 0001/0040] 1830/4800, lr:1.0e-04 ∣ avg_100 : 45067.367696 ∣ critic_nllloss : 36713.596094 ∣ critic_ganloss : -5566.735571 ∣ generator_nllloss : 7332.186328 ∣ generator_ganloss : 792.239209 ∣     [  std_z : 0.32  real_sub_fake : 14256.66 ]
[  epoch 0001/0040] 1840/4800, lr:1.0e-04 ∣ avg_100 : 44893.796911 ∣ critic_nllloss : 36614.576562 ∣ critic_ganloss : -9037.034375 ∣ generator_nllloss : 7325.690625 ∣ generator_ganloss : 1060.393457 ∣    [  std_z : 0.32  real_sub_fake : 22802.16 ]
[  epoch 0001/0040] 1850/4800, lr:1.0e-04 ∣ avg_100 : 44725.856550 ∣ critic_nllloss : 36529.807422 ∣ critic_ganloss : -8468.833691 ∣ generator_nllloss : 7301.821484 ∣ generator_ganloss : 957.345459 ∣     [  std_z : 0.32  real_sub_fake : 21924.88 ]
[  epoch 0001/0040] 1860/4800, lr:1.0e-04 ∣ avg_100 : 44576.032067 ∣ critic_nllloss : 36452.208984 ∣ critic_ganloss : -6677.715381 ∣ generator_nllloss : 7290.342578 ∣ generator_ganloss : 862.603369 ∣     [  std_z : 0.33  real_sub_fake : 18252.27 ]
[  epoch 0001/0040] 1870/4800, lr:1.0e-04 ∣ avg_100 : 44454.894736 ∣ critic_nllloss : 36337.380469 ∣ critic_ganloss : -3580.747363 ∣ generator_nllloss : 7273.350000 ∣ generator_ganloss : 548.281177 ∣     [  std_z : 0.33  real_sub_fake : 12540.69 ]
[  epoch 0001/0040] 1880/4800, lr:1.0e-04 ∣ avg_100 : 44356.918846 ∣ critic_nllloss : 36251.914453 ∣ critic_ganloss : -951.666656 ∣ generator_nllloss : 7243.848047 ∣ generator_ganloss : 138.200778 ∣  [  std_z : 0.33  real_sub_fake : 4347.24 ]
[  epoch 0001/0040] 1890/4800, lr:1.0e-04 ∣ avg_100 : 44252.204055 ∣ critic_nllloss : 36184.962891 ∣ critic_ganloss : -1846.196552 ∣ generator_nllloss : 7239.625781 ∣ generator_ganloss : 223.966760 ∣     [  std_z : 0.34  real_sub_fake : 4748.27 ]
[  epoch 0001/0040] 1900/4800, lr:1.0e-04 ∣ avg_100 : 44115.414645 ∣ critic_nllloss : 36063.120313 ∣ critic_ganloss : -5588.870947 ∣ generator_nllloss : 7215.738672 ∣ generator_ganloss : 678.310400 ∣     [  std_z : 0.34  real_sub_fake : 14050.16 ]
[  epoch 0001/0040] 1910/4800, lr:1.0e-04 ∣ avg_100 : 43967.413000 ∣ critic_nllloss : 35976.946875 ∣ critic_ganloss : -7036.961182 ∣ generator_nllloss : 7199.492969 ∣ generator_ganloss : 873.441602 ∣     [  std_z : 0.34  real_sub_fake : 18387.75 ]
[  epoch 0001/0040] 1920/4800, lr:1.0e-04 ∣ avg_100 : 43850.270471 ∣ critic_nllloss : 35891.296875 ∣ critic_ganloss : -3680.918433 ∣ generator_nllloss : 7183.680078 ∣ generator_ganloss : 480.688684 ∣     [  std_z : 0.34  real_sub_fake : 12782.45 ]
[  epoch 0001/0040] 1930/4800, lr:1.0e-04 ∣ avg_100 : 43761.552895 ∣ critic_nllloss : 35808.719922 ∣ critic_ganloss : -492.092096 ∣ generator_nllloss : 7158.362891 ∣ generator_ganloss : 34.809442 ∣   [  std_z : 0.34  real_sub_fake : 3571.78 ]
[  epoch 0001/0040] 1940/4800, lr:1.0e-04 ∣ avg_100 : 43670.818115 ∣ critic_nllloss : 35715.626172 ∣ critic_ganloss : -501.685382 ∣ generator_nllloss : 7145.134375 ∣ generator_ganloss : -278.869128 ∣     [  std_z : 0.35  real_sub_fake : 1462.52 ]
[  epoch 0001/0040] 1950/4800, lr:1.0e-04 ∣ avg_100 : 43578.118075 ∣ critic_nllloss : 35645.425781 ∣ critic_ganloss : -892.509338 ∣ generator_nllloss : 7132.412891 ∣ generator_ganloss : -225.969165 ∣     [  std_z : 0.36  real_sub_fake : 2158.47 ]
[  epoch 0001/0040] 1960/4800, lr:1.0e-04 ∣ avg_100 : 43479.000971 ∣ critic_nllloss : 35538.707031 ∣ critic_ganloss : -1869.490479 ∣ generator_nllloss : 7114.787500 ∣ generator_ganloss : 28.864349 ∣  [  std_z : 0.35  real_sub_fake : 4824.25 ]
[  epoch 0001/0040] 1970/4800, lr:1.0e-04 ∣ avg_100 : 43366.180998 ∣ critic_nllloss : 35434.400000 ∣ critic_ganloss : -3904.184375 ∣ generator_nllloss : 7089.304688 ∣ generator_ganloss : 601.689111 ∣     [  std_z : 0.36  real_sub_fake : 11688.28 ]
[  epoch 0001/0040] 1980/4800, lr:1.0e-04 ∣ avg_100 : 43243.794712 ∣ critic_nllloss : 35351.130859 ∣ critic_ganloss : -5098.669775 ∣ generator_nllloss : 7072.097266 ∣ generator_ganloss : 759.891675 ∣     [  std_z : 0.36  real_sub_fake : 15601.34 ]
[  epoch 0001/0040] 1990/4800, lr:1.0e-04 ∣ avg_100 : 43114.132777 ∣ critic_nllloss : 35274.175781 ∣ critic_ganloss : -4532.639722 ∣ generator_nllloss : 7050.692187 ∣ generator_ganloss : 696.167017 ∣     [  std_z : 0.36  real_sub_fake : 14110.84 ]
[  epoch 0001/0040] 2000/4800, lr:1.0e-04 ∣ avg_100 : 42998.728797 ∣ critic_nllloss : 35176.721875 ∣ critic_ganloss : -3147.339453 ∣ generator_nllloss : 7042.507031 ∣ generator_ganloss : 456.565454 ∣     [  std_z : 0.36  real_sub_fake : 10615.51 ]
[  epoch 0001/0040] 2010/4800, lr:1.0e-04 ∣ avg_100 : 42906.374768 ∣ critic_nllloss : 35099.467578 ∣ critic_ganloss : -1606.453882 ∣ generator_nllloss : 7026.346484 ∣ generator_ganloss : 272.408374 ∣     [  std_z : 0.37  real_sub_fake : 6627.50 ]
[  epoch 0001/0040] 2020/4800, lr:1.0e-04 ∣ avg_100 : 42822.799559 ∣ critic_nllloss : 35008.930859 ∣ critic_ganloss : -773.452515 ∣ generator_nllloss : 7005.148828 ∣ generator_ganloss : 89.414969 ∣   [  std_z : 0.36  real_sub_fake : 3518.76 ]
[  epoch 0001/0040] 2030/4800, lr:1.0e-04 ∣ avg_100 : 42741.580920 ∣ critic_nllloss : 34914.391797 ∣ critic_ganloss : -850.890839 ∣ generator_nllloss : 6985.669922 ∣ generator_ganloss : 171.043390 ∣  [  std_z : 0.37  real_sub_fake : 2881.61 ]
[  epoch 0001/0040] 2040/4800, lr:1.0e-04 ∣ avg_100 : 42652.203439 ∣ critic_nllloss : 34835.708203 ∣ critic_ganloss : -2052.409277 ∣ generator_nllloss : 6970.076563 ∣ generator_ganloss : 356.170605 ∣     [  std_z : 0.38  real_sub_fake : 5555.90 ]
[  epoch 0001/0040] 2050/4800, lr:1.0e-04 ∣ avg_100 : 42549.303216 ∣ critic_nllloss : 34774.869141 ∣ critic_ganloss : -3721.880762 ∣ generator_nllloss : 6963.173047 ∣ generator_ganloss : 513.177087 ∣     [  std_z : 0.38  real_sub_fake : 11431.33 ]
[  epoch 0001/0040] 2060/4800, lr:1.0e-04 ∣ avg_100 : 42456.902160 ∣ critic_nllloss : 34674.993359 ∣ critic_ganloss : -2529.897314 ∣ generator_nllloss : 6936.203516 ∣ generator_ganloss : 243.660175 ∣     [  std_z : 0.38  real_sub_fake : 10308.75 ]
[  epoch 0001/0040] 2070/4800, lr:1.0e-04 ∣ avg_100 : 42378.762735 ∣ critic_nllloss : 34589.043750 ∣ critic_ganloss : -620.699756 ∣ generator_nllloss : 6916.681641 ∣ generator_ganloss : -395.816675 ∣     [  std_z : 0.38  real_sub_fake : 3130.46 ]
[  epoch 0001/0040] 2080/4800, lr:1.0e-04 ∣ avg_100 : 42304.405627 ∣ critic_nllloss : 34511.480469 ∣ critic_ganloss : -210.670517 ∣ generator_nllloss : 6904.857813 ∣ generator_ganloss : -572.011548 ∣     [  std_z : 0.38  real_sub_fake : 1049.49 ]
[  epoch 0001/0040] 2090/4800, lr:1.0e-04 ∣ avg_100 : 42231.195116 ∣ critic_nllloss : 34479.255469 ∣ critic_ganloss : -256.784824 ∣ generator_nllloss : 6883.622266 ∣ generator_ganloss : -583.400562 ∣     [  std_z : 0.40  real_sub_fake : 857.99 ]
[  epoch 0001/0040] 2100/4800, lr:1.0e-04 ∣ avg_100 : 42156.822865 ∣ critic_nllloss : 34343.887500 ∣ critic_ganloss : -541.146884 ∣ generator_nllloss : 6869.342188 ∣ generator_ganloss : -489.047559 ∣     [  std_z : 0.39  real_sub_fake : 1418.90 ]
[  epoch 0001/0040] 2110/4800, lr:1.0e-04 ∣ avg_100 : 42080.937260 ∣ critic_nllloss : 34268.526172 ∣ critic_ganloss : -1118.592053 ∣ generator_nllloss : 6857.112500 ∣ generator_ganloss : -233.717236 ∣    [  std_z : 0.39  real_sub_fake : 2861.96 ]
[  epoch 0001/0040] 2120/4800, lr:1.0e-04 ∣ avg_100 : 42000.607800 ∣ critic_nllloss : 34222.121484 ∣ critic_ganloss : -2201.400452 ∣ generator_nllloss : 6850.398828 ∣ generator_ganloss : 273.250955 ∣     [  std_z : 0.40  real_sub_fake : 6239.84 ]
[  epoch 0001/0040] 2130/4800, lr:1.0e-04 ∣ avg_100 : 41909.562310 ∣ critic_nllloss : 34119.221094 ∣ critic_ganloss : -3655.216602 ∣ generator_nllloss : 6824.009375 ∣ generator_ganloss : 595.484912 ∣     [  std_z : 0.40  real_sub_fake : 12594.27 ]
[  epoch 0001/0040] 2140/4800, lr:1.0e-04 ∣ avg_100 : 41826.364062 ∣ critic_nllloss : 34027.627344 ∣ critic_ganloss : -2822.066431 ∣ generator_nllloss : 6800.049609 ∣ generator_ganloss : 349.203687 ∣     [  std_z : 0.40  real_sub_fake : 10066.12 ]
[  epoch 0001/0040] 2150/4800, lr:1.0e-04 ∣ avg_100 : 41754.595401 ∣ critic_nllloss : 33933.620703 ∣ critic_ganloss : -1532.917908 ∣ generator_nllloss : 6785.106641 ∣ generator_ganloss : 60.525764 ∣  [  std_z : 0.40  real_sub_fake : 5937.11 ]
[  epoch 0001/0040] 2160/4800, lr:1.0e-04 ∣ avg_100 : 41692.112166 ∣ critic_nllloss : 33875.435547 ∣ critic_ganloss : -785.828711 ∣ generator_nllloss : 6768.803516 ∣ generator_ganloss : 6.856550 ∣    [  std_z : 0.41  real_sub_fake : 3676.49 ]
[  epoch 0001/0040] 2170/4800, lr:1.0e-04 ∣ avg_100 : 41631.584494 ∣ critic_nllloss : 33814.902734 ∣ critic_ganloss : -520.729840 ∣ generator_nllloss : 6773.273438 ∣ generator_ganloss : -27.073918 ∣  [  std_z : 0.41  real_sub_fake : 2399.64 ]
[  epoch 0001/0040] 2180/4800, lr:1.0e-04 ∣ avg_100 : 41568.367331 ∣ critic_nllloss : 33715.725781 ∣ critic_ganloss : -487.546677 ∣ generator_nllloss : 6742.922266 ∣ generator_ganloss : 59.419884 ∣   [  std_z : 0.41  real_sub_fake : 1927.29 ]
[  epoch 0001/0040] 2190/4800, lr:1.0e-04 ∣ avg_100 : 41498.004884 ∣ critic_nllloss : 33687.883984 ∣ critic_ganloss : -878.905121 ∣ generator_nllloss : 6736.464063 ∣ generator_ganloss : 254.193628 ∣  [  std_z : 0.42  real_sub_fake : 2572.95 ]
[  epoch 0001/0040] 2200/4800, lr:1.0e-04 ∣ avg_100 : 41429.252742 ∣ critic_nllloss : 33576.627734 ∣ critic_ganloss : -1364.122668 ∣ generator_nllloss : 6717.640234 ∣ generator_ganloss : 360.853064 ∣     [  std_z : 0.42  real_sub_fake : 4173.61 ]
[  epoch 0001/0040] 2210/4800, lr:1.0e-04 ∣ avg_100 : 41362.658291 ∣ critic_nllloss : 33547.861719 ∣ critic_ganloss : -1763.528931 ∣ generator_nllloss : 6711.328906 ∣ generator_ganloss : 106.936176 ∣     [  std_z : 0.43  real_sub_fake : 6366.25 ]
[  epoch 0001/0040] 2220/4800, lr:1.0e-04 ∣ avg_100 : 41304.892057 ∣ critic_nllloss : 33454.428906 ∣ critic_ganloss : -1128.319153 ∣ generator_nllloss : 6705.419141 ∣ generator_ganloss : 14.537952 ∣  [  std_z : 0.43  real_sub_fake : 5539.07 ]
[  epoch 0001/0040] 2230/4800, lr:1.0e-04 ∣ avg_100 : 41250.822568 ∣ critic_nllloss : 33336.518750 ∣ critic_ganloss : -505.483896 ∣ generator_nllloss : 6659.980469 ∣ generator_ganloss : -401.007275 ∣     [  std_z : 0.43  real_sub_fake : 2626.89 ]
[  epoch 0001/0040] 2240/4800, lr:1.0e-04 ∣ avg_100 : 41200.224617 ∣ critic_nllloss : 33300.685156 ∣ critic_ganloss : -323.289920 ∣ generator_nllloss : 6659.073047 ∣ generator_ganloss : -475.766895 ∣     [  std_z : 0.44  real_sub_fake : 1334.26 ]
[  epoch 0001/0040] 2250/4800, lr:1.0e-04 ∣ avg_100 : 41151.794396 ∣ critic_nllloss : 33243.379687 ∣ critic_ganloss : -274.371584 ∣ generator_nllloss : 6648.566406 ∣ generator_ganloss : -473.197070 ∣     [  std_z : 0.44  real_sub_fake : 1016.60 ]
[  epoch 0001/0040] 2260/4800, lr:1.0e-04 ∣ avg_100 : 41104.419450 ∣ critic_nllloss : 33150.007031 ∣ critic_ganloss : -408.502567 ∣ generator_nllloss : 6637.601953 ∣ generator_ganloss : -407.489233 ∣     [  std_z : 0.44  real_sub_fake : 1238.77 ]
[  epoch 0001/0040] 2270/4800, lr:1.0e-04 ∣ avg_100 : 41057.964607 ∣ critic_nllloss : 33094.677344 ∣ critic_ganloss : -611.328464 ∣ generator_nllloss : 6633.225391 ∣ generator_ganloss : -246.029651 ∣     [  std_z : 0.44  real_sub_fake : 1778.35 ]
[  epoch 0001/0040] 2280/4800, lr:1.0e-04 ∣ avg_100 : 41010.070750 ∣ critic_nllloss : 32960.721094 ∣ critic_ganloss : -1005.992249 ∣ generator_nllloss : 6604.586328 ∣ generator_ganloss : 23.672522 ∣  [  std_z : 0.43  real_sub_fake : 2952.37 ]
[  epoch 0001/0040] 2290/4800, lr:1.0e-04 ∣ avg_100 : 40958.568401 ∣ critic_nllloss : 32926.558203 ∣ critic_ganloss : -1318.149500 ∣ generator_nllloss : 6580.078125 ∣ generator_ganloss : 327.852490 ∣     [  std_z : 0.44  real_sub_fake : 4366.99 ]
[  epoch 0001/0040] 2300/4800, lr:1.0e-04 ∣ avg_100 : 40890.804728 ∣ critic_nllloss : 32865.378125 ∣ critic_ganloss : -1097.675122 ∣ generator_nllloss : 6586.152734 ∣ generator_ganloss : 214.268347 ∣     [  std_z : 0.45  real_sub_fake : 4714.48 ]
[  epoch 0001/0040] 2310/4800, lr:1.0e-04 ∣ avg_100 : 40840.726295 ∣ critic_nllloss : 32784.391406 ∣ critic_ganloss : -659.474695 ∣ generator_nllloss : 6562.808203 ∣ generator_ganloss : -71.111377 ∣  [  std_z : 0.45  real_sub_fake : 3367.20 ]
[  epoch 0001/0040] 2320/4800, lr:1.0e-04 ∣ avg_100 : 40804.547508 ∣ critic_nllloss : 32699.217383 ∣ critic_ganloss : -381.545123 ∣ generator_nllloss : 6548.211523 ∣ generator_ganloss : -304.149939 ∣     [  std_z : 0.45  real_sub_fake : 1881.80 ]
[  epoch 0001/0040] 2330/4800, lr:1.0e-04 ∣ avg_100 : 40771.710747 ∣ critic_nllloss : 32665.036133 ∣ critic_ganloss : -255.343210 ∣ generator_nllloss : 6534.246094 ∣ generator_ganloss : -392.328516 ∣     [  std_z : 0.46  real_sub_fake : 1130.49 ]
[  epoch 0001/0040] 2340/4800, lr:1.0e-04 ∣ avg_100 : 40740.578753 ∣ critic_nllloss : 32585.472266 ∣ critic_ganloss : -343.891910 ∣ generator_nllloss : 6509.218359 ∣ generator_ganloss : -358.145117 ∣     [  std_z : 0.47  real_sub_fake : 1177.91 ]
[  epoch 0001/0040] 2350/4800, lr:1.0e-04 ∣ avg_100 : 40710.798655 ∣ critic_nllloss : 32509.860742 ∣ critic_ganloss : -540.025647 ∣ generator_nllloss : 6489.424805 ∣ generator_ganloss : -234.318091 ∣     [  std_z : 0.47  real_sub_fake : 1643.40 ]
[  epoch 0001/0040] 2360/4800, lr:1.0e-04 ∣ avg_100 : 40682.732792 ∣ critic_nllloss : 32447.968945 ∣ critic_ganloss : -803.337360 ∣ generator_nllloss : 6486.067969 ∣ generator_ganloss : -29.682014 ∣  [  std_z : 0.47  real_sub_fake : 2496.96 ]
[  epoch 0001/0040] 2370/4800, lr:1.0e-04 ∣ avg_100 : 40656.108504 ∣ critic_nllloss : 32366.091992 ∣ critic_ganloss : -963.777118 ∣ generator_nllloss : 6470.404102 ∣ generator_ganloss : 76.990314 ∣   [  std_z : 0.47  real_sub_fake : 3520.06 ]
[  epoch 0001/0040] 2380/4800, lr:1.0e-04 ∣ avg_100 : 40632.179342 ∣ critic_nllloss : 32279.436328 ∣ critic_ganloss : -748.042755 ∣ generator_nllloss : 6454.900586 ∣ generator_ganloss : -34.533643 ∣  [  std_z : 0.47  real_sub_fake : 3545.46 ]
[  epoch 0001/0040] 2390/4800, lr:1.0e-04 ∣ avg_100 : 40610.854420 ∣ critic_nllloss : 32239.031250 ∣ critic_ganloss : -496.711584 ∣ generator_nllloss : 6456.628906 ∣ generator_ganloss : -305.330371 ∣     [  std_z : 0.48  real_sub_fake : 2194.09 ]
[  epoch 0001/0040] 2400/4800, lr:1.0e-04 ∣ avg_100 : 40590.680110 ∣ critic_nllloss : 32149.510937 ∣ critic_ganloss : -356.296976 ∣ generator_nllloss : 6419.894727 ∣ generator_ganloss : -446.489478 ∣     [  std_z : 0.48  real_sub_fake : 1400.35 ]
[  epoch 0001/0040] 2410/4800, lr:1.0e-04 ∣ avg_100 : 40572.297234 ∣ critic_nllloss : 32105.401562 ∣ critic_ganloss : -335.344901 ∣ generator_nllloss : 6417.101953 ∣ generator_ganloss : -447.062427 ∣     [  std_z : 0.49  real_sub_fake : 1168.09 ]
[  epoch 0001/0040] 2420/4800, lr:1.0e-04 ∣ avg_100 : 40545.138635 ∣ critic_nllloss : 32029.343555 ∣ critic_ganloss : -397.502081 ∣ generator_nllloss : 6404.961914 ∣ generator_ganloss : -391.637427 ∣     [  std_z : 0.50  real_sub_fake : 1240.20 ]
[  epoch 0001/0040] 2430/4800, lr:1.0e-04 ∣ avg_100 : 40455.137201 ∣ critic_nllloss : 31944.194531 ∣ critic_ganloss : -525.459323 ∣ generator_nllloss : 6381.167578 ∣ generator_ganloss : -260.176941 ∣     [  std_z : 0.49  real_sub_fake : 1601.92 ]
[  epoch 0001/0040] 2440/4800, lr:1.0e-04 ∣ avg_100 : 40349.139968 ∣ critic_nllloss : 31893.243164 ∣ critic_ganloss : -674.716809 ∣ generator_nllloss : 6374.728125 ∣ generator_ganloss : -77.424786 ∣  [  std_z : 0.50  real_sub_fake : 2153.67 ]
[  epoch 0001/0040] 2450/4800, lr:1.0e-04 ∣ avg_100 : 40245.112888 ∣ critic_nllloss : 31849.324414 ∣ critic_ganloss : -782.409961 ∣ generator_nllloss : 6384.793164 ∣ generator_ganloss : 78.718666 ∣   [  std_z : 0.50  real_sub_fake : 2675.36 ]
[  epoch 0001/0040] 2460/4800, lr:1.0e-04 ∣ avg_100 : 40143.347808 ∣ critic_nllloss : 31813.297266 ∣ critic_ganloss : -710.712573 ∣ generator_nllloss : 6357.262891 ∣ generator_ganloss : 156.948468 ∣  [  std_z : 0.51  real_sub_fake : 2826.76 ]
[  epoch 0001/0040] 2470/4800, lr:1.0e-04 ∣ avg_100 : 40042.977408 ∣ critic_nllloss : 31672.100977 ∣ critic_ganloss : -521.661389 ∣ generator_nllloss : 6316.994922 ∣ generator_ganloss : 157.151038 ∣  [  std_z : 0.50  real_sub_fake : 2435.61 ]
[  epoch 0001/0040] 2480/4800, lr:1.0e-04 ∣ avg_100 : 39944.766906 ∣ critic_nllloss : 31655.810352 ∣ critic_ganloss : -434.153040 ∣ generator_nllloss : 6313.943750 ∣ generator_ganloss : 125.103247 ∣  [  std_z : 0.51  real_sub_fake : 1697.80 ]
[  epoch 0001/0040] 2490/4800, lr:1.0e-04 ∣ avg_100 : 39847.913900 ∣ critic_nllloss : 31591.805078 ∣ critic_ganloss : -428.645630 ∣ generator_nllloss : 6327.411914 ∣ generator_ganloss : 160.748010 ∣  [  std_z : 0.51  real_sub_fake : 1553.07 ]
[  epoch 0001/0040] 2500/4800, lr:1.0e-04 ∣ avg_100 : 39752.960809 ∣ critic_nllloss : 31570.894336 ∣ critic_ganloss : -437.553000 ∣ generator_nllloss : 6299.634961 ∣ generator_ganloss : 193.574719 ∣  [  std_z : 0.52  real_sub_fake : 1553.26 ]
[  epoch 0001/0040] 2510/4800, lr:1.0e-04 ∣ avg_100 : 39659.305653 ∣ critic_nllloss : 31434.183594 ∣ critic_ganloss : -515.645898 ∣ generator_nllloss : 6286.670898 ∣ generator_ganloss : 244.316736 ∣  [  std_z : 0.51  real_sub_fake : 1829.13 ]
[  epoch 0001/0040] 2520/4800, lr:1.0e-04 ∣ avg_100 : 39571.822861 ∣ critic_nllloss : 31414.211328 ∣ critic_ganloss : -604.228513 ∣ generator_nllloss : 6281.092578 ∣ generator_ganloss : 247.149121 ∣  [  std_z : 0.52  real_sub_fake : 2200.00 ]
[  epoch 0001/0040] 2530/4800, lr:1.0e-04 ∣ avg_100 : 39503.692181 ∣ critic_nllloss : 31327.759961 ∣ critic_ganloss : -686.249713 ∣ generator_nllloss : 6269.875586 ∣ generator_ganloss : 237.884985 ∣  [  std_z : 0.52  real_sub_fake : 2558.63 ]
[  epoch 0001/0040] 2540/4800, lr:1.0e-04 ∣ avg_100 : 39420.861542 ∣ critic_nllloss : 31292.587109 ∣ critic_ganloss : -661.421606 ∣ generator_nllloss : 6264.102148 ∣ generator_ganloss : 220.214307 ∣  [  std_z : 0.53  real_sub_fake : 2526.14 ]
[  epoch 0001/0040] 2550/4800, lr:1.0e-04 ∣ avg_100 : 39343.523047 ∣ critic_nllloss : 31257.773633 ∣ critic_ganloss : -706.142346 ∣ generator_nllloss : 6246.795313 ∣ generator_ganloss : 257.291467 ∣  [  std_z : 0.54  real_sub_fake : 2561.35 ]
[  epoch 0001/0040] 2560/4800, lr:1.0e-04 ∣ avg_100 : 39251.318351 ∣ critic_nllloss : 31196.799023 ∣ critic_ganloss : -726.535938 ∣ generator_nllloss : 6247.304883 ∣ generator_ganloss : 290.106506 ∣  [  std_z : 0.54  real_sub_fake : 2622.22 ]
[  epoch 0001/0040] 2570/4800, lr:1.0e-04 ∣ avg_100 : 39180.309792 ∣ critic_nllloss : 31125.008984 ∣ critic_ganloss : -676.130585 ∣ generator_nllloss : 6216.775195 ∣ generator_ganloss : 279.846375 ∣  [  std_z : 0.54  real_sub_fake : 2604.23 ]
[  epoch 0001/0040] 2580/4800, lr:1.0e-04 ∣ avg_100 : 39149.193648 ∣ critic_nllloss : 31076.825586 ∣ critic_ganloss : -638.208765 ∣ generator_nllloss : 6213.924219 ∣ generator_ganloss : 239.721704 ∣  [  std_z : 0.55  real_sub_fake : 2267.64 ]
[  epoch 0001/0040] 2590/4800, lr:1.0e-04 ∣ avg_100 : 39130.277255 ∣ critic_nllloss : 31048.245508 ∣ critic_ganloss : -580.961932 ∣ generator_nllloss : 6209.351367 ∣ generator_ganloss : 235.112158 ∣  [  std_z : 0.55  real_sub_fake : 2279.52 ]
[  epoch 0001/0040] 2600/4800, lr:1.0e-04 ∣ avg_100 : 39121.625904 ∣ critic_nllloss : 31006.054102 ∣ critic_ganloss : -569.250009 ∣ generator_nllloss : 6196.077930 ∣ generator_ganloss : 215.000745 ∣  [  std_z : 0.56  real_sub_fake : 2015.20 ]
[  epoch 0001/0040] 2610/4800, lr:1.0e-04 ∣ avg_100 : 39113.891476 ∣ critic_nllloss : 30923.125391 ∣ critic_ganloss : -645.957672 ∣ generator_nllloss : 6187.546484 ∣ generator_ganloss : 193.613861 ∣  [  std_z : 0.55  real_sub_fake : 2309.31 ]
[  epoch 0001/0040] 2620/4800, lr:1.0e-04 ∣ avg_100 : 39095.735985 ∣ critic_nllloss : 30833.804102 ∣ critic_ganloss : -649.814752 ∣ generator_nllloss : 6169.969727 ∣ generator_ganloss : 190.029095 ∣  [  std_z : 0.55  real_sub_fake : 2343.83 ]
[  epoch 0001/0040] 2630/4800, lr:1.0e-04 ∣ avg_100 : 39030.992240 ∣ critic_nllloss : 30792.904492 ∣ critic_ganloss : -710.607727 ∣ generator_nllloss : 6149.117969 ∣ generator_ganloss : 199.904578 ∣  [  std_z : 0.56  real_sub_fake : 2440.37 ]
[  epoch 0001/0040] 2640/4800, lr:1.0e-04 ∣ avg_100 : 38979.149248 ∣ critic_nllloss : 30786.703125 ∣ critic_ganloss : -717.496118 ∣ generator_nllloss : 6165.690234 ∣ generator_ganloss : 246.610144 ∣  [  std_z : 0.57  real_sub_fake : 2708.57 ]
[  epoch 0001/0040] 2650/4800, lr:1.0e-04 ∣ avg_100 : 38963.664081 ∣ critic_nllloss : 30739.479687 ∣ critic_ganloss : -877.313257 ∣ generator_nllloss : 6149.443359 ∣ generator_ganloss : 246.316357 ∣  [  std_z : 0.57  real_sub_fake : 3047.44 ]
[  epoch 0001/0040] 2660/4800, lr:1.0e-04 ∣ avg_100 : 38954.921470 ∣ critic_nllloss : 30698.849023 ∣ critic_ganloss : -923.855634 ∣ generator_nllloss : 6131.554492 ∣ generator_ganloss : 271.690247 ∣  [  std_z : 0.57  real_sub_fake : 3565.13 ]
[  epoch 0001/0040] 2670/4800, lr:1.0e-04 ∣ avg_100 : 38928.585294 ∣ critic_nllloss : 30643.256445 ∣ critic_ganloss : -776.005310 ∣ generator_nllloss : 6141.012109 ∣ generator_ganloss : 387.988184 ∣  [  std_z : 0.58  real_sub_fake : 3008.92 ]
[  epoch 0001/0040] 2680/4800, lr:1.0e-04 ∣ avg_100 : 38858.364025 ∣ critic_nllloss : 30593.095117 ∣ critic_ganloss : -824.621204 ∣ generator_nllloss : 6104.375195 ∣ generator_ganloss : 428.468713 ∣  [  std_z : 0.58  real_sub_fake : 2995.94 ]
[  epoch 0001/0040] 2690/4800, lr:1.0e-04 ∣ avg_100 : 38787.500415 ∣ critic_nllloss : 30499.352148 ∣ critic_ganloss : -757.258594 ∣ generator_nllloss : 6101.228906 ∣ generator_ganloss : 415.293188 ∣  [  std_z : 0.57  real_sub_fake : 3056.91 ]
[  epoch 0001/0040] 2700/4800, lr:1.0e-04 ∣ avg_100 : 38762.257460 ∣ critic_nllloss : 30521.063672 ∣ critic_ganloss : -660.442621 ∣ generator_nllloss : 6116.774219 ∣ generator_ganloss : 499.707031 ∣  [  std_z : 0.59  real_sub_fake : 2519.28 ]
[  epoch 0001/0040] 2710/4800, lr:1.0e-04 ∣ avg_100 : 38757.015786 ∣ critic_nllloss : 30437.736914 ∣ critic_ganloss : -674.182214 ∣ generator_nllloss : 6079.790625 ∣ generator_ganloss : 485.031323 ∣  [  std_z : 0.58  real_sub_fake : 2498.97 ]
[  epoch 0001/0040] 2720/4800, lr:1.0e-04 ∣ avg_100 : 38749.708618 ∣ critic_nllloss : 30414.555664 ∣ critic_ganloss : -650.833264 ∣ generator_nllloss : 6085.459766 ∣ generator_ganloss : 508.589014 ∣  [  std_z : 0.59  real_sub_fake : 2450.63 ]
[  epoch 0001/0040] 2730/4800, lr:1.0e-04 ∣ avg_100 : 38725.239130 ∣ critic_nllloss : 30390.753711 ∣ critic_ganloss : -762.951068 ∣ generator_nllloss : 6082.572852 ∣ generator_ganloss : 550.919238 ∣  [  std_z : 0.60  real_sub_fake : 2815.82 ]
[  epoch 0001/0040] 2740/4800, lr:1.0e-04 ∣ avg_100 : 38657.116696 ∣ critic_nllloss : 30276.684375 ∣ critic_ganloss : -824.137006 ∣ generator_nllloss : 6078.787500 ∣ generator_ganloss : 440.793481 ∣  [  std_z : 0.59  real_sub_fake : 3047.43 ]
[  epoch 0001/0040] 2750/4800, lr:1.0e-04 ∣ avg_100 : 38571.974945 ∣ critic_nllloss : 30325.092187 ∣ critic_ganloss : -856.347845 ∣ generator_nllloss : 6068.462109 ∣ generator_ganloss : 407.990308 ∣  [  std_z : 0.60  real_sub_fake : 3200.93 ]
[  epoch 0001/0040] 2760/4800, lr:1.0e-04 ∣ avg_100 : 38511.369084 ∣ critic_nllloss : 30216.559961 ∣ critic_ganloss : -840.506622 ∣ generator_nllloss : 6041.252539 ∣ generator_ganloss : 367.017676 ∣  [  std_z : 0.60  real_sub_fake : 3142.83 ]
[  epoch 0001/0040] 2770/4800, lr:1.0e-04 ∣ avg_100 : 38504.399109 ∣ critic_nllloss : 30211.361719 ∣ critic_ganloss : -785.016071 ∣ generator_nllloss : 6037.429492 ∣ generator_ganloss : 369.980347 ∣  [  std_z : 0.61  real_sub_fake : 3079.42 ]
[  epoch 0001/0040] 2780/4800, lr:1.0e-04 ∣ avg_100 : 38490.434654 ∣ critic_nllloss : 30124.085742 ∣ critic_ganloss : -745.747296 ∣ generator_nllloss : 5993.146680 ∣ generator_ganloss : 266.121057 ∣  [  std_z : 0.60  real_sub_fake : 2587.26 ]
[  epoch 0001/0040] 2790/4800, lr:1.0e-04 ∣ avg_100 : 38430.886710 ∣ critic_nllloss : 30111.927734 ∣ critic_ganloss : -774.649121 ∣ generator_nllloss : 6038.190234 ∣ generator_ganloss : 292.260510 ∣  [  std_z : 0.61  real_sub_fake : 2888.32 ]
[  epoch 0001/0040] 2800/4800, lr:1.0e-04 ∣ avg_100 : 38349.006872 ∣ critic_nllloss : 30019.409180 ∣ critic_ganloss : -894.172827 ∣ generator_nllloss : 6006.368555 ∣ generator_ganloss : 243.844409 ∣  [  std_z : 0.60  real_sub_fake : 3235.02 ]
[  epoch 0001/0040] 2810/4800, lr:1.0e-04 ∣ avg_100 : 38271.320809 ∣ critic_nllloss : 30030.939844 ∣ critic_ganloss : -887.394165 ∣ generator_nllloss : 6032.617773 ∣ generator_ganloss : 297.042334 ∣  [  std_z : 0.62  real_sub_fake : 3490.05 ]
[  epoch 0001/0040] 2820/4800, lr:1.0e-04 ∣ avg_100 : 38202.252480 ∣ critic_nllloss : 30021.558398 ∣ critic_ganloss : -874.659985 ∣ generator_nllloss : 6018.481836 ∣ generator_ganloss : 260.576831 ∣  [  std_z : 0.62  real_sub_fake : 3170.96 ]
[  epoch 0001/0040] 2830/4800, lr:1.0e-04 ∣ avg_100 : 38161.266120 ∣ critic_nllloss : 29985.535352 ∣ critic_ganloss : -957.637360 ∣ generator_nllloss : 5987.941406 ∣ generator_ganloss : 156.810687 ∣  [  std_z : 0.63  real_sub_fake : 3593.12 ]
[  epoch 0001/0040] 2840/4800, lr:1.0e-04 ∣ avg_100 : 38152.579696 ∣ critic_nllloss : 29921.731055 ∣ critic_ganloss : -1019.858795 ∣ generator_nllloss : 6004.627344 ∣ generator_ganloss : 188.484229 ∣     [  std_z : 0.63  real_sub_fake : 3934.56 ]
[  epoch 0001/0040] 2850/4800, lr:1.0e-04 ∣ avg_100 : 38140.206213 ∣ critic_nllloss : 29858.057617 ∣ critic_ganloss : -1020.408557 ∣ generator_nllloss : 5967.302344 ∣ generator_ganloss : 277.840991 ∣     [  std_z : 0.62  real_sub_fake : 3832.74 ]
[  epoch 0001/0040] 2860/4800, lr:1.0e-04 ∣ avg_100 : 38111.663836 ∣ critic_nllloss : 29844.085352 ∣ critic_ganloss : -969.548041 ∣ generator_nllloss : 5953.202344 ∣ generator_ganloss : 245.462183 ∣  [  std_z : 0.63  real_sub_fake : 3641.85 ]
[  epoch 0001/0040] 2870/4800, lr:1.0e-04 ∣ avg_100 : 38056.044321 ∣ critic_nllloss : 29781.151758 ∣ critic_ganloss : -897.818890 ∣ generator_nllloss : 5973.222656 ∣ generator_ganloss : 159.757306 ∣  [  std_z : 0.63  real_sub_fake : 3508.05 ]
[  epoch 0001/0040] 2880/4800, lr:1.0e-04 ∣ avg_100 : 37979.313961 ∣ critic_nllloss : 29749.641406 ∣ critic_ganloss : -926.357715 ∣ generator_nllloss : 5970.950391 ∣ generator_ganloss : 215.026526 ∣  [  std_z : 0.64  real_sub_fake : 3510.81 ]
[  epoch 0001/0040] 2890/4800, lr:1.0e-04 ∣ avg_100 : 37910.695767 ∣ critic_nllloss : 29714.062500 ∣ critic_ganloss : -921.565802 ∣ generator_nllloss : 5932.861914 ∣ generator_ganloss : 215.180896 ∣  [  std_z : 0.64  real_sub_fake : 3511.72 ]
[  epoch 0001/0040] 2900/4800, lr:1.0e-04 ∣ avg_100 : 37876.620390 ∣ critic_nllloss : 29751.425781 ∣ critic_ganloss : -955.711182 ∣ generator_nllloss : 5965.947656 ∣ generator_ganloss : 199.098474 ∣  [  std_z : 0.65  real_sub_fake : 3571.58 ]
[  epoch 0001/0040] 2910/4800, lr:1.0e-04 ∣ avg_100 : 37854.672176 ∣ critic_nllloss : 29634.294336 ∣ critic_ganloss : -927.730188 ∣ generator_nllloss : 5959.795508 ∣ generator_ganloss : 151.739227 ∣  [  std_z : 0.64  real_sub_fake : 3562.53 ]
[  epoch 0001/0040] 2920/4800, lr:1.0e-04 ∣ avg_100 : 37804.214698 ∣ critic_nllloss : 29659.660742 ∣ critic_ganloss : -959.475580 ∣ generator_nllloss : 5963.364453 ∣ generator_ganloss : 165.449756 ∣  [  std_z : 0.66  real_sub_fake : 3640.32 ]
[  epoch 0001/0040] 2930/4800, lr:1.0e-04 ∣ avg_100 : 37727.277202 ∣ critic_nllloss : 29611.234570 ∣ critic_ganloss : -902.077380 ∣ generator_nllloss : 5927.277734 ∣ generator_ganloss : 179.615637 ∣  [  std_z : 0.65  real_sub_fake : 3384.53 ]
[  epoch 0001/0040] 2940/4800, lr:1.0e-04 ∣ avg_100 : 37655.654718 ∣ critic_nllloss : 29698.301563 ∣ critic_ganloss : -948.960144 ∣ generator_nllloss : 5957.635547 ∣ generator_ganloss : 210.980621 ∣  [  std_z : 0.67  real_sub_fake : 3608.52 ]
[  epoch 0001/0040] 2950/4800, lr:1.0e-04 ∣ avg_100 : 37583.988631 ∣ critic_nllloss : 29473.725195 ∣ critic_ganloss : -1032.108337 ∣ generator_nllloss : 5909.665430 ∣ generator_ganloss : 141.469241 ∣     [  std_z : 0.65  real_sub_fake : 3807.91 ]
[  epoch 0001/0040] 2960/4800, lr:1.0e-04 ∣ avg_100 : 37521.457565 ∣ critic_nllloss : 29534.147852 ∣ critic_ganloss : -963.646051 ∣ generator_nllloss : 5930.913867 ∣ generator_ganloss : 58.346066 ∣   [  std_z : 0.66  real_sub_fake : 3705.32 ]
[  epoch 0001/0040] 2970/4800, lr:1.0e-04 ∣ avg_100 : 37473.397584 ∣ critic_nllloss : 29414.818164 ∣ critic_ganloss : -1040.786511 ∣ generator_nllloss : 5893.731836 ∣ generator_ganloss : 147.447839 ∣     [  std_z : 0.65  real_sub_fake : 3971.73 ]
[  epoch 0001/0040] 2980/4800, lr:1.0e-04 ∣ avg_100 : 37438.315327 ∣ critic_nllloss : 29547.625781 ∣ critic_ganloss : -963.801343 ∣ generator_nllloss : 5908.513477 ∣ generator_ganloss : 83.886450 ∣   [  std_z : 0.68  real_sub_fake : 3644.93 ]
[  epoch 0001/0040] 2990/4800, lr:1.0e-04 ∣ avg_100 : 37399.570438 ∣ critic_nllloss : 29400.608594 ∣ critic_ganloss : -1008.854150 ∣ generator_nllloss : 5893.838086 ∣ generator_ganloss : 328.313855 ∣     [  std_z : 0.66  real_sub_fake : 3933.78 ]
[  epoch 0001/0040] 3000/4800, lr:1.0e-04 ∣ avg_100 : 37348.549275 ∣ critic_nllloss : 29395.775977 ∣ critic_ganloss : -908.780688 ∣ generator_nllloss : 5888.153125 ∣ generator_ganloss : 51.190198 ∣   [  std_z : 0.67  real_sub_fake : 3255.03 ]
[  epoch 0001/0040] 3010/4800, lr:1.0e-04 ∣ avg_100 : 37287.319326 ∣ critic_nllloss : 29457.982617 ∣ critic_ganloss : -896.431079 ∣ generator_nllloss : 5895.449805 ∣ generator_ganloss : 211.772290 ∣  [  std_z : 0.69  real_sub_fake : 3453.45 ]
[  epoch 0001/0040] 3020/4800, lr:1.0e-04 ∣ avg_100 : 37219.438605 ∣ critic_nllloss : 29499.201367 ∣ critic_ganloss : -1026.834003 ∣ generator_nllloss : 5886.083203 ∣ generator_ganloss : 183.519495 ∣     [  std_z : 0.70  real_sub_fake : 3928.88 ]
[  epoch 0001/0040] 3030/4800, lr:1.0e-04 ∣ avg_100 : 37149.460473 ∣ critic_nllloss : 29250.514453 ∣ critic_ganloss : -1015.396393 ∣ generator_nllloss : 5821.173437 ∣ generator_ganloss : 166.109521 ∣     [  std_z : 0.67  real_sub_fake : 3790.29 ]
[  epoch 0001/0040] 3040/4800, lr:1.0e-04 ∣ avg_100 : 37089.304326 ∣ critic_nllloss : 29229.128711 ∣ critic_ganloss : -1062.223419 ∣ generator_nllloss : 5817.707812 ∣ generator_ganloss : 109.318343 ∣     [  std_z : 0.67  real_sub_fake : 4179.19 ]
[  epoch 0001/0040] 3050/4800, lr:1.0e-04 ∣ avg_100 : 37047.046629 ∣ critic_nllloss : 29292.766406 ∣ critic_ganloss : -1058.205859 ∣ generator_nllloss : 5861.800000 ∣ generator_ganloss : 207.208240 ∣     [  std_z : 0.69  real_sub_fake : 3996.28 ]
[  epoch 0001/0040] 3060/4800, lr:1.0e-04 ∣ avg_100 : 36997.259064 ∣ critic_nllloss : 29279.558594 ∣ critic_ganloss : -1028.151996 ∣ generator_nllloss : 5893.598437 ∣ generator_ganloss : 201.198224 ∣     [  std_z : 0.69  real_sub_fake : 3886.86 ]
[  epoch 0001/0040] 3070/4800, lr:1.0e-04 ∣ avg_100 : 36933.975831 ∣ critic_nllloss : 29232.617383 ∣ critic_ganloss : -1105.797595 ∣ generator_nllloss : 5847.038867 ∣ generator_ganloss : 187.026978 ∣     [  std_z : 0.69  real_sub_fake : 4266.16 ]
[  epoch 0001/0040] 3080/4800, lr:1.0e-04 ∣ avg_100 : 36868.805934 ∣ critic_nllloss : 29205.786133 ∣ critic_ganloss : -1029.035864 ∣ generator_nllloss : 5846.077930 ∣ generator_ganloss : 93.838313 ∣  [  std_z : 0.69  real_sub_fake : 3923.94 ]
[  epoch 0001/0040] 3090/4800, lr:1.0e-04 ∣ avg_100 : 36805.327949 ∣ critic_nllloss : 29230.687891 ∣ critic_ganloss : -1053.962585 ∣ generator_nllloss : 5840.468359 ∣ generator_ganloss : 157.700195 ∣     [  std_z : 0.70  real_sub_fake : 3981.34 ]
[  epoch 0001/0040] 3100/4800, lr:1.0e-04 ∣ avg_100 : 36743.829400 ∣ critic_nllloss : 29103.242188 ∣ critic_ganloss : -1012.980139 ∣ generator_nllloss : 5801.510547 ∣ generator_ganloss : 141.407739 ∣     [  std_z : 0.69  real_sub_fake : 3691.35 ]
[  epoch 0001/0040] 3110/4800, lr:1.0e-04 ∣ avg_100 : 36686.613953 ∣ critic_nllloss : 29156.459570 ∣ critic_ganloss : -1027.947437 ∣ generator_nllloss : 5832.397461 ∣ generator_ganloss : 90.875098 ∣  [  std_z : 0.71  real_sub_fake : 3924.09 ]
[  epoch 0001/0040] 3120/4800, lr:1.0e-04 ∣ avg_100 : 36636.290163 ∣ critic_nllloss : 29090.661328 ∣ critic_ganloss : -1034.357776 ∣ generator_nllloss : 5794.370313 ∣ generator_ganloss : 261.317975 ∣     [  std_z : 0.71  real_sub_fake : 3908.43 ]
[  epoch 0001/0040] 3130/4800, lr:1.0e-04 ∣ avg_100 : 36596.780631 ∣ critic_nllloss : 29103.799414 ∣ critic_ganloss : -1117.982092 ∣ generator_nllloss : 5817.025586 ∣ generator_ganloss : 129.702634 ∣     [  std_z : 0.71  real_sub_fake : 4348.59 ]
[  epoch 0001/0040] 3140/4800, lr:1.0e-04 ∣ avg_100 : 36552.465670 ∣ critic_nllloss : 29033.569141 ∣ critic_ganloss : -1004.671161 ∣ generator_nllloss : 5820.672656 ∣ generator_ganloss : 73.747498 ∣  [  std_z : 0.71  real_sub_fake : 3468.42 ]
[  epoch 0001/0040] 3150/4800, lr:1.0e-04 ∣ avg_100 : 36498.970941 ∣ critic_nllloss : 29000.272070 ∣ critic_ganloss : -984.461493 ∣ generator_nllloss : 5822.042383 ∣ generator_ganloss : 59.009332 ∣   [  std_z : 0.71  real_sub_fake : 3857.01 ]
[  epoch 0001/0040] 3160/4800, lr:1.0e-04 ∣ avg_100 : 36439.782397 ∣ critic_nllloss : 28986.149219 ∣ critic_ganloss : -932.938263 ∣ generator_nllloss : 5808.196875 ∣ generator_ganloss : 85.004614 ∣   [  std_z : 0.71  real_sub_fake : 3723.64 ]
[  epoch 0001/0040] 3170/4800, lr:1.0e-04 ∣ avg_100 : 36377.742548 ∣ critic_nllloss : 28895.153125 ∣ critic_ganloss : -947.222754 ∣ generator_nllloss : 5777.194141 ∣ generator_ganloss : 111.263007 ∣  [  std_z : 0.70  real_sub_fake : 3457.21 ]
[  epoch 0001/0040] 3180/4800, lr:1.0e-04 ∣ avg_100 : 36316.480881 ∣ critic_nllloss : 28980.432812 ∣ critic_ganloss : -961.805017 ∣ generator_nllloss : 5785.625000 ∣ generator_ganloss : 100.101852 ∣  [  std_z : 0.72  real_sub_fake : 3639.23 ]
[  epoch 0001/0040] 3190/4800, lr:1.0e-04 ∣ avg_100 : 36254.844426 ∣ critic_nllloss : 28899.239648 ∣ critic_ganloss : -941.551276 ∣ generator_nllloss : 5723.861133 ∣ generator_ganloss : -45.558531 ∣  [  std_z : 0.72  real_sub_fake : 3667.94 ]
[  epoch 0001/0040] 3200/4800, lr:1.0e-04 ∣ avg_100 : 36200.417069 ∣ critic_nllloss : 28927.736914 ∣ critic_ganloss : -990.780560 ∣ generator_nllloss : 5841.171094 ∣ generator_ganloss : 70.135263 ∣   [  std_z : 0.73  real_sub_fake : 3644.77 ]
[  epoch 0001/0040] 3210/4800, lr:1.0e-04 ∣ avg_100 : 36152.645047 ∣ critic_nllloss : 28929.241797 ∣ critic_ganloss : -836.645898 ∣ generator_nllloss : 5781.194727 ∣ generator_ganloss : -48.395015 ∣  [  std_z : 0.73  real_sub_fake : 3202.38 ]
[  epoch 0001/0040] 3220/4800, lr:1.0e-04 ∣ avg_100 : 36100.114359 ∣ critic_nllloss : 28924.012891 ∣ critic_ganloss : -883.155414 ∣ generator_nllloss : 5760.067773 ∣ generator_ganloss : -7.927130 ∣   [  std_z : 0.73  real_sub_fake : 3396.64 ]
[  epoch 0001/0040] 3230/4800, lr:1.0e-04 ∣ avg_100 : 36048.335373 ∣ critic_nllloss : 28891.670508 ∣ critic_ganloss : -798.781458 ∣ generator_nllloss : 5796.123828 ∣ generator_ganloss : 23.096530 ∣   [  std_z : 0.73  real_sub_fake : 3053.76 ]
[  epoch 0001/0040] 3240/4800, lr:1.0e-04 ∣ avg_100 : 35998.308554 ∣ critic_nllloss : 28804.090820 ∣ critic_ganloss : -573.767230 ∣ generator_nllloss : 5765.096094 ∣ generator_ganloss : 162.599847 ∣  [  std_z : 0.73  real_sub_fake : 2166.51 ]
[  epoch 0001/0040] 3250/4800, lr:1.0e-04 ∣ avg_100 : 35946.515166 ∣ critic_nllloss : 28774.422461 ∣ critic_ganloss : -672.058466 ∣ generator_nllloss : 5719.878516 ∣ generator_ganloss : 142.796045 ∣  [  std_z : 0.73  real_sub_fake : 2683.90 ]
[  epoch 0001/0040] 3260/4800, lr:1.0e-04 ∣ avg_100 : 35895.238208 ∣ critic_nllloss : 28815.309180 ∣ critic_ganloss : -769.209119 ∣ generator_nllloss : 5765.325977 ∣ generator_ganloss : 32.495387 ∣   [  std_z : 0.74  real_sub_fake : 2608.91 ]
[  epoch 0001/0040] 3270/4800, lr:1.0e-04 ∣ avg_100 : 35843.604076 ∣ critic_nllloss : 28766.665625 ∣ critic_ganloss : -881.953082 ∣ generator_nllloss : 5759.101172 ∣ generator_ganloss : 63.317676 ∣   [  std_z : 0.74  real_sub_fake : 3422.06 ]
[  epoch 0001/0040] 3280/4800, lr:1.0e-04 ∣ avg_100 : 35793.071755 ∣ critic_nllloss : 28724.263672 ∣ critic_ganloss : -818.719379 ∣ generator_nllloss : 5709.718555 ∣ generator_ganloss : -85.507193 ∣  [  std_z : 0.74  real_sub_fake : 3165.19 ]
[  epoch 0001/0040] 3290/4800, lr:1.0e-04 ∣ avg_100 : 35743.229865 ∣ critic_nllloss : 28613.773242 ∣ critic_ganloss : -834.109406 ∣ generator_nllloss : 5739.716211 ∣ generator_ganloss : 12.770283 ∣   [  std_z : 0.73  real_sub_fake : 2974.34 ]
[  epoch 0001/0040] 3300/4800, lr:1.0e-04 ∣ avg_100 : 35693.844955 ∣ critic_nllloss : 28652.897852 ∣ critic_ganloss : -635.906616 ∣ generator_nllloss : 5614.830859 ∣ generator_ganloss : -2.189084 ∣   [  std_z : 0.74  real_sub_fake : 2708.99 ]
[  epoch 0001/0040] 3310/4800, lr:1.0e-04 ∣ avg_100 : 35644.364200 ∣ critic_nllloss : 28726.586523 ∣ critic_ganloss : -885.447644 ∣ generator_nllloss : 5700.065039 ∣ generator_ganloss : 127.334116 ∣  [  std_z : 0.75  real_sub_fake : 3095.56 ]
[  epoch 0001/0040] 3320/4800, lr:1.0e-04 ∣ avg_100 : 35592.227033 ∣ critic_nllloss : 28631.607617 ∣ critic_ganloss : -961.918835 ∣ generator_nllloss : 5729.456055 ∣ generator_ganloss : -51.127679 ∣  [  std_z : 0.74  real_sub_fake : 3389.23 ]
[  epoch 0001/0040] 3330/4800, lr:1.0e-04 ∣ avg_100 : 35542.491978 ∣ critic_nllloss : 28709.331836 ∣ critic_ganloss : -1012.583997 ∣ generator_nllloss : 5764.001758 ∣ generator_ganloss : 117.355402 ∣     [  std_z : 0.76  real_sub_fake : 3984.16 ]
[  epoch 0001/0040] 3340/4800, lr:1.0e-04 ∣ avg_100 : 35492.414653 ∣ critic_nllloss : 28578.077734 ∣ critic_ganloss : -889.937457 ∣ generator_nllloss : 5694.293359 ∣ generator_ganloss : 2.487517 ∣    [  std_z : 0.75  real_sub_fake : 3502.95 ]
[  epoch 0001/0040] 3350/4800, lr:1.0e-04 ∣ avg_100 : 35445.332505 ∣ critic_nllloss : 28617.347461 ∣ critic_ganloss : -944.563367 ∣ generator_nllloss : 5738.375586 ∣ generator_ganloss : 105.567337 ∣  [  std_z : 0.76  real_sub_fake : 3473.29 ]
[  epoch 0001/0040] 3360/4800, lr:1.0e-04 ∣ avg_100 : 35400.695485 ∣ critic_nllloss : 28601.322852 ∣ critic_ganloss : -844.418335 ∣ generator_nllloss : 5756.262109 ∣ generator_ganloss : 124.148883 ∣  [  std_z : 0.76  real_sub_fake : 3327.15 ]
[  epoch 0001/0040] 3370/4800, lr:1.0e-04 ∣ avg_100 : 35358.248308 ∣ critic_nllloss : 28629.306836 ∣ critic_ganloss : -868.543866 ∣ generator_nllloss : 5742.844141 ∣ generator_ganloss : 201.384509 ∣  [  std_z : 0.76  real_sub_fake : 3417.80 ]
[  epoch 0001/0040] 3380/4800, lr:1.0e-04 ∣ avg_100 : 35314.334786 ∣ critic_nllloss : 28616.425977 ∣ critic_ganloss : -867.733917 ∣ generator_nllloss : 5755.886328 ∣ generator_ganloss : 55.829913 ∣   [  std_z : 0.76  real_sub_fake : 3068.86 ]
[  epoch 0001/0040] 3390/4800, lr:1.0e-04 ∣ avg_100 : 35269.563418 ∣ critic_nllloss : 28434.223828 ∣ critic_ganloss : -714.182349 ∣ generator_nllloss : 5733.128516 ∣ generator_ganloss : -36.688611 ∣  [  std_z : 0.75  real_sub_fake : 2972.29 ]
[  epoch 0001/0040] 3400/4800, lr:1.0e-04 ∣ avg_100 : 35225.718847 ∣ critic_nllloss : 28469.530078 ∣ critic_ganloss : -822.090387 ∣ generator_nllloss : 5675.754687 ∣ generator_ganloss : 58.967772 ∣   [  std_z : 0.76  real_sub_fake : 2913.09 ]
[  epoch 0001/0040] 3410/4800, lr:1.0e-04 ∣ avg_100 : 35183.212186 ∣ critic_nllloss : 28523.241992 ∣ critic_ganloss : -776.999841 ∣ generator_nllloss : 5734.674219 ∣ generator_ganloss : 8.513648 ∣    [  std_z : 0.76  real_sub_fake : 2852.13 ]
[  epoch 0001/0040] 3420/4800, lr:1.0e-04 ∣ avg_100 : 35139.757100 ∣ critic_nllloss : 28403.763477 ∣ critic_ganloss : -834.884564 ∣ generator_nllloss : 5730.111914 ∣ generator_ganloss : 0.666608 ∣    [  std_z : 0.76  real_sub_fake : 3095.13 ]
[  epoch 0001/0040] 3430/4800, lr:1.0e-04 ∣ avg_100 : 35100.214006 ∣ critic_nllloss : 28589.780078 ∣ critic_ganloss : -782.628040 ∣ generator_nllloss : 5708.226953 ∣ generator_ganloss : 70.037431 ∣   [  std_z : 0.78  real_sub_fake : 3224.30 ]
[  epoch 0001/0040] 3440/4800, lr:1.0e-04 ∣ avg_100 : 35060.722149 ∣ critic_nllloss : 28600.459961 ∣ critic_ganloss : -894.407166 ∣ generator_nllloss : 5741.458203 ∣ generator_ganloss : 119.132980 ∣  [  std_z : 0.79  real_sub_fake : 3435.69 ]
[  epoch 0001/0040] 3450/4800, lr:1.0e-04 ∣ avg_100 : 35021.255922 ∣ critic_nllloss : 28544.270117 ∣ critic_ganloss : -708.184589 ∣ generator_nllloss : 5653.564453 ∣ generator_ganloss : 94.153650 ∣   [  std_z : 0.78  real_sub_fake : 2413.12 ]
[  epoch 0001/0040] 3460/4800, lr:1.0e-04 ∣ avg_100 : 34980.598252 ∣ critic_nllloss : 28478.375195 ∣ critic_ganloss : -787.938818 ∣ generator_nllloss : 5728.932422 ∣ generator_ganloss : 131.660211 ∣  [  std_z : 0.78  real_sub_fake : 3198.98 ]
[  epoch 0001/0040] 3470/4800, lr:1.0e-04 ∣ avg_100 : 34937.954813 ∣ critic_nllloss : 28282.899023 ∣ critic_ganloss : -810.224670 ∣ generator_nllloss : 5699.208203 ∣ generator_ganloss : 188.359094 ∣  [  std_z : 0.76  real_sub_fake : 2924.02 ]
[  epoch 0001/0040] 3480/4800, lr:1.0e-04 ∣ avg_100 : 34893.012954 ∣ critic_nllloss : 28394.365234 ∣ critic_ganloss : -839.172931 ∣ generator_nllloss : 5661.322070 ∣ generator_ganloss : -49.995957 ∣  [  std_z : 0.77  real_sub_fake : 3202.94 ]
[  epoch 0001/0040] 3490/4800, lr:1.0e-04 ∣ avg_100 : 34849.388293 ∣ critic_nllloss : 28357.947461 ∣ critic_ganloss : -807.390131 ∣ generator_nllloss : 5670.123633 ∣ generator_ganloss : 68.172339 ∣   [  std_z : 0.77  real_sub_fake : 3014.63 ]
[  epoch 0001/0040] 3500/4800, lr:1.0e-04 ∣ avg_100 : 34808.136782 ∣ critic_nllloss : 28375.803125 ∣ critic_ganloss : -611.049683 ∣ generator_nllloss : 5674.285547 ∣ generator_ganloss : 62.360864 ∣   [  std_z : 0.78  real_sub_fake : 2492.99 ]
[  epoch 0001/0040] 3510/4800, lr:1.0e-04 ∣ avg_100 : 34767.914404 ∣ critic_nllloss : 28398.345703 ∣ critic_ganloss : -807.941467 ∣ generator_nllloss : 5631.506445 ∣ generator_ganloss : 205.376831 ∣  [  std_z : 0.78  real_sub_fake : 2844.77 ]
[  epoch 0001/0040] 3520/4800, lr:1.0e-04 ∣ avg_100 : 34727.902073 ∣ critic_nllloss : 28356.751367 ∣ critic_ganloss : -593.340302 ∣ generator_nllloss : 5660.537109 ∣ generator_ganloss : -86.956732 ∣  [  std_z : 0.79  real_sub_fake : 2252.24 ]
[  epoch 0001/0040] 3530/4800, lr:1.0e-04 ∣ avg_100 : 34690.553487 ∣ critic_nllloss : 28408.133398 ∣ critic_ganloss : -723.313458 ∣ generator_nllloss : 5680.759180 ∣ generator_ganloss : 48.833092 ∣   [  std_z : 0.79  real_sub_fake : 2610.23 ]
[  epoch 0001/0040] 3540/4800, lr:1.0e-04 ∣ avg_100 : 34654.202737 ∣ critic_nllloss : 28350.991016 ∣ critic_ganloss : -815.410785 ∣ generator_nllloss : 5711.660937 ∣ generator_ganloss : 233.165759 ∣  [  std_z : 0.79  real_sub_fake : 3230.89 ]
[  epoch 0001/0040] 3550/4800, lr:1.0e-04 ∣ avg_100 : 34616.319287 ∣ critic_nllloss : 28287.374414 ∣ critic_ganloss : -781.435822 ∣ generator_nllloss : 5715.044336 ∣ generator_ganloss : 46.390138 ∣   [  std_z : 0.79  real_sub_fake : 2838.03 ]
[  epoch 0001/0040] 3560/4800, lr:1.0e-04 ∣ avg_100 : 34580.836769 ∣ critic_nllloss : 28361.712109 ∣ critic_ganloss : -818.815009 ∣ generator_nllloss : 5697.650000 ∣ generator_ganloss : 218.875610 ∣  [  std_z : 0.80  real_sub_fake : 3243.03 ]
[  epoch 0001/0040] 3570/4800, lr:1.0e-04 ∣ avg_100 : 34546.961807 ∣ critic_nllloss : 28458.482617 ∣ critic_ganloss : -749.121979 ∣ generator_nllloss : 5718.133789 ∣ generator_ganloss : 130.509323 ∣  [  std_z : 0.81  real_sub_fake : 2753.33 ]
[  epoch 0001/0040] 3580/4800, lr:1.0e-04 ∣ avg_100 : 34513.814238 ∣ critic_nllloss : 28331.268359 ∣ critic_ganloss : -733.273376 ∣ generator_nllloss : 5716.787500 ∣ generator_ganloss : 262.723352 ∣  [  std_z : 0.80  real_sub_fake : 2746.45 ]
[  epoch 0001/0040] 3590/4800, lr:1.0e-04 ∣ avg_100 : 34479.374086 ∣ critic_nllloss : 28386.395703 ∣ critic_ganloss : -812.582910 ∣ generator_nllloss : 5680.881055 ∣ generator_ganloss : 213.038110 ∣  [  std_z : 0.81  real_sub_fake : 3037.95 ]
[  epoch 0001/0040] 3600/4800, lr:1.0e-04 ∣ avg_100 : 34441.269970 ∣ critic_nllloss : 28185.160938 ∣ critic_ganloss : -865.113391 ∣ generator_nllloss : 5594.767187 ∣ generator_ganloss : 122.656439 ∣  [  std_z : 0.79  real_sub_fake : 3354.44 ]
[  epoch 0001/0040] 3610/4800, lr:1.0e-04 ∣ avg_100 : 34407.060141 ∣ critic_nllloss : 28278.307031 ∣ critic_ganloss : -831.483636 ∣ generator_nllloss : 5652.467578 ∣ generator_ganloss : 138.054175 ∣  [  std_z : 0.81  real_sub_fake : 3223.18 ]
[  epoch 0001/0040] 3620/4800, lr:1.0e-04 ∣ avg_100 : 34371.738208 ∣ critic_nllloss : 28116.149023 ∣ critic_ganloss : -717.752393 ∣ generator_nllloss : 5592.808594 ∣ generator_ganloss : 20.589627 ∣   [  std_z : 0.80  real_sub_fake : 2455.62 ]
[  epoch 0001/0040] 3630/4800, lr:1.0e-04 ∣ avg_100 : 34342.355561 ∣ critic_nllloss : 28204.319922 ∣ critic_ganloss : -614.542096 ∣ generator_nllloss : 5669.293750 ∣ generator_ganloss : 233.983069 ∣  [  std_z : 0.81  real_sub_fake : 2451.16 ]
[  epoch 0001/0040] 3640/4800, lr:1.0e-04 ∣ avg_100 : 34308.828925 ∣ critic_nllloss : 28125.241797 ∣ critic_ganloss : -646.585956 ∣ generator_nllloss : 5569.572461 ∣ generator_ganloss : 80.615464 ∣   [  std_z : 0.80  real_sub_fake : 2264.23 ]
[  epoch 0001/0040] 3650/4800, lr:1.0e-04 ∣ avg_100 : 34278.356842 ∣ critic_nllloss : 28245.124414 ∣ critic_ganloss : -921.211743 ∣ generator_nllloss : 5652.047070 ∣ generator_ganloss : 234.758130 ∣  [  std_z : 0.81  real_sub_fake : 3578.98 ]
[  epoch 0001/0040] 3660/4800, lr:1.0e-04 ∣ avg_100 : 34247.963332 ∣ critic_nllloss : 28198.631836 ∣ critic_ganloss : -788.283453 ∣ generator_nllloss : 5622.587500 ∣ generator_ganloss : 105.951202 ∣  [  std_z : 0.81  real_sub_fake : 2863.03 ]
[  epoch 0001/0040] 3670/4800, lr:1.0e-04 ∣ avg_100 : 34217.080638 ∣ critic_nllloss : 28258.786914 ∣ critic_ganloss : -799.366479 ∣ generator_nllloss : 5627.595703 ∣ generator_ganloss : 220.965857 ∣  [  std_z : 0.82  real_sub_fake : 3065.36 ]
[  epoch 0001/0040] 3680/4800, lr:1.0e-04 ∣ avg_100 : 34185.279988 ∣ critic_nllloss : 28084.865039 ∣ critic_ganloss : -762.524017 ∣ generator_nllloss : 5597.627148 ∣ generator_ganloss : 201.284680 ∣  [  std_z : 0.81  real_sub_fake : 2967.55 ]
[  epoch 0001/0040] 3690/4800, lr:1.0e-04 ∣ avg_100 : 34151.825985 ∣ critic_nllloss : 28084.060352 ∣ critic_ganloss : -843.018561 ∣ generator_nllloss : 5543.372461 ∣ generator_ganloss : 128.801080 ∣  [  std_z : 0.81  real_sub_fake : 3158.00 ]
[  epoch 0001/0040] 3700/4800, lr:1.0e-04 ∣ avg_100 : 34116.375211 ∣ critic_nllloss : 28079.140625 ∣ critic_ganloss : -853.793097 ∣ generator_nllloss : 5619.495508 ∣ generator_ganloss : 87.181910 ∣   [  std_z : 0.81  real_sub_fake : 3095.01 ]
[  epoch 0001/0040] 3710/4800, lr:1.0e-04 ∣ avg_100 : 34083.521997 ∣ critic_nllloss : 28086.128516 ∣ critic_ganloss : -755.172772 ∣ generator_nllloss : 5582.394141 ∣ generator_ganloss : 129.705368 ∣  [  std_z : 0.82  real_sub_fake : 2792.44 ]
[  epoch 0001/0040] 3720/4800, lr:1.0e-04 ∣ avg_100 : 34050.094183 ∣ critic_nllloss : 28046.765039 ∣ critic_ganloss : -867.854852 ∣ generator_nllloss : 5642.379297 ∣ generator_ganloss : 193.700305 ∣  [  std_z : 0.82  real_sub_fake : 3316.95 ]
[  epoch 0001/0040] 3730/4800, lr:1.0e-04 ∣ avg_100 : 34019.281572 ∣ critic_nllloss : 28176.086133 ∣ critic_ganloss : -835.782684 ∣ generator_nllloss : 5625.189258 ∣ generator_ganloss : 214.540930 ∣  [  std_z : 0.83  real_sub_fake : 3276.56 ]
[  epoch 0001/0040] 3740/4800, lr:1.0e-04 ∣ avg_100 : 33990.344983 ∣ critic_nllloss : 28192.187305 ∣ critic_ganloss : -806.417505 ∣ generator_nllloss : 5645.079883 ∣ generator_ganloss : 47.619762 ∣   [  std_z : 0.84  real_sub_fake : 2915.82 ]
[  epoch 0001/0040] 3750/4800, lr:1.0e-04 ∣ avg_100 : 33960.550846 ∣ critic_nllloss : 28035.896484 ∣ critic_ganloss : -905.627710 ∣ generator_nllloss : 5586.479688 ∣ generator_ganloss : 249.034583 ∣  [  std_z : 0.82  real_sub_fake : 3412.19 ]
[  epoch 0001/0040] 3760/4800, lr:1.0e-04 ∣ avg_100 : 33934.046893 ∣ critic_nllloss : 28054.778125 ∣ critic_ganloss : -722.007129 ∣ generator_nllloss : 5582.972070 ∣ generator_ganloss : 218.185181 ∣  [  std_z : 0.82  real_sub_fake : 2781.88 ]
[  epoch 0001/0040] 3770/4800, lr:1.0e-04 ∣ avg_100 : 33908.826286 ∣ critic_nllloss : 28097.029297 ∣ critic_ganloss : -794.789215 ∣ generator_nllloss : 5700.624219 ∣ generator_ganloss : 308.830493 ∣  [  std_z : 0.83  real_sub_fake : 3012.31 ]
[  epoch 0001/0040] 3780/4800, lr:1.0e-04 ∣ avg_100 : 33885.050950 ∣ critic_nllloss : 28173.595313 ∣ critic_ganloss : -814.835291 ∣ generator_nllloss : 5627.196094 ∣ generator_ganloss : 274.116431 ∣  [  std_z : 0.84  real_sub_fake : 2974.42 ]
[  epoch 0001/0040] 3790/4800, lr:1.0e-04 ∣ avg_100 : 33859.067090 ∣ critic_nllloss : 28094.627734 ∣ critic_ganloss : -903.157172 ∣ generator_nllloss : 5638.358203 ∣ generator_ganloss : 239.514575 ∣  [  std_z : 0.84  real_sub_fake : 3436.00 ]
[  epoch 0001/0040] 3800/4800, lr:1.0e-04 ∣ avg_100 : 33835.311953 ∣ critic_nllloss : 28113.516211 ∣ critic_ganloss : -877.045453 ∣ generator_nllloss : 5596.276953 ∣ generator_ganloss : 167.187970 ∣  [  std_z : 0.84  real_sub_fake : 3379.03 ]
[  epoch 0001/0040] 3810/4800, lr:1.0e-04 ∣ avg_100 : 33808.750363 ∣ critic_nllloss : 27927.041406 ∣ critic_ganloss : -755.206567 ∣ generator_nllloss : 5499.644727 ∣ generator_ganloss : 145.567168 ∣  [  std_z : 0.83  real_sub_fake : 2669.31 ]
[  epoch 0001/0040] 3820/4800, lr:1.0e-04 ∣ avg_100 : 33787.433047 ∣ critic_nllloss : 28202.887305 ∣ critic_ganloss : -863.085193 ∣ generator_nllloss : 5646.402734 ∣ generator_ganloss : 308.020691 ∣  [  std_z : 0.86  real_sub_fake : 3327.73 ]
[  epoch 0001/0040] 3830/4800, lr:1.0e-04 ∣ avg_100 : 33767.655213 ∣ critic_nllloss : 28092.452539 ∣ critic_ganloss : -862.814935 ∣ generator_nllloss : 5648.615234 ∣ generator_ganloss : 316.613831 ∣  [  std_z : 0.85  real_sub_fake : 3449.81 ]
[  epoch 0001/0040] 3840/4800, lr:1.0e-04 ∣ avg_100 : 33748.661093 ∣ critic_nllloss : 28151.736719 ∣ critic_ganloss : -784.966180 ∣ generator_nllloss : 5582.977539 ∣ generator_ganloss : 245.823755 ∣  [  std_z : 0.86  real_sub_fake : 2764.49 ]
[  epoch 0001/0040] 3850/4800, lr:1.0e-04 ∣ avg_100 : 33728.017563 ∣ critic_nllloss : 28063.316797 ∣ critic_ganloss : -915.667438 ∣ generator_nllloss : 5639.421094 ∣ generator_ganloss : 231.368896 ∣  [  std_z : 0.85  real_sub_fake : 3505.56 ]
[  epoch 0001/0040] 3860/4800, lr:1.0e-04 ∣ avg_100 : 33708.285550 ∣ critic_nllloss : 28129.504297 ∣ critic_ganloss : -881.584756 ∣ generator_nllloss : 5604.814062 ∣ generator_ganloss : 247.266968 ∣  [  std_z : 0.85  real_sub_fake : 3557.96 ]
[  epoch 0001/0040] 3870/4800, lr:1.0e-04 ∣ avg_100 : 33689.112658 ∣ critic_nllloss : 28036.683789 ∣ critic_ganloss : -590.811511 ∣ generator_nllloss : 5563.741016 ∣ generator_ganloss : 89.410300 ∣   [  std_z : 0.85  real_sub_fake : 1974.64 ]
[  epoch 0001/0040] 3880/4800, lr:1.0e-04 ∣ avg_100 : 33669.743063 ∣ critic_nllloss : 27949.122852 ∣ critic_ganloss : -770.476263 ∣ generator_nllloss : 5583.301172 ∣ generator_ganloss : 310.353381 ∣  [  std_z : 0.84  real_sub_fake : 2907.44 ]
[  epoch 0001/0040] 3890/4800, lr:1.0e-04 ∣ avg_100 : 33649.833000 ∣ critic_nllloss : 28010.413086 ∣ critic_ganloss : -874.740741 ∣ generator_nllloss : 5595.844141 ∣ generator_ganloss : 218.016772 ∣  [  std_z : 0.85  real_sub_fake : 3209.31 ]
[  epoch 0001/0040] 3900/4800, lr:1.0e-04 ∣ avg_100 : 33629.662303 ∣ critic_nllloss : 28085.694141 ∣ critic_ganloss : -821.716150 ∣ generator_nllloss : 5620.691797 ∣ generator_ganloss : 59.021184 ∣   [  std_z : 0.86  real_sub_fake : 2983.07 ]
[  epoch 0001/0040] 3910/4800, lr:1.0e-04 ∣ avg_100 : 33609.707262 ∣ critic_nllloss : 27998.152539 ∣ critic_ganloss : -1066.034033 ∣ generator_nllloss : 5611.244531 ∣ generator_ganloss : 279.231738 ∣     [  std_z : 0.85  real_sub_fake : 4082.08 ]
[  epoch 0001/0040] 3920/4800, lr:1.0e-04 ∣ avg_100 : 33592.472435 ∣ critic_nllloss : 27957.762500 ∣ critic_ganloss : -914.717212 ∣ generator_nllloss : 5647.475977 ∣ generator_ganloss : 414.995386 ∣  [  std_z : 0.85  real_sub_fake : 3460.33 ]
[  epoch 0001/0040] 3930/4800, lr:1.0e-04 ∣ avg_100 : 33575.188913 ∣ critic_nllloss : 27905.379102 ∣ critic_ganloss : -750.679837 ∣ generator_nllloss : 5581.050000 ∣ generator_ganloss : 351.949097 ∣  [  std_z : 0.85  real_sub_fake : 2743.54 ]
[  epoch 0001/0040] 3940/4800, lr:1.0e-04 ∣ avg_100 : 33554.315113 ∣ critic_nllloss : 27990.664258 ∣ critic_ganloss : -862.232178 ∣ generator_nllloss : 5584.869922 ∣ generator_ganloss : 117.275613 ∣  [  std_z : 0.86  real_sub_fake : 2874.89 ]
[  epoch 0001/0040] 3950/4800, lr:1.0e-04 ∣ avg_100 : 33538.442264 ∣ critic_nllloss : 27988.440820 ∣ critic_ganloss : -766.972607 ∣ generator_nllloss : 5616.194922 ∣ generator_ganloss : 67.803537 ∣   [  std_z : 0.86  real_sub_fake : 3377.79 ]
[  epoch 0001/0040] 3960/4800, lr:1.0e-04 ∣ avg_100 : 33520.118515 ∣ critic_nllloss : 27855.200195 ∣ critic_ganloss : -936.908807 ∣ generator_nllloss : 5611.662695 ∣ generator_ganloss : 197.432678 ∣  [  std_z : 0.85  real_sub_fake : 3219.26 ]
[  epoch 0001/0040] 3970/4800, lr:1.0e-04 ∣ avg_100 : 33504.027466 ∣ critic_nllloss : 27887.484961 ∣ critic_ganloss : -865.202954 ∣ generator_nllloss : 5568.406641 ∣ generator_ganloss : 215.417859 ∣  [  std_z : 0.85  real_sub_fake : 3338.52 ]
[  epoch 0001/0040] 3980/4800, lr:1.0e-04 ∣ avg_100 : 33486.035255 ∣ critic_nllloss : 27902.183594 ∣ critic_ganloss : -956.926819 ∣ generator_nllloss : 5585.355469 ∣ generator_ganloss : 246.390967 ∣  [  std_z : 0.85  real_sub_fake : 3736.41 ]
[  epoch 0001/0040] 3990/4800, lr:1.0e-04 ∣ avg_100 : 33468.754453 ∣ critic_nllloss : 28082.518750 ∣ critic_ganloss : -857.906946 ∣ generator_nllloss : 5589.061719 ∣ generator_ganloss : 72.152663 ∣   [  std_z : 0.87  real_sub_fake : 3272.29 ]
[  epoch 0001/0040] 4000/4800, lr:1.0e-04 ∣ avg_100 : 33453.681662 ∣ critic_nllloss : 28035.027930 ∣ critic_ganloss : -774.915814 ∣ generator_nllloss : 5603.355859 ∣ generator_ganloss : 55.591542 ∣   [  std_z : 0.87  real_sub_fake : 2692.02 ]
[  epoch 0001/0040] 4010/4800, lr:1.0e-04 ∣ avg_100 : 33433.400292 ∣ critic_nllloss : 27787.618555 ∣ critic_ganloss : -821.662012 ∣ generator_nllloss : 5544.768945 ∣ generator_ganloss : 129.911195 ∣  [  std_z : 0.85  real_sub_fake : 3232.81 ]
[  epoch 0001/0040] 4020/4800, lr:1.0e-04 ∣ avg_100 : 33415.602859 ∣ critic_nllloss : 27887.541016 ∣ critic_ganloss : -949.344427 ∣ generator_nllloss : 5579.559766 ∣ generator_ganloss : 244.470422 ∣  [  std_z : 0.86  real_sub_fake : 3703.42 ]
[  epoch 0001/0040] 4030/4800, lr:1.0e-04 ∣ avg_100 : 33400.051778 ∣ critic_nllloss : 27779.917773 ∣ critic_ganloss : -958.527191 ∣ generator_nllloss : 5503.298828 ∣ generator_ganloss : 342.603491 ∣  [  std_z : 0.85  real_sub_fake : 3524.05 ]
[  epoch 0001/0040] 4040/4800, lr:1.0e-04 ∣ avg_100 : 33387.507733 ∣ critic_nllloss : 27873.062109 ∣ critic_ganloss : -879.681622 ∣ generator_nllloss : 5565.418359 ∣ generator_ganloss : 280.728064 ∣  [  std_z : 0.86  real_sub_fake : 3171.04 ]
[  epoch 0001/0040] 4050/4800, lr:1.0e-04 ∣ avg_100 : 33374.149498 ∣ critic_nllloss : 28145.893750 ∣ critic_ganloss : -965.778546 ∣ generator_nllloss : 5583.522461 ∣ generator_ganloss : 204.107672 ∣  [  std_z : 0.89  real_sub_fake : 3441.22 ]
[  epoch 0001/0040] 4060/4800, lr:1.0e-04 ∣ avg_100 : 33357.876955 ∣ critic_nllloss : 27961.501367 ∣ critic_ganloss : -856.374951 ∣ generator_nllloss : 5590.322070 ∣ generator_ganloss : 23.500454 ∣   [  std_z : 0.87  real_sub_fake : 3683.92 ]
[  epoch 0001/0040] 4070/4800, lr:1.0e-04 ∣ avg_100 : 33342.472987 ∣ critic_nllloss : 27849.320312 ∣ critic_ganloss : -877.002118 ∣ generator_nllloss : 5576.892383 ∣ generator_ganloss : 71.278220 ∣   [  std_z : 0.87  real_sub_fake : 2949.05 ]
[  epoch 0001/0040] 4080/4800, lr:1.0e-04 ∣ avg_100 : 33329.205217 ∣ critic_nllloss : 27919.513477 ∣ critic_ganloss : -844.492029 ∣ generator_nllloss : 5561.763672 ∣ generator_ganloss : 153.104431 ∣  [  std_z : 0.87  real_sub_fake : 3274.80 ]
[  epoch 0001/0040] 4090/4800, lr:1.0e-04 ∣ avg_100 : 33317.448739 ∣ critic_nllloss : 28031.685742 ∣ critic_ganloss : -855.501678 ∣ generator_nllloss : 5626.229688 ∣ generator_ganloss : 196.832275 ∣  [  std_z : 0.89  real_sub_fake : 3438.83 ]
[  epoch 0001/0040] 4100/4800, lr:1.0e-04 ∣ avg_100 : 33306.141377 ∣ critic_nllloss : 27923.206641 ∣ critic_ganloss : -879.988623 ∣ generator_nllloss : 5600.550977 ∣ generator_ganloss : 258.675128 ∣  [  std_z : 0.88  real_sub_fake : 3202.27 ]
[  epoch 0001/0040] 4110/4800, lr:1.0e-04 ∣ avg_100 : 33293.024724 ∣ critic_nllloss : 27707.610547 ∣ critic_ganloss : -880.550427 ∣ generator_nllloss : 5515.913867 ∣ generator_ganloss : 397.145459 ∣  [  std_z : 0.86  real_sub_fake : 3595.27 ]
[  epoch 0001/0040] 4120/4800, lr:1.0e-04 ∣ avg_100 : 33280.614095 ∣ critic_nllloss : 27963.419727 ∣ critic_ganloss : -920.874091 ∣ generator_nllloss : 5607.587500 ∣ generator_ganloss : 220.795770 ∣  [  std_z : 0.88  real_sub_fake : 3073.83 ]
[  epoch 0001/0040] 4130/4800, lr:1.0e-04 ∣ avg_100 : 33270.813896 ∣ critic_nllloss : 27979.804883 ∣ critic_ganloss : -885.034399 ∣ generator_nllloss : 5636.257227 ∣ generator_ganloss : 221.497937 ∣  [  std_z : 0.88  real_sub_fake : 3345.79 ]
[  epoch 0001/0040] 4140/4800, lr:1.0e-04 ∣ avg_100 : 33261.458364 ∣ critic_nllloss : 27843.684766 ∣ critic_ganloss : -836.902350 ∣ generator_nllloss : 5640.845312 ∣ generator_ganloss : 340.137195 ∣  [  std_z : 0.87  real_sub_fake : 3444.43 ]
[  epoch 0001/0040] 4150/4800, lr:1.0e-04 ∣ avg_100 : 33255.010225 ∣ critic_nllloss : 27810.846680 ∣ critic_ganloss : -496.845306 ∣ generator_nllloss : 5539.663867 ∣ generator_ganloss : 398.383191 ∣  [  std_z : 0.87  real_sub_fake : 1498.32 ]
[  epoch 0001/0040] 4160/4800, lr:1.0e-04 ∣ avg_100 : 33245.918834 ∣ critic_nllloss : 27853.375586 ∣ critic_ganloss : -628.983051 ∣ generator_nllloss : 5609.945508 ∣ generator_ganloss : 202.935284 ∣  [  std_z : 0.88  real_sub_fake : 2325.50 ]
[  epoch 0001/0040] 4170/4800, lr:1.0e-04 ∣ avg_100 : 33231.726188 ∣ critic_nllloss : 27727.726758 ∣ critic_ganloss : -828.049615 ∣ generator_nllloss : 5516.077539 ∣ generator_ganloss : 1.368172 ∣    [  std_z : 0.87  real_sub_fake : 3005.98 ]
[  epoch 0001/0040] 4180/4800, lr:1.0e-04 ∣ avg_100 : 33221.569561 ∣ critic_nllloss : 27829.093359 ∣ critic_ganloss : -771.161133 ∣ generator_nllloss : 5568.327930 ∣ generator_ganloss : 262.431824 ∣  [  std_z : 0.88  real_sub_fake : 3391.38 ]
[  epoch 0001/0040] 4190/4800, lr:1.0e-04 ∣ avg_100 : 33212.948419 ∣ critic_nllloss : 27832.868750 ∣ critic_ganloss : -957.504785 ∣ generator_nllloss : 5554.616992 ∣ generator_ganloss : 343.895825 ∣  [  std_z : 0.88  real_sub_fake : 2947.12 ]
[  epoch 0001/0040] 4200/4800, lr:1.0e-04 ∣ avg_100 : 33199.675358 ∣ critic_nllloss : 27883.923438 ∣ critic_ganloss : -1262.273853 ∣ generator_nllloss : 5562.561914 ∣ generator_ganloss : 336.745142 ∣     [  std_z : 0.88  real_sub_fake : 4844.40 ]
[  epoch 0001/0040] 4210/4800, lr:1.0e-04 ∣ avg_100 : 33189.868198 ∣ critic_nllloss : 27947.395117 ∣ critic_ganloss : -859.998651 ∣ generator_nllloss : 5660.215234 ∣ generator_ganloss : 97.067844 ∣   [  std_z : 0.89  real_sub_fake : 3355.17 ]
[  epoch 0001/0040] 4220/4800, lr:1.0e-04 ∣ avg_100 : 33176.952355 ∣ critic_nllloss : 27623.235938 ∣ critic_ganloss : -898.466504 ∣ generator_nllloss : 5533.165039 ∣ generator_ganloss : 243.479382 ∣  [  std_z : 0.86  real_sub_fake : 3273.52 ]
[  epoch 0001/0040] 4230/4800, lr:1.0e-04 ∣ avg_100 : 33163.312720 ∣ critic_nllloss : 27799.471094 ∣ critic_ganloss : -1114.902264 ∣ generator_nllloss : 5563.660547 ∣ generator_ganloss : 299.916547 ∣     [  std_z : 0.88  real_sub_fake : 4262.48 ]
[  epoch 0001/0040] 4240/4800, lr:1.0e-04 ∣ avg_100 : 33150.775478 ∣ critic_nllloss : 28029.871094 ∣ critic_ganloss : -1074.725983 ∣ generator_nllloss : 5644.472266 ∣ generator_ganloss : 304.677930 ∣     [  std_z : 0.90  real_sub_fake : 4137.18 ]
[  epoch 0001/0040] 4250/4800, lr:1.0e-04 ∣ avg_100 : 33140.431228 ∣ critic_nllloss : 27918.400391 ∣ critic_ganloss : -990.759271 ∣ generator_nllloss : 5588.832031 ∣ generator_ganloss : 414.140454 ∣  [  std_z : 0.89  real_sub_fake : 3638.53 ]
[  epoch 0001/0040] 4260/4800, lr:1.0e-04 ∣ avg_100 : 33129.867592 ∣ critic_nllloss : 27946.814453 ∣ critic_ganloss : -985.341919 ∣ generator_nllloss : 5574.290625 ∣ generator_ganloss : 251.794678 ∣  [  std_z : 0.89  real_sub_fake : 3609.43 ]
[  epoch 0001/0040] 4270/4800, lr:1.0e-04 ∣ avg_100 : 33120.461587 ∣ critic_nllloss : 27952.965820 ∣ critic_ganloss : -1058.457684 ∣ generator_nllloss : 5514.960156 ∣ generator_ganloss : 357.062512 ∣     [  std_z : 0.90  real_sub_fake : 4076.08 ]
[  epoch 0001/0040] 4280/4800, lr:1.0e-04 ∣ avg_100 : 33112.968866 ∣ critic_nllloss : 27869.022266 ∣ critic_ganloss : -982.598395 ∣ generator_nllloss : 5574.630664 ∣ generator_ganloss : 319.429077 ∣  [  std_z : 0.89  real_sub_fake : 3317.08 ]
[  epoch 0001/0040] 4290/4800, lr:1.0e-04 ∣ avg_100 : 33105.867494 ∣ critic_nllloss : 27824.198437 ∣ critic_ganloss : -831.512451 ∣ generator_nllloss : 5572.787109 ∣ generator_ganloss : 256.540027 ∣  [  std_z : 0.89  real_sub_fake : 3400.27 ]
[  epoch 0001/0040] 4300/4800, lr:1.0e-04 ∣ avg_100 : 33098.539713 ∣ critic_nllloss : 28012.924219 ∣ critic_ganloss : -952.092108 ∣ generator_nllloss : 5650.990039 ∣ generator_ganloss : 185.032785 ∣  [  std_z : 0.91  real_sub_fake : 3428.37 ]
[  epoch 0001/0040] 4310/4800, lr:1.0e-04 ∣ avg_100 : 33089.710626 ∣ critic_nllloss : 27910.932422 ∣ critic_ganloss : -996.564038 ∣ generator_nllloss : 5529.360547 ∣ generator_ganloss : 341.900378 ∣  [  std_z : 0.90  real_sub_fake : 4013.60 ]
[  epoch 0001/0040] 4320/4800, lr:1.0e-04 ∣ avg_100 : 33083.424459 ∣ critic_nllloss : 27718.230859 ∣ critic_ganloss : -947.119714 ∣ generator_nllloss : 5570.119336 ∣ generator_ganloss : 378.170020 ∣  [  std_z : 0.88  real_sub_fake : 3689.69 ]
[  epoch 0001/0040] 4330/4800, lr:1.0e-04 ∣ avg_100 : 33074.100201 ∣ critic_nllloss : 27765.595508 ∣ critic_ganloss : -1006.696204 ∣ generator_nllloss : 5538.930078 ∣ generator_ganloss : 347.849768 ∣     [  std_z : 0.88  real_sub_fake : 3597.53 ]
[  epoch 0001/0040] 4340/4800, lr:1.0e-04 ∣ avg_100 : 33066.260360 ∣ critic_nllloss : 27905.667773 ∣ critic_ganloss : -1097.617163 ∣ generator_nllloss : 5546.742969 ∣ generator_ganloss : 246.143457 ∣     [  std_z : 0.90  real_sub_fake : 4004.40 ]
[  epoch 0001/0040] 4350/4800, lr:1.0e-04 ∣ avg_100 : 33056.797001 ∣ critic_nllloss : 27738.628125 ∣ critic_ganloss : -1064.651691 ∣ generator_nllloss : 5536.781055 ∣ generator_ganloss : 359.633679 ∣     [  std_z : 0.88  real_sub_fake : 4220.86 ]
[  epoch 0001/0040] 4360/4800, lr:1.0e-04 ∣ avg_100 : 33048.459697 ∣ critic_nllloss : 27751.148047 ∣ critic_ganloss : -890.198962 ∣ generator_nllloss : 5526.501758 ∣ generator_ganloss : 416.134216 ∣  [  std_z : 0.89  real_sub_fake : 3183.23 ]
[  epoch 0001/0040] 4370/4800, lr:1.0e-04 ∣ avg_100 : 33039.305422 ∣ critic_nllloss : 27815.247461 ∣ critic_ganloss : -1072.663525 ∣ generator_nllloss : 5584.337695 ∣ generator_ganloss : 462.642456 ∣     [  std_z : 0.89  real_sub_fake : 4033.25 ]
[  epoch 0001/0040] 4380/4800, lr:1.0e-04 ∣ avg_100 : 33030.218002 ∣ critic_nllloss : 27779.840039 ∣ critic_ganloss : -982.735260 ∣ generator_nllloss : 5562.500586 ∣ generator_ganloss : 292.060999 ∣  [  std_z : 0.89  real_sub_fake : 3613.53 ]
[  epoch 0001/0040] 4390/4800, lr:1.0e-04 ∣ avg_100 : 33022.472843 ∣ critic_nllloss : 27855.394531 ∣ critic_ganloss : -1186.459839 ∣ generator_nllloss : 5623.845508 ∣ generator_ganloss : 349.185303 ∣     [  std_z : 0.90  real_sub_fake : 4573.94 ]
[  epoch 0001/0040] 4400/4800, lr:1.0e-04 ∣ avg_100 : 33016.895893 ∣ critic_nllloss : 27743.067578 ∣ critic_ganloss : -826.713544 ∣ generator_nllloss : 5527.885156 ∣ generator_ganloss : 380.227893 ∣  [  std_z : 0.89  real_sub_fake : 2992.62 ]
[  epoch 0001/0040] 4410/4800, lr:1.0e-04 ∣ avg_100 : 33010.360833 ∣ critic_nllloss : 27745.727344 ∣ critic_ganloss : -781.821338 ∣ generator_nllloss : 5480.202539 ∣ generator_ganloss : 391.815515 ∣  [  std_z : 0.89  real_sub_fake : 2864.27 ]
[  epoch 0001/0040] 4420/4800, lr:1.0e-04 ∣ avg_100 : 33003.273461 ∣ critic_nllloss : 27798.882812 ∣ critic_ganloss : -1092.530182 ∣ generator_nllloss : 5518.279688 ∣ generator_ganloss : 366.287903 ∣     [  std_z : 0.90  real_sub_fake : 4254.37 ]
[  epoch 0001/0040] 4430/4800, lr:1.0e-04 ∣ avg_100 : 32992.819746 ∣ critic_nllloss : 27835.713086 ∣ critic_ganloss : -1022.525391 ∣ generator_nllloss : 5531.673828 ∣ generator_ganloss : 195.183374 ∣     [  std_z : 0.90  real_sub_fake : 3698.47 ]
[  epoch 0001/0040] 4440/4800, lr:1.0e-04 ∣ avg_100 : 32983.393305 ∣ critic_nllloss : 27704.439258 ∣ critic_ganloss : -937.134436 ∣ generator_nllloss : 5537.955273 ∣ generator_ganloss : 318.739844 ∣  [  std_z : 0.89  real_sub_fake : 3738.53 ]
[  epoch 0001/0040] 4450/4800, lr:1.0e-04 ∣ avg_100 : 32975.916166 ∣ critic_nllloss : 27760.489844 ∣ critic_ganloss : -913.420325 ∣ generator_nllloss : 5601.311133 ∣ generator_ganloss : 387.709070 ∣  [  std_z : 0.90  real_sub_fake : 3186.68 ]
[  epoch 0001/0040] 4460/4800, lr:1.0e-04 ∣ avg_100 : 32967.947891 ∣ critic_nllloss : 27830.094727 ∣ critic_ganloss : -962.925873 ∣ generator_nllloss : 5557.859180 ∣ generator_ganloss : 329.173425 ∣  [  std_z : 0.90  real_sub_fake : 3766.84 ]
[  epoch 0001/0040] 4470/4800, lr:1.0e-04 ∣ avg_100 : 32960.116216 ∣ critic_nllloss : 27682.182617 ∣ critic_ganloss : -984.876331 ∣ generator_nllloss : 5522.042578 ∣ generator_ganloss : 357.725342 ∣  [  std_z : 0.89  real_sub_fake : 3535.16 ]
[  epoch 0001/0040] 4480/4800, lr:1.0e-04 ∣ avg_100 : 32955.716267 ∣ critic_nllloss : 27696.224023 ∣ critic_ganloss : -823.570538 ∣ generator_nllloss : 5520.013672 ∣ generator_ganloss : 333.856299 ∣  [  std_z : 0.90  real_sub_fake : 3202.58 ]
[  epoch 0001/0040] 4490/4800, lr:1.0e-04 ∣ avg_100 : 32948.340557 ∣ critic_nllloss : 27707.176953 ∣ critic_ganloss : -1001.952026 ∣ generator_nllloss : 5546.322070 ∣ generator_ganloss : 299.735376 ∣     [  std_z : 0.90  real_sub_fake : 3560.38 ]
[  epoch 0001/0040] 4500/4800, lr:1.0e-04 ∣ avg_100 : 32938.729815 ∣ critic_nllloss : 27665.493359 ∣ critic_ganloss : -893.678851 ∣ generator_nllloss : 5541.927344 ∣ generator_ganloss : 226.583813 ∣  [  std_z : 0.89  real_sub_fake : 3700.36 ]
[  epoch 0001/0040] 4510/4800, lr:1.0e-04 ∣ avg_100 : 32931.954506 ∣ critic_nllloss : 27835.460547 ∣ critic_ganloss : -911.666962 ∣ generator_nllloss : 5557.396875 ∣ generator_ganloss : 268.566101 ∣  [  std_z : 0.91  real_sub_fake : 2993.93 ]
[  epoch 0001/0040] 4520/4800, lr:1.0e-04 ∣ avg_100 : 32925.296995 ∣ critic_nllloss : 27687.715039 ∣ critic_ganloss : -846.167450 ∣ generator_nllloss : 5578.763672 ∣ generator_ganloss : 250.929114 ∣  [  std_z : 0.90  real_sub_fake : 3776.12 ]
[  epoch 0001/0040] 4530/4800, lr:1.0e-04 ∣ avg_100 : 32918.275655 ∣ critic_nllloss : 27790.433398 ∣ critic_ganloss : -888.622235 ∣ generator_nllloss : 5622.757422 ∣ generator_ganloss : 187.709644 ∣  [  std_z : 0.91  real_sub_fake : 2792.93 ]
[  epoch 0001/0040] 4540/4800, lr:1.0e-04 ∣ avg_100 : 32909.962491 ∣ critic_nllloss : 27793.181445 ∣ critic_ganloss : -876.996844 ∣ generator_nllloss : 5575.052344 ∣ generator_ganloss : 157.853540 ∣  [  std_z : 0.91  real_sub_fake : 4058.86 ]
[  epoch 0001/0040] 4550/4800, lr:1.0e-04 ∣ avg_100 : 32904.558723 ∣ critic_nllloss : 27969.571094 ∣ critic_ganloss : -943.690619 ∣ generator_nllloss : 5568.553906 ∣ generator_ganloss : 132.561850 ∣  [  std_z : 0.92  real_sub_fake : 2917.75 ]
[  epoch 0001/0040] 4560/4800, lr:1.0e-04 ∣ avg_100 : 32897.413656 ∣ critic_nllloss : 27707.167578 ∣ critic_ganloss : -905.943152 ∣ generator_nllloss : 5594.127734 ∣ generator_ganloss : 349.563867 ∣  [  std_z : 0.90  real_sub_fake : 3575.79 ]
[  epoch 0001/0040] 4570/4800, lr:1.0e-04 ∣ avg_100 : 32889.971192 ∣ critic_nllloss : 27798.500781 ∣ critic_ganloss : -1085.133020 ∣ generator_nllloss : 5582.355078 ∣ generator_ganloss : 518.034497 ∣     [  std_z : 0.91  real_sub_fake : 4032.21 ]
[  epoch 0001/0040] 4580/4800, lr:1.0e-04 ∣ avg_100 : 32878.908218 ∣ critic_nllloss : 27656.914844 ∣ critic_ganloss : -1123.542438 ∣ generator_nllloss : 5494.948047 ∣ generator_ganloss : 442.887988 ∣     [  std_z : 0.90  real_sub_fake : 3990.23 ]
[  epoch 0001/0040] 4590/4800, lr:1.0e-04 ∣ avg_100 : 32868.897125 ∣ critic_nllloss : 27664.640430 ∣ critic_ganloss : -1014.899615 ∣ generator_nllloss : 5467.259766 ∣ generator_ganloss : 349.622083 ∣     [  std_z : 0.90  real_sub_fake : 4224.85 ]
[  epoch 0001/0040] 4600/4800, lr:1.0e-04 ∣ avg_100 : 32864.571140 ∣ critic_nllloss : 27754.778906 ∣ critic_ganloss : -1057.051404 ∣ generator_nllloss : 5545.034180 ∣ generator_ganloss : 362.111035 ∣     [  std_z : 0.90  real_sub_fake : 3681.25 ]
[  epoch 0001/0040] 4610/4800, lr:1.0e-04 ∣ avg_100 : 32855.195652 ∣ critic_nllloss : 27665.840430 ∣ critic_ganloss : -1181.197229 ∣ generator_nllloss : 5495.967969 ∣ generator_ganloss : 319.185181 ∣     [  std_z : 0.90  real_sub_fake : 4573.34 ]
[  epoch 0001/0040] 4620/4800, lr:1.0e-04 ∣ avg_100 : 32850.428374 ∣ critic_nllloss : 27678.182422 ∣ critic_ganloss : -1074.637830 ∣ generator_nllloss : 5548.729688 ∣ generator_ganloss : 382.792773 ∣     [  std_z : 0.90  real_sub_fake : 4049.55 ]
[  epoch 0001/0040] 4630/4800, lr:1.0e-04 ∣ avg_100 : 32843.834940 ∣ critic_nllloss : 27866.520508 ∣ critic_ganloss : -1000.684479 ∣ generator_nllloss : 5558.754102 ∣ generator_ganloss : 409.121082 ∣     [  std_z : 0.92  real_sub_fake : 3952.86 ]
[  epoch 0001/0040] 4640/4800, lr:1.0e-04 ∣ avg_100 : 32839.225090 ∣ critic_nllloss : 27662.126563 ∣ critic_ganloss : -906.067279 ∣ generator_nllloss : 5568.857813 ∣ generator_ganloss : 342.941650 ∣  [  std_z : 0.91  real_sub_fake : 3195.52 ]
[  epoch 0001/0040] 4650/4800, lr:1.0e-04 ∣ avg_100 : 32834.656071 ∣ critic_nllloss : 27764.441992 ∣ critic_ganloss : -1069.519293 ∣ generator_nllloss : 5683.423828 ∣ generator_ganloss : 375.469458 ∣     [  std_z : 0.91  real_sub_fake : 3942.30 ]
[  epoch 0001/0040] 4660/4800, lr:1.0e-04 ∣ avg_100 : 32830.152504 ∣ critic_nllloss : 27768.812695 ∣ critic_ganloss : -1037.259851 ∣ generator_nllloss : 5586.486914 ∣ generator_ganloss : 370.490637 ∣     [  std_z : 0.91  real_sub_fake : 4078.74 ]
[  epoch 0001/0040] 4670/4800, lr:1.0e-04 ∣ avg_100 : 32823.737545 ∣ critic_nllloss : 27913.199609 ∣ critic_ganloss : -1242.159351 ∣ generator_nllloss : 5614.747656 ∣ generator_ganloss : 380.698145 ∣     [  std_z : 0.92  real_sub_fake : 4758.35 ]
[  epoch 0001/0040] 4680/4800, lr:1.0e-04 ∣ avg_100 : 32819.154652 ∣ critic_nllloss : 27820.275586 ∣ critic_ganloss : -1173.745190 ∣ generator_nllloss : 5564.780078 ∣ generator_ganloss : 451.653125 ∣     [  std_z : 0.92  real_sub_fake : 4370.50 ]
[  epoch 0001/0040] 4690/4800, lr:1.0e-04 ∣ avg_100 : 32814.690137 ∣ critic_nllloss : 27748.782617 ∣ critic_ganloss : -1201.252197 ∣ generator_nllloss : 5556.910937 ∣ generator_ganloss : 362.322485 ∣     [  std_z : 0.91  real_sub_fake : 4373.72 ]
[  epoch 0001/0040] 4700/4800, lr:1.0e-04 ∣ avg_100 : 32812.380412 ∣ critic_nllloss : 27694.276953 ∣ critic_ganloss : -943.324133 ∣ generator_nllloss : 5582.139844 ∣ generator_ganloss : 367.959790 ∣  [  std_z : 0.91  real_sub_fake : 3488.31 ]
[  epoch 0001/0040] 4710/4800, lr:1.0e-04 ∣ avg_100 : 32806.392132 ∣ critic_nllloss : 27689.811719 ∣ critic_ganloss : -1006.977893 ∣ generator_nllloss : 5453.099609 ∣ generator_ganloss : 308.293774 ∣     [  std_z : 0.91  real_sub_fake : 3911.54 ]
[  epoch 0001/0040] 4720/4800, lr:1.0e-04 ∣ avg_100 : 32802.910673 ∣ critic_nllloss : 27745.854687 ∣ critic_ganloss : -1155.375012 ∣ generator_nllloss : 5602.755664 ∣ generator_ganloss : 473.608521 ∣     [  std_z : 0.91  real_sub_fake : 4251.93 ]
[  epoch 0001/0040] 4730/4800, lr:1.0e-04 ∣ avg_100 : 32795.374406 ∣ critic_nllloss : 27717.535352 ∣ critic_ganloss : -1270.401086 ∣ generator_nllloss : 5588.337109 ∣ generator_ganloss : 390.935596 ∣     [  std_z : 0.91  real_sub_fake : 5000.14 ]
[  epoch 0001/0040] 4740/4800, lr:1.0e-04 ∣ avg_100 : 32789.321279 ∣ critic_nllloss : 27648.817188 ∣ critic_ganloss : -1185.429529 ∣ generator_nllloss : 5522.668555 ∣ generator_ganloss : 487.100513 ∣     [  std_z : 0.90  real_sub_fake : 4254.29 ]
[  epoch 0001/0040] 4750/4800, lr:1.0e-04 ∣ avg_100 : 32781.846440 ∣ critic_nllloss : 27535.850000 ∣ critic_ganloss : -1095.871570 ∣ generator_nllloss : 5495.487500 ∣ generator_ganloss : 282.833264 ∣     [  std_z : 0.89  real_sub_fake : 4018.08 ]
[  epoch 0001/0040] 4760/4800, lr:1.0e-04 ∣ avg_100 : 32773.530185 ∣ critic_nllloss : 27527.283594 ∣ critic_ganloss : -1049.224023 ∣ generator_nllloss : 5490.235937 ∣ generator_ganloss : 334.007214 ∣     [  std_z : 0.90  real_sub_fake : 4205.46 ]
[  epoch 0001/0040] 4770/4800, lr:1.0e-04 ∣ avg_100 : 32768.347003 ∣ critic_nllloss : 27977.721289 ∣ critic_ganloss : -1184.579639 ∣ generator_nllloss : 5560.578125 ∣ generator_ganloss : 439.656836 ∣     [  std_z : 0.93  real_sub_fake : 4599.54 ]
[  epoch 0001/0040] 4780/4800, lr:1.0e-04 ∣ avg_100 : 32760.410453 ∣ critic_nllloss : 27611.201172 ∣ critic_ganloss : -1128.261450 ∣ generator_nllloss : 5509.911133 ∣ generator_ganloss : 473.566650 ∣     [  std_z : 0.91  real_sub_fake : 4078.13 ]
[  epoch 0001/0040] 4790/4800, lr:1.0e-04 ∣ avg_100 : 32756.866455 ∣ critic_nllloss : 27775.041406 ∣ critic_ganloss : -1090.965137 ∣ generator_nllloss : 5665.326758 ∣ generator_ganloss : 365.540576 ∣     [  std_z : 0.92  real_sub_fake : 4167.52 ]
[  epoch 0001/0040] 4800/4800, lr:1.0e-04 ∣ avg_100 : 32749.151667 ∣ critic_nllloss : 27609.544531 ∣ critic_ganloss : -1181.268579 ∣ generator_nllloss : 5495.202539 ∣ generator_ganloss : 304.978333 ∣     [  std_z : 0.91  real_sub_fake : 4509.31 ]
[    val 001    ] Done! KLD: 0.051387: 0.098422, 3:06:54, total: 1 day, 3:48:36                     
[  epoch 0002/0040] 0010/4800, lr:1.0e-04 ∣ avg_100 : 32745.337824 ∣ critic_nllloss : 27484.614648 ∣ critic_ganloss : -1016.502905 ∣ generator_nllloss : 5470.138867 ∣ generator_ganloss : 497.411865 ∣     [  std_z : 0.90  real_sub_fake : 3830.40 ]
[  epoch 0002/0040] 0020/4800, lr:1.0e-04 ∣ avg_100 : 32735.651765 ∣ critic_nllloss : 27477.781836 ∣ critic_ganloss : -1048.772400 ∣ generator_nllloss : 5493.243164 ∣ generator_ganloss : 403.367053 ∣     [  std_z : 0.89  real_sub_fake : 3958.78 ]
[  epoch 0002/0040] 0030/4800, lr:1.0e-04 ∣ avg_100 : 32731.443084 ∣ critic_nllloss : 27872.623242 ∣ critic_ganloss : -1174.928485 ∣ generator_nllloss : 5682.796680 ∣ generator_ganloss : 393.507068 ∣     [  std_z : 0.93  real_sub_fake : 4476.04 ]
[  epoch 0002/0040] 0040/4800, lr:1.0e-04 ∣ avg_100 : 32724.348849 ∣ critic_nllloss : 27675.376953 ∣ critic_ganloss : -1054.023907 ∣ generator_nllloss : 5489.405078 ∣ generator_ganloss : 375.390259 ∣     [  std_z : 0.91  real_sub_fake : 3999.44 ]
[  epoch 0002/0040] 0050/4800, lr:1.0e-04 ∣ avg_100 : 32719.521788 ∣ critic_nllloss : 27571.365234 ∣ critic_ganloss : -1023.943921 ∣ generator_nllloss : 5542.611719 ∣ generator_ganloss : 445.700146 ∣     [  std_z : 0.91  real_sub_fake : 3922.70 ]
[  epoch 0002/0040] 0060/4800, lr:1.0e-04 ∣ avg_100 : 32712.862610 ∣ critic_nllloss : 27627.074609 ∣ critic_ganloss : -1076.654675 ∣ generator_nllloss : 5575.106055 ∣ generator_ganloss : 308.556824 ∣     [  std_z : 0.91  real_sub_fake : 3641.49 ]
[  epoch 0002/0040] 0070/4800, lr:1.0e-04 ∣ avg_100 : 32706.857643 ∣ critic_nllloss : 27809.435547 ∣ critic_ganloss : -1101.629382 ∣ generator_nllloss : 5553.517773 ∣ generator_ganloss : 237.202917 ∣     [  std_z : 0.93  real_sub_fake : 4247.61 ]
[  epoch 0002/0040] 0080/4800, lr:1.0e-04 ∣ avg_100 : 32697.941364 ∣ critic_nllloss : 27369.325781 ∣ critic_ganloss : -892.779474 ∣ generator_nllloss : 5476.995508 ∣ generator_ganloss : 227.131470 ∣  [  std_z : 0.89  real_sub_fake : 3579.53 ]
[  epoch 0002/0040] 0090/4800, lr:1.0e-04 ∣ avg_100 : 32689.928022 ∣ critic_nllloss : 27476.225781 ∣ critic_ganloss : -1173.229529 ∣ generator_nllloss : 5558.928125 ∣ generator_ganloss : 286.274658 ∣     [  std_z : 0.90  real_sub_fake : 4605.69 ]
[  epoch 0002/0040] 0100/4800, lr:1.0e-04 ∣ avg_100 : 32682.954160 ∣ critic_nllloss : 27509.913867 ∣ critic_ganloss : -1107.571179 ∣ generator_nllloss : 5472.296094 ∣ generator_ganloss : 371.666016 ∣     [  std_z : 0.90  real_sub_fake : 4260.04 ]
[  epoch 0002/0040] 0110/4800, lr:1.0e-04 ∣ avg_100 : 32675.931434 ∣ critic_nllloss : 27455.327734 ∣ critic_ganloss : -1302.923853 ∣ generator_nllloss : 5543.262500 ∣ generator_ganloss : 424.655811 ∣     [  std_z : 0.90  real_sub_fake : 4592.23 ]
[  epoch 0002/0040] 0120/4800, lr:1.0e-04 ∣ avg_100 : 32664.246392 ∣ critic_nllloss : 27377.564648 ∣ critic_ganloss : -1249.403662 ∣ generator_nllloss : 5469.475781 ∣ generator_ganloss : 339.375671 ∣     [  std_z : 0.89  real_sub_fake : 4861.46 ]
[  epoch 0002/0040] 0130/4800, lr:1.0e-04 ∣ avg_100 : 32654.821617 ∣ critic_nllloss : 27541.477734 ∣ critic_ganloss : -1273.494348 ∣ generator_nllloss : 5522.177734 ∣ generator_ganloss : 355.059692 ∣     [  std_z : 0.91  real_sub_fake : 4735.98 ]
[  epoch 0002/0040] 0140/4800, lr:1.0e-04 ∣ avg_100 : 32653.602003 ∣ critic_nllloss : 27629.020117 ∣ critic_ganloss : -1067.828723 ∣ generator_nllloss : 5494.977930 ∣ generator_ganloss : 652.446924 ∣     [  std_z : 0.92  real_sub_fake : 4042.65 ]
[  epoch 0002/0040] 0150/4800, lr:1.0e-04 ∣ avg_100 : 32646.933849 ∣ critic_nllloss : 27634.719727 ∣ critic_ganloss : -1174.812976 ∣ generator_nllloss : 5486.234766 ∣ generator_ganloss : 292.509717 ∣     [  std_z : 0.92  real_sub_fake : 4016.49 ]
[  epoch 0002/0040] 0160/4800, lr:1.0e-04 ∣ avg_100 : 32644.737243 ∣ critic_nllloss : 27545.949219 ∣ critic_ganloss : -914.284259 ∣ generator_nllloss : 5506.065625 ∣ generator_ganloss : 369.995593 ∣  [  std_z : 0.91  real_sub_fake : 3855.57 ]
[  epoch 0002/0040] 0170/4800, lr:1.0e-04 ∣ avg_100 : 32643.856426 ∣ critic_nllloss : 27669.224219 ∣ critic_ganloss : -873.405377 ∣ generator_nllloss : 5517.720312 ∣ generator_ganloss : 404.485645 ∣  [  std_z : 0.92  real_sub_fake : 2969.45 ]
[  epoch 0002/0040] 0180/4800, lr:1.0e-04 ∣ avg_100 : 32640.913532 ∣ critic_nllloss : 27480.503906 ∣ critic_ganloss : -916.913104 ∣ generator_nllloss : 5481.281641 ∣ generator_ganloss : 437.841431 ∣  [  std_z : 0.91  real_sub_fake : 3864.51 ]
[  epoch 0002/0040] 0190/4800, lr:1.0e-04 ∣ avg_100 : 32636.892377 ∣ critic_nllloss : 27518.544336 ∣ critic_ganloss : -953.607037 ∣ generator_nllloss : 5457.585547 ∣ generator_ganloss : 461.187769 ∣  [  std_z : 0.91  real_sub_fake : 3159.15 ]
[  epoch 0002/0040] 0200/4800, lr:1.0e-04 ∣ avg_100 : 32632.433775 ∣ critic_nllloss : 27695.672461 ∣ critic_ganloss : -1058.259393 ∣ generator_nllloss : 5501.576953 ∣ generator_ganloss : 334.209375 ∣     [  std_z : 0.93  real_sub_fake : 4129.58 ]
[  epoch 0002/0040] 0210/4800, lr:1.0e-04 ∣ avg_100 : 32628.166874 ∣ critic_nllloss : 27574.602930 ∣ critic_ganloss : -1235.370972 ∣ generator_nllloss : 5522.960352 ∣ generator_ganloss : 351.754248 ∣     [  std_z : 0.92  real_sub_fake : 4418.65 ]
[  epoch 0002/0040] 0220/4800, lr:1.0e-04 ∣ avg_100 : 32625.585613 ∣ critic_nllloss : 27568.718555 ∣ critic_ganloss : -1065.311432 ∣ generator_nllloss : 5475.196094 ∣ generator_ganloss : 525.497485 ∣     [  std_z : 0.92  real_sub_fake : 4313.69 ]
[  epoch 0002/0040] 0230/4800, lr:1.0e-04 ∣ avg_100 : 32623.686759 ∣ critic_nllloss : 27610.156836 ∣ critic_ganloss : -976.364313 ∣ generator_nllloss : 5481.057031 ∣ generator_ganloss : 362.557874 ∣  [  std_z : 0.92  real_sub_fake : 3470.10 ]
[  epoch 0002/0040] 0240/4800, lr:1.0e-04 ∣ avg_100 : 32619.000831 ∣ critic_nllloss : 27547.464453 ∣ critic_ganloss : -1153.416919 ∣ generator_nllloss : 5453.375391 ∣ generator_ganloss : 523.511267 ∣     [  std_z : 0.92  real_sub_fake : 4545.24 ]
[  epoch 0002/0040] 0250/4800, lr:1.0e-04 ∣ avg_100 : 32611.737067 ∣ critic_nllloss : 27581.080273 ∣ critic_ganloss : -1329.135352 ∣ generator_nllloss : 5532.815430 ∣ generator_ganloss : 456.608496 ∣     [  std_z : 0.92  real_sub_fake : 4732.53 ]
[  epoch 0002/0040] 0260/4800, lr:1.0e-04 ∣ avg_100 : 32605.515983 ∣ critic_nllloss : 27598.652344 ∣ critic_ganloss : -1233.202478 ∣ generator_nllloss : 5494.028320 ∣ generator_ganloss : 237.362396 ∣     [  std_z : 0.92  real_sub_fake : 4175.56 ]
[  epoch 0002/0040] 0270/4800, lr:1.0e-04 ∣ avg_100 : 32603.898128 ∣ critic_nllloss : 27624.175391 ∣ critic_ganloss : -1280.666724 ∣ generator_nllloss : 5580.424414 ∣ generator_ganloss : 534.770239 ∣     [  std_z : 0.92  real_sub_fake : 4750.88 ]
[  epoch 0002/0040] 0280/4800, lr:1.0e-04 ∣ avg_100 : 32599.682628 ∣ critic_nllloss : 27560.334766 ∣ critic_ganloss : -1121.149768 ∣ generator_nllloss : 5518.901367 ∣ generator_ganloss : 410.253149 ∣     [  std_z : 0.92  real_sub_fake : 5027.65 ]
[  epoch 0002/0040] 0290/4800, lr:1.0e-04 ∣ avg_100 : 32595.277105 ∣ critic_nllloss : 27815.799609 ∣ critic_ganloss : -1055.026239 ∣ generator_nllloss : 5583.809570 ∣ generator_ganloss : 214.110791 ∣     [  std_z : 0.94  real_sub_fake : 3267.04 ]
[  epoch 0002/0040] 0300/4800, lr:1.0e-04 ∣ avg_100 : 32588.552775 ∣ critic_nllloss : 27486.467969 ∣ critic_ganloss : -1048.730396 ∣ generator_nllloss : 5499.833984 ∣ generator_ganloss : 292.439612 ∣     [  std_z : 0.91  real_sub_fake : 4166.06 ]
[  epoch 0002/0040] 0310/4800, lr:1.0e-04 ∣ avg_100 : 32583.158690 ∣ critic_nllloss : 27450.454102 ∣ critic_ganloss : -1177.845264 ∣ generator_nllloss : 5505.425391 ∣ generator_ganloss : 422.676660 ∣     [  std_z : 0.91  real_sub_fake : 4349.24 ]
[  epoch 0002/0040] 0320/4800, lr:1.0e-04 ∣ avg_100 : 32579.715595 ∣ critic_nllloss : 27638.338672 ∣ critic_ganloss : -979.535291 ∣ generator_nllloss : 5508.960156 ∣ generator_ganloss : 358.855896 ∣  [  std_z : 0.93  real_sub_fake : 3886.63 ]
[  epoch 0002/0040] 0330/4800, lr:1.0e-04 ∣ avg_100 : 32573.496824 ∣ critic_nllloss : 27458.780273 ∣ critic_ganloss : -1002.112213 ∣ generator_nllloss : 5566.703906 ∣ generator_ganloss : 307.276611 ∣     [  std_z : 0.91  real_sub_fake : 3734.38 ]
[  epoch 0002/0040] 0340/4800, lr:1.0e-04 ∣ avg_100 : 32568.051275 ∣ critic_nllloss : 27605.459375 ∣ critic_ganloss : -1083.488733 ∣ generator_nllloss : 5520.338672 ∣ generator_ganloss : 400.900659 ∣     [  std_z : 0.92  real_sub_fake : 4306.50 ]
[  epoch 0002/0040] 0350/4800, lr:1.0e-04 ∣ avg_100 : 32561.034497 ∣ critic_nllloss : 27677.894141 ∣ critic_ganloss : -1157.262885 ∣ generator_nllloss : 5578.712305 ∣ generator_ganloss : 451.027124 ∣     [  std_z : 0.94  real_sub_fake : 4235.61 ]
[  epoch 0002/0040] 0360/4800, lr:1.0e-04 ∣ avg_100 : 32554.601815 ∣ critic_nllloss : 27462.526953 ∣ critic_ganloss : -971.156958 ∣ generator_nllloss : 5507.148047 ∣ generator_ganloss : 395.487085 ∣  [  std_z : 0.92  real_sub_fake : 3670.67 ]
[  epoch 0002/0040] 0370/4800, lr:1.0e-04 ∣ avg_100 : 32554.103588 ∣ critic_nllloss : 27599.341016 ∣ critic_ganloss : -1137.207880 ∣ generator_nllloss : 5468.938672 ∣ generator_ganloss : 436.228320 ∣     [  std_z : 0.92  real_sub_fake : 4089.53 ]
[  epoch 0002/0040] 0380/4800, lr:1.0e-04 ∣ avg_100 : 32546.821272 ∣ critic_nllloss : 27354.774414 ∣ critic_ganloss : -1137.836230 ∣ generator_nllloss : 5479.661719 ∣ generator_ganloss : 463.860498 ∣     [  std_z : 0.91  real_sub_fake : 4447.34 ]
[  epoch 0002/0040] 0390/4800, lr:1.0e-04 ∣ avg_100 : 32546.869947 ∣ critic_nllloss : 27635.609961 ∣ critic_ganloss : -844.227399 ∣ generator_nllloss : 5555.314062 ∣ generator_ganloss : 432.047620 ∣  [  std_z : 0.93  real_sub_fake : 3126.53 ]
[  epoch 0002/0040] 0400/4800, lr:1.0e-04 ∣ avg_100 : 32544.093492 ∣ critic_nllloss : 27520.989648 ∣ critic_ganloss : -1142.541565 ∣ generator_nllloss : 5526.137109 ∣ generator_ganloss : 338.725952 ∣     [  std_z : 0.92  real_sub_fake : 4192.23 ]
[  epoch 0002/0040] 0410/4800, lr:1.0e-04 ∣ avg_100 : 32539.052978 ∣ critic_nllloss : 27378.516797 ∣ critic_ganloss : -1038.660321 ∣ generator_nllloss : 5516.653125 ∣ generator_ganloss : 484.118506 ∣     [  std_z : 0.91  real_sub_fake : 3995.23 ]
[  epoch 0002/0040] 0420/4800, lr:1.0e-04 ∣ avg_100 : 32536.992686 ∣ critic_nllloss : 27511.988672 ∣ critic_ganloss : -1170.688635 ∣ generator_nllloss : 5495.197070 ∣ generator_ganloss : 458.887561 ∣     [  std_z : 0.92  real_sub_fake : 4426.62 ]
[  epoch 0002/0040] 0430/4800, lr:1.0e-04 ∣ avg_100 : 32534.011668 ∣ critic_nllloss : 27654.038867 ∣ critic_ganloss : -1345.164746 ∣ generator_nllloss : 5488.788672 ∣ generator_ganloss : 452.381348 ∣     [  std_z : 0.93  real_sub_fake : 5143.11 ]
[  epoch 0002/0040] 0440/4800, lr:1.0e-04 ∣ avg_100 : 32528.646761 ∣ critic_nllloss : 27551.705859 ∣ critic_ganloss : -1231.701367 ∣ generator_nllloss : 5470.679688 ∣ generator_ganloss : 577.120459 ∣     [  std_z : 0.93  real_sub_fake : 4477.39 ]
[  epoch 0002/0040] 0450/4800, lr:1.0e-04 ∣ avg_100 : 32521.518876 ∣ critic_nllloss : 27521.003711 ∣ critic_ganloss : -1334.056006 ∣ generator_nllloss : 5477.734180 ∣ generator_ganloss : 553.143213 ∣     [  std_z : 0.92  real_sub_fake : 5227.86 ]
[  epoch 0002/0040] 0460/4800, lr:1.0e-04 ∣ avg_100 : 32520.226212 ∣ critic_nllloss : 27773.722656 ∣ critic_ganloss : -1180.065833 ∣ generator_nllloss : 5590.909180 ∣ generator_ganloss : 473.725391 ∣     [  std_z : 0.94  real_sub_fake : 3990.62 ]
[  epoch 0002/0040] 0470/4800, lr:1.0e-04 ∣ avg_100 : 32515.538984 ∣ critic_nllloss : 27564.338086 ∣ critic_ganloss : -1312.047784 ∣ generator_nllloss : 5502.224023 ∣ generator_ganloss : 543.293750 ∣     [  std_z : 0.93  real_sub_fake : 4858.79 ]
[  epoch 0002/0040] 0480/4800, lr:1.0e-04 ∣ avg_100 : 32513.028634 ∣ critic_nllloss : 27618.132031 ∣ critic_ganloss : -1093.316687 ∣ generator_nllloss : 5567.843945 ∣ generator_ganloss : 436.789307 ∣     [  std_z : 0.93  real_sub_fake : 4307.05 ]
[  epoch 0002/0040] 0490/4800, lr:1.0e-04 ∣ avg_100 : 32503.821800 ∣ critic_nllloss : 27322.833008 ∣ critic_ganloss : -1128.335486 ∣ generator_nllloss : 5389.025000 ∣ generator_ganloss : 317.807178 ∣     [  std_z : 0.91  real_sub_fake : 4264.93 ]
[  epoch 0002/0040] 0500/4800, lr:1.0e-04 ∣ avg_100 : 32496.149554 ∣ critic_nllloss : 27500.953516 ∣ critic_ganloss : -1259.201660 ∣ generator_nllloss : 5408.060742 ∣ generator_ganloss : 479.817725 ∣     [  std_z : 0.92  real_sub_fake : 4837.42 ]
[  epoch 0002/0040] 0510/4800, lr:1.0e-04 ∣ avg_100 : 32490.309674 ∣ critic_nllloss : 27439.867188 ∣ critic_ganloss : -1190.628955 ∣ generator_nllloss : 5519.406250 ∣ generator_ganloss : 432.996851 ∣     [  std_z : 0.92  real_sub_fake : 4124.56 ]
[  epoch 0002/0040] 0520/4800, lr:1.0e-04 ∣ avg_100 : 32489.704146 ∣ critic_nllloss : 27702.562891 ∣ critic_ganloss : -1184.534021 ∣ generator_nllloss : 5589.906445 ∣ generator_ganloss : 550.912329 ∣     [  std_z : 0.94  real_sub_fake : 5172.94 ]
[  epoch 0002/0040] 0530/4800, lr:1.0e-04 ∣ avg_100 : 32483.716848 ∣ critic_nllloss : 27427.295508 ∣ critic_ganloss : -1112.356781 ∣ generator_nllloss : 5541.561914 ∣ generator_ganloss : 190.448767 ∣     [  std_z : 0.92  real_sub_fake : 3643.09 ]
[  epoch 0002/0040] 0540/4800, lr:1.0e-04 ∣ avg_100 : 32477.695055 ∣ critic_nllloss : 27382.537891 ∣ critic_ganloss : -1133.202710 ∣ generator_nllloss : 5523.195703 ∣ generator_ganloss : 226.226782 ∣     [  std_z : 0.92  real_sub_fake : 4274.62 ]
[  epoch 0002/0040] 0550/4800, lr:1.0e-04 ∣ avg_100 : 32472.359517 ∣ critic_nllloss : 27402.672070 ∣ critic_ganloss : -1197.324219 ∣ generator_nllloss : 5466.748633 ∣ generator_ganloss : 364.740894 ∣     [  std_z : 0.92  real_sub_fake : 4922.86 ]
[  epoch 0002/0040] 0560/4800, lr:1.0e-04 ∣ avg_100 : 32464.947778 ∣ critic_nllloss : 27395.618555 ∣ critic_ganloss : -1182.758801 ∣ generator_nllloss : 5497.594336 ∣ generator_ganloss : 351.957153 ∣     [  std_z : 0.92  real_sub_fake : 4105.05 ]
[  epoch 0002/0040] 0570/4800, lr:1.0e-04 ∣ avg_100 : 32458.405841 ∣ critic_nllloss : 27517.257227 ∣ critic_ganloss : -1189.183984 ∣ generator_nllloss : 5474.503516 ∣ generator_ganloss : 332.793628 ∣     [  std_z : 0.93  real_sub_fake : 4387.42 ]
[  epoch 0002/0040] 0580/4800, lr:1.0e-04 ∣ avg_100 : 32457.649061 ∣ critic_nllloss : 27667.616992 ∣ critic_ganloss : -1205.404456 ∣ generator_nllloss : 5569.586523 ∣ generator_ganloss : 544.189233 ∣     [  std_z : 0.94  real_sub_fake : 4974.12 ]
[  epoch 0002/0040] 0590/4800, lr:1.0e-04 ∣ avg_100 : 32453.280181 ∣ critic_nllloss : 27583.387500 ∣ critic_ganloss : -1284.296570 ∣ generator_nllloss : 5497.844922 ∣ generator_ganloss : 408.141638 ∣     [  std_z : 0.93  real_sub_fake : 4660.12 ]
[  epoch 0002/0040] 0600/4800, lr:1.0e-04 ∣ avg_100 : 32447.078594 ∣ critic_nllloss : 27452.176758 ∣ critic_ganloss : -1372.121643 ∣ generator_nllloss : 5531.717188 ∣ generator_ganloss : 592.536133 ∣     [  std_z : 0.92  real_sub_fake : 5268.65 ]
[  epoch 0002/0040] 0610/4800, lr:1.0e-04 ∣ avg_100 : 32441.506319 ∣ critic_nllloss : 27451.618164 ∣ critic_ganloss : -1181.746997 ∣ generator_nllloss : 5535.772070 ∣ generator_ganloss : 473.053320 ∣     [  std_z : 0.92  real_sub_fake : 4594.56 ]
[  epoch 0002/0040] 0620/4800, lr:1.0e-04 ∣ avg_100 : 32438.182389 ∣ critic_nllloss : 27567.409570 ∣ critic_ganloss : -1210.803357 ∣ generator_nllloss : 5441.264258 ∣ generator_ganloss : 460.656787 ∣     [  std_z : 0.93  real_sub_fake : 4304.39 ]
[  epoch 0002/0040] 0630/4800, lr:1.0e-04 ∣ avg_100 : 32437.493217 ∣ critic_nllloss : 27618.648047 ∣ critic_ganloss : -1146.419727 ∣ generator_nllloss : 5524.818359 ∣ generator_ganloss : 474.080994 ∣     [  std_z : 0.93  real_sub_fake : 4263.89 ]
[  epoch 0002/0040] 0640/4800, lr:1.0e-04 ∣ avg_100 : 32434.022400 ∣ critic_nllloss : 27561.761523 ∣ critic_ganloss : -1165.298621 ∣ generator_nllloss : 5454.572461 ∣ generator_ganloss : 425.882812 ∣     [  std_z : 0.93  real_sub_fake : 4483.70 ]
[  epoch 0002/0040] 0650/4800, lr:1.0e-04 ∣ avg_100 : 32429.868155 ∣ critic_nllloss : 27635.631836 ∣ critic_ganloss : -1247.076331 ∣ generator_nllloss : 5552.567578 ∣ generator_ganloss : 479.542163 ∣     [  std_z : 0.94  real_sub_fake : 4609.50 ]
[  epoch 0002/0040] 0660/4800, lr:1.0e-04 ∣ avg_100 : 32426.257766 ∣ critic_nllloss : 27565.122852 ∣ critic_ganloss : -1122.165686 ∣ generator_nllloss : 5507.386133 ∣ generator_ganloss : 442.819287 ∣     [  std_z : 0.93  real_sub_fake : 4518.74 ]
[  epoch 0002/0040] 0670/4800, lr:1.0e-04 ∣ avg_100 : 32422.601908 ∣ critic_nllloss : 27341.641406 ∣ critic_ganloss : -993.208179 ∣ generator_nllloss : 5449.306836 ∣ generator_ganloss : 413.748340 ∣  [  std_z : 0.92  real_sub_fake : 3889.95 ]
[  epoch 0002/0040] 0680/4800, lr:1.0e-04 ∣ avg_100 : 32419.670786 ∣ critic_nllloss : 27643.413281 ∣ critic_ganloss : -1390.144299 ∣ generator_nllloss : 5654.964453 ∣ generator_ganloss : 525.177808 ∣     [  std_z : 0.94  real_sub_fake : 5037.84 ]
[  epoch 0002/0040] 0690/4800, lr:1.0e-04 ∣ avg_100 : 32414.212885 ∣ critic_nllloss : 27517.824609 ∣ critic_ganloss : -1292.785693 ∣ generator_nllloss : 5455.533398 ∣ generator_ganloss : 324.919971 ∣     [  std_z : 0.93  real_sub_fake : 4782.88 ]
[  epoch 0002/0040] 0700/4800, lr:1.0e-04 ∣ avg_100 : 32411.530992 ∣ critic_nllloss : 27642.723242 ∣ critic_ganloss : -1406.534351 ∣ generator_nllloss : 5541.633203 ∣ generator_ganloss : 494.314258 ∣     [  std_z : 0.94  real_sub_fake : 5289.87 ]
[  epoch 0002/0040] 0710/4800, lr:1.0e-04 ∣ avg_100 : 32404.585510 ∣ critic_nllloss : 27462.526562 ∣ critic_ganloss : -1267.539624 ∣ generator_nllloss : 5468.936328 ∣ generator_ganloss : 391.285071 ∣     [  std_z : 0.93  real_sub_fake : 5416.63 ]
[  epoch 0002/0040] 0720/4800, lr:1.0e-04 ∣ avg_100 : 32398.138056 ∣ critic_nllloss : 27455.115234 ∣ critic_ganloss : -969.782684 ∣ generator_nllloss : 5505.607422 ∣ generator_ganloss : 35.555005 ∣   [  std_z : 0.93  real_sub_fake : 2896.39 ]
[  epoch 0002/0040] 0730/4800, lr:1.0e-04 ∣ avg_100 : 32393.525384 ∣ critic_nllloss : 27370.808398 ∣ critic_ganloss : -1082.833887 ∣ generator_nllloss : 5505.408398 ∣ generator_ganloss : 457.628101 ∣     [  std_z : 0.92  real_sub_fake : 4688.10 ]
[  epoch 0002/0040] 0740/4800, lr:1.0e-04 ∣ avg_100 : 32392.394872 ∣ critic_nllloss : 27524.108594 ∣ critic_ganloss : -1070.208081 ∣ generator_nllloss : 5458.040039 ∣ generator_ganloss : 624.098755 ∣     [  std_z : 0.94  real_sub_fake : 4106.39 ]
[  epoch 0002/0040] 0750/4800, lr:1.0e-04 ∣ avg_100 : 32386.852535 ∣ critic_nllloss : 27457.037109 ∣ critic_ganloss : -1012.743677 ∣ generator_nllloss : 5454.034570 ∣ generator_ganloss : 274.434546 ∣     [  std_z : 0.92  real_sub_fake : 3820.88 ]
[  epoch 0002/0040] 0760/4800, lr:1.0e-04 ∣ avg_100 : 32378.104899 ∣ critic_nllloss : 27403.140430 ∣ critic_ganloss : -1200.171240 ∣ generator_nllloss : 5429.350781 ∣ generator_ganloss : 237.832465 ∣     [  std_z : 0.92  real_sub_fake : 4329.46 ]
[  epoch 0002/0040] 0770/4800, lr:1.0e-04 ∣ avg_100 : 32371.989261 ∣ critic_nllloss : 27586.361328 ∣ critic_ganloss : -1363.072595 ∣ generator_nllloss : 5536.819922 ∣ generator_ganloss : 442.084863 ∣     [  std_z : 0.94  real_sub_fake : 5178.13 ]
[  epoch 0002/0040] 0780/4800, lr:1.0e-04 ∣ avg_100 : 32369.488554 ∣ critic_nllloss : 27352.769336 ∣ critic_ganloss : -1094.319373 ∣ generator_nllloss : 5443.335547 ∣ generator_ganloss : 519.352197 ∣     [  std_z : 0.92  real_sub_fake : 4682.13 ]
[  epoch 0002/0040] 0790/4800, lr:1.0e-04 ∣ avg_100 : 32365.962362 ∣ critic_nllloss : 27425.407813 ∣ critic_ganloss : -1186.760522 ∣ generator_nllloss : 5469.371484 ∣ generator_ganloss : 405.984741 ∣     [  std_z : 0.93  real_sub_fake : 3884.88 ]
[  epoch 0002/0040] 0800/4800, lr:1.0e-04 ∣ avg_100 : 32362.537081 ∣ critic_nllloss : 27547.687305 ∣ critic_ganloss : -1233.103760 ∣ generator_nllloss : 5527.602148 ∣ generator_ganloss : 420.158911 ∣     [  std_z : 0.94  real_sub_fake : 5072.40 ]
[  epoch 0002/0040] 0810/4800, lr:1.0e-04 ∣ avg_100 : 32358.961963 ∣ critic_nllloss : 27438.630469 ∣ critic_ganloss : -1402.427307 ∣ generator_nllloss : 5472.458984 ∣ generator_ganloss : 433.622363 ∣     [  std_z : 0.93  real_sub_fake : 4803.98 ]
[  epoch 0002/0040] 0820/4800, lr:1.0e-04 ∣ avg_100 : 32355.893472 ∣ critic_nllloss : 27603.657422 ∣ critic_ganloss : -1320.077515 ∣ generator_nllloss : 5509.893945 ∣ generator_ganloss : 434.744116 ∣     [  std_z : 0.95  real_sub_fake : 5163.32 ]
[  epoch 0002/0040] 0830/4800, lr:1.0e-04 ∣ avg_100 : 32348.782205 ∣ critic_nllloss : 27461.377539 ∣ critic_ganloss : -1268.617749 ∣ generator_nllloss : 5393.274414 ∣ generator_ganloss : 536.550366 ∣     [  std_z : 0.93  real_sub_fake : 4898.85 ]
[  epoch 0002/0040] 0840/4800, lr:1.0e-04 ∣ avg_100 : 32345.203017 ∣ critic_nllloss : 27464.581055 ∣ critic_ganloss : -1120.393817 ∣ generator_nllloss : 5537.857227 ∣ generator_ganloss : 427.895422 ∣     [  std_z : 0.93  real_sub_fake : 4520.70 ]
[  epoch 0002/0040] 0850/4800, lr:1.0e-04 ∣ avg_100 : 32337.717071 ∣ critic_nllloss : 27496.415820 ∣ critic_ganloss : -1276.043860 ∣ generator_nllloss : 5445.028125 ∣ generator_ganloss : 339.821350 ∣     [  std_z : 0.94  real_sub_fake : 4660.70 ]
[  epoch 0002/0040] 0860/4800, lr:1.0e-04 ∣ avg_100 : 32331.629799 ∣ critic_nllloss : 27359.899805 ∣ critic_ganloss : -1216.120880 ∣ generator_nllloss : 5550.424805 ∣ generator_ganloss : 385.599500 ∣     [  std_z : 0.93  real_sub_fake : 4697.69 ]
[  epoch 0002/0040] 0870/4800, lr:1.0e-04 ∣ avg_100 : 32323.830741 ∣ critic_nllloss : 27208.212305 ∣ critic_ganloss : -1140.760840 ∣ generator_nllloss : 5450.947461 ∣ generator_ganloss : 368.181238 ∣     [  std_z : 0.91  real_sub_fake : 4342.08 ]
[  epoch 0002/0040] 0880/4800, lr:1.0e-04 ∣ avg_100 : 32320.612635 ∣ critic_nllloss : 27678.141797 ∣ critic_ganloss : -1360.781860 ∣ generator_nllloss : 5495.371289 ∣ generator_ganloss : 528.421826 ∣     [  std_z : 0.95  real_sub_fake : 5093.81 ]
[  epoch 0002/0040] 0890/4800, lr:1.0e-04 ∣ avg_100 : 32316.112612 ∣ critic_nllloss : 27488.221875 ∣ critic_ganloss : -1226.132947 ∣ generator_nllloss : 5432.321875 ∣ generator_ganloss : 322.350696 ∣     [  std_z : 0.93  real_sub_fake : 4468.58 ]
[  epoch 0002/0040] 0900/4800, lr:1.0e-04 ∣ avg_100 : 32310.739957 ∣ critic_nllloss : 27459.592773 ∣ critic_ganloss : -1192.976477 ∣ generator_nllloss : 5520.132812 ∣ generator_ganloss : 377.037927 ∣     [  std_z : 0.93  real_sub_fake : 4626.82 ]
[  epoch 0002/0040] 0910/4800, lr:1.0e-04 ∣ avg_100 : 32310.591237 ∣ critic_nllloss : 27568.003125 ∣ critic_ganloss : -1224.720276 ∣ generator_nllloss : 5523.125586 ∣ generator_ganloss : 562.946680 ∣     [  std_z : 0.95  real_sub_fake : 4584.95 ]
[  epoch 0002/0040] 0920/4800, lr:1.0e-04 ∣ avg_100 : 32306.184154 ∣ critic_nllloss : 27339.539648 ∣ critic_ganloss : -1165.763647 ∣ generator_nllloss : 5468.541211 ∣ generator_ganloss : 583.818359 ∣     [  std_z : 0.93  real_sub_fake : 4477.09 ]
[  epoch 0002/0040] 0930/4800, lr:1.0e-04 ∣ avg_100 : 32300.008528 ∣ critic_nllloss : 27279.510742 ∣ critic_ganloss : -1480.272607 ∣ generator_nllloss : 5464.114844 ∣ generator_ganloss : 545.491382 ∣     [  std_z : 0.92  real_sub_fake : 5179.57 ]
[  epoch 0002/0040] 0940/4800, lr:1.0e-04 ∣ avg_100 : 32295.875663 ∣ critic_nllloss : 27665.734961 ∣ critic_ganloss : -1508.837756 ∣ generator_nllloss : 5453.688281 ∣ generator_ganloss : 449.284790 ∣     [  std_z : 0.95  real_sub_fake : 5767.30 ]
[  epoch 0002/0040] 0950/4800, lr:1.0e-04 ∣ avg_100 : 32292.447759 ∣ critic_nllloss : 27245.542578 ∣ critic_ganloss : -1314.546021 ∣ generator_nllloss : 5483.016406 ∣ generator_ganloss : 461.495801 ∣     [  std_z : 0.92  real_sub_fake : 5152.13 ]
[  epoch 0002/0040] 0960/4800, lr:1.0e-04 ∣ avg_100 : 32292.288232 ∣ critic_nllloss : 27349.297656 ∣ critic_ganloss : -1126.747998 ∣ generator_nllloss : 5470.276953 ∣ generator_ganloss : 593.523438 ∣     [  std_z : 0.93  real_sub_fake : 4295.53 ]
[  epoch 0002/0040] 0970/4800, lr:1.0e-04 ∣ avg_100 : 32287.979744 ∣ critic_nllloss : 27615.586914 ∣ critic_ganloss : -1443.571899 ∣ generator_nllloss : 5568.408984 ∣ generator_ganloss : 622.103857 ∣     [  std_z : 0.95  real_sub_fake : 5433.59 ]
[  epoch 0002/0040] 0980/4800, lr:1.0e-04 ∣ avg_100 : 32285.072308 ∣ critic_nllloss : 27497.904492 ∣ critic_ganloss : -961.023438 ∣ generator_nllloss : 5506.038086 ∣ generator_ganloss : 132.754752 ∣  [  std_z : 0.94  real_sub_fake : 3616.52 ]
[  epoch 0002/0040] 0990/4800, lr:1.0e-04 ∣ avg_100 : 32279.607159 ∣ critic_nllloss : 27459.933398 ∣ critic_ganloss : -1060.692310 ∣ generator_nllloss : 5486.111719 ∣ generator_ganloss : 283.075879 ∣     [  std_z : 0.94  real_sub_fake : 3573.98 ]
[  epoch 0002/0040] 1000/4800, lr:1.0e-04 ∣ avg_100 : 32277.685224 ∣ critic_nllloss : 27366.481445 ∣ critic_ganloss : -1395.156384 ∣ generator_nllloss : 5501.519727 ∣ generator_ganloss : 563.418555 ∣     [  std_z : 0.93  real_sub_fake : 4748.51 ]
[  epoch 0002/0040] 1010/4800, lr:1.0e-04 ∣ avg_100 : 32275.351415 ∣ critic_nllloss : 27572.750977 ∣ critic_ganloss : -1214.079822 ∣ generator_nllloss : 5498.792578 ∣ generator_ganloss : 344.817803 ∣     [  std_z : 0.95  real_sub_fake : 5204.75 ]
[  epoch 0002/0040] 1020/4800, lr:1.0e-04 ∣ avg_100 : 32270.906147 ∣ critic_nllloss : 27554.786133 ∣ critic_ganloss : -1310.234357 ∣ generator_nllloss : 5548.482422 ∣ generator_ganloss : 88.058653 ∣  [  std_z : 0.95  real_sub_fake : 4296.56 ]
[  epoch 0002/0040] 1030/4800, lr:1.0e-04 ∣ avg_100 : 32264.505134 ∣ critic_nllloss : 27473.685937 ∣ critic_ganloss : -1389.659436 ∣ generator_nllloss : 5497.102148 ∣ generator_ganloss : 552.768579 ∣     [  std_z : 0.95  real_sub_fake : 5524.72 ]
[  epoch 0002/0040] 1040/4800, lr:1.0e-04 ∣ avg_100 : 32260.817307 ∣ critic_nllloss : 27594.700586 ∣ critic_ganloss : -1150.428967 ∣ generator_nllloss : 5443.528516 ∣ generator_ganloss : 229.565518 ∣     [  std_z : 0.95  real_sub_fake : 4513.66 ]
[  epoch 0002/0040] 1050/4800, lr:1.0e-04 ∣ avg_100 : 32253.702209 ∣ critic_nllloss : 27369.601758 ∣ critic_ganloss : -1332.501050 ∣ generator_nllloss : 5472.525000 ∣ generator_ganloss : 314.597681 ∣     [  std_z : 0.93  real_sub_fake : 4729.10 ]
[  epoch 0002/0040] 1060/4800, lr:1.0e-04 ∣ avg_100 : 32253.955732 ∣ critic_nllloss : 27500.290625 ∣ critic_ganloss : -1197.553430 ∣ generator_nllloss : 5566.893164 ∣ generator_ganloss : 589.804761 ∣     [  std_z : 0.94  real_sub_fake : 4715.81 ]
[  epoch 0002/0040] 1070/4800, lr:1.0e-04 ∣ avg_100 : 32252.871830 ∣ critic_nllloss : 27508.195703 ∣ critic_ganloss : -1234.233643 ∣ generator_nllloss : 5513.857031 ∣ generator_ganloss : 602.317603 ∣     [  std_z : 0.95  real_sub_fake : 4521.09 ]
[  epoch 0002/0040] 1080/4800, lr:1.0e-04 ∣ avg_100 : 32251.225831 ∣ critic_nllloss : 27335.070312 ∣ critic_ganloss : -1219.925525 ∣ generator_nllloss : 5455.690039 ∣ generator_ganloss : 445.238477 ∣     [  std_z : 0.93  real_sub_fake : 4586.94 ]
[  epoch 0002/0040] 1090/4800, lr:1.0e-04 ∣ avg_100 : 32249.513235 ∣ critic_nllloss : 27394.358789 ∣ critic_ganloss : -1432.010608 ∣ generator_nllloss : 5460.735156 ∣ generator_ganloss : 553.856152 ∣     [  std_z : 0.93  real_sub_fake : 5667.55 ]
[  epoch 0002/0040] 1100/4800, lr:1.0e-04 ∣ avg_100 : 32247.553773 ∣ critic_nllloss : 27455.871875 ∣ critic_ganloss : -1354.094934 ∣ generator_nllloss : 5479.379492 ∣ generator_ganloss : 469.202148 ∣     [  std_z : 0.94  real_sub_fake : 5210.33 ]
[  epoch 0002/0040] 1110/4800, lr:1.0e-04 ∣ avg_100 : 32247.040996 ∣ critic_nllloss : 27381.860938 ∣ critic_ganloss : -1169.481769 ∣ generator_nllloss : 5490.353516 ∣ generator_ganloss : 366.311816 ∣     [  std_z : 0.94  real_sub_fake : 4280.85 ]
[  epoch 0002/0040] 1120/4800, lr:1.0e-04 ∣ avg_100 : 32250.654138 ∣ critic_nllloss : 27556.976758 ∣ critic_ganloss : -1259.209387 ∣ generator_nllloss : 5482.656055 ∣ generator_ganloss : 517.903247 ∣     [  std_z : 0.95  real_sub_fake : 4833.77 ]
[  epoch 0002/0040] 1130/4800, lr:1.0e-04 ∣ avg_100 : 32252.374361 ∣ critic_nllloss : 27406.034961 ∣ critic_ganloss : -1176.832520 ∣ generator_nllloss : 5492.745313 ∣ generator_ganloss : 595.295313 ∣     [  std_z : 0.94  real_sub_fake : 4281.31 ]
[  epoch 0002/0040] 1140/4800, lr:1.0e-04 ∣ avg_100 : 32245.656042 ∣ critic_nllloss : 27356.998047 ∣ critic_ganloss : -1237.981970 ∣ generator_nllloss : 5454.190820 ∣ generator_ganloss : 463.577502 ∣     [  std_z : 0.93  real_sub_fake : 4897.59 ]
[  epoch 0002/0040] 1150/4800, lr:1.0e-04 ∣ avg_100 : 32245.689665 ∣ critic_nllloss : 27507.341016 ∣ critic_ganloss : -1320.254968 ∣ generator_nllloss : 5534.913281 ∣ generator_ganloss : 520.014160 ∣     [  std_z : 0.95  real_sub_fake : 5396.00 ]
[  epoch 0002/0040] 1160/4800, lr:1.0e-04 ∣ avg_100 : 32246.490603 ∣ critic_nllloss : 27601.344141 ∣ critic_ganloss : -1099.197504 ∣ generator_nllloss : 5524.533984 ∣ generator_ganloss : 561.139307 ∣     [  std_z : 0.95  real_sub_fake : 3760.78 ]
[  epoch 0002/0040] 1170/4800, lr:1.0e-04 ∣ avg_100 : 32243.865790 ∣ critic_nllloss : 27635.773047 ∣ critic_ganloss : -1238.686438 ∣ generator_nllloss : 5594.324609 ∣ generator_ganloss : 464.132324 ∣     [  std_z : 0.95  real_sub_fake : 4747.76 ]
[  epoch 0002/0040] 1180/4800, lr:1.0e-04 ∣ avg_100 : 32238.698995 ∣ critic_nllloss : 27312.337695 ∣ critic_ganloss : -1362.389587 ∣ generator_nllloss : 5461.179297 ∣ generator_ganloss : 554.906982 ∣     [  std_z : 0.93  real_sub_fake : 4831.00 ]
[  epoch 0002/0040] 1190/4800, lr:1.0e-04 ∣ avg_100 : 32234.212783 ∣ critic_nllloss : 27379.389453 ∣ critic_ganloss : -1179.710339 ∣ generator_nllloss : 5438.694141 ∣ generator_ganloss : 396.716138 ∣     [  std_z : 0.93  real_sub_fake : 4896.05 ]
[  epoch 0002/0040] 1200/4800, lr:1.0e-04 ∣ avg_100 : 32232.035991 ∣ critic_nllloss : 27487.525195 ∣ critic_ganloss : -1202.690637 ∣ generator_nllloss : 5529.862305 ∣ generator_ganloss : 440.823389 ∣     [  std_z : 0.95  real_sub_fake : 4431.66 ]
[  epoch 0002/0040] 1210/4800, lr:1.0e-04 ∣ avg_100 : 32233.059735 ∣ critic_nllloss : 27440.078711 ∣ critic_ganloss : -1249.601477 ∣ generator_nllloss : 5573.947461 ∣ generator_ganloss : 551.896216 ∣     [  std_z : 0.94  real_sub_fake : 4931.25 ]
[  epoch 0002/0040] 1220/4800, lr:1.0e-04 ∣ avg_100 : 32228.746397 ∣ critic_nllloss : 27351.643945 ∣ critic_ganloss : -1385.979785 ∣ generator_nllloss : 5422.701758 ∣ generator_ganloss : 684.400977 ∣     [  std_z : 0.93  real_sub_fake : 5308.40 ]
[  epoch 0002/0040] 1230/4800, lr:1.0e-04 ∣ avg_100 : 32226.133692 ∣ critic_nllloss : 27557.360938 ∣ critic_ganloss : -1317.958740 ∣ generator_nllloss : 5478.785742 ∣ generator_ganloss : 497.948999 ∣     [  std_z : 0.95  real_sub_fake : 4758.47 ]
[  epoch 0002/0040] 1240/4800, lr:1.0e-04 ∣ avg_100 : 32226.539758 ∣ critic_nllloss : 27572.976172 ∣ critic_ganloss : -1252.933441 ∣ generator_nllloss : 5598.721094 ∣ generator_ganloss : 492.776929 ∣     [  std_z : 0.95  real_sub_fake : 4544.60 ]
[  epoch 0002/0040] 1250/4800, lr:1.0e-04 ∣ avg_100 : 32225.581475 ∣ critic_nllloss : 27309.202148 ∣ critic_ganloss : -1054.133997 ∣ generator_nllloss : 5429.041602 ∣ generator_ganloss : 461.430847 ∣     [  std_z : 0.93  real_sub_fake : 4417.63 ]
[  epoch 0002/0040] 1260/4800, lr:1.0e-04 ∣ avg_100 : 32221.498179 ∣ critic_nllloss : 27159.178516 ∣ critic_ganloss : -1264.697949 ∣ generator_nllloss : 5490.197266 ∣ generator_ganloss : 303.833118 ∣     [  std_z : 0.92  real_sub_fake : 4643.23 ]
[  epoch 0002/0040] 1270/4800, lr:1.0e-04 ∣ avg_100 : 32219.307647 ∣ critic_nllloss : 27388.393359 ∣ critic_ganloss : -1306.558508 ∣ generator_nllloss : 5515.824414 ∣ generator_ganloss : 641.990894 ∣     [  std_z : 0.93  real_sub_fake : 4768.23 ]
[  epoch 0002/0040] 1280/4800, lr:1.0e-04 ∣ avg_100 : 32218.527213 ∣ critic_nllloss : 27382.364453 ∣ critic_ganloss : -1077.707373 ∣ generator_nllloss : 5469.682422 ∣ generator_ganloss : 515.956641 ∣     [  std_z : 0.93  real_sub_fake : 4291.44 ]
[  epoch 0002/0040] 1290/4800, lr:1.0e-04 ∣ avg_100 : 32213.748475 ∣ critic_nllloss : 27468.700977 ∣ critic_ganloss : -1288.620532 ∣ generator_nllloss : 5519.982227 ∣ generator_ganloss : 380.757202 ∣     [  std_z : 0.94  real_sub_fake : 4914.46 ]
[  epoch 0002/0040] 1300/4800, lr:1.0e-04 ∣ avg_100 : 32212.289936 ∣ critic_nllloss : 27253.383008 ∣ critic_ganloss : -1035.452039 ∣ generator_nllloss : 5468.117383 ∣ generator_ganloss : 398.108887 ∣     [  std_z : 0.93  real_sub_fake : 3777.88 ]
[  epoch 0002/0040] 1310/4800, lr:1.0e-04 ∣ avg_100 : 32212.893272 ∣ critic_nllloss : 27606.608008 ∣ critic_ganloss : -1214.709497 ∣ generator_nllloss : 5400.866016 ∣ generator_ganloss : 468.280017 ∣     [  std_z : 0.95  real_sub_fake : 4747.18 ]
[  epoch 0002/0040] 1320/4800, lr:1.0e-04 ∣ avg_100 : 32208.230531 ∣ critic_nllloss : 27221.332422 ∣ critic_ganloss : -1151.202527 ∣ generator_nllloss : 5501.911914 ∣ generator_ganloss : 488.303516 ∣     [  std_z : 0.93  real_sub_fake : 4466.01 ]
[  epoch 0002/0040] 1330/4800, lr:1.0e-04 ∣ avg_100 : 32207.902131 ∣ critic_nllloss : 27439.017188 ∣ critic_ganloss : -1164.411365 ∣ generator_nllloss : 5498.456445 ∣ generator_ganloss : 524.746289 ∣     [  std_z : 0.94  real_sub_fake : 4465.91 ]
[  epoch 0002/0040] 1340/4800, lr:1.0e-04 ∣ avg_100 : 32203.904634 ∣ critic_nllloss : 27378.935352 ∣ critic_ganloss : -1283.055322 ∣ generator_nllloss : 5467.173437 ∣ generator_ganloss : 480.406787 ∣     [  std_z : 0.94  real_sub_fake : 4608.18 ]
[  epoch 0002/0040] 1350/4800, lr:1.0e-04 ∣ avg_100 : 32198.424278 ∣ critic_nllloss : 27276.767383 ∣ critic_ganloss : -1316.498499 ∣ generator_nllloss : 5493.905469 ∣ generator_ganloss : 548.160767 ∣     [  std_z : 0.93  real_sub_fake : 4748.10 ]
[  epoch 0002/0040] 1360/4800, lr:1.0e-04 ∣ avg_100 : 32196.550965 ∣ critic_nllloss : 27425.585938 ∣ critic_ganloss : -1263.930518 ∣ generator_nllloss : 5480.417383 ∣ generator_ganloss : 564.601001 ∣     [  std_z : 0.94  real_sub_fake : 5576.27 ]
[  epoch 0002/0040] 1370/4800, lr:1.0e-04 ∣ avg_100 : 32193.447568 ∣ critic_nllloss : 27405.180469 ∣ critic_ganloss : -1128.013562 ∣ generator_nllloss : 5520.403906 ∣ generator_ganloss : 259.389600 ∣     [  std_z : 0.94  real_sub_fake : 3580.02 ]
[  epoch 0002/0040] 1380/4800, lr:1.0e-04 ∣ avg_100 : 32194.064822 ∣ critic_nllloss : 27419.282227 ∣ critic_ganloss : -1202.828223 ∣ generator_nllloss : 5435.462305 ∣ generator_ganloss : 570.269556 ∣     [  std_z : 0.94  real_sub_fake : 4768.14 ]
[  epoch 0002/0040] 1390/4800, lr:1.0e-04 ∣ avg_100 : 32190.781315 ∣ critic_nllloss : 27482.052539 ∣ critic_ganloss : -1236.705786 ∣ generator_nllloss : 5540.949805 ∣ generator_ganloss : 664.096997 ∣     [  std_z : 0.94  real_sub_fake : 4593.37 ]
[  epoch 0002/0040] 1400/4800, lr:1.0e-04 ∣ avg_100 : 32187.924207 ∣ critic_nllloss : 27330.704883 ∣ critic_ganloss : -1181.999658 ∣ generator_nllloss : 5461.346289 ∣ generator_ganloss : 347.548804 ∣     [  std_z : 0.93  real_sub_fake : 4629.72 ]
[  epoch 0002/0040] 1410/4800, lr:1.0e-04 ∣ avg_100 : 32184.242041 ∣ critic_nllloss : 27430.786133 ∣ critic_ganloss : -1240.013245 ∣ generator_nllloss : 5445.154688 ∣ generator_ganloss : 336.483936 ∣     [  std_z : 0.94  real_sub_fake : 4384.48 ]
[  epoch 0002/0040] 1420/4800, lr:1.0e-04 ∣ avg_100 : 32179.510304 ∣ critic_nllloss : 27243.523633 ∣ critic_ganloss : -1416.100964 ∣ generator_nllloss : 5383.027539 ∣ generator_ganloss : 611.760791 ∣     [  std_z : 0.93  real_sub_fake : 5393.35 ]
[  epoch 0002/0040] 1430/4800, lr:1.0e-04 ∣ avg_100 : 32179.855797 ∣ critic_nllloss : 27680.401953 ∣ critic_ganloss : -1260.693286 ∣ generator_nllloss : 5545.367578 ∣ generator_ganloss : 319.517175 ∣     [  std_z : 0.96  real_sub_fake : 5006.63 ]
[  epoch 0002/0040] 1440/4800, lr:1.0e-04 ∣ avg_100 : 32174.961378 ∣ critic_nllloss : 27361.731055 ∣ critic_ganloss : -1283.596350 ∣ generator_nllloss : 5552.427344 ∣ generator_ganloss : 247.800623 ∣     [  std_z : 0.93  real_sub_fake : 4638.28 ]
[  epoch 0002/0040] 1450/4800, lr:1.0e-04 ∣ avg_100 : 32173.387033 ∣ critic_nllloss : 27208.239844 ∣ critic_ganloss : -1215.598340 ∣ generator_nllloss : 5458.041797 ∣ generator_ganloss : 609.707373 ∣     [  std_z : 0.93  real_sub_fake : 4640.95 ]
[  epoch 0002/0040] 1460/4800, lr:1.0e-04 ∣ avg_100 : 32166.893613 ∣ critic_nllloss : 27419.098242 ∣ critic_ganloss : -1300.710583 ∣ generator_nllloss : 5483.963281 ∣ generator_ganloss : 406.598462 ∣     [  std_z : 0.94  real_sub_fake : 4844.04 ]
[  epoch 0002/0040] 1470/4800, lr:1.0e-04 ∣ avg_100 : 32161.471985 ∣ critic_nllloss : 27254.832422 ∣ critic_ganloss : -1262.681372 ∣ generator_nllloss : 5417.021094 ∣ generator_ganloss : 346.473047 ∣     [  std_z : 0.93  real_sub_fake : 4533.29 ]
[  epoch 0002/0040] 1480/4800, lr:1.0e-04 ∣ avg_100 : 32158.327883 ∣ critic_nllloss : 27557.924609 ∣ critic_ganloss : -1377.764636 ∣ generator_nllloss : 5542.963672 ∣ generator_ganloss : 491.914783 ∣     [  std_z : 0.95  real_sub_fake : 5521.17 ]
[  epoch 0002/0040] 1490/4800, lr:1.0e-04 ∣ avg_100 : 32158.146744 ∣ critic_nllloss : 27515.550195 ∣ critic_ganloss : -1434.620972 ∣ generator_nllloss : 5516.989453 ∣ generator_ganloss : 285.297119 ∣     [  std_z : 0.95  real_sub_fake : 5441.63 ]
[  epoch 0002/0040] 1500/4800, lr:1.0e-04 ∣ avg_100 : 32157.547204 ∣ critic_nllloss : 27287.163867 ∣ critic_ganloss : -934.162531 ∣ generator_nllloss : 5377.124023 ∣ generator_ganloss : 339.550952 ∣  [  std_z : 0.94  real_sub_fake : 3464.43 ]
[  epoch 0002/0040] 1510/4800, lr:1.0e-04 ∣ avg_100 : 32160.282443 ∣ critic_nllloss : 27563.914648 ∣ critic_ganloss : -1113.067090 ∣ generator_nllloss : 5504.259766 ∣ generator_ganloss : 520.057910 ∣     [  std_z : 0.96  real_sub_fake : 4199.96 ]
[  epoch 0002/0040] 1520/4800, lr:1.0e-04 ∣ avg_100 : 32155.271023 ∣ critic_nllloss : 27558.610938 ∣ critic_ganloss : -1459.910327 ∣ generator_nllloss : 5466.773047 ∣ generator_ganloss : 592.232031 ∣     [  std_z : 0.95  real_sub_fake : 5141.37 ]
[  epoch 0002/0040] 1530/4800, lr:1.0e-04 ∣ avg_100 : 32156.898805 ∣ critic_nllloss : 27441.674023 ∣ critic_ganloss : -1144.073364 ∣ generator_nllloss : 5432.486914 ∣ generator_ganloss : 479.640063 ∣     [  std_z : 0.95  real_sub_fake : 5210.80 ]
[  epoch 0002/0040] 1540/4800, lr:1.0e-04 ∣ avg_100 : 32156.692404 ∣ critic_nllloss : 27398.008984 ∣ critic_ganloss : -980.144519 ∣ generator_nllloss : 5390.841406 ∣ generator_ganloss : 169.411621 ∣  [  std_z : 0.94  real_sub_fake : 2971.50 ]
[  epoch 0002/0040] 1550/4800, lr:1.0e-04 ∣ avg_100 : 32156.587664 ∣ critic_nllloss : 27388.919336 ∣ critic_ganloss : -1263.114709 ∣ generator_nllloss : 5525.776367 ∣ generator_ganloss : 374.782385 ∣     [  std_z : 0.94  real_sub_fake : 5009.31 ]
[  epoch 0002/0040] 1560/4800, lr:1.0e-04 ∣ avg_100 : 32160.682036 ∣ critic_nllloss : 27545.226367 ∣ critic_ganloss : -1115.656580 ∣ generator_nllloss : 5585.778711 ∣ generator_ganloss : 456.499951 ∣     [  std_z : 0.96  real_sub_fake : 4192.63 ]
[  epoch 0002/0040] 1570/4800, lr:1.0e-04 ∣ avg_100 : 32164.001941 ∣ critic_nllloss : 27510.549414 ∣ critic_ganloss : -1189.411047 ∣ generator_nllloss : 5542.661719 ∣ generator_ganloss : 603.560840 ∣     [  std_z : 0.95  real_sub_fake : 4884.02 ]
[  epoch 0002/0040] 1580/4800, lr:1.0e-04 ∣ avg_100 : 32160.523395 ∣ critic_nllloss : 27463.813867 ∣ critic_ganloss : -1302.773535 ∣ generator_nllloss : 5542.143555 ∣ generator_ganloss : 524.949780 ∣     [  std_z : 0.95  real_sub_fake : 4488.97 ]
[  epoch 0002/0040] 1590/4800, lr:1.0e-04 ∣ avg_100 : 32159.364552 ∣ critic_nllloss : 27412.524219 ∣ critic_ganloss : -1277.280981 ∣ generator_nllloss : 5488.478711 ∣ generator_ganloss : 465.471228 ∣     [  std_z : 0.95  real_sub_fake : 4939.78 ]
[  epoch 0002/0040] 1600/4800, lr:1.0e-04 ∣ avg_100 : 32156.338965 ∣ critic_nllloss : 27315.838477 ∣ critic_ganloss : -1348.213123 ∣ generator_nllloss : 5474.376367 ∣ generator_ganloss : 459.748047 ∣     [  std_z : 0.94  real_sub_fake : 5430.62 ]
[  epoch 0002/0040] 1610/4800, lr:1.0e-04 ∣ avg_100 : 32153.113037 ∣ critic_nllloss : 27380.813281 ∣ critic_ganloss : -1453.446704 ∣ generator_nllloss : 5468.973633 ∣ generator_ganloss : 559.763525 ∣     [  std_z : 0.94  real_sub_fake : 5290.88 ]
[  epoch 0002/0040] 1620/4800, lr:1.0e-04 ∣ avg_100 : 32151.971846 ∣ critic_nllloss : 27372.588086 ∣ critic_ganloss : -1371.170422 ∣ generator_nllloss : 5494.830078 ∣ generator_ganloss : 648.160449 ∣     [  std_z : 0.94  real_sub_fake : 5448.27 ]
[  epoch 0002/0040] 1630/4800, lr:1.0e-04 ∣ avg_100 : 32147.924722 ∣ critic_nllloss : 27499.184961 ∣ critic_ganloss : -1471.777954 ∣ generator_nllloss : 5465.296484 ∣ generator_ganloss : 573.711768 ∣     [  std_z : 0.95  real_sub_fake : 5547.03 ]
[  epoch 0002/0040] 1640/4800, lr:1.0e-04 ∣ avg_100 : 32147.213421 ∣ critic_nllloss : 27313.742383 ∣ critic_ganloss : -1238.421558 ∣ generator_nllloss : 5503.494336 ∣ generator_ganloss : 626.972876 ∣     [  std_z : 0.94  real_sub_fake : 4537.99 ]
[  epoch 0002/0040] 1650/4800, lr:1.0e-04 ∣ avg_100 : 32145.432670 ∣ critic_nllloss : 27427.946680 ∣ critic_ganloss : -1261.677258 ∣ generator_nllloss : 5471.877539 ∣ generator_ganloss : 604.443225 ∣     [  std_z : 0.94  real_sub_fake : 5230.12 ]
[  epoch 0002/0040] 1660/4800, lr:1.0e-04 ∣ avg_100 : 32140.159860 ∣ critic_nllloss : 27278.095117 ∣ critic_ganloss : -1118.686627 ∣ generator_nllloss : 5402.843359 ∣ generator_ganloss : 303.629773 ∣     [  std_z : 0.94  real_sub_fake : 3489.52 ]
[  epoch 0002/0040] 1670/4800, lr:1.0e-04 ∣ avg_100 : 32141.707658 ∣ critic_nllloss : 27415.278906 ∣ critic_ganloss : -1099.814746 ∣ generator_nllloss : 5518.844141 ∣ generator_ganloss : 531.959839 ∣     [  std_z : 0.95  real_sub_fake : 4615.55 ]
[  epoch 0002/0040] 1680/4800, lr:1.0e-04 ∣ avg_100 : 32139.077946 ∣ critic_nllloss : 27303.236328 ∣ critic_ganloss : -1234.971057 ∣ generator_nllloss : 5466.575586 ∣ generator_ganloss : 635.599219 ∣     [  std_z : 0.94  real_sub_fake : 4421.17 ]
[  epoch 0002/0040] 1690/4800, lr:1.0e-04 ∣ avg_100 : 32142.452209 ∣ critic_nllloss : 27405.527930 ∣ critic_ganloss : -1142.795862 ∣ generator_nllloss : 5472.255078 ∣ generator_ganloss : 607.931470 ∣     [  std_z : 0.94  real_sub_fake : 4885.18 ]
[  epoch 0002/0040] 1700/4800, lr:1.0e-04 ∣ avg_100 : 32140.064235 ∣ critic_nllloss : 27262.017188 ∣ critic_ganloss : -1340.171118 ∣ generator_nllloss : 5496.291992 ∣ generator_ganloss : 615.200806 ∣     [  std_z : 0.93  real_sub_fake : 4693.21 ]
[  epoch 0002/0040] 1710/4800, lr:1.0e-04 ∣ avg_100 : 32141.182000 ∣ critic_nllloss : 27168.100195 ∣ critic_ganloss : -1045.314429 ∣ generator_nllloss : 5424.874609 ∣ generator_ganloss : 619.324512 ∣     [  std_z : 0.93  real_sub_fake : 4349.55 ]
[  epoch 0002/0040] 1720/4800, lr:1.0e-04 ∣ avg_100 : 32143.788251 ∣ critic_nllloss : 27293.328906 ∣ critic_ganloss : -1125.511920 ∣ generator_nllloss : 5523.535937 ∣ generator_ganloss : 595.767114 ∣     [  std_z : 0.94  real_sub_fake : 4072.78 ]
[  epoch 0002/0040] 1730/4800, lr:1.0e-04 ∣ avg_100 : 32142.569273 ∣ critic_nllloss : 27413.989648 ∣ critic_ganloss : -1270.306885 ∣ generator_nllloss : 5470.427930 ∣ generator_ganloss : 515.002515 ∣     [  std_z : 0.95  real_sub_fake : 4869.59 ]
[  epoch 0002/0040] 1740/4800, lr:1.0e-04 ∣ avg_100 : 32137.352972 ∣ critic_nllloss : 27312.826562 ∣ critic_ganloss : -1234.435388 ∣ generator_nllloss : 5488.376562 ∣ generator_ganloss : 447.641479 ∣     [  std_z : 0.94  real_sub_fake : 4498.03 ]
[  epoch 0002/0040] 1750/4800, lr:1.0e-04 ∣ avg_100 : 32134.489598 ∣ critic_nllloss : 27406.013477 ∣ critic_ganloss : -1519.966174 ∣ generator_nllloss : 5443.854102 ∣ generator_ganloss : 556.523779 ∣     [  std_z : 0.94  real_sub_fake : 5716.23 ]
[  epoch 0002/0040] 1760/4800, lr:1.0e-04 ∣ avg_100 : 32136.866631 ∣ critic_nllloss : 27404.401758 ∣ critic_ganloss : -1373.850940 ∣ generator_nllloss : 5482.625977 ∣ generator_ganloss : 594.678955 ∣     [  std_z : 0.94  real_sub_fake : 5200.87 ]
[  epoch 0002/0040] 1770/4800, lr:1.0e-04 ∣ avg_100 : 32135.629468 ∣ critic_nllloss : 27300.177148 ∣ critic_ganloss : -1131.324963 ∣ generator_nllloss : 5490.513477 ∣ generator_ganloss : 419.111511 ∣     [  std_z : 0.94  real_sub_fake : 4812.44 ]
[  epoch 0002/0040] 1780/4800, lr:1.0e-04 ∣ avg_100 : 32130.190641 ∣ critic_nllloss : 27255.699609 ∣ critic_ganloss : -1342.852246 ∣ generator_nllloss : 5446.202148 ∣ generator_ganloss : 318.205542 ∣     [  std_z : 0.93  real_sub_fake : 4250.53 ]
[  epoch 0002/0040] 1790/4800, lr:1.0e-04 ∣ avg_100 : 32132.139435 ∣ critic_nllloss : 27481.542578 ∣ critic_ganloss : -1261.253845 ∣ generator_nllloss : 5488.545117 ∣ generator_ganloss : 600.049023 ∣     [  std_z : 0.95  real_sub_fake : 5627.17 ]
[  epoch 0002/0040] 1800/4800, lr:1.0e-04 ∣ avg_100 : 32129.406793 ∣ critic_nllloss : 27237.846289 ∣ critic_ganloss : -1260.511102 ∣ generator_nllloss : 5373.842188 ∣ generator_ganloss : 637.903052 ∣     [  std_z : 0.93  real_sub_fake : 4047.39 ]
[  epoch 0002/0040] 1810/4800, lr:1.0e-04 ∣ avg_100 : 32130.467932 ∣ critic_nllloss : 27339.123828 ∣ critic_ganloss : -1188.699182 ∣ generator_nllloss : 5453.799023 ∣ generator_ganloss : 444.174768 ∣     [  std_z : 0.95  real_sub_fake : 5076.56 ]
[  epoch 0002/0040] 1820/4800, lr:1.0e-04 ∣ avg_100 : 32127.861879 ∣ critic_nllloss : 27415.982617 ∣ critic_ganloss : -1247.202844 ∣ generator_nllloss : 5466.266406 ∣ generator_ganloss : 332.566492 ∣     [  std_z : 0.95  real_sub_fake : 4760.90 ]
[  epoch 0002/0040] 1830/4800, lr:1.0e-04 ∣ avg_100 : 32125.237751 ∣ critic_nllloss : 27394.489453 ∣ critic_ganloss : -1241.772351 ∣ generator_nllloss : 5475.333789 ∣ generator_ganloss : 232.120886 ∣     [  std_z : 0.95  real_sub_fake : 4372.16 ]
[  epoch 0002/0040] 1840/4800, lr:1.0e-04 ∣ avg_100 : 32120.597471 ∣ critic_nllloss : 27194.795508 ∣ critic_ganloss : -1365.832336 ∣ generator_nllloss : 5465.249414 ∣ generator_ganloss : 551.699219 ∣     [  std_z : 0.93  real_sub_fake : 5385.48 ]
[  epoch 0002/0040] 1850/4800, lr:1.0e-04 ∣ avg_100 : 32120.409308 ∣ critic_nllloss : 27340.626563 ∣ critic_ganloss : -1394.825037 ∣ generator_nllloss : 5452.659766 ∣ generator_ganloss : 587.943848 ∣     [  std_z : 0.95  real_sub_fake : 4910.57 ]
[  epoch 0002/0040] 1860/4800, lr:1.0e-04 ∣ avg_100 : 32121.144491 ∣ critic_nllloss : 27357.483594 ∣ critic_ganloss : -1316.211890 ∣ generator_nllloss : 5474.554688 ∣ generator_ganloss : 637.495142 ∣     [  std_z : 0.95  real_sub_fake : 5336.03 ]
[  epoch 0002/0040] 1870/4800, lr:1.0e-04 ∣ avg_100 : 32122.060527 ∣ critic_nllloss : 27314.139062 ∣ critic_ganloss : -1479.781653 ∣ generator_nllloss : 5563.421094 ∣ generator_ganloss : 580.405298 ∣     [  std_z : 0.94  real_sub_fake : 5417.56 ]
[  epoch 0002/0040] 1880/4800, lr:1.0e-04 ∣ avg_100 : 32121.425315 ∣ critic_nllloss : 27420.561523 ∣ critic_ganloss : -1218.199475 ∣ generator_nllloss : 5529.702734 ∣ generator_ganloss : 545.567090 ∣     [  std_z : 0.95  real_sub_fake : 4921.94 ]
[  epoch 0002/0040] 1890/4800, lr:1.0e-04 ∣ avg_100 : 32120.443250 ∣ critic_nllloss : 27317.889258 ∣ critic_ganloss : -1419.898901 ∣ generator_nllloss : 5416.500391 ∣ generator_ganloss : 604.064209 ∣     [  std_z : 0.94  real_sub_fake : 5140.95 ]
[  epoch 0002/0040] 1900/4800, lr:1.0e-04 ∣ avg_100 : 32118.643950 ∣ critic_nllloss : 27181.138672 ∣ critic_ganloss : -1183.041248 ∣ generator_nllloss : 5382.712695 ∣ generator_ganloss : 603.046924 ∣     [  std_z : 0.93  real_sub_fake : 4624.44 ]
[  epoch 0002/0040] 1910/4800, lr:1.0e-04 ∣ avg_100 : 32115.652097 ∣ critic_nllloss : 27473.364258 ∣ critic_ganloss : -1361.138403 ∣ generator_nllloss : 5463.553125 ∣ generator_ganloss : 554.390820 ∣     [  std_z : 0.95  real_sub_fake : 5443.61 ]
[  epoch 0002/0040] 1920/4800, lr:1.0e-04 ∣ avg_100 : 32114.162905 ∣ critic_nllloss : 27385.877539 ∣ critic_ganloss : -1333.381873 ∣ generator_nllloss : 5479.753711 ∣ generator_ganloss : 544.966992 ∣     [  std_z : 0.94  real_sub_fake : 5072.96 ]
[  epoch 0002/0040] 1930/4800, lr:1.0e-04 ∣ avg_100 : 32117.376466 ∣ critic_nllloss : 27380.690430 ∣ critic_ganloss : -1299.513977 ∣ generator_nllloss : 5439.358789 ∣ generator_ganloss : 609.665283 ∣     [  std_z : 0.95  real_sub_fake : 4615.73 ]
[  epoch 0002/0040] 1940/4800, lr:1.0e-04 ∣ avg_100 : 32117.491612 ∣ critic_nllloss : 27334.078516 ∣ critic_ganloss : -1408.817383 ∣ generator_nllloss : 5469.987891 ∣ generator_ganloss : 676.135840 ∣     [  std_z : 0.95  real_sub_fake : 5981.44 ]
[  epoch 0002/0040] 1950/4800, lr:1.0e-04 ∣ avg_100 : 32119.279586 ∣ critic_nllloss : 27246.052734 ∣ critic_ganloss : -1007.871875 ∣ generator_nllloss : 5429.247266 ∣ generator_ganloss : 386.878015 ∣     [  std_z : 0.94  real_sub_fake : 3468.86 ]
[  epoch 0002/0040] 1960/4800, lr:1.0e-04 ∣ avg_100 : 32115.874913 ∣ critic_nllloss : 27249.215625 ∣ critic_ganloss : -1181.039844 ∣ generator_nllloss : 5433.882812 ∣ generator_ganloss : 443.824194 ∣     [  std_z : 0.94  real_sub_fake : 4762.36 ]
[  epoch 0002/0040] 1970/4800, lr:1.0e-04 ∣ avg_100 : 32110.000502 ∣ critic_nllloss : 27317.449609 ∣ critic_ganloss : -1421.374646 ∣ generator_nllloss : 5389.125000 ∣ generator_ganloss : 489.886743 ∣     [  std_z : 0.95  real_sub_fake : 4850.25 ]
[  epoch 0002/0040] 1980/4800, lr:1.0e-04 ∣ avg_100 : 32107.159994 ∣ critic_nllloss : 27250.235352 ∣ critic_ganloss : -1355.179248 ∣ generator_nllloss : 5426.211523 ∣ generator_ganloss : 570.355444 ∣     [  std_z : 0.94  real_sub_fake : 5488.36 ]
[  epoch 0002/0040] 1990/4800, lr:1.0e-04 ∣ avg_100 : 32103.535586 ∣ critic_nllloss : 27311.658594 ∣ critic_ganloss : -1367.125378 ∣ generator_nllloss : 5399.570312 ∣ generator_ganloss : 461.884351 ∣     [  std_z : 0.94  real_sub_fake : 4966.99 ]
[  epoch 0002/0040] 2000/4800, lr:1.0e-04 ∣ avg_100 : 32103.446888 ∣ critic_nllloss : 27308.205664 ∣ critic_ganloss : -1342.020276 ∣ generator_nllloss : 5515.032227 ∣ generator_ganloss : 546.175928 ∣     [  std_z : 0.95  real_sub_fake : 4993.01 ]
[  epoch 0002/0040] 2010/4800, lr:1.0e-04 ∣ avg_100 : 32094.859178 ∣ critic_nllloss : 27048.798242 ∣ critic_ganloss : -1669.418872 ∣ generator_nllloss : 5400.461719 ∣ generator_ganloss : 563.669507 ∣     [  std_z : 0.93  real_sub_fake : 6281.63 ]
[  epoch 0002/0040] 2020/4800, lr:1.0e-04 ∣ avg_100 : 32094.098837 ∣ critic_nllloss : 27267.536328 ∣ critic_ganloss : -1184.518213 ∣ generator_nllloss : 5459.792969 ∣ generator_ganloss : 262.247632 ∣     [  std_z : 0.95  real_sub_fake : 5196.74 ]
[  epoch 0002/0040] 2030/4800, lr:1.0e-04 ∣ avg_100 : 32096.817355 ∣ critic_nllloss : 27425.582227 ∣ critic_ganloss : -1072.947723 ∣ generator_nllloss : 5590.403320 ∣ generator_ganloss : 462.711182 ∣     [  std_z : 0.96  real_sub_fake : 3580.99 ]
[  epoch 0002/0040] 2040/4800, lr:1.0e-04 ∣ avg_100 : 32097.075164 ∣ critic_nllloss : 27357.170117 ∣ critic_ganloss : -1344.650525 ∣ generator_nllloss : 5465.483203 ∣ generator_ganloss : 665.143799 ∣     [  std_z : 0.95  real_sub_fake : 5060.15 ]
[  epoch 0002/0040] 2050/4800, lr:1.0e-04 ∣ avg_100 : 32099.266181 ∣ critic_nllloss : 27244.747266 ∣ critic_ganloss : -1275.036865 ∣ generator_nllloss : 5474.682227 ∣ generator_ganloss : 598.932422 ∣     [  std_z : 0.94  real_sub_fake : 5381.51 ]
[  epoch 0002/0040] 2060/4800, lr:1.0e-04 ∣ avg_100 : 32094.421748 ∣ critic_nllloss : 27347.184961 ∣ critic_ganloss : -1307.319745 ∣ generator_nllloss : 5459.319141 ∣ generator_ganloss : 475.807471 ∣     [  std_z : 0.95  real_sub_fake : 4355.62 ]
[  epoch 0002/0040] 2070/4800, lr:1.0e-04 ∣ avg_100 : 32089.677392 ∣ critic_nllloss : 27242.695703 ∣ critic_ganloss : -1413.297314 ∣ generator_nllloss : 5447.983594 ∣ generator_ganloss : 638.319141 ∣     [  std_z : 0.94  real_sub_fake : 5847.93 ]
[  epoch 0002/0040] 2080/4800, lr:1.0e-04 ∣ avg_100 : 32091.750950 ∣ critic_nllloss : 27373.583984 ∣ critic_ganloss : -1239.416797 ∣ generator_nllloss : 5470.126953 ∣ generator_ganloss : 619.134937 ∣     [  std_z : 0.95  real_sub_fake : 4219.74 ]
[  epoch 0002/0040] 2090/4800, lr:1.0e-04 ∣ avg_100 : 32091.023337 ∣ critic_nllloss : 27161.787500 ∣ critic_ganloss : -1327.081519 ∣ generator_nllloss : 5465.989453 ∣ generator_ganloss : 603.482788 ∣     [  std_z : 0.94  real_sub_fake : 5491.95 ]
[  epoch 0002/0040] 2100/4800, lr:1.0e-04 ∣ avg_100 : 32088.532895 ∣ critic_nllloss : 27099.997656 ∣ critic_ganloss : -1241.282056 ∣ generator_nllloss : 5384.485547 ∣ generator_ganloss : 558.113184 ∣     [  std_z : 0.93  real_sub_fake : 4408.77 ]
[  epoch 0002/0040] 2110/4800, lr:1.0e-04 ∣ avg_100 : 32087.057120 ∣ critic_nllloss : 27162.241992 ∣ critic_ganloss : -1188.699719 ∣ generator_nllloss : 5444.487500 ∣ generator_ganloss : 503.437280 ∣     [  std_z : 0.94  real_sub_fake : 4623.70 ]
[  epoch 0002/0040] 2120/4800, lr:1.0e-04 ∣ avg_100 : 32082.612991 ∣ critic_nllloss : 27333.165234 ∣ critic_ganloss : -1366.276672 ∣ generator_nllloss : 5428.611523 ∣ generator_ganloss : 458.413696 ∣     [  std_z : 0.95  real_sub_fake : 5216.46 ]
[  epoch 0002/0040] 2130/4800, lr:1.0e-04 ∣ avg_100 : 32080.747845 ∣ critic_nllloss : 27505.433398 ∣ critic_ganloss : -1470.881079 ∣ generator_nllloss : 5561.308594 ∣ generator_ganloss : 534.867578 ∣     [  std_z : 0.96  real_sub_fake : 5269.81 ]
[  epoch 0002/0040] 2140/4800, lr:1.0e-04 ∣ avg_100 : 32081.100035 ∣ critic_nllloss : 27272.086914 ∣ critic_ganloss : -1066.603003 ∣ generator_nllloss : 5405.733594 ∣ generator_ganloss : 460.785815 ∣     [  std_z : 0.95  real_sub_fake : 4151.06 ]
[  epoch 0002/0040] 2150/4800, lr:1.0e-04 ∣ avg_100 : 32076.966030 ∣ critic_nllloss : 27135.322852 ∣ critic_ganloss : -1236.611890 ∣ generator_nllloss : 5450.711719 ∣ generator_ganloss : 479.190356 ∣     [  std_z : 0.94  real_sub_fake : 4714.76 ]
[  epoch 0002/0040] 2160/4800, lr:1.0e-04 ∣ avg_100 : 32072.750628 ∣ critic_nllloss : 27449.470117 ∣ critic_ganloss : -1309.221228 ∣ generator_nllloss : 5403.433984 ∣ generator_ganloss : 622.596851 ∣     [  std_z : 0.96  real_sub_fake : 5435.64 ]
[  epoch 0002/0040] 2170/4800, lr:1.0e-04 ∣ avg_100 : 32066.465091 ∣ critic_nllloss : 27301.523633 ∣ critic_ganloss : -1483.721997 ∣ generator_nllloss : 5433.311328 ∣ generator_ganloss : 575.876904 ∣     [  std_z : 0.95  real_sub_fake : 4906.76 ]
[  epoch 0002/0040] 2180/4800, lr:1.0e-04 ∣ avg_100 : 32070.673477 ∣ critic_nllloss : 27413.468164 ∣ critic_ganloss : -1106.652118 ∣ generator_nllloss : 5510.231055 ∣ generator_ganloss : 569.825830 ∣     [  std_z : 0.96  real_sub_fake : 4869.63 ]
[  epoch 0002/0040] 2190/4800, lr:1.0e-04 ∣ avg_100 : 32074.335647 ∣ critic_nllloss : 27491.602344 ∣ critic_ganloss : -1161.795007 ∣ generator_nllloss : 5570.570312 ∣ generator_ganloss : 500.928809 ∣     [  std_z : 0.96  real_sub_fake : 4339.23 ]
[  epoch 0002/0040] 2200/4800, lr:1.0e-04 ∣ avg_100 : 32066.896937 ∣ critic_nllloss : 26999.785938 ∣ critic_ganloss : -1285.889258 ∣ generator_nllloss : 5333.031055 ∣ generator_ganloss : 464.721484 ∣     [  std_z : 0.93  real_sub_fake : 4573.48 ]
[  epoch 0002/0040] 2210/4800, lr:1.0e-04 ∣ avg_100 : 32064.914395 ∣ critic_nllloss : 27448.344141 ∣ critic_ganloss : -1511.222559 ∣ generator_nllloss : 5577.060352 ∣ generator_ganloss : 603.884766 ∣     [  std_z : 0.96  real_sub_fake : 6053.90 ]
[  epoch 0002/0040] 2220/4800, lr:1.0e-04 ∣ avg_100 : 32063.758218 ∣ critic_nllloss : 27116.368750 ∣ critic_ganloss : -1072.890759 ∣ generator_nllloss : 5341.465625 ∣ generator_ganloss : 572.205591 ∣     [  std_z : 0.93  real_sub_fake : 3980.50 ]
[  epoch 0002/0040] 2230/4800, lr:1.0e-04 ∣ avg_100 : 32064.488113 ∣ critic_nllloss : 27423.132227 ∣ critic_ganloss : -1276.619421 ∣ generator_nllloss : 5517.471094 ∣ generator_ganloss : 625.142480 ∣     [  std_z : 0.96  real_sub_fake : 5110.49 ]
[  epoch 0002/0040] 2240/4800, lr:1.0e-04 ∣ avg_100 : 32059.128874 ∣ critic_nllloss : 27280.277344 ∣ critic_ganloss : -1499.040076 ∣ generator_nllloss : 5445.694922 ∣ generator_ganloss : 648.684717 ∣     [  std_z : 0.95  real_sub_fake : 5532.18 ]
[  epoch 0002/0040] 2250/4800, lr:1.0e-04 ∣ avg_100 : 32054.261068 ∣ critic_nllloss : 27155.545898 ∣ critic_ganloss : -1356.810291 ∣ generator_nllloss : 5401.607422 ∣ generator_ganloss : 458.416919 ∣     [  std_z : 0.94  real_sub_fake : 5115.70 ]
[  epoch 0002/0040] 2260/4800, lr:1.0e-04 ∣ avg_100 : 32056.772217 ∣ critic_nllloss : 27325.613086 ∣ critic_ganloss : -1296.320923 ∣ generator_nllloss : 5385.198633 ∣ generator_ganloss : 525.135059 ∣     [  std_z : 0.95  real_sub_fake : 5112.27 ]
[  epoch 0002/0040] 2270/4800, lr:1.0e-04 ∣ avg_100 : 32056.458298 ∣ critic_nllloss : 27419.083594 ∣ critic_ganloss : -1306.493884 ∣ generator_nllloss : 5448.879102 ∣ generator_ganloss : 646.789453 ∣     [  std_z : 0.96  real_sub_fake : 4579.24 ]
[  epoch 0002/0040] 2280/4800, lr:1.0e-04 ∣ avg_100 : 32051.681990 ∣ critic_nllloss : 27135.316602 ∣ critic_ganloss : -1387.124207 ∣ generator_nllloss : 5390.341992 ∣ generator_ganloss : 674.130957 ∣     [  std_z : 0.94  real_sub_fake : 5311.27 ]
[  epoch 0002/0040] 2290/4800, lr:1.0e-04 ∣ avg_100 : 32049.743251 ∣ critic_nllloss : 27125.025586 ∣ critic_ganloss : -1172.005865 ∣ generator_nllloss : 5340.227539 ∣ generator_ganloss : 593.698755 ∣     [  std_z : 0.94  real_sub_fake : 4782.29 ]
[  epoch 0002/0040] 2300/4800, lr:1.0e-04 ∣ avg_100 : 32047.248654 ∣ critic_nllloss : 27280.731445 ∣ critic_ganloss : -1331.015137 ∣ generator_nllloss : 5455.316797 ∣ generator_ganloss : 429.664453 ∣     [  std_z : 0.95  real_sub_fake : 4740.49 ]
[  epoch 0002/0040] 2310/4800, lr:1.0e-04 ∣ avg_100 : 32041.491934 ∣ critic_nllloss : 27109.450391 ∣ critic_ganloss : -1327.786230 ∣ generator_nllloss : 5418.624609 ∣ generator_ganloss : 485.083789 ∣     [  std_z : 0.94  real_sub_fake : 5453.78 ]
[  epoch 0002/0040] 2320/4800, lr:1.0e-04 ∣ avg_100 : 32041.253942 ∣ critic_nllloss : 27300.173047 ∣ critic_ganloss : -1293.415161 ∣ generator_nllloss : 5460.478125 ∣ generator_ganloss : 569.310059 ∣     [  std_z : 0.95  real_sub_fake : 4689.72 ]
[  epoch 0002/0040] 2330/4800, lr:1.0e-04 ∣ avg_100 : 32039.113284 ∣ critic_nllloss : 27115.058789 ∣ critic_ganloss : -1127.322974 ∣ generator_nllloss : 5420.205664 ∣ generator_ganloss : 675.801270 ∣     [  std_z : 0.94  real_sub_fake : 4564.41 ]
[  epoch 0002/0040] 2340/4800, lr:1.0e-04 ∣ avg_100 : 32040.886156 ∣ critic_nllloss : 27250.309766 ∣ critic_ganloss : -1228.037512 ∣ generator_nllloss : 5455.054688 ∣ generator_ganloss : 743.420532 ∣     [  std_z : 0.95  real_sub_fake : 4547.23 ]
[  epoch 0002/0040] 2350/4800, lr:1.0e-04 ∣ avg_100 : 32043.103385 ∣ critic_nllloss : 27262.727930 ∣ critic_ganloss : -1178.461218 ∣ generator_nllloss : 5383.981836 ∣ generator_ganloss : 755.809497 ∣     [  std_z : 0.95  real_sub_fake : 4423.27 ]
[  epoch 0002/0040] 2360/4800, lr:1.0e-04 ∣ avg_100 : 32039.429092 ∣ critic_nllloss : 27115.367578 ∣ critic_ganloss : -1340.061084 ∣ generator_nllloss : 5401.817578 ∣ generator_ganloss : 662.120361 ∣     [  std_z : 0.95  real_sub_fake : 5545.15 ]
[  epoch 0002/0040] 2370/4800, lr:1.0e-04 ∣ avg_100 : 32036.365258 ∣ critic_nllloss : 27082.307617 ∣ critic_ganloss : -1288.892212 ∣ generator_nllloss : 5401.804492 ∣ generator_ganloss : 555.357129 ∣     [  std_z : 0.94  real_sub_fake : 4437.44 ]
[  epoch 0002/0040] 2380/4800, lr:1.0e-04 ∣ avg_100 : 32031.838218 ∣ critic_nllloss : 27220.833008 ∣ critic_ganloss : -1629.216772 ∣ generator_nllloss : 5539.820703 ∣ generator_ganloss : 638.044971 ∣     [  std_z : 0.95  real_sub_fake : 6285.91 ]
[  epoch 0002/0040] 2390/4800, lr:1.0e-04 ∣ avg_100 : 32029.864224 ∣ critic_nllloss : 27404.504883 ∣ critic_ganloss : -1335.470117 ∣ generator_nllloss : 5496.910352 ∣ generator_ganloss : 687.048975 ∣     [  std_z : 0.96  real_sub_fake : 4875.26 ]
[  epoch 0002/0040] 2400/4800, lr:1.0e-04 ∣ avg_100 : 32031.104326 ∣ critic_nllloss : 27290.179297 ∣ critic_ganloss : -1366.428210 ∣ generator_nllloss : 5451.284180 ∣ generator_ganloss : 706.575342 ∣     [  std_z : 0.95  real_sub_fake : 5144.32 ]
[  epoch 0002/0040] 2410/4800, lr:1.0e-04 ∣ avg_100 : 32033.861425 ∣ critic_nllloss : 27191.305469 ∣ critic_ganloss : -1204.869800 ∣ generator_nllloss : 5490.667383 ∣ generator_ganloss : 771.018311 ∣     [  std_z : 0.94  real_sub_fake : 4652.46 ]
[  epoch 0002/0040] 2420/4800, lr:1.0e-04 ∣ avg_100 : 32037.111777 ∣ critic_nllloss : 27451.437305 ∣ critic_ganloss : -1263.072925 ∣ generator_nllloss : 5474.529883 ∣ generator_ganloss : 484.351929 ∣     [  std_z : 0.96  real_sub_fake : 4926.42 ]
[  epoch 0002/0040] 2430/4800, lr:1.0e-04 ∣ avg_100 : 32030.705709 ∣ critic_nllloss : 27256.131055 ∣ critic_ganloss : -1339.547021 ∣ generator_nllloss : 5326.124609 ∣ generator_ganloss : 401.278027 ∣     [  std_z : 0.95  real_sub_fake : 4939.40 ]
[  epoch 0002/0040] 2440/4800, lr:1.0e-04 ∣ avg_100 : 32033.221807 ∣ critic_nllloss : 27298.984766 ∣ critic_ganloss : -1423.619836 ∣ generator_nllloss : 5502.359570 ∣ generator_ganloss : 752.247900 ∣     [  std_z : 0.96  real_sub_fake : 5325.24 ]
[  epoch 0002/0040] 2450/4800, lr:1.0e-04 ∣ avg_100 : 32035.642868 ∣ critic_nllloss : 27357.844336 ∣ critic_ganloss : -1376.762842 ∣ generator_nllloss : 5506.960156 ∣ generator_ganloss : 814.455127 ∣     [  std_z : 0.96  real_sub_fake : 5386.05 ]
[  epoch 0002/0040] 2460/4800, lr:1.0e-04 ∣ avg_100 : 32038.970467 ∣ critic_nllloss : 27469.455664 ∣ critic_ganloss : -1374.225256 ∣ generator_nllloss : 5559.741797 ∣ generator_ganloss : 686.737158 ∣     [  std_z : 0.96  real_sub_fake : 4743.89 ]
[  epoch 0002/0040] 2470/4800, lr:1.0e-04 ∣ avg_100 : 32042.356313 ∣ critic_nllloss : 27177.394531 ∣ critic_ganloss : -1292.425696 ∣ generator_nllloss : 5454.818750 ∣ generator_ganloss : 754.442163 ∣     [  std_z : 0.94  real_sub_fake : 5072.97 ]
[  epoch 0002/0040] 2480/4800, lr:1.0e-04 ∣ avg_100 : 32043.057775 ∣ critic_nllloss : 27237.025391 ∣ critic_ganloss : -1105.110107 ∣ generator_nllloss : 5408.578320 ∣ generator_ganloss : 744.691064 ∣     [  std_z : 0.95  real_sub_fake : 4409.54 ]
[  epoch 0002/0040] 2490/4800, lr:1.0e-04 ∣ avg_100 : 32045.214219 ∣ critic_nllloss : 27415.152148 ∣ critic_ganloss : -1249.406604 ∣ generator_nllloss : 5480.226953 ∣ generator_ganloss : 452.887695 ∣     [  std_z : 0.96  real_sub_fake : 4017.57 ]
[  epoch 0002/0040] 2500/4800, lr:1.0e-04 ∣ avg_100 : 32043.463376 ∣ critic_nllloss : 27184.825195 ∣ critic_ganloss : -1324.581250 ∣ generator_nllloss : 5461.848047 ∣ generator_ganloss : 572.499951 ∣     [  std_z : 0.95  real_sub_fake : 5194.89 ]
[  epoch 0002/0040] 2510/4800, lr:1.0e-04 ∣ avg_100 : 32040.190997 ∣ critic_nllloss : 27273.455664 ∣ critic_ganloss : -1120.421704 ∣ generator_nllloss : 5419.914844 ∣ generator_ganloss : 574.978564 ∣     [  std_z : 0.96  real_sub_fake : 4263.40 ]
[  epoch 0002/0040] 2520/4800, lr:1.0e-04 ∣ avg_100 : 32038.353318 ∣ critic_nllloss : 27349.360938 ∣ critic_ganloss : -1474.475574 ∣ generator_nllloss : 5496.992773 ∣ generator_ganloss : 602.059692 ∣     [  std_z : 0.96  real_sub_fake : 5874.92 ]
[  epoch 0002/0040] 2530/4800, lr:1.0e-04 ∣ avg_100 : 32039.021343 ∣ critic_nllloss : 27215.061523 ∣ critic_ganloss : -1072.637866 ∣ generator_nllloss : 5396.367969 ∣ generator_ganloss : 737.738477 ∣     [  std_z : 0.95  real_sub_fake : 4224.37 ]
[  epoch 0002/0040] 2540/4800, lr:1.0e-04 ∣ avg_100 : 32038.299352 ∣ critic_nllloss : 27218.861719 ∣ critic_ganloss : -1372.420984 ∣ generator_nllloss : 5478.101758 ∣ generator_ganloss : 581.375854 ∣     [  std_z : 0.95  real_sub_fake : 5095.71 ]
[  epoch 0002/0040] 2550/4800, lr:1.0e-04 ∣ avg_100 : 32032.059815 ∣ critic_nllloss : 27077.503516 ∣ critic_ganloss : -1711.976428 ∣ generator_nllloss : 5453.074023 ∣ generator_ganloss : 583.808594 ∣     [  std_z : 0.93  real_sub_fake : 6034.74 ]
[  epoch 0002/0040] 2560/4800, lr:1.0e-04 ∣ avg_100 : 32025.865700 ∣ critic_nllloss : 27351.163281 ∣ critic_ganloss : -1466.415295 ∣ generator_nllloss : 5432.824219 ∣ generator_ganloss : 534.864746 ∣     [  std_z : 0.96  real_sub_fake : 5741.70 ]
[  epoch 0002/0040] 2570/4800, lr:1.0e-04 ∣ avg_100 : 32021.709045 ∣ critic_nllloss : 27246.660156 ∣ critic_ganloss : -1194.408215 ∣ generator_nllloss : 5462.700781 ∣ generator_ganloss : 536.742749 ∣     [  std_z : 0.95  real_sub_fake : 4584.69 ]
[  epoch 0002/0040] 2580/4800, lr:1.0e-04 ∣ avg_100 : 32017.234309 ∣ critic_nllloss : 27091.267773 ∣ critic_ganloss : -1347.189526 ∣ generator_nllloss : 5421.116406 ∣ generator_ganloss : 615.465381 ∣     [  std_z : 0.95  real_sub_fake : 4972.20 ]
[  epoch 0002/0040] 2590/4800, lr:1.0e-04 ∣ avg_100 : 32013.610299 ∣ critic_nllloss : 27121.468555 ∣ critic_ganloss : -1469.236682 ∣ generator_nllloss : 5441.702539 ∣ generator_ganloss : 632.857788 ∣     [  std_z : 0.95  real_sub_fake : 5615.54 ]
[  epoch 0002/0040] 2600/4800, lr:1.0e-04 ∣ avg_100 : 32013.447186 ∣ critic_nllloss : 27222.159180 ∣ critic_ganloss : -1374.765344 ∣ generator_nllloss : 5488.354688 ∣ generator_ganloss : 549.689966 ∣     [  std_z : 0.95  real_sub_fake : 5220.72 ]
[  epoch 0002/0040] 2610/4800, lr:1.0e-04 ∣ avg_100 : 32012.662964 ∣ critic_nllloss : 27277.579102 ∣ critic_ganloss : -1282.504053 ∣ generator_nllloss : 5423.611328 ∣ generator_ganloss : 458.995117 ∣     [  std_z : 0.95  real_sub_fake : 5673.59 ]
[  epoch 0002/0040] 2620/4800, lr:1.0e-04 ∣ avg_100 : 32009.551610 ∣ critic_nllloss : 27196.570508 ∣ critic_ganloss : -1156.274683 ∣ generator_nllloss : 5485.525000 ∣ generator_ganloss : 307.451990 ∣     [  std_z : 0.95  real_sub_fake : 3586.50 ]
[  epoch 0002/0040] 2630/4800, lr:1.0e-04 ∣ avg_100 : 32002.387175 ∣ critic_nllloss : 26916.703906 ∣ critic_ganloss : -1358.916223 ∣ generator_nllloss : 5347.159570 ∣ generator_ganloss : 445.024463 ∣     [  std_z : 0.93  real_sub_fake : 5420.73 ]
[  epoch 0002/0040] 2640/4800, lr:1.0e-04 ∣ avg_100 : 32000.558895 ∣ critic_nllloss : 27108.922852 ∣ critic_ganloss : -1172.757288 ∣ generator_nllloss : 5415.858594 ∣ generator_ganloss : 670.935864 ∣     [  std_z : 0.94  real_sub_fake : 4452.62 ]
[  epoch 0002/0040] 2650/4800, lr:1.0e-04 ∣ avg_100 : 31997.757397 ∣ critic_nllloss : 27259.715039 ∣ critic_ganloss : -1329.301111 ∣ generator_nllloss : 5440.442383 ∣ generator_ganloss : 591.584082 ∣     [  std_z : 0.95  real_sub_fake : 5270.56 ]
[  epoch 0002/0040] 2660/4800, lr:1.0e-04 ∣ avg_100 : 31998.341983 ∣ critic_nllloss : 27255.191602 ∣ critic_ganloss : -1296.526941 ∣ generator_nllloss : 5498.923633 ∣ generator_ganloss : 466.751953 ∣     [  std_z : 0.95  real_sub_fake : 4763.89 ]
[  epoch 0002/0040] 2670/4800, lr:1.0e-04 ∣ avg_100 : 31993.365022 ∣ critic_nllloss : 27363.799609 ∣ critic_ganloss : -1371.665686 ∣ generator_nllloss : 5376.027344 ∣ generator_ganloss : 500.410791 ∣     [  std_z : 0.96  real_sub_fake : 5658.58 ]
[  epoch 0002/0040] 2680/4800, lr:1.0e-04 ∣ avg_100 : 31990.145177 ∣ critic_nllloss : 27141.475781 ∣ critic_ganloss : -1212.748901 ∣ generator_nllloss : 5428.609961 ∣ generator_ganloss : 491.118677 ∣     [  std_z : 0.94  real_sub_fake : 4091.89 ]
[  epoch 0002/0040] 2690/4800, lr:1.0e-04 ∣ avg_100 : 31986.345545 ∣ critic_nllloss : 27165.892773 ∣ critic_ganloss : -1259.273389 ∣ generator_nllloss : 5468.347070 ∣ generator_ganloss : 587.989014 ∣     [  std_z : 0.95  real_sub_fake : 5146.38 ]
[  epoch 0002/0040] 2700/4800, lr:1.0e-04 ∣ avg_100 : 31983.732093 ∣ critic_nllloss : 27071.400977 ∣ critic_ganloss : -1366.839954 ∣ generator_nllloss : 5406.435938 ∣ generator_ganloss : 660.996704 ∣     [  std_z : 0.94  real_sub_fake : 4723.51 ]
[  epoch 0002/0040] 2710/4800, lr:1.0e-04 ∣ avg_100 : 31985.360510 ∣ critic_nllloss : 27407.725781 ∣ critic_ganloss : -1243.726099 ∣ generator_nllloss : 5473.430664 ∣ generator_ganloss : 692.396289 ∣     [  std_z : 0.96  real_sub_fake : 5537.89 ]
[  epoch 0002/0040] 2720/4800, lr:1.0e-04 ∣ avg_100 : 31982.078068 ∣ critic_nllloss : 27152.637305 ∣ critic_ganloss : -1092.770667 ∣ generator_nllloss : 5404.834180 ∣ generator_ganloss : 494.174927 ∣     [  std_z : 0.95  real_sub_fake : 3717.58 ]
[  epoch 0002/0040] 2730/4800, lr:1.0e-04 ∣ avg_100 : 31978.330250 ∣ critic_nllloss : 27136.145898 ∣ critic_ganloss : -1358.972485 ∣ generator_nllloss : 5496.838672 ∣ generator_ganloss : 480.319336 ∣     [  std_z : 0.95  real_sub_fake : 5098.32 ]
[  epoch 0002/0040] 2740/4800, lr:1.0e-04 ∣ avg_100 : 31977.297019 ∣ critic_nllloss : 27106.830664 ∣ critic_ganloss : -1209.113745 ∣ generator_nllloss : 5389.749609 ∣ generator_ganloss : 623.619580 ∣     [  std_z : 0.94  real_sub_fake : 4371.20 ]
[  epoch 0002/0040] 2750/4800, lr:1.0e-04 ∣ avg_100 : 31976.896069 ∣ critic_nllloss : 27268.501172 ∣ critic_ganloss : -1540.315918 ∣ generator_nllloss : 5399.409375 ∣ generator_ganloss : 718.735547 ∣     [  std_z : 0.95  real_sub_fake : 6040.03 ]
[  epoch 0002/0040] 2760/4800, lr:1.0e-04 ∣ avg_100 : 31974.655881 ∣ critic_nllloss : 27245.633789 ∣ critic_ganloss : -1296.650830 ∣ generator_nllloss : 5461.157227 ∣ generator_ganloss : 473.696851 ∣     [  std_z : 0.95  real_sub_fake : 5017.25 ]
[  epoch 0002/0040] 2770/4800, lr:1.0e-04 ∣ avg_100 : 31970.820070 ∣ critic_nllloss : 27187.984570 ∣ critic_ganloss : -1382.826465 ∣ generator_nllloss : 5407.978125 ∣ generator_ganloss : 481.759851 ∣     [  std_z : 0.95  real_sub_fake : 5030.18 ]
[  epoch 0002/0040] 2780/4800, lr:1.0e-04 ∣ avg_100 : 31975.125748 ∣ critic_nllloss : 27234.410547 ∣ critic_ganloss : -1175.036005 ∣ generator_nllloss : 5449.071094 ∣ generator_ganloss : 599.377124 ∣     [  std_z : 0.95  real_sub_fake : 4731.64 ]
[  epoch 0002/0040] 2790/4800, lr:1.0e-04 ∣ avg_100 : 31970.393293 ∣ critic_nllloss : 27036.163281 ∣ critic_ganloss : -1222.218079 ∣ generator_nllloss : 5397.327148 ∣ generator_ganloss : 624.365088 ∣     [  std_z : 0.94  real_sub_fake : 4500.81 ]
[  epoch 0002/0040] 2800/4800, lr:1.0e-04 ∣ avg_100 : 31970.919066 ∣ critic_nllloss : 27251.146680 ∣ critic_ganloss : -1379.278772 ∣ generator_nllloss : 5458.313477 ∣ generator_ganloss : 711.476343 ∣     [  std_z : 0.96  real_sub_fake : 5248.43 ]
[  epoch 0002/0040] 2810/4800, lr:1.0e-04 ∣ avg_100 : 31971.354398 ∣ critic_nllloss : 27124.094336 ∣ critic_ganloss : -1167.752051 ∣ generator_nllloss : 5446.676953 ∣ generator_ganloss : 688.912329 ∣     [  std_z : 0.95  real_sub_fake : 4946.59 ]
[  epoch 0002/0040] 2820/4800, lr:1.0e-04 ∣ avg_100 : 31972.854092 ∣ critic_nllloss : 27219.110938 ∣ critic_ganloss : -1163.704077 ∣ generator_nllloss : 5466.810742 ∣ generator_ganloss : 595.364502 ∣     [  std_z : 0.96  real_sub_fake : 4312.76 ]
[  epoch 0002/0040] 2830/4800, lr:1.0e-04 ∣ avg_100 : 31972.088106 ∣ critic_nllloss : 27088.951562 ∣ critic_ganloss : -1142.664331 ∣ generator_nllloss : 5317.276953 ∣ generator_ganloss : 520.009033 ∣     [  std_z : 0.95  real_sub_fake : 4281.28 ]
[  epoch 0002/0040] 2840/4800, lr:1.0e-04 ∣ avg_100 : 31973.347116 ∣ critic_nllloss : 27114.012109 ∣ critic_ganloss : -1097.745496 ∣ generator_nllloss : 5371.181445 ∣ generator_ganloss : 584.364697 ∣     [  std_z : 0.95  real_sub_fake : 4474.81 ]
[  epoch 0002/0040] 2850/4800, lr:1.0e-04 ∣ avg_100 : 31971.749176 ∣ critic_nllloss : 27005.145313 ∣ critic_ganloss : -1290.176318 ∣ generator_nllloss : 5467.620703 ∣ generator_ganloss : 644.021436 ∣     [  std_z : 0.94  real_sub_fake : 4837.41 ]
[  epoch 0002/0040] 2860/4800, lr:1.0e-04 ∣ avg_100 : 31969.848762 ∣ critic_nllloss : 27209.320312 ∣ critic_ganloss : -1410.153381 ∣ generator_nllloss : 5399.243750 ∣ generator_ganloss : 764.869458 ∣     [  std_z : 0.96  real_sub_fake : 4801.85 ]
[  epoch 0002/0040] 2870/4800, lr:1.0e-04 ∣ avg_100 : 31970.021219 ∣ critic_nllloss : 27167.816797 ∣ critic_ganloss : -1300.404572 ∣ generator_nllloss : 5368.123047 ∣ generator_ganloss : 759.894263 ∣     [  std_z : 0.95  real_sub_fake : 5378.06 ]
[  epoch 0002/0040] 2880/4800, lr:1.0e-04 ∣ avg_100 : 31965.903310 ∣ critic_nllloss : 27134.385547 ∣ critic_ganloss : -1205.421387 ∣ generator_nllloss : 5380.712500 ∣ generator_ganloss : 556.164258 ∣     [  std_z : 0.95  real_sub_fake : 4277.32 ]
[  epoch 0002/0040] 2890/4800, lr:1.0e-04 ∣ avg_100 : 31968.932956 ∣ critic_nllloss : 27008.174609 ∣ critic_ganloss : -1049.168628 ∣ generator_nllloss : 5452.953906 ∣ generator_ganloss : 809.559741 ∣     [  std_z : 0.95  real_sub_fake : 4438.06 ]
[  epoch 0002/0040] 2900/4800, lr:1.0e-04 ∣ avg_100 : 31972.374521 ∣ critic_nllloss : 27070.316211 ∣ critic_ganloss : -967.272583 ∣ generator_nllloss : 5388.242188 ∣ generator_ganloss : 836.727686 ∣  [  std_z : 0.95  real_sub_fake : 3294.59 ]
[  epoch 0002/0040] 2910/4800, lr:1.0e-04 ∣ avg_100 : 31973.045886 ∣ critic_nllloss : 27130.139844 ∣ critic_ganloss : -1136.985864 ∣ generator_nllloss : 5492.103906 ∣ generator_ganloss : 712.048462 ∣     [  std_z : 0.96  real_sub_fake : 4130.50 ]
[  epoch 0002/0040] 2920/4800, lr:1.0e-04 ∣ avg_100 : 31976.408954 ∣ critic_nllloss : 26927.928516 ∣ critic_ganloss : -669.258386 ∣ generator_nllloss : 5383.205859 ∣ generator_ganloss : 771.647168 ∣  [  std_z : 0.94  real_sub_fake : 3276.55 ]
[  epoch 0002/0040] 2930/4800, lr:1.0e-04 ∣ avg_100 : 31979.123222 ∣ critic_nllloss : 27221.504102 ∣ critic_ganloss : -1073.350232 ∣ generator_nllloss : 5443.264844 ∣ generator_ganloss : 810.208594 ∣     [  std_z : 0.96  real_sub_fake : 3866.17 ]
[  epoch 0002/0040] 2940/4800, lr:1.0e-04 ∣ avg_100 : 31978.008886 ∣ critic_nllloss : 27152.814648 ∣ critic_ganloss : -1388.965698 ∣ generator_nllloss : 5402.029102 ∣ generator_ganloss : 794.073218 ∣     [  std_z : 0.96  real_sub_fake : 5241.50 ]
[  epoch 0002/0040] 2950/4800, lr:1.0e-04 ∣ avg_100 : 31976.324047 ∣ critic_nllloss : 27121.273438 ∣ critic_ganloss : -1400.710461 ∣ generator_nllloss : 5444.455469 ∣ generator_ganloss : 720.803809 ∣     [  std_z : 0.95  real_sub_fake : 5229.91 ]
[  epoch 0002/0040] 2960/4800, lr:1.0e-04 ∣ avg_100 : 31972.464182 ∣ critic_nllloss : 27046.979883 ∣ critic_ganloss : -1488.971985 ∣ generator_nllloss : 5352.602930 ∣ generator_ganloss : 649.285425 ∣     [  std_z : 0.95  real_sub_fake : 5916.98 ]
[  epoch 0002/0040] 2970/4800, lr:1.0e-04 ∣ avg_100 : 31972.263766 ∣ critic_nllloss : 27114.102734 ∣ critic_ganloss : -1378.545569 ∣ generator_nllloss : 5442.813867 ∣ generator_ganloss : 576.674072 ∣     [  std_z : 0.95  real_sub_fake : 5459.39 ]
[  epoch 0002/0040] 2980/4800, lr:1.0e-04 ∣ avg_100 : 31971.501719 ∣ critic_nllloss : 27193.671680 ∣ critic_ganloss : -1480.945752 ∣ generator_nllloss : 5512.129297 ∣ generator_ganloss : 590.563135 ∣     [  std_z : 0.95  real_sub_fake : 5336.38 ]
[  epoch 0002/0040] 2990/4800, lr:1.0e-04 ∣ avg_100 : 31970.989367 ∣ critic_nllloss : 27198.213281 ∣ critic_ganloss : -1443.189172 ∣ generator_nllloss : 5471.444141 ∣ generator_ganloss : 528.284448 ∣     [  std_z : 0.96  real_sub_fake : 5893.23 ]
[  epoch 0002/0040] 3000/4800, lr:1.0e-04 ∣ avg_100 : 31964.202591 ∣ critic_nllloss : 27095.847266 ∣ critic_ganloss : -1668.051331 ∣ generator_nllloss : 5437.145703 ∣ generator_ganloss : 483.774316 ∣     [  std_z : 0.94  real_sub_fake : 5581.01 ]
[  epoch 0002/0040] 3010/4800, lr:1.0e-04 ∣ avg_100 : 31969.827997 ∣ critic_nllloss : 27115.123242 ∣ critic_ganloss : -1403.018616 ∣ generator_nllloss : 5418.586328 ∣ generator_ganloss : 775.360254 ∣     [  std_z : 0.94  real_sub_fake : 6068.96 ]
[  epoch 0002/0040] 3020/4800, lr:1.0e-04 ∣ avg_100 : 31971.590648 ∣ critic_nllloss : 27156.981250 ∣ critic_ganloss : -1274.347620 ∣ generator_nllloss : 5367.677734 ∣ generator_ganloss : 731.012476 ∣     [  std_z : 0.95  real_sub_fake : 4335.15 ]
[  epoch 0002/0040] 3030/4800, lr:1.0e-04 ∣ avg_100 : 31966.679079 ∣ critic_nllloss : 27149.447461 ∣ critic_ganloss : -1331.109143 ∣ generator_nllloss : 5356.782812 ∣ generator_ganloss : 739.470947 ∣     [  std_z : 0.95  real_sub_fake : 5393.24 ]
[  epoch 0002/0040] 3040/4800, lr:1.0e-04 ∣ avg_100 : 31963.119686 ∣ critic_nllloss : 27184.858984 ∣ critic_ganloss : -1412.014795 ∣ generator_nllloss : 5481.085547 ∣ generator_ganloss : 533.277539 ∣     [  std_z : 0.96  real_sub_fake : 5118.64 ]
[  epoch 0002/0040] 3050/4800, lr:1.0e-04 ∣ avg_100 : 31956.748776 ∣ critic_nllloss : 26986.059375 ∣ critic_ganloss : -1477.563037 ∣ generator_nllloss : 5412.435742 ∣ generator_ganloss : 485.301953 ∣     [  std_z : 0.95  real_sub_fake : 5371.09 ]
[  epoch 0002/0040] 3060/4800, lr:1.0e-04 ∣ avg_100 : 31954.915469 ∣ critic_nllloss : 27157.250977 ∣ critic_ganloss : -1407.567554 ∣ generator_nllloss : 5415.027930 ∣ generator_ganloss : 626.949756 ∣     [  std_z : 0.95  real_sub_fake : 5574.60 ]
[  epoch 0002/0040] 3070/4800, lr:1.0e-04 ∣ avg_100 : 31954.338148 ∣ critic_nllloss : 27284.245508 ∣ critic_ganloss : -1655.204565 ∣ generator_nllloss : 5494.893359 ∣ generator_ganloss : 734.034766 ∣     [  std_z : 0.96  real_sub_fake : 6562.52 ]
[  epoch 0002/0040] 3080/4800, lr:1.0e-04 ∣ avg_100 : 31949.585675 ∣ critic_nllloss : 27034.759180 ∣ critic_ganloss : -1365.887659 ∣ generator_nllloss : 5432.908789 ∣ generator_ganloss : 646.401465 ∣     [  std_z : 0.95  real_sub_fake : 5060.94 ]
[  epoch 0002/0040] 3090/4800, lr:1.0e-04 ∣ avg_100 : 31948.172259 ∣ critic_nllloss : 27167.747656 ∣ critic_ganloss : -1483.328430 ∣ generator_nllloss : 5450.414844 ∣ generator_ganloss : 628.002539 ∣     [  std_z : 0.95  real_sub_fake : 5836.07 ]
[  epoch 0002/0040] 3100/4800, lr:1.0e-04 ∣ avg_100 : 31946.273686 ∣ critic_nllloss : 27141.639648 ∣ critic_ganloss : -1501.517188 ∣ generator_nllloss : 5444.720508 ∣ generator_ganloss : 526.614111 ∣     [  std_z : 0.96  real_sub_fake : 5472.69 ]
[  epoch 0002/0040] 3110/4800, lr:1.0e-04 ∣ avg_100 : 31942.531386 ∣ critic_nllloss : 26996.783008 ∣ critic_ganloss : -1467.100171 ∣ generator_nllloss : 5402.399023 ∣ generator_ganloss : 615.155176 ∣     [  std_z : 0.94  real_sub_fake : 5814.50 ]
[  epoch 0002/0040] 3120/4800, lr:1.0e-04 ∣ avg_100 : 31938.014870 ∣ critic_nllloss : 27068.630273 ∣ critic_ganloss : -1574.360815 ∣ generator_nllloss : 5364.775391 ∣ generator_ganloss : 543.217285 ∣     [  std_z : 0.95  real_sub_fake : 5536.73 ]
[  epoch 0002/0040] 3130/4800, lr:1.0e-04 ∣ avg_100 : 31935.760115 ∣ critic_nllloss : 27050.511133 ∣ critic_ganloss : -1096.610095 ∣ generator_nllloss : 5415.379297 ∣ generator_ganloss : 535.972705 ∣     [  std_z : 0.95  real_sub_fake : 4736.38 ]
[  epoch 0002/0040] 3140/4800, lr:1.0e-04 ∣ avg_100 : 31931.594780 ∣ critic_nllloss : 27040.847656 ∣ critic_ganloss : -1183.177051 ∣ generator_nllloss : 5305.511914 ∣ generator_ganloss : 492.287256 ∣     [  std_z : 0.95  real_sub_fake : 4161.57 ]
[  epoch 0002/0040] 3150/4800, lr:1.0e-04 ∣ avg_100 : 31931.438192 ∣ critic_nllloss : 27183.361523 ∣ critic_ganloss : -1344.481958 ∣ generator_nllloss : 5380.276172 ∣ generator_ganloss : 593.798486 ∣     [  std_z : 0.96  real_sub_fake : 5357.25 ]
[  epoch 0002/0040] 3160/4800, lr:1.0e-04 ∣ avg_100 : 31927.005245 ∣ critic_nllloss : 27126.348633 ∣ critic_ganloss : -1577.243738 ∣ generator_nllloss : 5466.156055 ∣ generator_ganloss : 707.724121 ∣     [  std_z : 0.96  real_sub_fake : 5661.42 ]
[  epoch 0002/0040] 3170/4800, lr:1.0e-04 ∣ avg_100 : 31927.134709 ∣ critic_nllloss : 27082.801953 ∣ critic_ganloss : -1162.584241 ∣ generator_nllloss : 5386.046094 ∣ generator_ganloss : 533.672485 ∣     [  std_z : 0.95  real_sub_fake : 4657.95 ]
[  epoch 0002/0040] 3180/4800, lr:1.0e-04 ∣ avg_100 : 31921.172624 ∣ critic_nllloss : 27127.747070 ∣ critic_ganloss : -1291.026794 ∣ generator_nllloss : 5396.852734 ∣ generator_ganloss : 557.091357 ∣     [  std_z : 0.95  real_sub_fake : 4791.22 ]
[  epoch 0002/0040] 3190/4800, lr:1.0e-04 ∣ avg_100 : 31920.812367 ∣ critic_nllloss : 27420.328320 ∣ critic_ganloss : -1161.895093 ∣ generator_nllloss : 5540.482813 ∣ generator_ganloss : 566.364697 ∣     [  std_z : 0.97  real_sub_fake : 4692.64 ]
[  epoch 0002/0040] 3200/4800, lr:1.0e-04 ∣ avg_100 : 31924.755866 ∣ critic_nllloss : 27099.332813 ∣ critic_ganloss : -1307.187292 ∣ generator_nllloss : 5402.923633 ∣ generator_ganloss : 710.930029 ∣     [  std_z : 0.95  real_sub_fake : 4471.77 ]
[  epoch 0002/0040] 3210/4800, lr:1.0e-04 ∣ avg_100 : 31924.853024 ∣ critic_nllloss : 27148.868750 ∣ critic_ganloss : -1225.508887 ∣ generator_nllloss : 5420.816016 ∣ generator_ganloss : 783.606592 ∣     [  std_z : 0.96  real_sub_fake : 5112.55 ]
[  epoch 0002/0040] 3220/4800, lr:1.0e-04 ∣ avg_100 : 31925.947549 ∣ critic_nllloss : 27191.911133 ∣ critic_ganloss : -1414.620508 ∣ generator_nllloss : 5510.390625 ∣ generator_ganloss : 778.920508 ∣     [  std_z : 0.96  real_sub_fake : 4690.96 ]
[  epoch 0002/0040] 3230/4800, lr:1.0e-04 ∣ avg_100 : 31922.598358 ∣ critic_nllloss : 27095.229102 ∣ critic_ganloss : -1128.843127 ∣ generator_nllloss : 5377.897266 ∣ generator_ganloss : 609.923975 ∣     [  std_z : 0.95  real_sub_fake : 4907.87 ]
[  epoch 0002/0040] 3240/4800, lr:1.0e-04 ∣ avg_100 : 31920.795491 ∣ critic_nllloss : 27110.042773 ∣ critic_ganloss : -1312.318445 ∣ generator_nllloss : 5393.900000 ∣ generator_ganloss : 503.705859 ∣     [  std_z : 0.95  real_sub_fake : 5200.69 ]
[  epoch 0002/0040] 3250/4800, lr:1.0e-04 ∣ avg_100 : 31923.243478 ∣ critic_nllloss : 27163.543945 ∣ critic_ganloss : -1170.839380 ∣ generator_nllloss : 5407.412891 ∣ generator_ganloss : 503.441284 ∣     [  std_z : 0.96  real_sub_fake : 3947.72 ]
[  epoch 0002/0040] 3260/4800, lr:1.0e-04 ∣ avg_100 : 31924.909478 ∣ critic_nllloss : 27109.568555 ∣ critic_ganloss : -1238.855957 ∣ generator_nllloss : 5505.619727 ∣ generator_ganloss : 729.893530 ∣     [  std_z : 0.95  real_sub_fake : 5184.54 ]
[  epoch 0002/0040] 3270/4800, lr:1.0e-04 ∣ avg_100 : 31921.914717 ∣ critic_nllloss : 27100.454297 ∣ critic_ganloss : -1191.981335 ∣ generator_nllloss : 5425.022852 ∣ generator_ganloss : 575.286279 ∣     [  std_z : 0.95  real_sub_fake : 4287.48 ]
[  epoch 0002/0040] 3280/4800, lr:1.0e-04 ∣ avg_100 : 31920.773087 ∣ critic_nllloss : 27051.392383 ∣ critic_ganloss : -1454.875793 ∣ generator_nllloss : 5382.556836 ∣ generator_ganloss : 719.428906 ∣     [  std_z : 0.94  real_sub_fake : 5646.75 ]
[  epoch 0002/0040] 3290/4800, lr:1.0e-04 ∣ avg_100 : 31923.302830 ∣ critic_nllloss : 27043.832813 ∣ critic_ganloss : -953.528174 ∣ generator_nllloss : 5402.208984 ∣ generator_ganloss : 647.406689 ∣  [  std_z : 0.94  real_sub_fake : 3823.13 ]
[  epoch 0002/0040] 3300/4800, lr:1.0e-04 ∣ avg_100 : 31924.204656 ∣ critic_nllloss : 27091.196484 ∣ critic_ganloss : -1053.442773 ∣ generator_nllloss : 5377.216797 ∣ generator_ganloss : 509.909741 ∣     [  std_z : 0.95  real_sub_fake : 3687.46 ]
[  epoch 0002/0040] 3310/4800, lr:1.0e-04 ∣ avg_100 : 31926.401873 ∣ critic_nllloss : 27178.840625 ∣ critic_ganloss : -1252.476648 ∣ generator_nllloss : 5350.624023 ∣ generator_ganloss : 628.106201 ∣     [  std_z : 0.96  real_sub_fake : 4923.99 ]
[  epoch 0002/0040] 3320/4800, lr:1.0e-04 ∣ avg_100 : 31926.333910 ∣ critic_nllloss : 27126.778125 ∣ critic_ganloss : -1292.928204 ∣ generator_nllloss : 5460.003516 ∣ generator_ganloss : 735.896313 ∣     [  std_z : 0.96  real_sub_fake : 4401.35 ]
[  epoch 0002/0040] 3330/4800, lr:1.0e-04 ∣ avg_100 : 31924.010316 ∣ critic_nllloss : 26835.998242 ∣ critic_ganloss : -1139.004956 ∣ generator_nllloss : 5361.581641 ∣ generator_ganloss : 792.808423 ∣     [  std_z : 0.94  real_sub_fake : 4787.47 ]
[  epoch 0002/0040] 3340/4800, lr:1.0e-04 ∣ avg_100 : 31921.637967 ∣ critic_nllloss : 27131.798438 ∣ critic_ganloss : -1171.099719 ∣ generator_nllloss : 5439.660937 ∣ generator_ganloss : 583.152905 ∣     [  std_z : 0.95  real_sub_fake : 4368.40 ]
[  epoch 0002/0040] 3350/4800, lr:1.0e-04 ∣ avg_100 : 31922.436795 ∣ critic_nllloss : 27289.178711 ∣ critic_ganloss : -1159.936719 ∣ generator_nllloss : 5516.940039 ∣ generator_ganloss : 657.758887 ∣     [  std_z : 0.96  real_sub_fake : 4269.20 ]
[  epoch 0002/0040] 3360/4800, lr:1.0e-04 ∣ avg_100 : 31925.979407 ∣ critic_nllloss : 27255.601953 ∣ critic_ganloss : -1184.407062 ∣ generator_nllloss : 5466.204102 ∣ generator_ganloss : 656.106616 ∣     [  std_z : 0.96  real_sub_fake : 4803.71 ]
[  epoch 0002/0040] 3370/4800, lr:1.0e-04 ∣ avg_100 : 31927.103959 ∣ critic_nllloss : 27142.128320 ∣ critic_ganloss : -1494.367407 ∣ generator_nllloss : 5501.354688 ∣ generator_ganloss : 713.916650 ∣     [  std_z : 0.95  real_sub_fake : 5424.64 ]
[  epoch 0002/0040] 3380/4800, lr:1.0e-04 ∣ avg_100 : 31931.508211 ∣ critic_nllloss : 27159.927344 ∣ critic_ganloss : -1174.023608 ∣ generator_nllloss : 5451.888281 ∣ generator_ganloss : 772.115088 ∣     [  std_z : 0.95  real_sub_fake : 5080.21 ]
[  epoch 0002/0040] 3390/4800, lr:1.0e-04 ∣ avg_100 : 31929.924385 ∣ critic_nllloss : 27109.647656 ∣ critic_ganloss : -1200.357642 ∣ generator_nllloss : 5462.170703 ∣ generator_ganloss : 723.150732 ∣     [  std_z : 0.95  real_sub_fake : 4067.60 ]
[  epoch 0002/0040] 3400/4800, lr:1.0e-04 ∣ avg_100 : 31927.675999 ∣ critic_nllloss : 27037.228125 ∣ critic_ganloss : -1222.500195 ∣ generator_nllloss : 5388.132812 ∣ generator_ganloss : 653.911304 ∣     [  std_z : 0.95  real_sub_fake : 4903.10 ]
[  epoch 0002/0040] 3410/4800, lr:1.0e-04 ∣ avg_100 : 31924.658665 ∣ critic_nllloss : 27349.088867 ∣ critic_ganloss : -1388.703784 ∣ generator_nllloss : 5365.494336 ∣ generator_ganloss : 620.508472 ∣     [  std_z : 0.96  real_sub_fake : 4966.34 ]
[  epoch 0002/0040] 3420/4800, lr:1.0e-04 ∣ avg_100 : 31920.209812 ∣ critic_nllloss : 27083.416992 ∣ critic_ganloss : -1447.711340 ∣ generator_nllloss : 5402.589648 ∣ generator_ganloss : 664.065601 ∣     [  std_z : 0.95  real_sub_fake : 5309.63 ]
[  epoch 0002/0040] 3430/4800, lr:1.0e-04 ∣ avg_100 : 31924.172182 ∣ critic_nllloss : 27159.197070 ∣ critic_ganloss : -1274.427881 ∣ generator_nllloss : 5365.295898 ∣ generator_ganloss : 790.158667 ∣     [  std_z : 0.95  real_sub_fake : 5006.03 ]
[  epoch 0002/0040] 3440/4800, lr:1.0e-04 ∣ avg_100 : 31923.054016 ∣ critic_nllloss : 27027.014844 ∣ critic_ganloss : -1254.656177 ∣ generator_nllloss : 5495.858008 ∣ generator_ganloss : 749.939038 ∣     [  std_z : 0.96  real_sub_fake : 4991.32 ]
[  epoch 0002/0040] 3450/4800, lr:1.0e-04 ∣ avg_100 : 31919.244220 ∣ critic_nllloss : 27094.612109 ∣ critic_ganloss : -1252.060547 ∣ generator_nllloss : 5367.310156 ∣ generator_ganloss : 711.655518 ∣     [  std_z : 0.96  real_sub_fake : 4570.39 ]
[  epoch 0002/0040] 3460/4800, lr:1.0e-04 ∣ avg_100 : 31915.817895 ∣ critic_nllloss : 27045.343555 ∣ critic_ganloss : -1169.110303 ∣ generator_nllloss : 5481.068359 ∣ generator_ganloss : 641.775220 ∣     [  std_z : 0.95  real_sub_fake : 4637.39 ]
[  epoch 0002/0040] 3470/4800, lr:1.0e-04 ∣ avg_100 : 31916.301620 ∣ critic_nllloss : 27185.256055 ∣ critic_ganloss : -1192.697729 ∣ generator_nllloss : 5471.387891 ∣ generator_ganloss : 678.656030 ∣     [  std_z : 0.96  real_sub_fake : 5010.47 ]
[  epoch 0002/0040] 3480/4800, lr:1.0e-04 ∣ avg_100 : 31913.998740 ∣ critic_nllloss : 26962.424023 ∣ critic_ganloss : -977.930316 ∣ generator_nllloss : 5358.150195 ∣ generator_ganloss : 712.252783 ∣  [  std_z : 0.94  real_sub_fake : 3159.95 ]
[  epoch 0002/0040] 3490/4800, lr:1.0e-04 ∣ avg_100 : 31913.000209 ∣ critic_nllloss : 27135.868750 ∣ critic_ganloss : -1129.061047 ∣ generator_nllloss : 5410.307422 ∣ generator_ganloss : 581.891992 ∣     [  std_z : 0.96  real_sub_fake : 4035.50 ]
[  epoch 0002/0040] 3500/4800, lr:1.0e-04 ∣ avg_100 : 31913.241530 ∣ critic_nllloss : 27132.641406 ∣ critic_ganloss : -1309.513806 ∣ generator_nllloss : 5364.866602 ∣ generator_ganloss : 730.729810 ∣     [  std_z : 0.95  real_sub_fake : 5508.47 ]
[  epoch 0002/0040] 3510/4800, lr:1.0e-04 ∣ avg_100 : 31908.156344 ∣ critic_nllloss : 27057.636914 ∣ critic_ganloss : -1347.982471 ∣ generator_nllloss : 5459.207617 ∣ generator_ganloss : 470.546729 ∣     [  std_z : 0.95  real_sub_fake : 4712.57 ]
[  epoch 0002/0040] 3520/4800, lr:1.0e-04 ∣ avg_100 : 31906.782470 ∣ critic_nllloss : 27087.397070 ∣ critic_ganloss : -1199.930835 ∣ generator_nllloss : 5370.993359 ∣ generator_ganloss : 578.090771 ∣     [  std_z : 0.95  real_sub_fake : 5458.28 ]
[  epoch 0002/0040] 3530/4800, lr:1.0e-04 ∣ avg_100 : 31901.553593 ∣ critic_nllloss : 27098.938672 ∣ critic_ganloss : -1133.841718 ∣ generator_nllloss : 5430.900195 ∣ generator_ganloss : 357.645251 ∣     [  std_z : 0.96  real_sub_fake : 3389.20 ]
[  epoch 0002/0040] 3540/4800, lr:1.0e-04 ∣ avg_100 : 31900.106220 ∣ critic_nllloss : 27131.986133 ∣ critic_ganloss : -1335.628992 ∣ generator_nllloss : 5406.674023 ∣ generator_ganloss : 558.149902 ∣     [  std_z : 0.96  real_sub_fake : 5182.55 ]
[  epoch 0002/0040] 3550/4800, lr:1.0e-04 ∣ avg_100 : 31904.034095 ∣ critic_nllloss : 26905.969727 ∣ critic_ganloss : -1187.806366 ∣ generator_nllloss : 5436.092773 ∣ generator_ganloss : 640.941064 ∣     [  std_z : 0.94  real_sub_fake : 4523.51 ]
[  epoch 0002/0040] 3560/4800, lr:1.0e-04 ∣ avg_100 : 31906.799486 ∣ critic_nllloss : 27231.797461 ∣ critic_ganloss : -1463.662854 ∣ generator_nllloss : 5509.122852 ∣ generator_ganloss : 851.718604 ∣     [  std_z : 0.97  real_sub_fake : 5560.93 ]
[  epoch 0002/0040] 3570/4800, lr:1.0e-04 ∣ avg_100 : 31909.072864 ∣ critic_nllloss : 27012.693164 ∣ critic_ganloss : -808.231818 ∣ generator_nllloss : 5369.398047 ∣ generator_ganloss : 705.173926 ∣  [  std_z : 0.95  real_sub_fake : 3515.86 ]
[  epoch 0002/0040] 3580/4800, lr:1.0e-04 ∣ avg_100 : 31913.217535 ∣ critic_nllloss : 26980.858398 ∣ critic_ganloss : -701.710315 ∣ generator_nllloss : 5395.001758 ∣ generator_ganloss : 520.977271 ∣  [  std_z : 0.95  real_sub_fake : 2247.91 ]
[  epoch 0002/0040] 3590/4800, lr:1.0e-04 ∣ avg_100 : 31913.265838 ∣ critic_nllloss : 26980.689258 ∣ critic_ganloss : -1073.703455 ∣ generator_nllloss : 5463.992773 ∣ generator_ganloss : 360.643945 ∣     [  std_z : 0.95  real_sub_fake : 3722.40 ]
[  epoch 0002/0040] 3600/4800, lr:1.0e-04 ∣ avg_100 : 31911.771682 ∣ critic_nllloss : 27155.616211 ∣ critic_ganloss : -1280.805518 ∣ generator_nllloss : 5315.117969 ∣ generator_ganloss : 546.094214 ∣     [  std_z : 0.96  real_sub_fake : 5060.46 ]
[  epoch 0002/0040] 3610/4800, lr:1.0e-04 ∣ avg_100 : 31915.799020 ∣ critic_nllloss : 27023.426758 ∣ critic_ganloss : -1112.665125 ∣ generator_nllloss : 5436.282422 ∣ generator_ganloss : 933.371191 ∣     [  std_z : 0.96  real_sub_fake : 4296.07 ]
[  epoch 0002/0040] 3620/4800, lr:1.0e-04 ∣ avg_100 : 31917.336432 ∣ critic_nllloss : 27017.699023 ∣ critic_ganloss : -1116.558191 ∣ generator_nllloss : 5393.677930 ∣ generator_ganloss : 692.195337 ∣     [  std_z : 0.95  real_sub_fake : 4336.63 ]
[  epoch 0002/0040] 3630/4800, lr:1.0e-04 ∣ avg_100 : 31920.668547 ∣ critic_nllloss : 27091.656641 ∣ critic_ganloss : -1252.878674 ∣ generator_nllloss : 5443.607813 ∣ generator_ganloss : 400.797437 ∣     [  std_z : 0.95  real_sub_fake : 4773.71 ]
[  epoch 0002/0040] 3640/4800, lr:1.0e-04 ∣ avg_100 : 31914.449701 ∣ critic_nllloss : 26973.648633 ∣ critic_ganloss : -1278.792029 ∣ generator_nllloss : 5369.784766 ∣ generator_ganloss : 336.433997 ∣     [  std_z : 0.95  real_sub_fake : 4845.59 ]
[  epoch 0002/0040] 3650/4800, lr:1.0e-04 ∣ avg_100 : 31908.875383 ∣ critic_nllloss : 26949.575000 ∣ critic_ganloss : -1328.471619 ∣ generator_nllloss : 5417.864453 ∣ generator_ganloss : 366.040735 ∣     [  std_z : 0.95  real_sub_fake : 4825.20 ]
[  epoch 0002/0040] 3660/4800, lr:1.0e-04 ∣ avg_100 : 31905.464717 ∣ critic_nllloss : 27081.300977 ∣ critic_ganloss : -1274.102612 ∣ generator_nllloss : 5403.150195 ∣ generator_ganloss : 372.925085 ∣     [  std_z : 0.96  real_sub_fake : 5055.95 ]
[  epoch 0002/0040] 3670/4800, lr:1.0e-04 ∣ avg_100 : 31903.811237 ∣ critic_nllloss : 27258.466797 ∣ critic_ganloss : -1320.179254 ∣ generator_nllloss : 5368.536719 ∣ generator_ganloss : 396.399792 ∣     [  std_z : 0.96  real_sub_fake : 4536.13 ]
[  epoch 0002/0040] 3680/4800, lr:1.0e-04 ∣ avg_100 : 31904.981852 ∣ critic_nllloss : 27064.375000 ∣ critic_ganloss : -1069.764276 ∣ generator_nllloss : 5418.771484 ∣ generator_ganloss : 552.134839 ∣     [  std_z : 0.96  real_sub_fake : 4318.99 ]
[  epoch 0002/0040] 3690/4800, lr:1.0e-04 ∣ avg_100 : 31904.110620 ∣ critic_nllloss : 27151.825977 ∣ critic_ganloss : -1215.125439 ∣ generator_nllloss : 5373.716016 ∣ generator_ganloss : 565.415698 ∣     [  std_z : 0.96  real_sub_fake : 4795.89 ]
[  epoch 0002/0040] 3700/4800, lr:1.0e-04 ∣ avg_100 : 31905.296499 ∣ critic_nllloss : 26938.926758 ∣ critic_ganloss : -1225.922705 ∣ generator_nllloss : 5392.170898 ∣ generator_ganloss : 785.406592 ∣     [  std_z : 0.95  real_sub_fake : 4809.27 ]
[  epoch 0002/0040] 3710/4800, lr:1.0e-04 ∣ avg_100 : 31901.238239 ∣ critic_nllloss : 27084.954688 ∣ critic_ganloss : -1330.080579 ∣ generator_nllloss : 5422.896484 ∣ generator_ganloss : 746.230127 ∣     [  std_z : 0.96  real_sub_fake : 4859.59 ]
[  epoch 0002/0040] 3720/4800, lr:1.0e-04 ∣ avg_100 : 31901.455981 ∣ critic_nllloss : 27211.362305 ∣ critic_ganloss : -1305.486218 ∣ generator_nllloss : 5422.286914 ∣ generator_ganloss : 652.486890 ∣     [  std_z : 0.97  real_sub_fake : 5168.54 ]
[  epoch 0002/0040] 3730/4800, lr:1.0e-04 ∣ avg_100 : 31904.506650 ∣ critic_nllloss : 27339.616016 ∣ critic_ganloss : -1470.952112 ∣ generator_nllloss : 5523.933984 ∣ generator_ganloss : 666.800439 ∣     [  std_z : 0.98  real_sub_fake : 4955.53 ]
[  epoch 0002/0040] 3740/4800, lr:1.0e-04 ∣ avg_100 : 31908.875776 ∣ critic_nllloss : 27172.373242 ∣ critic_ganloss : -1052.840918 ∣ generator_nllloss : 5487.266992 ∣ generator_ganloss : 741.199390 ∣     [  std_z : 0.96  real_sub_fake : 4497.33 ]
[  epoch 0002/0040] 3750/4800, lr:1.0e-04 ∣ avg_100 : 31910.738013 ∣ critic_nllloss : 27130.057617 ∣ critic_ganloss : -1204.837830 ∣ generator_nllloss : 5475.669922 ∣ generator_ganloss : 631.664160 ∣     [  std_z : 0.96  real_sub_fake : 4243.62 ]
[  epoch 0002/0040] 3760/4800, lr:1.0e-04 ∣ avg_100 : 31913.777981 ∣ critic_nllloss : 27192.544141 ∣ critic_ganloss : -1198.724988 ∣ generator_nllloss : 5498.600586 ∣ generator_ganloss : 695.414087 ∣     [  std_z : 0.96  real_sub_fake : 4891.98 ]
[  epoch 0002/0040] 3770/4800, lr:1.0e-04 ∣ avg_100 : 31916.109829 ∣ critic_nllloss : 26976.450391 ∣ critic_ganloss : -1166.005249 ∣ generator_nllloss : 5378.678906 ∣ generator_ganloss : 738.956836 ∣     [  std_z : 0.95  real_sub_fake : 4507.00 ]
[  epoch 0002/0040] 3780/4800, lr:1.0e-04 ∣ avg_100 : 31913.216285 ∣ critic_nllloss : 27113.533398 ∣ critic_ganloss : -1215.974023 ∣ generator_nllloss : 5357.496875 ∣ generator_ganloss : 563.412134 ∣     [  std_z : 0.96  real_sub_fake : 4784.39 ]
[  epoch 0002/0040] 3790/4800, lr:1.0e-04 ∣ avg_100 : 31914.873910 ∣ critic_nllloss : 27075.971094 ∣ critic_ganloss : -1076.735571 ∣ generator_nllloss : 5485.895898 ∣ generator_ganloss : 516.268506 ∣     [  std_z : 0.95  real_sub_fake : 3956.14 ]
[  epoch 0002/0040] 3800/4800, lr:1.0e-04 ∣ avg_100 : 31912.595779 ∣ critic_nllloss : 27156.713086 ∣ critic_ganloss : -1313.765515 ∣ generator_nllloss : 5384.103516 ∣ generator_ganloss : 586.793604 ∣     [  std_z : 0.96  real_sub_fake : 4881.59 ]
[  epoch 0002/0040] 3810/4800, lr:1.0e-04 ∣ avg_100 : 31912.265438 ∣ critic_nllloss : 27241.613867 ∣ critic_ganloss : -1363.227234 ∣ generator_nllloss : 5462.288281 ∣ generator_ganloss : 718.222510 ∣     [  std_z : 0.97  real_sub_fake : 5334.40 ]
[  epoch 0002/0040] 3820/4800, lr:1.0e-04 ∣ avg_100 : 31912.233228 ∣ critic_nllloss : 27075.706836 ∣ critic_ganloss : -1117.508093 ∣ generator_nllloss : 5480.634375 ∣ generator_ganloss : 675.528027 ∣     [  std_z : 0.96  real_sub_fake : 4112.15 ]
[  epoch 0002/0040] 3830/4800, lr:1.0e-04 ∣ avg_100 : 31911.224021 ∣ critic_nllloss : 27044.322266 ∣ critic_ganloss : -1401.602478 ∣ generator_nllloss : 5338.041797 ∣ generator_ganloss : 701.890918 ∣     [  std_z : 0.95  real_sub_fake : 5248.99 ]
[  epoch 0002/0040] 3840/4800, lr:1.0e-04 ∣ avg_100 : 31913.590192 ∣ critic_nllloss : 27055.743555 ∣ critic_ganloss : -1080.079395 ∣ generator_nllloss : 5426.360156 ∣ generator_ganloss : 806.405518 ∣     [  std_z : 0.96  real_sub_fake : 4554.38 ]
[  epoch 0002/0040] 3850/4800, lr:1.0e-04 ∣ avg_100 : 31916.659466 ∣ critic_nllloss : 27089.915234 ∣ critic_ganloss : -1136.002808 ∣ generator_nllloss : 5444.798633 ∣ generator_ganloss : 734.827417 ∣     [  std_z : 0.96  real_sub_fake : 4090.04 ]
[  epoch 0002/0040] 3860/4800, lr:1.0e-04 ∣ avg_100 : 31916.640408 ∣ critic_nllloss : 27093.418359 ∣ critic_ganloss : -1325.981677 ∣ generator_nllloss : 5483.073828 ∣ generator_ganloss : 710.863892 ∣     [  std_z : 0.95  real_sub_fake : 5252.44 ]
[  epoch 0002/0040] 3870/4800, lr:1.0e-04 ∣ avg_100 : 31918.916954 ∣ critic_nllloss : 27053.411328 ∣ critic_ganloss : -1065.069751 ∣ generator_nllloss : 5449.510547 ∣ generator_ganloss : 785.232031 ∣     [  std_z : 0.96  real_sub_fake : 4178.27 ]
[  epoch 0002/0040] 3880/4800, lr:1.0e-04 ∣ avg_100 : 31918.767186 ∣ critic_nllloss : 26852.636719 ∣ critic_ganloss : -1032.741180 ∣ generator_nllloss : 5372.999609 ∣ generator_ganloss : 657.968970 ∣     [  std_z : 0.96  real_sub_fake : 3527.04 ]
[  epoch 0002/0040] 3890/4800, lr:1.0e-04 ∣ avg_100 : 31914.452592 ∣ critic_nllloss : 26998.447852 ∣ critic_ganloss : -1345.840112 ∣ generator_nllloss : 5502.934766 ∣ generator_ganloss : 634.517725 ∣     [  std_z : 0.95  real_sub_fake : 4833.00 ]
[  epoch 0002/0040] 3900/4800, lr:1.0e-04 ∣ avg_100 : 31911.396953 ∣ critic_nllloss : 26975.784961 ∣ critic_ganloss : -935.573480 ∣ generator_nllloss : 5360.148828 ∣ generator_ganloss : 622.089258 ∣  [  std_z : 0.95  real_sub_fake : 4011.29 ]
[  epoch 0002/0040] 3910/4800, lr:1.0e-04 ∣ avg_100 : 31909.777102 ∣ critic_nllloss : 27150.373633 ∣ critic_ganloss : -1013.213403 ∣ generator_nllloss : 5374.438281 ∣ generator_ganloss : 523.722705 ∣     [  std_z : 0.97  real_sub_fake : 3838.27 ]
[  epoch 0002/0040] 3920/4800, lr:1.0e-04 ∣ avg_100 : 31905.330547 ∣ critic_nllloss : 27023.941602 ∣ critic_ganloss : -1175.014343 ∣ generator_nllloss : 5324.814062 ∣ generator_ganloss : 795.126416 ∣     [  std_z : 0.97  real_sub_fake : 4378.97 ]
[  epoch 0002/0040] 3930/4800, lr:1.0e-04 ∣ avg_100 : 31903.199069 ∣ critic_nllloss : 27076.627930 ∣ critic_ganloss : -1151.128320 ∣ generator_nllloss : 5414.270312 ∣ generator_ganloss : 848.709570 ∣     [  std_z : 0.96  real_sub_fake : 4674.20 ]
[  epoch 0002/0040] 3940/4800, lr:1.0e-04 ∣ avg_100 : 31902.186894 ∣ critic_nllloss : 27000.600586 ∣ critic_ganloss : -1119.946326 ∣ generator_nllloss : 5410.754492 ∣ generator_ganloss : 567.324951 ∣     [  std_z : 0.95  real_sub_fake : 4296.25 ]
[  epoch 0002/0040] 3950/4800, lr:1.0e-04 ∣ avg_100 : 31899.850130 ∣ critic_nllloss : 27051.912500 ∣ critic_ganloss : -1252.517773 ∣ generator_nllloss : 5308.867383 ∣ generator_ganloss : 543.883789 ∣     [  std_z : 0.96  real_sub_fake : 4480.18 ]
[  epoch 0002/0040] 3960/4800, lr:1.0e-04 ∣ avg_100 : 31906.273415 ∣ critic_nllloss : 27091.425195 ∣ critic_ganloss : -967.636017 ∣ generator_nllloss : 5398.377930 ∣ generator_ganloss : 680.057666 ∣  [  std_z : 0.97  real_sub_fake : 4334.31 ]
[  epoch 0002/0040] 3970/4800, lr:1.0e-04 ∣ avg_100 : 31908.102222 ∣ critic_nllloss : 26907.750000 ∣ critic_ganloss : -938.941162 ∣ generator_nllloss : 5360.638477 ∣ generator_ganloss : 608.478491 ∣  [  std_z : 0.96  real_sub_fake : 2892.95 ]
[  epoch 0002/0040] 3980/4800, lr:1.0e-04 ∣ avg_100 : 31909.571909 ∣ critic_nllloss : 26946.287109 ∣ critic_ganloss : -1019.877203 ∣ generator_nllloss : 5340.699609 ∣ generator_ganloss : 695.277539 ∣     [  std_z : 0.96  real_sub_fake : 3985.31 ]
[  epoch 0002/0040] 3990/4800, lr:1.0e-04 ∣ avg_100 : 31914.766159 ∣ critic_nllloss : 27062.943750 ∣ critic_ganloss : -1009.375842 ∣ generator_nllloss : 5449.358008 ∣ generator_ganloss : 771.251733 ∣     [  std_z : 0.96  real_sub_fake : 4015.13 ]
[  epoch 0002/0040] 4000/4800, lr:1.0e-04 ∣ avg_100 : 31921.659061 ∣ critic_nllloss : 26932.517578 ∣ critic_ganloss : -1070.247571 ∣ generator_nllloss : 5412.447852 ∣ generator_ganloss : 763.288281 ∣     [  std_z : 0.96  real_sub_fake : 4191.79 ]
[  epoch 0002/0040] 4010/4800, lr:1.0e-04 ∣ avg_100 : 31924.792515 ∣ critic_nllloss : 27077.382031 ∣ critic_ganloss : -1120.346576 ∣ generator_nllloss : 5513.700391 ∣ generator_ganloss : 748.660840 ∣     [  std_z : 0.97  real_sub_fake : 4237.96 ]
[  epoch 0002/0040] 4020/4800, lr:1.0e-04 ∣ avg_100 : 31927.105672 ∣ critic_nllloss : 27172.765039 ∣ critic_ganloss : -1188.495544 ∣ generator_nllloss : 5483.015430 ∣ generator_ganloss : 745.354590 ∣     [  std_z : 0.96  real_sub_fake : 4455.79 ]
[  epoch 0002/0040] 4030/4800, lr:1.0e-04 ∣ avg_100 : 31927.650984 ∣ critic_nllloss : 27081.054492 ∣ critic_ganloss : -1231.778040 ∣ generator_nllloss : 5429.156836 ∣ generator_ganloss : 690.689941 ∣     [  std_z : 0.96  real_sub_fake : 4732.05 ]
[  epoch 0002/0040] 4040/4800, lr:1.0e-04 ∣ avg_100 : 31927.720100 ∣ critic_nllloss : 26839.099219 ∣ critic_ganloss : -1177.864612 ∣ generator_nllloss : 5392.253125 ∣ generator_ganloss : 740.631177 ∣     [  std_z : 0.95  real_sub_fake : 4818.64 ]
[  epoch 0002/0040] 4050/4800, lr:1.0e-04 ∣ avg_100 : 31937.666472 ∣ critic_nllloss : 27198.180859 ∣ critic_ganloss : -1024.191760 ∣ generator_nllloss : 5475.376172 ∣ generator_ganloss : 751.505957 ∣     [  std_z : 0.97  real_sub_fake : 3635.85 ]
[  epoch 0002/0040] 4060/4800, lr:1.0e-04 ∣ avg_100 : 31939.968443 ∣ critic_nllloss : 26948.084570 ∣ critic_ganloss : -1166.438623 ∣ generator_nllloss : 5474.098828 ∣ generator_ganloss : 766.113477 ∣     [  std_z : 0.96  real_sub_fake : 4496.20 ]
[  epoch 0002/0040] 4070/4800, lr:1.0e-04 ∣ avg_100 : 31944.860611 ∣ critic_nllloss : 27127.732617 ∣ critic_ganloss : -1110.845557 ∣ generator_nllloss : 5460.750977 ∣ generator_ganloss : 869.547754 ∣     [  std_z : 0.96  real_sub_fake : 4087.20 ]
[  epoch 0002/0040] 4080/4800, lr:1.0e-04 ∣ avg_100 : 31948.008346 ∣ critic_nllloss : 26973.346680 ∣ critic_ganloss : -1146.401379 ∣ generator_nllloss : 5354.512305 ∣ generator_ganloss : 881.497705 ∣     [  std_z : 0.96  real_sub_fake : 4503.76 ]
[  epoch 0002/0040] 4090/4800, lr:1.0e-04 ∣ avg_100 : 31950.019900 ∣ critic_nllloss : 26870.159766 ∣ critic_ganloss : -1003.384265 ∣ generator_nllloss : 5378.954492 ∣ generator_ganloss : 718.261987 ∣     [  std_z : 0.95  real_sub_fake : 4033.18 ]
[  epoch 0002/0040] 4100/4800, lr:1.0e-04 ∣ avg_100 : 31952.626233 ∣ critic_nllloss : 27106.163086 ∣ critic_ganloss : -1210.090088 ∣ generator_nllloss : 5346.186914 ∣ generator_ganloss : 629.830518 ∣     [  std_z : 0.96  real_sub_fake : 4561.81 ]
[  epoch 0002/0040] 4110/4800, lr:1.0e-04 ∣ avg_100 : 31957.504846 ∣ critic_nllloss : 27048.499805 ∣ critic_ganloss : -1115.748236 ∣ generator_nllloss : 5435.878125 ∣ generator_ganloss : 666.468604 ∣     [  std_z : 0.95  real_sub_fake : 4679.11 ]
[  epoch 0002/0040] 4120/4800, lr:1.0e-04 ∣ avg_100 : 31964.696723 ∣ critic_nllloss : 27176.601953 ∣ critic_ganloss : -1113.016492 ∣ generator_nllloss : 5404.359766 ∣ generator_ganloss : 653.504590 ∣     [  std_z : 0.97  real_sub_fake : 3705.84 ]
[  epoch 0002/0040] 4130/4800, lr:1.0e-04 ∣ avg_100 : 31966.418706 ∣ critic_nllloss : 27038.881836 ∣ critic_ganloss : -1143.461182 ∣ generator_nllloss : 5337.466406 ∣ generator_ganloss : 844.564355 ∣     [  std_z : 0.96  real_sub_fake : 4540.15 ]
[  epoch 0002/0040] 4140/4800, lr:1.0e-04 ∣ avg_100 : 31975.116576 ∣ critic_nllloss : 27061.810937 ∣ critic_ganloss : -733.544116 ∣ generator_nllloss : 5431.622461 ∣ generator_ganloss : 765.367407 ∣  [  std_z : 0.97  real_sub_fake : 2917.04 ]
[  epoch 0002/0040] 4150/4800, lr:1.0e-04 ∣ avg_100 : 31979.616322 ∣ critic_nllloss : 27221.704492 ∣ critic_ganloss : -1167.366260 ∣ generator_nllloss : 5469.167188 ∣ generator_ganloss : 739.423486 ∣     [  std_z : 0.98  real_sub_fake : 3965.54 ]
[  epoch 0002/0040] 4160/4800, lr:1.0e-04 ∣ avg_100 : 31981.613979 ∣ critic_nllloss : 26972.998047 ∣ critic_ganloss : -1165.200586 ∣ generator_nllloss : 5422.076563 ∣ generator_ganloss : 692.876709 ∣     [  std_z : 0.97  real_sub_fake : 5094.99 ]
[  epoch 0002/0040] 4170/4800, lr:1.0e-04 ∣ avg_100 : 31981.132721 ∣ critic_nllloss : 26993.906055 ∣ critic_ganloss : -1219.467786 ∣ generator_nllloss : 5442.426172 ∣ generator_ganloss : 574.946021 ∣     [  std_z : 0.96  real_sub_fake : 4086.25 ]
[  epoch 0002/0040] 4180/4800, lr:1.0e-04 ∣ avg_100 : 31982.731335 ∣ critic_nllloss : 27038.462695 ∣ critic_ganloss : -1125.309314 ∣ generator_nllloss : 5359.838867 ∣ generator_ganloss : 677.533569 ∣     [  std_z : 0.96  real_sub_fake : 4676.40 ]
[  epoch 0002/0040] 4190/4800, lr:1.0e-04 ∣ avg_100 : 31976.057269 ∣ critic_nllloss : 26870.038086 ∣ critic_ganloss : -1254.546826 ∣ generator_nllloss : 5384.365234 ∣ generator_ganloss : 698.017603 ∣     [  std_z : 0.95  real_sub_fake : 4458.27 ]
[  epoch 0002/0040] 4200/4800, lr:1.0e-04 ∣ avg_100 : 31978.968271 ∣ critic_nllloss : 27073.085938 ∣ critic_ganloss : -1263.841370 ∣ generator_nllloss : 5474.917578 ∣ generator_ganloss : 912.937305 ∣     [  std_z : 0.96  real_sub_fake : 5206.56 ]
[  epoch 0002/0040] 4210/4800, lr:1.0e-04 ∣ avg_100 : 31975.510459 ∣ critic_nllloss : 27092.445117 ∣ critic_ganloss : -1250.687872 ∣ generator_nllloss : 5286.440234 ∣ generator_ganloss : 653.803735 ∣     [  std_z : 0.96  real_sub_fake : 4492.74 ]
[  epoch 0002/0040] 4220/4800, lr:1.0e-04 ∣ avg_100 : 31971.635161 ∣ critic_nllloss : 27028.274609 ∣ critic_ganloss : -1418.129431 ∣ generator_nllloss : 5329.190430 ∣ generator_ganloss : 739.736377 ∣     [  std_z : 0.96  real_sub_fake : 5518.09 ]
[  epoch 0002/0040] 4230/4800, lr:1.0e-04 ∣ avg_100 : 31968.452564 ∣ critic_nllloss : 26974.541211 ∣ critic_ganloss : -1251.243811 ∣ generator_nllloss : 5287.227148 ∣ generator_ganloss : 625.422925 ∣     [  std_z : 0.96  real_sub_fake : 4809.49 ]
[  epoch 0002/0040] 4240/4800, lr:1.0e-04 ∣ avg_100 : 31965.107263 ∣ critic_nllloss : 26731.050391 ∣ critic_ganloss : -1289.500488 ∣ generator_nllloss : 5343.521875 ∣ generator_ganloss : 575.728345 ∣     [  std_z : 0.94  real_sub_fake : 4661.13 ]
[  epoch 0002/0040] 4250/4800, lr:1.0e-04 ∣ avg_100 : 31961.117306 ∣ critic_nllloss : 26944.949023 ∣ critic_ganloss : -1363.883679 ∣ generator_nllloss : 5377.345898 ∣ generator_ganloss : 546.151758 ∣     [  std_z : 0.96  real_sub_fake : 5679.51 ]
[  epoch 0002/0040] 4260/4800, lr:1.0e-04 ∣ avg_100 : 31956.408867 ∣ critic_nllloss : 27063.419141 ∣ critic_ganloss : -1046.447632 ∣ generator_nllloss : 5352.716992 ∣ generator_ganloss : 265.693530 ∣     [  std_z : 0.97  real_sub_fake : 3833.80 ]
[  epoch 0002/0040] 4270/4800, lr:1.0e-04 ∣ avg_100 : 31953.931191 ∣ critic_nllloss : 26953.200781 ∣ critic_ganloss : -1204.456970 ∣ generator_nllloss : 5449.444922 ∣ generator_ganloss : 462.825708 ∣     [  std_z : 0.97  real_sub_fake : 4140.79 ]
[  epoch 0002/0040] 4280/4800, lr:1.0e-04 ∣ avg_100 : 31952.728379 ∣ critic_nllloss : 26926.184961 ∣ critic_ganloss : -1349.561914 ∣ generator_nllloss : 5356.935742 ∣ generator_ganloss : 644.662305 ∣     [  std_z : 0.96  real_sub_fake : 5301.73 ]
[  epoch 0002/0040] 4290/4800, lr:1.0e-04 ∣ avg_100 : 31949.453430 ∣ critic_nllloss : 27158.710156 ∣ critic_ganloss : -1580.602051 ∣ generator_nllloss : 5404.960742 ∣ generator_ganloss : 829.356641 ∣     [  std_z : 0.98  real_sub_fake : 5700.96 ]
[  epoch 0002/0040] 4300/4800, lr:1.0e-04 ∣ avg_100 : 31947.951630 ∣ critic_nllloss : 27140.009570 ∣ critic_ganloss : -1449.660071 ∣ generator_nllloss : 5352.966016 ∣ generator_ganloss : 731.384692 ∣     [  std_z : 0.98  real_sub_fake : 5863.65 ]
[  epoch 0002/0040] 4310/4800, lr:1.0e-04 ∣ avg_100 : 31951.749020 ∣ critic_nllloss : 27051.966992 ∣ critic_ganloss : -936.879364 ∣ generator_nllloss : 5437.076172 ∣ generator_ganloss : 732.669409 ∣  [  std_z : 0.97  real_sub_fake : 3393.40 ]
[  epoch 0002/0040] 4320/4800, lr:1.0e-04 ∣ avg_100 : 31952.598405 ∣ critic_nllloss : 27164.045703 ∣ critic_ganloss : -1273.972009 ∣ generator_nllloss : 5435.890039 ∣ generator_ganloss : 788.724512 ∣     [  std_z : 0.97  real_sub_fake : 4975.78 ]
[  epoch 0002/0040] 4330/4800, lr:1.0e-04 ∣ avg_100 : 31951.315535 ∣ critic_nllloss : 27072.991211 ∣ critic_ganloss : -1291.738000 ∣ generator_nllloss : 5296.743750 ∣ generator_ganloss : 645.099390 ∣     [  std_z : 0.97  real_sub_fake : 5099.53 ]
[  epoch 0002/0040] 4340/4800, lr:1.0e-04 ∣ avg_100 : 31944.852376 ∣ critic_nllloss : 26808.075391 ∣ critic_ganloss : -1337.169470 ∣ generator_nllloss : 5336.172070 ∣ generator_ganloss : 530.118677 ∣     [  std_z : 0.96  real_sub_fake : 4926.26 ]
[  epoch 0002/0040] 4350/4800, lr:1.0e-04 ∣ avg_100 : 31937.453443 ∣ critic_nllloss : 26861.136133 ∣ critic_ganloss : -1095.279321 ∣ generator_nllloss : 5264.802930 ∣ generator_ganloss : 533.387891 ∣     [  std_z : 0.96  real_sub_fake : 4335.42 ]
[  epoch 0002/0040] 4360/4800, lr:1.0e-04 ∣ avg_100 : 31932.415612 ∣ critic_nllloss : 26967.450586 ∣ critic_ganloss : -1257.867822 ∣ generator_nllloss : 5383.247266 ∣ generator_ganloss : 596.892505 ∣     [  std_z : 0.97  real_sub_fake : 5040.23 ]
[  epoch 0002/0040] 4370/4800, lr:1.0e-04 ∣ avg_100 : 31932.337584 ∣ critic_nllloss : 27005.711719 ∣ critic_ganloss : -1037.708441 ∣ generator_nllloss : 5396.110352 ∣ generator_ganloss : 491.115820 ∣     [  std_z : 0.97  real_sub_fake : 3691.27 ]
[  epoch 0002/0040] 4380/4800, lr:1.0e-04 ∣ avg_100 : 31926.403581 ∣ critic_nllloss : 26880.163281 ∣ critic_ganloss : -1146.770959 ∣ generator_nllloss : 5417.319727 ∣ generator_ganloss : 465.794702 ∣     [  std_z : 0.97  real_sub_fake : 3928.45 ]
[  epoch 0002/0040] 4390/4800, lr:1.0e-04 ∣ avg_100 : 31922.935842 ∣ critic_nllloss : 26828.904102 ∣ critic_ganloss : -1040.721436 ∣ generator_nllloss : 5328.420117 ∣ generator_ganloss : 631.234814 ∣     [  std_z : 0.97  real_sub_fake : 4484.49 ]
[  epoch 0002/0040] 4400/4800, lr:1.0e-04 ∣ avg_100 : 31925.068344 ∣ critic_nllloss : 27082.486719 ∣ critic_ganloss : -1237.423804 ∣ generator_nllloss : 5406.383594 ∣ generator_ganloss : 818.575732 ∣     [  std_z : 0.97  real_sub_fake : 4454.68 ]
[  epoch 0002/0040] 4410/4800, lr:1.0e-04 ∣ avg_100 : 31925.363158 ∣ critic_nllloss : 26818.781055 ∣ critic_ganloss : -956.520935 ∣ generator_nllloss : 5394.217773 ∣ generator_ganloss : 719.391382 ∣  [  std_z : 0.96  real_sub_fake : 3862.23 ]
[  epoch 0002/0040] 4420/4800, lr:1.0e-04 ∣ avg_100 : 31926.007042 ∣ critic_nllloss : 26901.697070 ∣ critic_ganloss : -1009.533862 ∣ generator_nllloss : 5305.174609 ∣ generator_ganloss : 569.411450 ∣     [  std_z : 0.96  real_sub_fake : 3828.36 ]
[  epoch 0002/0040] 4430/4800, lr:1.0e-04 ∣ avg_100 : 31922.330372 ∣ critic_nllloss : 26875.221094 ∣ critic_ganloss : -1215.179785 ∣ generator_nllloss : 5312.361133 ∣ generator_ganloss : 700.154346 ∣     [  std_z : 0.97  real_sub_fake : 4700.16 ]
[  epoch 0002/0040] 4440/4800, lr:1.0e-04 ∣ avg_100 : 31917.311371 ∣ critic_nllloss : 26633.574609 ∣ critic_ganloss : -1235.898340 ∣ generator_nllloss : 5279.679297 ∣ generator_ganloss : 838.900049 ∣     [  std_z : 0.95  real_sub_fake : 4573.52 ]
[  epoch 0002/0040] 4450/4800, lr:1.0e-04 ∣ avg_100 : 31920.087780 ∣ critic_nllloss : 26864.251758 ∣ critic_ganloss : -947.750024 ∣ generator_nllloss : 5370.680664 ∣ generator_ganloss : 911.975684 ∣  [  std_z : 0.97  real_sub_fake : 3709.45 ]
[  epoch 0002/0040] 4460/4800, lr:1.0e-04 ∣ avg_100 : 31922.277023 ∣ critic_nllloss : 27009.223828 ∣ critic_ganloss : -1017.212122 ∣ generator_nllloss : 5467.947852 ∣ generator_ganloss : 758.041626 ∣     [  std_z : 0.98  real_sub_fake : 3826.33 ]
[  epoch 0002/0040] 4470/4800, lr:1.0e-04 ∣ avg_100 : 31922.354721 ∣ critic_nllloss : 27085.066211 ∣ critic_ganloss : -1062.682507 ∣ generator_nllloss : 5444.154688 ∣ generator_ganloss : 683.833691 ∣     [  std_z : 0.98  real_sub_fake : 4438.50 ]
[  epoch 0002/0040] 4480/4800, lr:1.0e-04 ∣ avg_100 : 31922.712761 ∣ critic_nllloss : 27069.911328 ∣ critic_ganloss : -1067.835614 ∣ generator_nllloss : 5410.360742 ∣ generator_ganloss : 678.264136 ∣     [  std_z : 0.97  real_sub_fake : 3899.47 ]
[  epoch 0002/0040] 4490/4800, lr:1.0e-04 ∣ avg_100 : 31919.656879 ∣ critic_nllloss : 26768.023828 ∣ critic_ganloss : -1199.269702 ∣ generator_nllloss : 5432.484766 ∣ generator_ganloss : 692.180078 ∣     [  std_z : 0.95  real_sub_fake : 4493.97 ]
[  epoch 0002/0040] 4500/4800, lr:1.0e-04 ∣ avg_100 : 31924.019917 ∣ critic_nllloss : 27096.493945 ∣ critic_ganloss : -987.001074 ∣ generator_nllloss : 5498.240820 ∣ generator_ganloss : 747.294116 ∣  [  std_z : 0.97  real_sub_fake : 3926.44 ]
[  epoch 0002/0040] 4510/4800, lr:1.0e-04 ∣ avg_100 : 31927.232839 ∣ critic_nllloss : 27081.105078 ∣ critic_ganloss : -1143.655713 ∣ generator_nllloss : 5345.250000 ∣ generator_ganloss : 678.001611 ∣     [  std_z : 0.97  real_sub_fake : 3917.20 ]
[  epoch 0002/0040] 4520/4800, lr:1.0e-04 ∣ avg_100 : 31931.671321 ∣ critic_nllloss : 27088.835156 ∣ critic_ganloss : -1062.457275 ∣ generator_nllloss : 5433.559180 ∣ generator_ganloss : 820.461475 ∣     [  std_z : 0.97  real_sub_fake : 4049.72 ]
[  epoch 0002/0040] 4530/4800, lr:1.0e-04 ∣ avg_100 : 31934.607467 ∣ critic_nllloss : 26875.276758 ∣ critic_ganloss : -1067.747913 ∣ generator_nllloss : 5319.599219 ∣ generator_ganloss : 920.129004 ∣     [  std_z : 0.95  real_sub_fake : 4378.80 ]
[  epoch 0002/0040] 4540/4800, lr:1.0e-04 ∣ avg_100 : 31933.580692 ∣ critic_nllloss : 26820.752148 ∣ critic_ganloss : -1263.461633 ∣ generator_nllloss : 5347.135156 ∣ generator_ganloss : 754.077905 ∣     [  std_z : 0.95  real_sub_fake : 5152.31 ]
[  epoch 0002/0040] 4550/4800, lr:1.0e-04 ∣ avg_100 : 31933.040512 ∣ critic_nllloss : 26728.323437 ∣ critic_ganloss : -1048.104858 ∣ generator_nllloss : 5369.819727 ∣ generator_ganloss : 691.140845 ∣     [  std_z : 0.95  real_sub_fake : 3760.62 ]
[  epoch 0002/0040] 4560/4800, lr:1.0e-04 ∣ avg_100 : 31927.496879 ∣ critic_nllloss : 26878.578516 ∣ critic_ganloss : -1199.714062 ∣ generator_nllloss : 5296.863672 ∣ generator_ganloss : 598.884668 ∣     [  std_z : 0.96  real_sub_fake : 4519.28 ]
[  epoch 0002/0040] 4570/4800, lr:1.0e-04 ∣ avg_100 : 31922.176480 ∣ critic_nllloss : 27024.332813 ∣ critic_ganloss : -1376.089917 ∣ generator_nllloss : 5412.119922 ∣ generator_ganloss : 686.630566 ∣     [  std_z : 0.97  real_sub_fake : 4799.49 ]
[  epoch 0002/0040] 4580/4800, lr:1.0e-04 ∣ avg_100 : 31917.973071 ∣ critic_nllloss : 26836.477930 ∣ critic_ganloss : -1011.108582 ∣ generator_nllloss : 5330.702539 ∣ generator_ganloss : 618.714380 ∣     [  std_z : 0.96  real_sub_fake : 4077.47 ]
[  epoch 0002/0040] 4590/4800, lr:1.0e-04 ∣ avg_100 : 31917.118338 ∣ critic_nllloss : 27012.653516 ∣ critic_ganloss : -1075.491150 ∣ generator_nllloss : 5344.060547 ∣ generator_ganloss : 364.926221 ∣     [  std_z : 0.97  real_sub_fake : 4166.10 ]
[  epoch 0002/0040] 4600/4800, lr:1.0e-04 ∣ avg_100 : 31917.773253 ∣ critic_nllloss : 26966.005859 ∣ critic_ganloss : -1160.334717 ∣ generator_nllloss : 5531.134961 ∣ generator_ganloss : 464.708276 ∣     [  std_z : 0.97  real_sub_fake : 4222.12 ]
[  epoch 0002/0040] 4610/4800, lr:1.0e-04 ∣ avg_100 : 31917.734140 ∣ critic_nllloss : 27217.822461 ∣ critic_ganloss : -1228.986829 ∣ generator_nllloss : 5374.183789 ∣ generator_ganloss : 913.484570 ∣     [  std_z : 0.98  real_sub_fake : 5338.51 ]
[  epoch 0002/0040] 4620/4800, lr:1.0e-04 ∣ avg_100 : 31916.427803 ∣ critic_nllloss : 26805.466016 ∣ critic_ganloss : -887.505536 ∣ generator_nllloss : 5271.908789 ∣ generator_ganloss : 666.511108 ∣  [  std_z : 0.96  real_sub_fake : 3195.97 ]
[  epoch 0002/0040] 4630/4800, lr:1.0e-04 ∣ avg_100 : 31917.983486 ∣ critic_nllloss : 26864.423242 ∣ critic_ganloss : -917.126117 ∣ generator_nllloss : 5333.331445 ∣ generator_ganloss : 558.122949 ∣  [  std_z : 0.96  real_sub_fake : 3182.01 ]
[  epoch 0002/0040] 4640/4800, lr:1.0e-04 ∣ avg_100 : 31921.520974 ∣ critic_nllloss : 26883.555859 ∣ critic_ganloss : -1000.985858 ∣ generator_nllloss : 5350.142773 ∣ generator_ganloss : 522.111377 ∣     [  std_z : 0.96  real_sub_fake : 3971.51 ]
[  epoch 0002/0040] 4650/4800, lr:1.0e-04 ∣ avg_100 : 31921.587716 ∣ critic_nllloss : 27052.852148 ∣ critic_ganloss : -1483.561755 ∣ generator_nllloss : 5399.288477 ∣ generator_ganloss : 443.103906 ∣     [  std_z : 0.97  real_sub_fake : 5126.91 ]
[  epoch 0002/0040] 4660/4800, lr:1.0e-04 ∣ avg_100 : 31919.597478 ∣ critic_nllloss : 26769.099023 ∣ critic_ganloss : -1160.483179 ∣ generator_nllloss : 5359.976367 ∣ generator_ganloss : 415.657617 ∣     [  std_z : 0.97  real_sub_fake : 4948.37 ]
[  epoch 0002/0040] 4670/4800, lr:1.0e-04 ∣ avg_100 : 31925.074932 ∣ critic_nllloss : 26942.915430 ∣ critic_ganloss : -776.746863 ∣ generator_nllloss : 5357.639844 ∣ generator_ganloss : 727.161035 ∣  [  std_z : 0.97  real_sub_fake : 3345.29 ]
[  epoch 0002/0040] 4680/4800, lr:1.0e-04 ∣ avg_100 : 31930.216701 ∣ critic_nllloss : 26987.827539 ∣ critic_ganloss : -916.594421 ∣ generator_nllloss : 5413.599805 ∣ generator_ganloss : 994.861035 ∣  [  std_z : 0.97  real_sub_fake : 3709.54 ]
[  epoch 0002/0040] 4690/4800, lr:1.0e-04 ∣ avg_100 : 31930.065820 ∣ critic_nllloss : 26845.704492 ∣ critic_ganloss : -1251.556262 ∣ generator_nllloss : 5371.956836 ∣ generator_ganloss : 894.639160 ∣     [  std_z : 0.96  real_sub_fake : 4607.96 ]
[  epoch 0002/0040] 4700/4800, lr:1.0e-04 ∣ avg_100 : 31930.814293 ∣ critic_nllloss : 26901.507812 ∣ critic_ganloss : -1351.109204 ∣ generator_nllloss : 5449.165820 ∣ generator_ganloss : 965.864355 ∣     [  std_z : 0.97  real_sub_fake : 5361.27 ]
[  epoch 0002/0040] 4710/4800, lr:1.0e-04 ∣ avg_100 : 31928.541504 ∣ critic_nllloss : 26960.520898 ∣ critic_ganloss : -1461.778296 ∣ generator_nllloss : 5323.216211 ∣ generator_ganloss : 874.763037 ∣     [  std_z : 0.97  real_sub_fake : 5423.45 ]
[  epoch 0002/0040] 4720/4800, lr:1.0e-04 ∣ avg_100 : 31924.707206 ∣ critic_nllloss : 26817.325000 ∣ critic_ganloss : -1436.826233 ∣ generator_nllloss : 5386.540234 ∣ generator_ganloss : 830.181104 ∣     [  std_z : 0.96  real_sub_fake : 5538.18 ]
[  epoch 0002/0040] 4730/4800, lr:1.0e-04 ∣ avg_100 : 31918.496648 ∣ critic_nllloss : 26908.289844 ∣ critic_ganloss : -1545.467871 ∣ generator_nllloss : 5418.765820 ∣ generator_ganloss : 656.754761 ∣     [  std_z : 0.98  real_sub_fake : 5645.20 ]
[  epoch 0002/0040] 4740/4800, lr:1.0e-04 ∣ avg_100 : 31909.432017 ∣ critic_nllloss : 27092.550977 ∣ critic_ganloss : -1607.492249 ∣ generator_nllloss : 5422.198047 ∣ generator_ganloss : 534.278760 ∣     [  std_z : 0.98  real_sub_fake : 5907.40 ]
[  epoch 0002/0040] 4750/4800, lr:1.0e-04 ∣ avg_100 : 31902.163706 ∣ critic_nllloss : 26871.753516 ∣ critic_ganloss : -1512.188000 ∣ generator_nllloss : 5370.731836 ∣ generator_ganloss : 575.425439 ∣     [  std_z : 0.97  real_sub_fake : 6197.64 ]
[  epoch 0002/0040] 4760/4800, lr:1.0e-04 ∣ avg_100 : 31896.757435 ∣ critic_nllloss : 27128.922656 ∣ critic_ganloss : -1674.685791 ∣ generator_nllloss : 5492.564844 ∣ generator_ganloss : 700.405054 ∣     [  std_z : 0.97  real_sub_fake : 6272.27 ]
[  epoch 0002/0040] 4770/4800, lr:1.0e-04 ∣ avg_100 : 31892.303513 ∣ critic_nllloss : 26998.389844 ∣ critic_ganloss : -1638.939771 ∣ generator_nllloss : 5446.935352 ∣ generator_ganloss : 676.303223 ∣     [  std_z : 0.96  real_sub_fake : 6405.14 ]
[  epoch 0002/0040] 4780/4800, lr:1.0e-04 ∣ avg_100 : 31887.552248 ∣ critic_nllloss : 26877.625195 ∣ critic_ganloss : -1616.798816 ∣ generator_nllloss : 5378.817578 ∣ generator_ganloss : 703.697949 ∣     [  std_z : 0.96  real_sub_fake : 5684.29 ]
[  epoch 0002/0040] 4790/4800, lr:1.0e-04 ∣ avg_100 : 31882.758493 ∣ critic_nllloss : 26875.858203 ∣ critic_ganloss : -1288.840503 ∣ generator_nllloss : 5373.528711 ∣ generator_ganloss : 561.477954 ∣     [  std_z : 0.96  real_sub_fake : 5241.98 ]
[  epoch 0002/0040] 4800/4800, lr:1.0e-04 ∣ avg_100 : 31877.525555 ∣ critic_nllloss : 26897.407422 ∣ critic_ganloss : -1627.979260 ∣ generator_nllloss : 5406.039844 ∣ generator_ganloss : 615.082959 ∣     [  std_z : 0.96  real_sub_fake : 5816.49 ]
[    val 002    ] Done! KLD: 0.062509: 0.149162, 2:13:41, total: 1 day, 3:36:30                     
[  epoch 0003/0040] 0010/4800, lr:1.0e-04 ∣ avg_100 : 31875.917129 ∣ critic_nllloss : 27004.615039 ∣ critic_ganloss : -1361.671704 ∣ generator_nllloss : 5433.960352 ∣ generator_ganloss : 821.151123 ∣     [  std_z : 0.97  real_sub_fake : 5631.42 ]
[  epoch 0003/0040] 0020/4800, lr:1.0e-04 ∣ avg_100 : 31871.568642 ∣ critic_nllloss : 26855.658789 ∣ critic_ganloss : -1343.421460 ∣ generator_nllloss : 5454.439453 ∣ generator_ganloss : 712.835596 ∣     [  std_z : 0.97  real_sub_fake : 4973.31 ]
[  epoch 0003/0040] 0030/4800, lr:1.0e-04 ∣ avg_100 : 31870.184293 ∣ critic_nllloss : 27117.671680 ∣ critic_ganloss : -1580.684229 ∣ generator_nllloss : 5358.547852 ∣ generator_ganloss : 648.682349 ∣     [  std_z : 0.98  real_sub_fake : 6034.25 ]
[  epoch 0003/0040] 0040/4800, lr:1.0e-04 ∣ avg_100 : 31864.272354 ∣ critic_nllloss : 27052.232812 ∣ critic_ganloss : -1662.177319 ∣ generator_nllloss : 5472.398828 ∣ generator_ganloss : 754.781592 ∣     [  std_z : 0.97  real_sub_fake : 5940.44 ]
[  epoch 0003/0040] 0050/4800, lr:1.0e-04 ∣ avg_100 : 31856.844522 ∣ critic_nllloss : 26864.779883 ∣ critic_ganloss : -1538.504321 ∣ generator_nllloss : 5353.520508 ∣ generator_ganloss : 710.959229 ∣     [  std_z : 0.96  real_sub_fake : 6635.60 ]
[  epoch 0003/0040] 0060/4800, lr:1.0e-04 ∣ avg_100 : 31852.785362 ∣ critic_nllloss : 26928.531641 ∣ critic_ganloss : -1395.026318 ∣ generator_nllloss : 5482.384180 ∣ generator_ganloss : 539.568872 ∣     [  std_z : 0.96  real_sub_fake : 5202.46 ]
[  epoch 0003/0040] 0070/4800, lr:1.0e-04 ∣ avg_100 : 31845.942335 ∣ critic_nllloss : 26931.515625 ∣ critic_ganloss : -1327.255701 ∣ generator_nllloss : 5441.918945 ∣ generator_ganloss : 492.602588 ∣     [  std_z : 0.97  real_sub_fake : 4881.10 ]
[  epoch 0003/0040] 0080/4800, lr:1.0e-04 ∣ avg_100 : 31840.196850 ∣ critic_nllloss : 26898.351953 ∣ critic_ganloss : -1619.671069 ∣ generator_nllloss : 5412.933203 ∣ generator_ganloss : 584.701563 ∣     [  std_z : 0.96  real_sub_fake : 5611.47 ]
[  epoch 0003/0040] 0090/4800, lr:1.0e-04 ∣ avg_100 : 31840.537509 ∣ critic_nllloss : 27063.875586 ∣ critic_ganloss : -1420.735876 ∣ generator_nllloss : 5425.838477 ∣ generator_ganloss : 755.147974 ∣     [  std_z : 0.96  real_sub_fake : 6015.56 ]
[  epoch 0003/0040] 0100/4800, lr:1.0e-04 ∣ avg_100 : 31836.695292 ∣ critic_nllloss : 26903.571094 ∣ critic_ganloss : -1352.232385 ∣ generator_nllloss : 5386.568750 ∣ generator_ganloss : 700.320337 ∣     [  std_z : 0.96  real_sub_fake : 4535.14 ]
[  epoch 0003/0040] 0110/4800, lr:1.0e-04 ∣ avg_100 : 31832.752275 ∣ critic_nllloss : 27038.674023 ∣ critic_ganloss : -1582.266333 ∣ generator_nllloss : 5413.031445 ∣ generator_ganloss : 771.580396 ∣     [  std_z : 0.97  real_sub_fake : 5989.20 ]
[  epoch 0003/0040] 0120/4800, lr:1.0e-04 ∣ avg_100 : 31830.078221 ∣ critic_nllloss : 26689.894922 ∣ critic_ganloss : -1172.280042 ∣ generator_nllloss : 5394.583984 ∣ generator_ganloss : 789.263477 ∣     [  std_z : 0.96  real_sub_fake : 5087.40 ]
[  epoch 0003/0040] 0130/4800, lr:1.0e-04 ∣ avg_100 : 31826.214243 ∣ critic_nllloss : 26990.573633 ∣ critic_ganloss : -1431.830798 ∣ generator_nllloss : 5438.815234 ∣ generator_ganloss : 804.523633 ∣     [  std_z : 0.97  real_sub_fake : 5014.48 ]
[  epoch 0003/0040] 0140/4800, lr:1.0e-04 ∣ avg_100 : 31822.781708 ∣ critic_nllloss : 27133.857227 ∣ critic_ganloss : -1710.526648 ∣ generator_nllloss : 5382.842969 ∣ generator_ganloss : 709.306689 ∣     [  std_z : 0.97  real_sub_fake : 6684.30 ]
[  epoch 0003/0040] 0150/4800, lr:1.0e-04 ∣ avg_100 : 31822.821353 ∣ critic_nllloss : 26855.651758 ∣ critic_ganloss : -1154.893164 ∣ generator_nllloss : 5418.316406 ∣ generator_ganloss : 537.035400 ∣     [  std_z : 0.96  real_sub_fake : 4518.51 ]
[  epoch 0003/0040] 0160/4800, lr:1.0e-04 ∣ avg_100 : 31814.968996 ∣ critic_nllloss : 26808.154102 ∣ critic_ganloss : -1506.051709 ∣ generator_nllloss : 5444.933594 ∣ generator_ganloss : 669.953027 ∣     [  std_z : 0.95  real_sub_fake : 5354.32 ]
[  epoch 0003/0040] 0170/4800, lr:1.0e-04 ∣ avg_100 : 31812.447535 ∣ critic_nllloss : 26834.575391 ∣ critic_ganloss : -1444.105737 ∣ generator_nllloss : 5483.452734 ∣ generator_ganloss : 811.857373 ∣     [  std_z : 0.96  real_sub_fake : 5675.88 ]
[  epoch 0003/0040] 0180/4800, lr:1.0e-04 ∣ avg_100 : 31808.116593 ∣ critic_nllloss : 26802.647461 ∣ critic_ganloss : -1451.943457 ∣ generator_nllloss : 5349.807031 ∣ generator_ganloss : 828.781836 ∣     [  std_z : 0.96  real_sub_fake : 5616.80 ]
[  epoch 0003/0040] 0190/4800, lr:1.0e-04 ∣ avg_100 : 31803.260668 ∣ critic_nllloss : 27033.184375 ∣ critic_ganloss : -1449.081421 ∣ generator_nllloss : 5451.551562 ∣ generator_ganloss : 752.930615 ∣     [  std_z : 0.97  real_sub_fake : 5550.79 ]
[  epoch 0003/0040] 0200/4800, lr:1.0e-04 ∣ avg_100 : 31799.971919 ∣ critic_nllloss : 27025.252734 ∣ critic_ganloss : -1571.262134 ∣ generator_nllloss : 5443.208008 ∣ generator_ganloss : 811.932568 ∣     [  std_z : 0.97  real_sub_fake : 5900.20 ]
[  epoch 0003/0040] 0210/4800, lr:1.0e-04 ∣ avg_100 : 31793.617545 ∣ critic_nllloss : 26820.767773 ∣ critic_ganloss : -1384.170459 ∣ generator_nllloss : 5456.075000 ∣ generator_ganloss : 691.287012 ∣     [  std_z : 0.96  real_sub_fake : 5476.82 ]
[  epoch 0003/0040] 0220/4800, lr:1.0e-04 ∣ avg_100 : 31789.463045 ∣ critic_nllloss : 27180.174805 ∣ critic_ganloss : -1505.647827 ∣ generator_nllloss : 5462.772070 ∣ generator_ganloss : 659.890430 ∣     [  std_z : 0.97  real_sub_fake : 5715.87 ]
[  epoch 0003/0040] 0230/4800, lr:1.0e-04 ∣ avg_100 : 31788.108356 ∣ critic_nllloss : 26950.394727 ∣ critic_ganloss : -1297.630688 ∣ generator_nllloss : 5461.382617 ∣ generator_ganloss : 719.507739 ∣     [  std_z : 0.96  real_sub_fake : 5042.61 ]
[  epoch 0003/0040] 0240/4800, lr:1.0e-04 ∣ avg_100 : 31786.105911 ∣ critic_nllloss : 26897.869922 ∣ critic_ganloss : -1380.953857 ∣ generator_nllloss : 5348.884766 ∣ generator_ganloss : 728.073535 ∣     [  std_z : 0.96  real_sub_fake : 5135.81 ]
[  epoch 0003/0040] 0250/4800, lr:1.0e-04 ∣ avg_100 : 31778.998091 ∣ critic_nllloss : 26913.865234 ∣ critic_ganloss : -1366.916724 ∣ generator_nllloss : 5371.521484 ∣ generator_ganloss : 771.619287 ∣     [  std_z : 0.97  real_sub_fake : 5329.45 ]
[  epoch 0003/0040] 0260/4800, lr:1.0e-04 ∣ avg_100 : 31774.106526 ∣ critic_nllloss : 26908.911719 ∣ critic_ganloss : -1468.805896 ∣ generator_nllloss : 5402.215430 ∣ generator_ganloss : 690.380420 ∣     [  std_z : 0.96  real_sub_fake : 5645.42 ]
[  epoch 0003/0040] 0270/4800, lr:1.0e-04 ∣ avg_100 : 31767.421023 ∣ critic_nllloss : 27033.471875 ∣ critic_ganloss : -1391.165515 ∣ generator_nllloss : 5422.960938 ∣ generator_ganloss : 613.368262 ∣     [  std_z : 0.97  real_sub_fake : 5245.02 ]
[  epoch 0003/0040] 0280/4800, lr:1.0e-04 ∣ avg_100 : 31762.865145 ∣ critic_nllloss : 26849.536133 ∣ critic_ganloss : -1356.478992 ∣ generator_nllloss : 5338.273438 ∣ generator_ganloss : 776.036890 ∣     [  std_z : 0.96  real_sub_fake : 5185.91 ]
[  epoch 0003/0040] 0290/4800, lr:1.0e-04 ∣ avg_100 : 31758.683871 ∣ critic_nllloss : 26876.045312 ∣ critic_ganloss : -1420.624805 ∣ generator_nllloss : 5399.089063 ∣ generator_ganloss : 691.355054 ∣     [  std_z : 0.96  real_sub_fake : 5429.21 ]
[  epoch 0003/0040] 0300/4800, lr:1.0e-04 ∣ avg_100 : 31754.385347 ∣ critic_nllloss : 26987.258594 ∣ critic_ganloss : -1338.952087 ∣ generator_nllloss : 5329.646484 ∣ generator_ganloss : 464.284973 ∣     [  std_z : 0.96  real_sub_fake : 5636.93 ]
[  epoch 0003/0040] 0310/4800, lr:1.0e-04 ∣ avg_100 : 31745.241171 ∣ critic_nllloss : 26816.428320 ∣ critic_ganloss : -1508.676770 ∣ generator_nllloss : 5333.797461 ∣ generator_ganloss : 479.131763 ∣     [  std_z : 0.95  real_sub_fake : 5735.65 ]
[  epoch 0003/0040] 0320/4800, lr:1.0e-04 ∣ avg_100 : 31739.201882 ∣ critic_nllloss : 26838.402344 ∣ critic_ganloss : -1053.714130 ∣ generator_nllloss : 5355.210156 ∣ generator_ganloss : 377.622461 ∣     [  std_z : 0.96  real_sub_fake : 3735.25 ]
[  epoch 0003/0040] 0330/4800, lr:1.0e-04 ∣ avg_100 : 31734.497583 ∣ critic_nllloss : 26836.213281 ∣ critic_ganloss : -1135.049561 ∣ generator_nllloss : 5422.827930 ∣ generator_ganloss : 483.029956 ∣     [  std_z : 0.96  real_sub_fake : 4955.65 ]
[  epoch 0003/0040] 0340/4800, lr:1.0e-04 ∣ avg_100 : 31726.169353 ∣ critic_nllloss : 27057.686719 ∣ critic_ganloss : -1259.780646 ∣ generator_nllloss : 5458.804492 ∣ generator_ganloss : 435.723096 ∣     [  std_z : 0.97  real_sub_fake : 4068.76 ]
[  epoch 0003/0040] 0350/4800, lr:1.0e-04 ∣ avg_100 : 31716.641883 ∣ critic_nllloss : 26629.432031 ∣ critic_ganloss : -1094.480054 ∣ generator_nllloss : 5230.773828 ∣ generator_ganloss : 544.456030 ∣     [  std_z : 0.95  real_sub_fake : 4545.58 ]
[  epoch 0003/0040] 0360/4800, lr:1.0e-04 ∣ avg_100 : 31715.940787 ∣ critic_nllloss : 27106.970703 ∣ critic_ganloss : -1355.183594 ∣ generator_nllloss : 5438.205664 ∣ generator_ganloss : 662.648438 ∣     [  std_z : 0.99  real_sub_fake : 4937.99 ]
[  epoch 0003/0040] 0370/4800, lr:1.0e-04 ∣ avg_100 : 31719.842106 ∣ critic_nllloss : 27156.256836 ∣ critic_ganloss : -1216.630774 ∣ generator_nllloss : 5354.476562 ∣ generator_ganloss : 887.839746 ∣     [  std_z : 0.98  real_sub_fake : 4587.04 ]
[  epoch 0003/0040] 0380/4800, lr:1.0e-04 ∣ avg_100 : 31721.025917 ∣ critic_nllloss : 26801.328516 ∣ critic_ganloss : -909.992133 ∣ generator_nllloss : 5343.320703 ∣ generator_ganloss : 834.249780 ∣  [  std_z : 0.96  real_sub_fake : 3290.58 ]
[  epoch 0003/0040] 0390/4800, lr:1.0e-04 ∣ avg_100 : 31722.931233 ∣ critic_nllloss : 26972.828320 ∣ critic_ganloss : -1146.356628 ∣ generator_nllloss : 5374.576953 ∣ generator_ganloss : 687.357056 ∣     [  std_z : 0.97  real_sub_fake : 4721.50 ]
[  epoch 0003/0040] 0400/4800, lr:1.0e-04 ∣ avg_100 : 31716.382081 ∣ critic_nllloss : 26940.421680 ∣ critic_ganloss : -1449.905585 ∣ generator_nllloss : 5416.909375 ∣ generator_ganloss : 634.758838 ∣     [  std_z : 0.96  real_sub_fake : 4870.00 ]
[  epoch 0003/0040] 0410/4800, lr:1.0e-04 ∣ avg_100 : 31720.845360 ∣ critic_nllloss : 26944.007031 ∣ critic_ganloss : -940.065491 ∣ generator_nllloss : 5338.746484 ∣ generator_ganloss : 885.641016 ∣  [  std_z : 0.97  real_sub_fake : 4277.16 ]
[  epoch 0003/0040] 0420/4800, lr:1.0e-04 ∣ avg_100 : 31731.051524 ∣ critic_nllloss : 27160.069531 ∣ critic_ganloss : -735.307751 ∣ generator_nllloss : 5419.837891 ∣ generator_ganloss : 855.088770 ∣  [  std_z : 0.98  real_sub_fake : 2551.98 ]
[  epoch 0003/0040] 0430/4800, lr:1.0e-04 ∣ avg_100 : 31732.407162 ∣ critic_nllloss : 26742.758984 ∣ critic_ganloss : -974.150366 ∣ generator_nllloss : 5339.997070 ∣ generator_ganloss : 662.905518 ∣  [  std_z : 0.96  real_sub_fake : 3816.51 ]
[  epoch 0003/0040] 0440/4800, lr:1.0e-04 ∣ avg_100 : 31736.610821 ∣ critic_nllloss : 26969.144141 ∣ critic_ganloss : -1362.204395 ∣ generator_nllloss : 5414.461719 ∣ generator_ganloss : 759.764600 ∣     [  std_z : 0.96  real_sub_fake : 4781.10 ]
[  epoch 0003/0040] 0450/4800, lr:1.0e-04 ∣ avg_100 : 31744.344247 ∣ critic_nllloss : 26858.400977 ∣ critic_ganloss : -824.239648 ∣ generator_nllloss : 5387.947461 ∣ generator_ganloss : 855.796826 ∣  [  std_z : 0.96  real_sub_fake : 3585.99 ]
[  epoch 0003/0040] 0460/4800, lr:1.0e-04 ∣ avg_100 : 31744.972081 ∣ critic_nllloss : 26660.250586 ∣ critic_ganloss : -1095.332837 ∣ generator_nllloss : 5366.894922 ∣ generator_ganloss : 766.352783 ∣     [  std_z : 0.95  real_sub_fake : 4159.06 ]
[  epoch 0003/0040] 0470/4800, lr:1.0e-04 ∣ avg_100 : 31748.650267 ∣ critic_nllloss : 26885.784375 ∣ critic_ganloss : -987.139771 ∣ generator_nllloss : 5417.615820 ∣ generator_ganloss : 712.572534 ∣  [  std_z : 0.97  real_sub_fake : 3807.29 ]
[  epoch 0003/0040] 0480/4800, lr:1.0e-04 ∣ avg_100 : 31751.738059 ∣ critic_nllloss : 26811.240039 ∣ critic_ganloss : -1054.388757 ∣ generator_nllloss : 5326.275977 ∣ generator_ganloss : 803.873120 ∣     [  std_z : 0.96  real_sub_fake : 4110.23 ]
[  epoch 0003/0040] 0490/4800, lr:1.0e-04 ∣ avg_100 : 31751.567504 ∣ critic_nllloss : 26932.903711 ∣ critic_ganloss : -1147.911975 ∣ generator_nllloss : 5287.664062 ∣ generator_ganloss : 722.714136 ∣     [  std_z : 0.97  real_sub_fake : 3950.10 ]
[  epoch 0003/0040] 0500/4800, lr:1.0e-04 ∣ avg_100 : 31748.493015 ∣ critic_nllloss : 26501.440820 ∣ critic_ganloss : -1080.467249 ∣ generator_nllloss : 5316.006055 ∣ generator_ganloss : 730.271729 ∣     [  std_z : 0.95  real_sub_fake : 4283.15 ]
[  epoch 0003/0040] 0510/4800, lr:1.0e-04 ∣ avg_100 : 31746.543015 ∣ critic_nllloss : 27003.825195 ∣ critic_ganloss : -1102.718799 ∣ generator_nllloss : 5436.849414 ∣ generator_ganloss : 751.877319 ∣     [  std_z : 0.98  real_sub_fake : 4373.27 ]
[  epoch 0003/0040] 0520/4800, lr:1.0e-04 ∣ avg_100 : 31741.246422 ∣ critic_nllloss : 26677.705469 ∣ critic_ganloss : -1260.882300 ∣ generator_nllloss : 5305.553711 ∣ generator_ganloss : 862.652075 ∣     [  std_z : 0.97  real_sub_fake : 5150.23 ]
[  epoch 0003/0040] 0530/4800, lr:1.0e-04 ∣ avg_100 : 31743.937186 ∣ critic_nllloss : 26948.035547 ∣ critic_ganloss : -963.063226 ∣ generator_nllloss : 5340.462891 ∣ generator_ganloss : 666.737524 ∣  [  std_z : 0.97  real_sub_fake : 3683.03 ]
[  epoch 0003/0040] 0540/4800, lr:1.0e-04 ∣ avg_100 : 31746.320122 ∣ critic_nllloss : 26688.871289 ∣ critic_ganloss : -945.257794 ∣ generator_nllloss : 5297.177539 ∣ generator_ganloss : 534.699316 ∣  [  std_z : 0.96  real_sub_fake : 3641.08 ]
[  epoch 0003/0040] 0550/4800, lr:1.0e-04 ∣ avg_100 : 31747.233146 ∣ critic_nllloss : 26861.846094 ∣ critic_ganloss : -1095.430341 ∣ generator_nllloss : 5377.954297 ∣ generator_ganloss : 510.979932 ∣     [  std_z : 0.97  real_sub_fake : 3907.00 ]
[  epoch 0003/0040] 0560/4800, lr:1.0e-04 ∣ avg_100 : 31748.510962 ∣ critic_nllloss : 26897.567188 ∣ critic_ganloss : -1124.129919 ∣ generator_nllloss : 5363.321484 ∣ generator_ganloss : 680.745361 ∣     [  std_z : 0.97  real_sub_fake : 4073.71 ]
[  epoch 0003/0040] 0570/4800, lr:1.0e-04 ∣ avg_100 : 31750.590556 ∣ critic_nllloss : 26961.168945 ∣ critic_ganloss : -1101.853534 ∣ generator_nllloss : 5414.415039 ∣ generator_ganloss : 789.458398 ∣     [  std_z : 0.98  real_sub_fake : 4385.94 ]
[  epoch 0003/0040] 0580/4800, lr:1.0e-04 ∣ avg_100 : 31756.015043 ∣ critic_nllloss : 26992.691797 ∣ critic_ganloss : -999.570605 ∣ generator_nllloss : 5440.982617 ∣ generator_ganloss : 724.851685 ∣  [  std_z : 0.97  real_sub_fake : 3990.79 ]
[  epoch 0003/0040] 0590/4800, lr:1.0e-04 ∣ avg_100 : 31756.743766 ∣ critic_nllloss : 26913.386719 ∣ critic_ganloss : -1113.575342 ∣ generator_nllloss : 5313.371680 ∣ generator_ganloss : 707.526807 ∣     [  std_z : 0.97  real_sub_fake : 4064.33 ]
[  epoch 0003/0040] 0600/4800, lr:1.0e-04 ∣ avg_100 : 31754.043261 ∣ critic_nllloss : 26882.321094 ∣ critic_ganloss : -982.198047 ∣ generator_nllloss : 5340.549609 ∣ generator_ganloss : 559.299121 ∣  [  std_z : 0.97  real_sub_fake : 4393.26 ]
[  epoch 0003/0040] 0610/4800, lr:1.0e-04 ∣ avg_100 : 31748.444561 ∣ critic_nllloss : 26809.637891 ∣ critic_ganloss : -1235.427087 ∣ generator_nllloss : 5357.093359 ∣ generator_ganloss : 484.695117 ∣     [  std_z : 0.97  real_sub_fake : 4038.45 ]
[  epoch 0003/0040] 0620/4800, lr:1.0e-04 ∣ avg_100 : 31749.148030 ∣ critic_nllloss : 26854.496875 ∣ critic_ganloss : -1133.787732 ∣ generator_nllloss : 5343.333789 ∣ generator_ganloss : 773.053198 ∣     [  std_z : 0.96  real_sub_fake : 4691.18 ]
[  epoch 0003/0040] 0630/4800, lr:1.0e-04 ∣ avg_100 : 31749.637207 ∣ critic_nllloss : 26650.892773 ∣ critic_ganloss : -1067.524072 ∣ generator_nllloss : 5336.264844 ∣ generator_ganloss : 801.840967 ∣     [  std_z : 0.96  real_sub_fake : 3962.74 ]
[  epoch 0003/0040] 0640/4800, lr:1.0e-04 ∣ avg_100 : 31754.683351 ∣ critic_nllloss : 26969.973633 ∣ critic_ganloss : -1091.716370 ∣ generator_nllloss : 5379.216016 ∣ generator_ganloss : 763.396704 ∣     [  std_z : 0.97  real_sub_fake : 4560.85 ]
[  epoch 0003/0040] 0650/4800, lr:1.0e-04 ∣ avg_100 : 31751.836752 ∣ critic_nllloss : 26926.908203 ∣ critic_ganloss : -1135.514722 ∣ generator_nllloss : 5390.616602 ∣ generator_ganloss : 732.488110 ∣     [  std_z : 0.97  real_sub_fake : 4226.30 ]
[  epoch 0003/0040] 0660/4800, lr:1.0e-04 ∣ avg_100 : 31748.247230 ∣ critic_nllloss : 26866.921680 ∣ critic_ganloss : -1134.657208 ∣ generator_nllloss : 5374.865625 ∣ generator_ganloss : 751.918945 ∣     [  std_z : 0.97  real_sub_fake : 3909.36 ]
[  epoch 0003/0040] 0670/4800, lr:1.0e-04 ∣ avg_100 : 31746.931084 ∣ critic_nllloss : 26975.483398 ∣ critic_ganloss : -1128.973779 ∣ generator_nllloss : 5432.780469 ∣ generator_ganloss : 739.467310 ∣     [  std_z : 0.97  real_sub_fake : 4451.55 ]
[  epoch 0003/0040] 0680/4800, lr:1.0e-04 ∣ avg_100 : 31745.220357 ∣ critic_nllloss : 26933.209961 ∣ critic_ganloss : -1202.055005 ∣ generator_nllloss : 5391.501172 ∣ generator_ganloss : 796.971851 ∣     [  std_z : 0.97  real_sub_fake : 4488.44 ]
[  epoch 0003/0040] 0690/4800, lr:1.0e-04 ∣ avg_100 : 31751.268026 ∣ critic_nllloss : 27061.052734 ∣ critic_ganloss : -1141.700574 ∣ generator_nllloss : 5425.850391 ∣ generator_ganloss : 952.983301 ∣     [  std_z : 0.97  real_sub_fake : 4513.61 ]
[  epoch 0003/0040] 0700/4800, lr:1.0e-04 ∣ avg_100 : 31750.286234 ∣ critic_nllloss : 27053.399609 ∣ critic_ganloss : -1064.953601 ∣ generator_nllloss : 5368.754687 ∣ generator_ganloss : 899.647900 ∣     [  std_z : 0.98  real_sub_fake : 4400.82 ]
[  epoch 0003/0040] 0710/4800, lr:1.0e-04 ∣ avg_100 : 31748.565711 ∣ critic_nllloss : 27012.726367 ∣ critic_ganloss : -1253.829126 ∣ generator_nllloss : 5368.911523 ∣ generator_ganloss : 660.839868 ∣     [  std_z : 0.98  real_sub_fake : 4240.01 ]
[  epoch 0003/0040] 0720/4800, lr:1.0e-04 ∣ avg_100 : 31744.260348 ∣ critic_nllloss : 26988.645898 ∣ critic_ganloss : -1346.800208 ∣ generator_nllloss : 5402.667383 ∣ generator_ganloss : 805.349219 ∣     [  std_z : 0.98  real_sub_fake : 5255.94 ]
[  epoch 0003/0040] 0730/4800, lr:1.0e-04 ∣ avg_100 : 31743.902734 ∣ critic_nllloss : 26712.049023 ∣ critic_ganloss : -784.018933 ∣ generator_nllloss : 5293.330273 ∣ generator_ganloss : 790.135229 ∣  [  std_z : 0.96  real_sub_fake : 3546.12 ]
[  epoch 0003/0040] 0740/4800, lr:1.0e-04 ∣ avg_100 : 31746.783737 ∣ critic_nllloss : 26853.065625 ∣ critic_ganloss : -938.619434 ∣ generator_nllloss : 5397.211133 ∣ generator_ganloss : 634.946631 ∣  [  std_z : 0.97  real_sub_fake : 3199.73 ]
[  epoch 0003/0040] 0750/4800, lr:1.0e-04 ∣ avg_100 : 31748.622778 ∣ critic_nllloss : 26844.258398 ∣ critic_ganloss : -1007.552826 ∣ generator_nllloss : 5420.169531 ∣ generator_ganloss : 668.208130 ∣     [  std_z : 0.97  real_sub_fake : 3961.39 ]
[  epoch 0003/0040] 0760/4800, lr:1.0e-04 ∣ avg_100 : 31752.033447 ∣ critic_nllloss : 26869.896094 ∣ critic_ganloss : -1012.228967 ∣ generator_nllloss : 5335.454883 ∣ generator_ganloss : 722.557690 ∣     [  std_z : 0.97  real_sub_fake : 3817.37 ]
[  epoch 0003/0040] 0770/4800, lr:1.0e-04 ∣ avg_100 : 31753.062313 ∣ critic_nllloss : 26850.405664 ∣ critic_ganloss : -1145.906378 ∣ generator_nllloss : 5424.451172 ∣ generator_ganloss : 720.929492 ∣     [  std_z : 0.97  real_sub_fake : 4062.45 ]
[  epoch 0003/0040] 0780/4800, lr:1.0e-04 ∣ avg_100 : 31753.141185 ∣ critic_nllloss : 26843.603906 ∣ critic_ganloss : -1192.341431 ∣ generator_nllloss : 5367.193945 ∣ generator_ganloss : 764.217090 ∣     [  std_z : 0.97  real_sub_fake : 5039.04 ]
[  epoch 0003/0040] 0790/4800, lr:1.0e-04 ∣ avg_100 : 31755.729986 ∣ critic_nllloss : 26981.274414 ∣ critic_ganloss : -1178.096033 ∣ generator_nllloss : 5344.377539 ∣ generator_ganloss : 757.473267 ∣     [  std_z : 0.97  real_sub_fake : 4303.51 ]
[  epoch 0003/0040] 0800/4800, lr:1.0e-04 ∣ avg_100 : 31757.898101 ∣ critic_nllloss : 26983.897656 ∣ critic_ganloss : -1159.851941 ∣ generator_nllloss : 5411.702148 ∣ generator_ganloss : 782.578003 ∣     [  std_z : 0.98  real_sub_fake : 4479.93 ]
[  epoch 0003/0040] 0810/4800, lr:1.0e-04 ∣ avg_100 : 31755.769295 ∣ critic_nllloss : 26886.457227 ∣ critic_ganloss : -1137.441174 ∣ generator_nllloss : 5462.116016 ∣ generator_ganloss : 852.491333 ∣     [  std_z : 0.96  real_sub_fake : 4198.22 ]
[  epoch 0003/0040] 0820/4800, lr:1.0e-04 ∣ avg_100 : 31756.759419 ∣ critic_nllloss : 26846.149414 ∣ critic_ganloss : -1128.828088 ∣ generator_nllloss : 5408.398242 ∣ generator_ganloss : 829.673193 ∣     [  std_z : 0.97  real_sub_fake : 4049.91 ]
[  epoch 0003/0040] 0830/4800, lr:1.0e-04 ∣ avg_100 : 31757.782114 ∣ critic_nllloss : 26901.433398 ∣ critic_ganloss : -1238.398230 ∣ generator_nllloss : 5404.264844 ∣ generator_ganloss : 873.720996 ∣     [  std_z : 0.97  real_sub_fake : 5001.08 ]
[  epoch 0003/0040] 0840/4800, lr:1.0e-04 ∣ avg_100 : 31759.063581 ∣ critic_nllloss : 26819.043750 ∣ critic_ganloss : -1278.042151 ∣ generator_nllloss : 5432.265430 ∣ generator_ganloss : 909.703906 ∣     [  std_z : 0.96  real_sub_fake : 4562.70 ]
[  epoch 0003/0040] 0850/4800, lr:1.0e-04 ∣ avg_100 : 31766.997821 ∣ critic_nllloss : 26914.386523 ∣ critic_ganloss : -991.658954 ∣ generator_nllloss : 5341.963477 ∣ generator_ganloss : 940.415723 ∣  [  std_z : 0.97  real_sub_fake : 4270.63 ]
[  epoch 0003/0040] 0860/4800, lr:1.0e-04 ∣ avg_100 : 31774.370633 ∣ critic_nllloss : 26921.691016 ∣ critic_ganloss : -1006.153333 ∣ generator_nllloss : 5408.511719 ∣ generator_ganloss : 797.481567 ∣     [  std_z : 0.97  real_sub_fake : 3483.09 ]
[  epoch 0003/0040] 0870/4800, lr:1.0e-04 ∣ avg_100 : 31773.919950 ∣ critic_nllloss : 26900.779883 ∣ critic_ganloss : -923.956061 ∣ generator_nllloss : 5398.060352 ∣ generator_ganloss : 831.016992 ∣  [  std_z : 0.97  real_sub_fake : 3516.53 ]
[  epoch 0003/0040] 0880/4800, lr:1.0e-04 ∣ avg_100 : 31768.754332 ∣ critic_nllloss : 26716.063672 ∣ critic_ganloss : -1002.937921 ∣ generator_nllloss : 5333.927539 ∣ generator_ganloss : 916.078906 ∣     [  std_z : 0.96  real_sub_fake : 3783.88 ]
[  epoch 0003/0040] 0890/4800, lr:1.0e-04 ∣ avg_100 : 31768.017513 ∣ critic_nllloss : 26778.326562 ∣ critic_ganloss : -1219.574622 ∣ generator_nllloss : 5344.733203 ∣ generator_ganloss : 883.577148 ∣     [  std_z : 0.96  real_sub_fake : 5042.91 ]
[  epoch 0003/0040] 0900/4800, lr:1.0e-04 ∣ avg_100 : 31771.564775 ∣ critic_nllloss : 27078.047070 ∣ critic_ganloss : -954.493140 ∣ generator_nllloss : 5402.242383 ∣ generator_ganloss : 794.358643 ∣  [  std_z : 0.98  real_sub_fake : 3842.05 ]
[  epoch 0003/0040] 0910/4800, lr:1.0e-04 ∣ avg_100 : 31773.568951 ∣ critic_nllloss : 26753.666602 ∣ critic_ganloss : -945.820831 ∣ generator_nllloss : 5348.901953 ∣ generator_ganloss : 740.391797 ∣  [  std_z : 0.96  real_sub_fake : 3271.65 ]
[  epoch 0003/0040] 0920/4800, lr:1.0e-04 ∣ avg_100 : 31777.384358 ∣ critic_nllloss : 26805.011133 ∣ critic_ganloss : -1009.490320 ∣ generator_nllloss : 5414.170313 ∣ generator_ganloss : 769.069629 ∣     [  std_z : 0.97  real_sub_fake : 3769.96 ]
[  epoch 0003/0040] 0930/4800, lr:1.0e-04 ∣ avg_100 : 31783.618035 ∣ critic_nllloss : 27057.060937 ∣ critic_ganloss : -1227.209741 ∣ generator_nllloss : 5454.407031 ∣ generator_ganloss : 777.452026 ∣     [  std_z : 0.98  real_sub_fake : 4364.09 ]
[  epoch 0003/0040] 0940/4800, lr:1.0e-04 ∣ avg_100 : 31789.075051 ∣ critic_nllloss : 26784.647070 ∣ critic_ganloss : -1010.594934 ∣ generator_nllloss : 5293.726953 ∣ generator_ganloss : 919.458057 ∣     [  std_z : 0.97  real_sub_fake : 4210.84 ]
[  epoch 0003/0040] 0950/4800, lr:1.0e-04 ∣ avg_100 : 31799.554419 ∣ critic_nllloss : 26892.538477 ∣ critic_ganloss : -789.853143 ∣ generator_nllloss : 5407.526367 ∣ generator_ganloss : 843.447900 ∣  [  std_z : 0.97  real_sub_fake : 3057.21 ]
[  epoch 0003/0040] 0960/4800, lr:1.0e-04 ∣ avg_100 : 31803.628183 ∣ critic_nllloss : 26944.871289 ∣ critic_ganloss : -1018.326978 ∣ generator_nllloss : 5392.276563 ∣ generator_ganloss : 735.762256 ∣     [  std_z : 0.97  real_sub_fake : 4117.85 ]
[  epoch 0003/0040] 0970/4800, lr:1.0e-04 ∣ avg_100 : 31804.974182 ∣ critic_nllloss : 26630.700000 ∣ critic_ganloss : -944.694220 ∣ generator_nllloss : 5310.493750 ∣ generator_ganloss : 620.789087 ∣  [  std_z : 0.96  real_sub_fake : 3602.49 ]
[  epoch 0003/0040] 0980/4800, lr:1.0e-04 ∣ avg_100 : 31811.678505 ∣ critic_nllloss : 26962.419922 ∣ critic_ganloss : -968.481946 ∣ generator_nllloss : 5406.616016 ∣ generator_ganloss : 613.220166 ∣  [  std_z : 0.97  real_sub_fake : 3401.20 ]
[  epoch 0003/0040] 0990/4800, lr:1.0e-04 ∣ avg_100 : 31813.873630 ∣ critic_nllloss : 26868.991797 ∣ critic_ganloss : -1146.593774 ∣ generator_nllloss : 5345.395898 ∣ generator_ganloss : 673.742944 ∣     [  std_z : 0.97  real_sub_fake : 4348.49 ]
[  epoch 0003/0040] 1000/4800, lr:1.0e-04 ∣ avg_100 : 31823.414447 ∣ critic_nllloss : 26932.014648 ∣ critic_ganloss : -896.405231 ∣ generator_nllloss : 5420.714063 ∣ generator_ganloss : 788.309180 ∣  [  std_z : 0.97  real_sub_fake : 3642.12 ]
[  epoch 0003/0040] 1010/4800, lr:1.0e-04 ∣ avg_100 : 31822.919620 ∣ critic_nllloss : 26794.579297 ∣ critic_ganloss : -953.698114 ∣ generator_nllloss : 5326.582031 ∣ generator_ganloss : 681.108911 ∣  [  std_z : 0.97  real_sub_fake : 3623.21 ]
[  epoch 0003/0040] 1020/4800, lr:1.0e-04 ∣ avg_100 : 31825.504659 ∣ critic_nllloss : 26900.755664 ∣ critic_ganloss : -1066.015613 ∣ generator_nllloss : 5368.957031 ∣ generator_ganloss : 734.319189 ∣     [  std_z : 0.97  real_sub_fake : 3661.62 ]
[  epoch 0003/0040] 1030/4800, lr:1.0e-04 ∣ avg_100 : 31830.445791 ∣ critic_nllloss : 26960.786914 ∣ critic_ganloss : -1139.423120 ∣ generator_nllloss : 5385.940039 ∣ generator_ganloss : 831.027051 ∣     [  std_z : 0.97  real_sub_fake : 4840.71 ]
[  epoch 0003/0040] 1040/4800, lr:1.0e-04 ∣ avg_100 : 31834.974413 ∣ critic_nllloss : 26717.855859 ∣ critic_ganloss : -910.560443 ∣ generator_nllloss : 5303.214063 ∣ generator_ganloss : 959.588574 ∣  [  std_z : 0.97  real_sub_fake : 3171.96 ]
[  epoch 0003/0040] 1050/4800, lr:1.0e-04 ∣ avg_100 : 31840.881521 ∣ critic_nllloss : 26745.863477 ∣ critic_ganloss : -1044.084930 ∣ generator_nllloss : 5411.041992 ∣ generator_ganloss : 868.645605 ∣     [  std_z : 0.97  real_sub_fake : 3889.28 ]
[  epoch 0003/0040] 1060/4800, lr:1.0e-04 ∣ avg_100 : 31845.280292 ∣ critic_nllloss : 26748.237695 ∣ critic_ganloss : -936.994073 ∣ generator_nllloss : 5347.192969 ∣ generator_ganloss : 836.898901 ∣  [  std_z : 0.97  real_sub_fake : 4028.82 ]
[  epoch 0003/0040] 1070/4800, lr:1.0e-04 ∣ avg_100 : 31849.994582 ∣ critic_nllloss : 26821.578516 ∣ critic_ganloss : -1005.101300 ∣ generator_nllloss : 5389.478906 ∣ generator_ganloss : 804.254272 ∣     [  std_z : 0.97  real_sub_fake : 3496.43 ]
[  epoch 0003/0040] 1080/4800, lr:1.0e-04 ∣ avg_100 : 31856.063806 ∣ critic_nllloss : 26685.166211 ∣ critic_ganloss : -903.013562 ∣ generator_nllloss : 5290.796094 ∣ generator_ganloss : 810.289307 ∣  [  std_z : 0.97  real_sub_fake : 3468.06 ]
[  epoch 0003/0040] 1090/4800, lr:1.0e-04 ∣ avg_100 : 31858.019820 ∣ critic_nllloss : 26945.208594 ∣ critic_ganloss : -1058.702466 ∣ generator_nllloss : 5400.684375 ∣ generator_ganloss : 732.537085 ∣     [  std_z : 0.97  real_sub_fake : 3915.44 ]
[  epoch 0003/0040] 1100/4800, lr:1.0e-04 ∣ avg_100 : 31863.056820 ∣ critic_nllloss : 26894.932617 ∣ critic_ganloss : -967.914697 ∣ generator_nllloss : 5327.262305 ∣ generator_ganloss : 887.647559 ∣  [  std_z : 0.97  real_sub_fake : 4294.61 ]
[  epoch 0003/0040] 1110/4800, lr:1.0e-04 ∣ avg_100 : 31866.581764 ∣ critic_nllloss : 26795.475977 ∣ critic_ganloss : -1013.073694 ∣ generator_nllloss : 5273.264063 ∣ generator_ganloss : 937.847559 ∣     [  std_z : 0.96  real_sub_fake : 2978.43 ]
[  epoch 0003/0040] 1120/4800, lr:1.0e-04 ∣ avg_100 : 31868.682762 ∣ critic_nllloss : 26850.189063 ∣ critic_ganloss : -1137.213190 ∣ generator_nllloss : 5307.676562 ∣ generator_ganloss : 890.909766 ∣     [  std_z : 0.97  real_sub_fake : 4388.11 ]
[  epoch 0003/0040] 1130/4800, lr:1.0e-04 ∣ avg_100 : 31869.650744 ∣ critic_nllloss : 26895.177930 ∣ critic_ganloss : -1242.951770 ∣ generator_nllloss : 5342.697461 ∣ generator_ganloss : 903.956250 ∣     [  std_z : 0.98  real_sub_fake : 4895.26 ]
[  epoch 0003/0040] 1140/4800, lr:1.0e-04 ∣ avg_100 : 31872.757330 ∣ critic_nllloss : 26877.260742 ∣ critic_ganloss : -1036.911444 ∣ generator_nllloss : 5353.821875 ∣ generator_ganloss : 631.967700 ∣     [  std_z : 0.98  real_sub_fake : 4534.02 ]
[  epoch 0003/0040] 1150/4800, lr:1.0e-04 ∣ avg_100 : 31874.480411 ∣ critic_nllloss : 26928.102539 ∣ critic_ganloss : -973.575354 ∣ generator_nllloss : 5385.134570 ∣ generator_ganloss : 488.756714 ∣  [  std_z : 0.98  real_sub_fake : 3390.78 ]
[  epoch 0003/0040] 1160/4800, lr:1.0e-04 ∣ avg_100 : 31877.136928 ∣ critic_nllloss : 26782.016016 ∣ critic_ganloss : -1099.368665 ∣ generator_nllloss : 5442.838672 ∣ generator_ganloss : 557.154736 ∣     [  std_z : 0.96  real_sub_fake : 4059.41 ]
[  epoch 0003/0040] 1170/4800, lr:1.0e-04 ∣ avg_100 : 31876.918518 ∣ critic_nllloss : 27031.221680 ∣ critic_ganloss : -1194.427991 ∣ generator_nllloss : 5347.265430 ∣ generator_ganloss : 479.879614 ∣     [  std_z : 0.98  real_sub_fake : 4582.86 ]
[  epoch 0003/0040] 1180/4800, lr:1.0e-04 ∣ avg_100 : 31879.204366 ∣ critic_nllloss : 26663.730273 ∣ critic_ganloss : -894.562653 ∣ generator_nllloss : 5412.107813 ∣ generator_ganloss : 576.602246 ∣  [  std_z : 0.97  real_sub_fake : 3756.20 ]
[  epoch 0003/0040] 1190/4800, lr:1.0e-04 ∣ avg_100 : 31878.128657 ∣ critic_nllloss : 26767.131836 ∣ critic_ganloss : -1000.688458 ∣ generator_nllloss : 5319.794531 ∣ generator_ganloss : 594.776318 ∣     [  std_z : 0.97  real_sub_fake : 3730.38 ]
[  epoch 0003/0040] 1200/4800, lr:1.0e-04 ∣ avg_100 : 31880.671224 ∣ critic_nllloss : 26923.405273 ∣ critic_ganloss : -1025.342273 ∣ generator_nllloss : 5311.676172 ∣ generator_ganloss : 753.648682 ∣     [  std_z : 0.98  real_sub_fake : 4164.25 ]
[  epoch 0003/0040] 1210/4800, lr:1.0e-04 ∣ avg_100 : 31885.752296 ∣ critic_nllloss : 26990.424414 ∣ critic_ganloss : -973.923969 ∣ generator_nllloss : 5328.327344 ∣ generator_ganloss : 747.238721 ∣  [  std_z : 0.99  real_sub_fake : 3409.38 ]
[  epoch 0003/0040] 1220/4800, lr:1.0e-04 ∣ avg_100 : 31887.384573 ∣ critic_nllloss : 26875.576367 ∣ critic_ganloss : -992.883179 ∣ generator_nllloss : 5352.030664 ∣ generator_ganloss : 725.693335 ∣  [  std_z : 0.97  real_sub_fake : 3963.46 ]
[  epoch 0003/0040] 1230/4800, lr:1.0e-04 ∣ avg_100 : 31888.003058 ∣ critic_nllloss : 26871.441406 ∣ critic_ganloss : -1094.838879 ∣ generator_nllloss : 5369.521094 ∣ generator_ganloss : 749.379297 ∣     [  std_z : 0.97  real_sub_fake : 4008.96 ]
[  epoch 0003/0040] 1240/4800, lr:1.0e-04 ∣ avg_100 : 31889.752365 ∣ critic_nllloss : 26848.329102 ∣ critic_ganloss : -1089.335187 ∣ generator_nllloss : 5384.350977 ∣ generator_ganloss : 625.460181 ∣     [  std_z : 0.98  real_sub_fake : 4052.24 ]
[  epoch 0003/0040] 1250/4800, lr:1.0e-04 ∣ avg_100 : 31889.002704 ∣ critic_nllloss : 26784.007031 ∣ critic_ganloss : -1093.505627 ∣ generator_nllloss : 5378.821094 ∣ generator_ganloss : 545.800635 ∣     [  std_z : 0.97  real_sub_fake : 4196.80 ]
[  epoch 0003/0040] 1260/4800, lr:1.0e-04 ∣ avg_100 : 31893.370149 ∣ critic_nllloss : 26941.091211 ∣ critic_ganloss : -853.592725 ∣ generator_nllloss : 5413.942969 ∣ generator_ganloss : 468.004761 ∣  [  std_z : 0.98  real_sub_fake : 3920.48 ]
[  epoch 0003/0040] 1270/4800, lr:1.0e-04 ∣ avg_100 : 31892.641961 ∣ critic_nllloss : 26817.803906 ∣ critic_ganloss : -1060.604309 ∣ generator_nllloss : 5347.551562 ∣ generator_ganloss : 501.065552 ∣     [  std_z : 0.97  real_sub_fake : 3790.26 ]
[  epoch 0003/0040] 1280/4800, lr:1.0e-04 ∣ avg_100 : 31894.046597 ∣ critic_nllloss : 26865.870508 ∣ critic_ganloss : -1020.933698 ∣ generator_nllloss : 5357.225586 ∣ generator_ganloss : 545.668750 ∣     [  std_z : 0.97  real_sub_fake : 3904.93 ]
[  epoch 0003/0040] 1290/4800, lr:1.0e-04 ∣ avg_100 : 31896.811174 ∣ critic_nllloss : 26793.650586 ∣ critic_ganloss : -1132.605945 ∣ generator_nllloss : 5417.080469 ∣ generator_ganloss : 744.197168 ∣     [  std_z : 0.96  real_sub_fake : 4027.40 ]
[  epoch 0003/0040] 1300/4800, lr:1.0e-04 ∣ avg_100 : 31901.153006 ∣ critic_nllloss : 26886.962109 ∣ critic_ganloss : -1146.447656 ∣ generator_nllloss : 5277.403711 ∣ generator_ganloss : 858.503027 ∣     [  std_z : 0.97  real_sub_fake : 4155.34 ]
[  epoch 0003/0040] 1310/4800, lr:1.0e-04 ∣ avg_100 : 31913.476701 ∣ critic_nllloss : 26881.059570 ∣ critic_ganloss : -866.983093 ∣ generator_nllloss : 5457.177344 ∣ generator_ganloss : 881.796436 ∣  [  std_z : 0.97  real_sub_fake : 3793.89 ]
[  epoch 0003/0040] 1320/4800, lr:1.0e-04 ∣ avg_100 : 31919.864568 ∣ critic_nllloss : 26761.512891 ∣ critic_ganloss : -901.702441 ∣ generator_nllloss : 5372.643945 ∣ generator_ganloss : 923.853125 ∣  [  std_z : 0.97  real_sub_fake : 3651.88 ]
[  epoch 0003/0040] 1330/4800, lr:1.0e-04 ∣ avg_100 : 31926.864524 ∣ critic_nllloss : 26939.491016 ∣ critic_ganloss : -1083.236444 ∣ generator_nllloss : 5471.659375 ∣ generator_ganloss : 979.103271 ∣     [  std_z : 0.99  real_sub_fake : 3981.52 ]
[  epoch 0003/0040] 1340/4800, lr:1.0e-04 ∣ avg_100 : 31928.950000 ∣ critic_nllloss : 26784.360156 ∣ critic_ganloss : -968.010144 ∣ generator_nllloss : 5356.605078 ∣ generator_ganloss : 728.026123 ∣  [  std_z : 0.97  real_sub_fake : 3883.06 ]
[  epoch 0003/0040] 1350/4800, lr:1.0e-04 ∣ avg_100 : 31934.332345 ∣ critic_nllloss : 26758.957227 ∣ critic_ganloss : -911.753815 ∣ generator_nllloss : 5400.823633 ∣ generator_ganloss : 600.389355 ∣  [  std_z : 0.96  real_sub_fake : 3302.60 ]
[  epoch 0003/0040] 1360/4800, lr:1.0e-04 ∣ avg_100 : 31934.671776 ∣ critic_nllloss : 26814.961719 ∣ critic_ganloss : -944.859058 ∣ generator_nllloss : 5446.042773 ∣ generator_ganloss : 570.438892 ∣  [  std_z : 0.96  real_sub_fake : 3713.58 ]
[  epoch 0003/0040] 1370/4800, lr:1.0e-04 ∣ avg_100 : 31929.039760 ∣ critic_nllloss : 26783.707031 ∣ critic_ganloss : -934.558997 ∣ generator_nllloss : 5271.257422 ∣ generator_ganloss : 498.335303 ∣  [  std_z : 0.96  real_sub_fake : 3544.06 ]
[  epoch 0003/0040] 1380/4800, lr:1.0e-04 ∣ avg_100 : 31925.833664 ∣ critic_nllloss : 27080.506836 ∣ critic_ganloss : -1139.772620 ∣ generator_nllloss : 5324.835352 ∣ generator_ganloss : 482.727686 ∣     [  std_z : 0.98  real_sub_fake : 4231.97 ]
[  epoch 0003/0040] 1390/4800, lr:1.0e-04 ∣ avg_100 : 31921.069381 ∣ critic_nllloss : 26775.223828 ∣ critic_ganloss : -1069.527612 ∣ generator_nllloss : 5282.720898 ∣ generator_ganloss : 423.560229 ∣     [  std_z : 0.98  real_sub_fake : 4418.93 ]
[  epoch 0003/0040] 1400/4800, lr:1.0e-04 ∣ avg_100 : 31923.916536 ∣ critic_nllloss : 26962.077930 ∣ critic_ganloss : -1035.434814 ∣ generator_nllloss : 5408.371484 ∣ generator_ganloss : 491.885278 ∣     [  std_z : 0.99  real_sub_fake : 3593.83 ]
[  epoch 0003/0040] 1410/4800, lr:1.0e-04 ∣ avg_100 : 31917.357976 ∣ critic_nllloss : 26796.796680 ∣ critic_ganloss : -1160.442102 ∣ generator_nllloss : 5391.518750 ∣ generator_ganloss : 544.599683 ∣     [  std_z : 0.98  real_sub_fake : 4023.72 ]
[  epoch 0003/0040] 1420/4800, lr:1.0e-04 ∣ avg_100 : 31910.120379 ∣ critic_nllloss : 26939.988867 ∣ critic_ganloss : -1209.230017 ∣ generator_nllloss : 5346.423047 ∣ generator_ganloss : 898.746875 ∣     [  std_z : 0.98  real_sub_fake : 4800.35 ]
[  epoch 0003/0040] 1430/4800, lr:1.0e-04 ∣ avg_100 : 31914.682278 ∣ critic_nllloss : 27041.689648 ∣ critic_ganloss : -1101.146979 ∣ generator_nllloss : 5347.730078 ∣ generator_ganloss : 939.428320 ∣     [  std_z : 0.98  real_sub_fake : 4436.47 ]
[  epoch 0003/0040] 1440/4800, lr:1.0e-04 ∣ avg_100 : 31916.130885 ∣ critic_nllloss : 27072.685742 ∣ critic_ganloss : -1248.271948 ∣ generator_nllloss : 5360.668945 ∣ generator_ganloss : 740.944067 ∣     [  std_z : 0.98  real_sub_fake : 4730.97 ]
[  epoch 0003/0040] 1450/4800, lr:1.0e-04 ∣ avg_100 : 31912.202635 ∣ critic_nllloss : 26838.413086 ∣ critic_ganloss : -1027.146045 ∣ generator_nllloss : 5374.202344 ∣ generator_ganloss : 699.611206 ∣     [  std_z : 0.97  real_sub_fake : 4107.73 ]
[  epoch 0003/0040] 1460/4800, lr:1.0e-04 ∣ avg_100 : 31913.869224 ∣ critic_nllloss : 26919.740430 ∣ critic_ganloss : -1169.250098 ∣ generator_nllloss : 5426.921875 ∣ generator_ganloss : 687.412183 ∣     [  std_z : 0.98  real_sub_fake : 4210.82 ]
[  epoch 0003/0040] 1470/4800, lr:1.0e-04 ∣ avg_100 : 31912.865621 ∣ critic_nllloss : 26788.240625 ∣ critic_ganloss : -949.348901 ∣ generator_nllloss : 5376.689453 ∣ generator_ganloss : 712.891431 ∣  [  std_z : 0.97  real_sub_fake : 4102.27 ]
[  epoch 0003/0040] 1480/4800, lr:1.0e-04 ∣ avg_100 : 31914.624467 ∣ critic_nllloss : 27001.526367 ∣ critic_ganloss : -1074.547412 ∣ generator_nllloss : 5473.501562 ∣ generator_ganloss : 662.404517 ∣     [  std_z : 0.98  real_sub_fake : 3574.52 ]
[  epoch 0003/0040] 1490/4800, lr:1.0e-04 ∣ avg_100 : 31913.197040 ∣ critic_nllloss : 26805.655664 ∣ critic_ganloss : -1226.546973 ∣ generator_nllloss : 5359.552539 ∣ generator_ganloss : 713.965918 ∣     [  std_z : 0.96  real_sub_fake : 4785.62 ]
[  epoch 0003/0040] 1500/4800, lr:1.0e-04 ∣ avg_100 : 31918.907635 ∣ critic_nllloss : 26849.450000 ∣ critic_ganloss : -1019.986023 ∣ generator_nllloss : 5358.830273 ∣ generator_ganloss : 850.016650 ∣     [  std_z : 0.97  real_sub_fake : 4174.70 ]
[  epoch 0003/0040] 1510/4800, lr:1.0e-04 ∣ avg_100 : 31918.719664 ∣ critic_nllloss : 26804.791406 ∣ critic_ganloss : -921.097491 ∣ generator_nllloss : 5361.719531 ∣ generator_ganloss : 825.622559 ∣  [  std_z : 0.97  real_sub_fake : 3700.99 ]
[  epoch 0003/0040] 1520/4800, lr:1.0e-04 ∣ avg_100 : 31923.814664 ∣ critic_nllloss : 26981.458398 ∣ critic_ganloss : -998.924066 ∣ generator_nllloss : 5424.625781 ∣ generator_ganloss : 687.368872 ∣  [  std_z : 0.98  real_sub_fake : 3739.62 ]
[  epoch 0003/0040] 1530/4800, lr:1.0e-04 ∣ avg_100 : 31921.097818 ∣ critic_nllloss : 26890.524805 ∣ critic_ganloss : -1111.733472 ∣ generator_nllloss : 5298.673633 ∣ generator_ganloss : 643.023193 ∣     [  std_z : 0.98  real_sub_fake : 4071.37 ]
[  epoch 0003/0040] 1540/4800, lr:1.0e-04 ∣ avg_100 : 31922.070461 ∣ critic_nllloss : 26785.366211 ∣ critic_ganloss : -1157.579431 ∣ generator_nllloss : 5341.635547 ∣ generator_ganloss : 703.332300 ∣     [  std_z : 0.97  real_sub_fake : 4443.00 ]
[  epoch 0003/0040] 1550/4800, lr:1.0e-04 ∣ avg_100 : 31927.697479 ∣ critic_nllloss : 27068.055859 ∣ critic_ganloss : -1085.959900 ∣ generator_nllloss : 5464.314844 ∣ generator_ganloss : 771.640967 ∣     [  std_z : 0.99  real_sub_fake : 4325.91 ]
[  epoch 0003/0040] 1560/4800, lr:1.0e-04 ∣ avg_100 : 31929.851519 ∣ critic_nllloss : 26878.030664 ∣ critic_ganloss : -1010.934851 ∣ generator_nllloss : 5324.769141 ∣ generator_ganloss : 841.043140 ∣     [  std_z : 0.97  real_sub_fake : 3993.28 ]
[  epoch 0003/0040] 1570/4800, lr:1.0e-04 ∣ avg_100 : 31934.977695 ∣ critic_nllloss : 26959.667969 ∣ critic_ganloss : -730.635327 ∣ generator_nllloss : 5428.512891 ∣ generator_ganloss : 918.260986 ∣  [  std_z : 0.98  real_sub_fake : 2452.91 ]
[  epoch 0003/0040] 1580/4800, lr:1.0e-04 ∣ avg_100 : 31933.078633 ∣ critic_nllloss : 26823.533594 ∣ critic_ganloss : -994.844244 ∣ generator_nllloss : 5375.560938 ∣ generator_ganloss : 764.798975 ∣  [  std_z : 0.97  real_sub_fake : 3744.54 ]
[  epoch 0003/0040] 1590/4800, lr:1.0e-04 ∣ avg_100 : 31931.202635 ∣ critic_nllloss : 26564.668164 ∣ critic_ganloss : -1123.579315 ∣ generator_nllloss : 5258.144922 ∣ generator_ganloss : 933.876270 ∣     [  std_z : 0.95  real_sub_fake : 4097.56 ]
[  epoch 0003/0040] 1600/4800, lr:1.0e-04 ∣ avg_100 : 31934.622482 ∣ critic_nllloss : 26883.595898 ∣ critic_ganloss : -1080.699890 ∣ generator_nllloss : 5341.752344 ∣ generator_ganloss : 997.308105 ∣     [  std_z : 0.97  real_sub_fake : 4763.53 ]
[  epoch 0003/0040] 1610/4800, lr:1.0e-04 ∣ avg_100 : 31940.588968 ∣ critic_nllloss : 26713.176758 ∣ critic_ganloss : -916.117841 ∣ generator_nllloss : 5272.163672 ∣ generator_ganloss : 943.425293 ∣  [  std_z : 0.96  real_sub_fake : 3614.01 ]
[  epoch 0003/0040] 1620/4800, lr:1.0e-04 ∣ avg_100 : 31943.620347 ∣ critic_nllloss : 26897.221484 ∣ critic_ganloss : -1016.314990 ∣ generator_nllloss : 5386.187891 ∣ generator_ganloss : 873.139648 ∣     [  std_z : 0.98  real_sub_fake : 3456.67 ]
[  epoch 0003/0040] 1630/4800, lr:1.0e-04 ∣ avg_100 : 31946.652439 ∣ critic_nllloss : 26867.087109 ∣ critic_ganloss : -1015.076990 ∣ generator_nllloss : 5335.510742 ∣ generator_ganloss : 837.162891 ∣     [  std_z : 0.98  real_sub_fake : 4242.59 ]
[  epoch 0003/0040] 1640/4800, lr:1.0e-04 ∣ avg_100 : 31945.004009 ∣ critic_nllloss : 26754.757227 ∣ critic_ganloss : -1006.489758 ∣ generator_nllloss : 5324.446680 ∣ generator_ganloss : 783.312769 ∣     [  std_z : 0.98  real_sub_fake : 3651.77 ]
[  epoch 0003/0040] 1650/4800, lr:1.0e-04 ∣ avg_100 : 31947.194432 ∣ critic_nllloss : 26888.491406 ∣ critic_ganloss : -1037.059656 ∣ generator_nllloss : 5434.512891 ∣ generator_ganloss : 847.595898 ∣     [  std_z : 0.97  real_sub_fake : 3881.00 ]
[  epoch 0003/0040] 1660/4800, lr:1.0e-04 ∣ avg_100 : 31951.371599 ∣ critic_nllloss : 27009.066602 ∣ critic_ganloss : -967.234540 ∣ generator_nllloss : 5441.553320 ∣ generator_ganloss : 793.380347 ∣  [  std_z : 0.98  real_sub_fake : 3733.34 ]
[  epoch 0003/0040] 1670/4800, lr:1.0e-04 ∣ avg_100 : 31948.861396 ∣ critic_nllloss : 26725.212109 ∣ critic_ganloss : -1053.844617 ∣ generator_nllloss : 5333.137109 ∣ generator_ganloss : 763.232520 ∣     [  std_z : 0.96  real_sub_fake : 3794.23 ]
[  epoch 0003/0040] 1680/4800, lr:1.0e-04 ∣ avg_100 : 31947.435088 ∣ critic_nllloss : 26654.950977 ∣ critic_ganloss : -1059.798450 ∣ generator_nllloss : 5350.002930 ∣ generator_ganloss : 831.841699 ∣     [  std_z : 0.96  real_sub_fake : 4244.15 ]
[  epoch 0003/0040] 1690/4800, lr:1.0e-04 ∣ avg_100 : 31944.657724 ∣ critic_nllloss : 26936.809375 ∣ critic_ganloss : -1013.377917 ∣ generator_nllloss : 5347.499609 ∣ generator_ganloss : 749.518359 ∣     [  std_z : 0.98  real_sub_fake : 4267.32 ]
[  epoch 0003/0040] 1700/4800, lr:1.0e-04 ∣ avg_100 : 31941.477855 ∣ critic_nllloss : 26855.533789 ∣ critic_ganloss : -1006.591583 ∣ generator_nllloss : 5326.999414 ∣ generator_ganloss : 762.920117 ∣     [  std_z : 0.98  real_sub_fake : 3711.11 ]
[  epoch 0003/0040] 1710/4800, lr:1.0e-04 ∣ avg_100 : 31943.000523 ∣ critic_nllloss : 26940.257227 ∣ critic_ganloss : -994.792932 ∣ generator_nllloss : 5263.185938 ∣ generator_ganloss : 732.265234 ∣  [  std_z : 0.99  real_sub_fake : 3991.33 ]
[  epoch 0003/0040] 1720/4800, lr:1.0e-04 ∣ avg_100 : 31944.377923 ∣ critic_nllloss : 26874.887305 ∣ critic_ganloss : -1013.805591 ∣ generator_nllloss : 5359.305078 ∣ generator_ganloss : 767.215430 ∣     [  std_z : 0.98  real_sub_fake : 3499.72 ]
[  epoch 0003/0040] 1730/4800, lr:1.0e-04 ∣ avg_100 : 31943.548733 ∣ critic_nllloss : 26797.486328 ∣ critic_ganloss : -1082.134497 ∣ generator_nllloss : 5409.646094 ∣ generator_ganloss : 803.578662 ∣     [  std_z : 0.97  real_sub_fake : 3902.13 ]
[  epoch 0003/0040] 1740/4800, lr:1.0e-04 ∣ avg_100 : 31942.022560 ∣ critic_nllloss : 26650.925977 ∣ critic_ganloss : -1015.687695 ∣ generator_nllloss : 5338.571680 ∣ generator_ganloss : 820.176758 ∣     [  std_z : 0.96  real_sub_fake : 4466.86 ]
[  epoch 0003/0040] 1750/4800, lr:1.0e-04 ∣ avg_100 : 31945.747230 ∣ critic_nllloss : 27142.837891 ∣ critic_ganloss : -1062.442236 ∣ generator_nllloss : 5467.453906 ∣ generator_ganloss : 749.700659 ∣     [  std_z : 0.98  real_sub_fake : 3536.98 ]
[  epoch 0003/0040] 1760/4800, lr:1.0e-04 ∣ avg_100 : 31949.695399 ∣ critic_nllloss : 26889.944336 ∣ critic_ganloss : -818.019604 ∣ generator_nllloss : 5416.435156 ∣ generator_ganloss : 822.136719 ∣  [  std_z : 0.98  real_sub_fake : 3542.59 ]
[  epoch 0003/0040] 1770/4800, lr:1.0e-04 ∣ avg_100 : 31952.285219 ∣ critic_nllloss : 26976.698047 ∣ critic_ganloss : -1062.544971 ∣ generator_nllloss : 5329.811523 ∣ generator_ganloss : 864.897363 ∣     [  std_z : 0.98  real_sub_fake : 3578.35 ]
[  epoch 0003/0040] 1780/4800, lr:1.0e-04 ∣ avg_100 : 31958.860151 ∣ critic_nllloss : 27042.598242 ∣ critic_ganloss : -1023.379187 ∣ generator_nllloss : 5462.378125 ∣ generator_ganloss : 958.569482 ∣     [  std_z : 0.98  real_sub_fake : 4729.32 ]
[  epoch 0003/0040] 1790/4800, lr:1.0e-04 ∣ avg_100 : 31959.362378 ∣ critic_nllloss : 26955.229687 ∣ critic_ganloss : -1204.671014 ∣ generator_nllloss : 5343.918555 ∣ generator_ganloss : 860.774658 ∣     [  std_z : 0.98  real_sub_fake : 4207.24 ]
[  epoch 0003/0040] 1800/4800, lr:1.0e-04 ∣ avg_100 : 31957.129037 ∣ critic_nllloss : 26859.667969 ∣ critic_ganloss : -1270.219873 ∣ generator_nllloss : 5374.611328 ∣ generator_ganloss : 830.932324 ∣     [  std_z : 0.97  real_sub_fake : 4834.32 ]
[  epoch 0003/0040] 1810/4800, lr:1.0e-04 ∣ avg_100 : 31952.956150 ∣ critic_nllloss : 26816.016992 ∣ critic_ganloss : -1252.367664 ∣ generator_nllloss : 5379.135156 ∣ generator_ganloss : 703.550293 ∣     [  std_z : 0.97  real_sub_fake : 5213.65 ]
[  epoch 0003/0040] 1820/4800, lr:1.0e-04 ∣ avg_100 : 31949.868993 ∣ critic_nllloss : 26827.633984 ∣ critic_ganloss : -966.723193 ∣ generator_nllloss : 5386.891602 ∣ generator_ganloss : 398.874634 ∣  [  std_z : 0.97  real_sub_fake : 3275.92 ]
[  epoch 0003/0040] 1830/4800, lr:1.0e-04 ∣ avg_100 : 31946.436944 ∣ critic_nllloss : 26835.010352 ∣ critic_ganloss : -1048.361011 ∣ generator_nllloss : 5338.963672 ∣ generator_ganloss : 472.203076 ∣     [  std_z : 0.97  real_sub_fake : 3934.92 ]
[  epoch 0003/0040] 1840/4800, lr:1.0e-04 ∣ avg_100 : 31946.715511 ∣ critic_nllloss : 26964.109180 ∣ critic_ganloss : -1092.561487 ∣ generator_nllloss : 5400.784766 ∣ generator_ganloss : 638.495166 ∣     [  std_z : 0.97  real_sub_fake : 4591.15 ]
[  epoch 0003/0040] 1850/4800, lr:1.0e-04 ∣ avg_100 : 31943.010138 ∣ critic_nllloss : 26903.572656 ∣ critic_ganloss : -1070.214789 ∣ generator_nllloss : 5408.431055 ∣ generator_ganloss : 592.780591 ∣     [  std_z : 0.97  real_sub_fake : 3938.47 ]
[  epoch 0003/0040] 1860/4800, lr:1.0e-04 ∣ avg_100 : 31938.722629 ∣ critic_nllloss : 26738.742969 ∣ critic_ganloss : -1042.916541 ∣ generator_nllloss : 5360.856055 ∣ generator_ganloss : 636.097607 ∣     [  std_z : 0.97  real_sub_fake : 3862.68 ]
[  epoch 0003/0040] 1870/4800, lr:1.0e-04 ∣ avg_100 : 31932.492361 ∣ critic_nllloss : 26641.708984 ∣ critic_ganloss : -1015.440631 ∣ generator_nllloss : 5278.415430 ∣ generator_ganloss : 678.190552 ∣     [  std_z : 0.96  real_sub_fake : 3946.10 ]
[  epoch 0003/0040] 1880/4800, lr:1.0e-04 ∣ avg_100 : 31934.320746 ∣ critic_nllloss : 26881.380664 ∣ critic_ganloss : -971.840424 ∣ generator_nllloss : 5386.281250 ∣ generator_ganloss : 850.149219 ∣  [  std_z : 0.97  real_sub_fake : 3680.70 ]
[  epoch 0003/0040] 1890/4800, lr:1.0e-04 ∣ avg_100 : 31936.714728 ∣ critic_nllloss : 26788.893945 ∣ critic_ganloss : -960.451099 ∣ generator_nllloss : 5381.209961 ∣ generator_ganloss : 816.807617 ∣  [  std_z : 0.97  real_sub_fake : 3838.93 ]
[  epoch 0003/0040] 1900/4800, lr:1.0e-04 ∣ avg_100 : 31933.209496 ∣ critic_nllloss : 26788.300781 ∣ critic_ganloss : -984.837366 ∣ generator_nllloss : 5364.345117 ∣ generator_ganloss : 801.823291 ∣  [  std_z : 0.97  real_sub_fake : 3655.05 ]
[  epoch 0003/0040] 1910/4800, lr:1.0e-04 ∣ avg_100 : 31935.102655 ∣ critic_nllloss : 26861.617578 ∣ critic_ganloss : -1011.140668 ∣ generator_nllloss : 5395.484570 ∣ generator_ganloss : 840.493896 ∣     [  std_z : 0.97  real_sub_fake : 4101.58 ]
[  epoch 0003/0040] 1920/4800, lr:1.0e-04 ∣ avg_100 : 31934.425444 ∣ critic_nllloss : 26844.643164 ∣ critic_ganloss : -1113.070239 ∣ generator_nllloss : 5327.266797 ∣ generator_ganloss : 852.200000 ∣     [  std_z : 0.98  real_sub_fake : 3793.27 ]
[  epoch 0003/0040] 1930/4800, lr:1.0e-04 ∣ avg_100 : 31932.826180 ∣ critic_nllloss : 26801.979687 ∣ critic_ganloss : -1121.051318 ∣ generator_nllloss : 5321.740430 ∣ generator_ganloss : 899.114990 ∣     [  std_z : 0.97  real_sub_fake : 4639.95 ]
[  epoch 0003/0040] 1940/4800, lr:1.0e-04 ∣ avg_100 : 31931.945593 ∣ critic_nllloss : 26706.104102 ∣ critic_ganloss : -895.042255 ∣ generator_nllloss : 5272.310742 ∣ generator_ganloss : 815.805884 ∣  [  std_z : 0.96  real_sub_fake : 3057.06 ]
[  epoch 0003/0040] 1950/4800, lr:1.0e-04 ∣ avg_100 : 31927.253345 ∣ critic_nllloss : 26895.833398 ∣ critic_ganloss : -1192.024463 ∣ generator_nllloss : 5400.473242 ∣ generator_ganloss : 780.152637 ∣     [  std_z : 0.98  real_sub_fake : 4637.02 ]
[  epoch 0003/0040] 1960/4800, lr:1.0e-04 ∣ avg_100 : 31928.069240 ∣ critic_nllloss : 26826.642188 ∣ critic_ganloss : -914.133350 ∣ generator_nllloss : 5361.234375 ∣ generator_ganloss : 862.429395 ∣  [  std_z : 0.98  real_sub_fake : 3643.26 ]
[  epoch 0003/0040] 1970/4800, lr:1.0e-04 ∣ avg_100 : 31930.835769 ∣ critic_nllloss : 26720.391602 ∣ critic_ganloss : -1029.591534 ∣ generator_nllloss : 5309.062109 ∣ generator_ganloss : 894.079297 ∣     [  std_z : 0.97  real_sub_fake : 3931.74 ]
[  epoch 0003/0040] 1980/4800, lr:1.0e-04 ∣ avg_100 : 31930.316210 ∣ critic_nllloss : 26895.347461 ∣ critic_ganloss : -1108.798901 ∣ generator_nllloss : 5329.874023 ∣ generator_ganloss : 845.395703 ∣     [  std_z : 0.98  real_sub_fake : 4319.77 ]
[  epoch 0003/0040] 1990/4800, lr:1.0e-04 ∣ avg_100 : 31930.392949 ∣ critic_nllloss : 26697.930859 ∣ critic_ganloss : -1208.738062 ∣ generator_nllloss : 5379.424609 ∣ generator_ganloss : 880.593359 ∣     [  std_z : 0.97  real_sub_fake : 4329.99 ]
[  epoch 0003/0040] 2000/4800, lr:1.0e-04 ∣ avg_100 : 31932.349212 ∣ critic_nllloss : 26818.507422 ∣ critic_ganloss : -707.565802 ∣ generator_nllloss : 5381.063477 ∣ generator_ganloss : 948.253857 ∣  [  std_z : 0.97  real_sub_fake : 2875.57 ]
[  epoch 0003/0040] 2010/4800, lr:1.0e-04 ∣ avg_100 : 31933.388617 ∣ critic_nllloss : 26870.918555 ∣ critic_ganloss : -1023.476752 ∣ generator_nllloss : 5335.337305 ∣ generator_ganloss : 769.733545 ∣     [  std_z : 0.98  real_sub_fake : 4093.19 ]
[  epoch 0003/0040] 2020/4800, lr:1.0e-04 ∣ avg_100 : 31934.234876 ∣ critic_nllloss : 26948.004297 ∣ critic_ganloss : -1111.821100 ∣ generator_nllloss : 5349.536914 ∣ generator_ganloss : 836.922070 ∣     [  std_z : 0.98  real_sub_fake : 3633.09 ]
[  epoch 0003/0040] 2030/4800, lr:1.0e-04 ∣ avg_100 : 31934.785385 ∣ critic_nllloss : 26838.886914 ∣ critic_ganloss : -990.898029 ∣ generator_nllloss : 5355.747461 ∣ generator_ganloss : 889.645410 ∣  [  std_z : 0.97  real_sub_fake : 4226.74 ]
[  epoch 0003/0040] 2040/4800, lr:1.0e-04 ∣ avg_100 : 31936.050807 ∣ critic_nllloss : 26866.693359 ∣ critic_ganloss : -1008.296112 ∣ generator_nllloss : 5396.379492 ∣ generator_ganloss : 941.863574 ∣     [  std_z : 0.98  real_sub_fake : 4192.77 ]
[  epoch 0003/0040] 2050/4800, lr:1.0e-04 ∣ avg_100 : 31937.119639 ∣ critic_nllloss : 26971.411914 ∣ critic_ganloss : -1053.682104 ∣ generator_nllloss : 5421.007422 ∣ generator_ganloss : 749.612109 ∣     [  std_z : 0.98  real_sub_fake : 3834.03 ]
[  epoch 0003/0040] 2060/4800, lr:1.0e-04 ∣ avg_100 : 31937.081450 ∣ critic_nllloss : 26958.172461 ∣ critic_ganloss : -1109.284119 ∣ generator_nllloss : 5368.178711 ∣ generator_ganloss : 774.449512 ∣     [  std_z : 0.98  real_sub_fake : 4066.49 ]
[  epoch 0003/0040] 2070/4800, lr:1.0e-04 ∣ avg_100 : 31935.694296 ∣ critic_nllloss : 26800.328711 ∣ critic_ganloss : -972.063373 ∣ generator_nllloss : 5290.861719 ∣ generator_ganloss : 752.367944 ∣  [  std_z : 0.97  real_sub_fake : 4111.59 ]
[  epoch 0003/0040] 2080/4800, lr:1.0e-04 ∣ avg_100 : 31934.340885 ∣ critic_nllloss : 26795.745312 ∣ critic_ganloss : -1221.829578 ∣ generator_nllloss : 5419.685938 ∣ generator_ganloss : 754.295239 ∣     [  std_z : 0.98  real_sub_fake : 4095.51 ]
[  epoch 0003/0040] 2090/4800, lr:1.0e-04 ∣ avg_100 : 31936.565719 ∣ critic_nllloss : 26987.734961 ∣ critic_ganloss : -1063.109973 ∣ generator_nllloss : 5411.844922 ∣ generator_ganloss : 905.741113 ∣     [  std_z : 0.99  real_sub_fake : 4182.54 ]
[  epoch 0003/0040] 2100/4800, lr:1.0e-04 ∣ avg_100 : 31937.357345 ∣ critic_nllloss : 26792.954297 ∣ critic_ganloss : -940.249500 ∣ generator_nllloss : 5380.223633 ∣ generator_ganloss : 988.161914 ∣  [  std_z : 0.98  real_sub_fake : 4010.83 ]
[  epoch 0003/0040] 2110/4800, lr:1.0e-04 ∣ avg_100 : 31941.028570 ∣ critic_nllloss : 27054.665430 ∣ critic_ganloss : -970.567529 ∣ generator_nllloss : 5428.219922 ∣ generator_ganloss : 848.318604 ∣  [  std_z : 0.99  real_sub_fake : 3257.43 ]
[  epoch 0003/0040] 2120/4800, lr:1.0e-04 ∣ avg_100 : 31939.740430 ∣ critic_nllloss : 26785.170508 ∣ critic_ganloss : -1147.287573 ∣ generator_nllloss : 5354.177930 ∣ generator_ganloss : 790.687378 ∣     [  std_z : 0.97  real_sub_fake : 4363.35 ]
[  epoch 0003/0040] 2130/4800, lr:1.0e-04 ∣ avg_100 : 31938.988405 ∣ critic_nllloss : 26852.251563 ∣ critic_ganloss : -1274.145911 ∣ generator_nllloss : 5363.411523 ∣ generator_ganloss : 882.160107 ∣     [  std_z : 0.97  real_sub_fake : 4780.38 ]
[  epoch 0003/0040] 2140/4800, lr:1.0e-04 ∣ avg_100 : 31941.619863 ∣ critic_nllloss : 26926.677344 ∣ critic_ganloss : -1010.387494 ∣ generator_nllloss : 5355.852148 ∣ generator_ganloss : 817.142700 ∣     [  std_z : 0.97  real_sub_fake : 4406.29 ]
[  epoch 0003/0040] 2150/4800, lr:1.0e-04 ∣ avg_100 : 31941.096326 ∣ critic_nllloss : 26664.702539 ∣ critic_ganloss : -862.556146 ∣ generator_nllloss : 5423.057031 ∣ generator_ganloss : 550.861328 ∣  [  std_z : 0.97  real_sub_fake : 3326.57 ]
[  epoch 0003/0040] 2160/4800, lr:1.0e-04 ∣ avg_100 : 31944.070092 ∣ critic_nllloss : 26991.783789 ∣ critic_ganloss : -1024.196954 ∣ generator_nllloss : 5498.700195 ∣ generator_ganloss : 513.730396 ∣     [  std_z : 0.98  real_sub_fake : 3730.27 ]
[  epoch 0003/0040] 2170/4800, lr:1.0e-04 ∣ avg_100 : 31946.451835 ∣ critic_nllloss : 26925.166016 ∣ critic_ganloss : -920.995209 ∣ generator_nllloss : 5402.008008 ∣ generator_ganloss : 495.934155 ∣  [  std_z : 0.97  real_sub_fake : 3741.34 ]
[  epoch 0003/0040] 2180/4800, lr:1.0e-04 ∣ avg_100 : 31943.668484 ∣ critic_nllloss : 26678.525977 ∣ critic_ganloss : -1094.657410 ∣ generator_nllloss : 5329.208984 ∣ generator_ganloss : 566.465063 ∣     [  std_z : 0.96  real_sub_fake : 3654.01 ]
[  epoch 0003/0040] 2190/4800, lr:1.0e-04 ∣ avg_100 : 31943.180676 ∣ critic_nllloss : 26946.912109 ∣ critic_ganloss : -1388.436560 ∣ generator_nllloss : 5345.083203 ∣ generator_ganloss : 728.674683 ∣     [  std_z : 0.98  real_sub_fake : 5292.51 ]
[  epoch 0003/0040] 2200/4800, lr:1.0e-04 ∣ avg_100 : 31943.624186 ∣ critic_nllloss : 26872.910352 ∣ critic_ganloss : -1191.371533 ∣ generator_nllloss : 5372.541211 ∣ generator_ganloss : 953.658838 ∣     [  std_z : 0.97  real_sub_fake : 4836.00 ]
[  epoch 0003/0040] 2210/4800, lr:1.0e-04 ∣ avg_100 : 31943.523362 ∣ critic_nllloss : 26709.062500 ∣ critic_ganloss : -985.064539 ∣ generator_nllloss : 5265.839648 ∣ generator_ganloss : 1092.146484 ∣     [  std_z : 0.97  real_sub_fake : 3491.34 ]
[  epoch 0003/0040] 2220/4800, lr:1.0e-04 ∣ avg_100 : 31945.651006 ∣ critic_nllloss : 26668.681836 ∣ critic_ganloss : -832.832965 ∣ generator_nllloss : 5370.044727 ∣ generator_ganloss : 967.287988 ∣  [  std_z : 0.97  real_sub_fake : 3597.99 ]
[  epoch 0003/0040] 2230/4800, lr:1.0e-04 ∣ avg_100 : 31949.778455 ∣ critic_nllloss : 26956.886328 ∣ critic_ganloss : -964.776178 ∣ generator_nllloss : 5372.291406 ∣ generator_ganloss : 943.846289 ∣  [  std_z : 0.98  real_sub_fake : 3359.28 ]
[  epoch 0003/0040] 2240/4800, lr:1.0e-04 ∣ avg_100 : 31951.865080 ∣ critic_nllloss : 26837.658008 ∣ critic_ganloss : -1081.405273 ∣ generator_nllloss : 5419.586523 ∣ generator_ganloss : 801.628296 ∣     [  std_z : 0.97  real_sub_fake : 4392.06 ]
[  epoch 0003/0040] 2250/4800, lr:1.0e-04 ∣ avg_100 : 31952.728862 ∣ critic_nllloss : 26851.898242 ∣ critic_ganloss : -1140.848389 ∣ generator_nllloss : 5355.755664 ∣ generator_ganloss : 634.695801 ∣     [  std_z : 0.97  real_sub_fake : 4496.52 ]
[  epoch 0003/0040] 2260/4800, lr:1.0e-04 ∣ avg_100 : 31949.857013 ∣ critic_nllloss : 26913.373437 ∣ critic_ganloss : -1166.185291 ∣ generator_nllloss : 5360.934961 ∣ generator_ganloss : 574.138208 ∣     [  std_z : 0.96  real_sub_fake : 4078.15 ]
[  epoch 0003/0040] 2270/4800, lr:1.0e-04 ∣ avg_100 : 31954.349919 ∣ critic_nllloss : 26985.577930 ∣ critic_ganloss : -893.784601 ∣ generator_nllloss : 5307.111328 ∣ generator_ganloss : 656.202686 ∣  [  std_z : 0.99  real_sub_fake : 3934.67 ]
[  epoch 0003/0040] 2280/4800, lr:1.0e-04 ∣ avg_100 : 31955.823287 ∣ critic_nllloss : 26782.639062 ∣ critic_ganloss : -892.517810 ∣ generator_nllloss : 5328.552344 ∣ generator_ganloss : 676.494360 ∣  [  std_z : 0.97  real_sub_fake : 3317.00 ]
[  epoch 0003/0040] 2290/4800, lr:1.0e-04 ∣ avg_100 : 31953.929074 ∣ critic_nllloss : 26661.283594 ∣ critic_ganloss : -1050.935486 ∣ generator_nllloss : 5268.633008 ∣ generator_ganloss : 753.919775 ∣     [  std_z : 0.97  real_sub_fake : 3889.61 ]
[  epoch 0003/0040] 2300/4800, lr:1.0e-04 ∣ avg_100 : 31951.870945 ∣ critic_nllloss : 26721.703516 ∣ critic_ganloss : -1095.111121 ∣ generator_nllloss : 5365.190234 ∣ generator_ganloss : 678.825708 ∣     [  std_z : 0.96  real_sub_fake : 4570.17 ]
[  epoch 0003/0040] 2310/4800, lr:1.0e-04 ∣ avg_100 : 31944.527905 ∣ critic_nllloss : 26913.333984 ∣ critic_ganloss : -1189.539417 ∣ generator_nllloss : 5335.521094 ∣ generator_ganloss : 559.430591 ∣     [  std_z : 0.97  real_sub_fake : 4254.29 ]
[  epoch 0003/0040] 2320/4800, lr:1.0e-04 ∣ avg_100 : 31940.915924 ∣ critic_nllloss : 26973.532031 ∣ critic_ganloss : -1137.275537 ∣ generator_nllloss : 5314.928125 ∣ generator_ganloss : 643.924829 ∣     [  std_z : 0.98  real_sub_fake : 4166.14 ]
[  epoch 0003/0040] 2330/4800, lr:1.0e-04 ∣ avg_100 : 31935.122596 ∣ critic_nllloss : 26663.524414 ∣ critic_ganloss : -1145.727856 ∣ generator_nllloss : 5384.150977 ∣ generator_ganloss : 825.736816 ∣     [  std_z : 0.97  real_sub_fake : 4462.15 ]
[  epoch 0003/0040] 2340/4800, lr:1.0e-04 ∣ avg_100 : 31940.919273 ∣ critic_nllloss : 27046.583984 ∣ critic_ganloss : -803.476190 ∣ generator_nllloss : 5409.839063 ∣ generator_ganloss : 827.702124 ∣  [  std_z : 0.99  real_sub_fake : 3379.57 ]
[  epoch 0003/0040] 2350/4800, lr:1.0e-04 ∣ avg_100 : 31944.856366 ∣ critic_nllloss : 26974.308203 ∣ critic_ganloss : -1026.157526 ∣ generator_nllloss : 5419.798828 ∣ generator_ganloss : 874.176172 ∣     [  std_z : 0.98  real_sub_fake : 3434.65 ]
[  epoch 0003/0040] 2360/4800, lr:1.0e-04 ∣ avg_100 : 31946.427268 ∣ critic_nllloss : 26869.146484 ∣ critic_ganloss : -1144.121118 ∣ generator_nllloss : 5360.601562 ∣ generator_ganloss : 958.047559 ∣     [  std_z : 0.98  real_sub_fake : 4568.42 ]
[  epoch 0003/0040] 2370/4800, lr:1.0e-04 ∣ avg_100 : 31951.418973 ∣ critic_nllloss : 26931.394922 ∣ critic_ganloss : -1148.582336 ∣ generator_nllloss : 5360.508008 ∣ generator_ganloss : 974.590723 ∣     [  std_z : 0.98  real_sub_fake : 4536.93 ]
[  epoch 0003/0040] 2380/4800, lr:1.0e-04 ∣ avg_100 : 31951.122211 ∣ critic_nllloss : 26782.763867 ∣ critic_ganloss : -1031.807812 ∣ generator_nllloss : 5428.720508 ∣ generator_ganloss : 538.944507 ∣     [  std_z : 0.98  real_sub_fake : 4401.79 ]
[  epoch 0003/0040] 2390/4800, lr:1.0e-04 ∣ avg_100 : 31952.259506 ∣ critic_nllloss : 26880.758984 ∣ critic_ganloss : -1234.857715 ∣ generator_nllloss : 5414.874805 ∣ generator_ganloss : 464.930688 ∣     [  std_z : 0.98  real_sub_fake : 4288.29 ]
[  epoch 0003/0040] 2400/4800, lr:1.0e-04 ∣ avg_100 : 31952.678891 ∣ critic_nllloss : 26708.062109 ∣ critic_ganloss : -900.308167 ∣ generator_nllloss : 5381.016406 ∣ generator_ganloss : 680.068066 ∣  [  std_z : 0.97  real_sub_fake : 3963.62 ]
[  epoch 0003/0040] 2410/4800, lr:1.0e-04 ∣ avg_100 : 31955.544976 ∣ critic_nllloss : 26887.344141 ∣ critic_ganloss : -1006.151263 ∣ generator_nllloss : 5255.596289 ∣ generator_ganloss : 722.292334 ∣     [  std_z : 0.98  real_sub_fake : 3361.04 ]
[  epoch 0003/0040] 2420/4800, lr:1.0e-04 ∣ avg_100 : 31956.244114 ∣ critic_nllloss : 26925.513281 ∣ critic_ganloss : -1081.384204 ∣ generator_nllloss : 5441.966797 ∣ generator_ganloss : 759.746753 ∣     [  std_z : 0.98  real_sub_fake : 4528.38 ]
[  epoch 0003/0040] 2430/4800, lr:1.0e-04 ∣ avg_100 : 31956.565791 ∣ critic_nllloss : 26801.483984 ∣ critic_ganloss : -839.119940 ∣ generator_nllloss : 5477.169727 ∣ generator_ganloss : 820.334912 ∣  [  std_z : 0.98  real_sub_fake : 2700.46 ]
[  epoch 0003/0040] 2440/4800, lr:1.0e-04 ∣ avg_100 : 31958.365220 ∣ critic_nllloss : 26672.711719 ∣ critic_ganloss : -870.208344 ∣ generator_nllloss : 5405.394531 ∣ generator_ganloss : 898.071875 ∣  [  std_z : 0.97  real_sub_fake : 3626.08 ]
[  epoch 0003/0040] 2450/4800, lr:1.0e-04 ∣ avg_100 : 31959.888609 ∣ critic_nllloss : 26816.643164 ∣ critic_ganloss : -1024.564343 ∣ generator_nllloss : 5362.017383 ∣ generator_ganloss : 883.323242 ∣     [  std_z : 0.98  real_sub_fake : 3743.38 ]
[  epoch 0003/0040] 2460/4800, lr:1.0e-04 ∣ avg_100 : 31960.579539 ∣ critic_nllloss : 26706.441992 ∣ critic_ganloss : -971.498627 ∣ generator_nllloss : 5335.193945 ∣ generator_ganloss : 863.780078 ∣  [  std_z : 0.97  real_sub_fake : 4009.22 ]
[  epoch 0003/0040] 2470/4800, lr:1.0e-04 ∣ avg_100 : 31958.901526 ∣ critic_nllloss : 26640.344531 ∣ critic_ganloss : -987.922461 ∣ generator_nllloss : 5330.876172 ∣ generator_ganloss : 777.373047 ∣  [  std_z : 0.96  real_sub_fake : 3518.20 ]
[  epoch 0003/0040] 2480/4800, lr:1.0e-04 ∣ avg_100 : 31957.034325 ∣ critic_nllloss : 26868.634766 ∣ critic_ganloss : -1019.499133 ∣ generator_nllloss : 5379.370117 ∣ generator_ganloss : 647.659229 ∣     [  std_z : 0.96  real_sub_fake : 3968.88 ]
[  epoch 0003/0040] 2490/4800, lr:1.0e-04 ∣ avg_100 : 31958.787519 ∣ critic_nllloss : 26872.317578 ∣ critic_ganloss : -967.636798 ∣ generator_nllloss : 5320.875195 ∣ generator_ganloss : 602.390552 ∣  [  std_z : 0.97  real_sub_fake : 3878.68 ]
[  epoch 0003/0040] 2500/4800, lr:1.0e-04 ∣ avg_100 : 31954.944433 ∣ critic_nllloss : 26592.099609 ∣ critic_ganloss : -934.669043 ∣ generator_nllloss : 5343.203711 ∣ generator_ganloss : 653.368066 ∣  [  std_z : 0.95  real_sub_fake : 3631.43 ]
[  epoch 0003/0040] 2510/4800, lr:1.0e-04 ∣ avg_100 : 31952.730800 ∣ critic_nllloss : 26801.699023 ∣ critic_ganloss : -1004.366870 ∣ generator_nllloss : 5348.301562 ∣ generator_ganloss : 704.038940 ∣     [  std_z : 0.97  real_sub_fake : 3685.82 ]
[  epoch 0003/0040] 2520/4800, lr:1.0e-04 ∣ avg_100 : 31950.153557 ∣ critic_nllloss : 26904.887305 ∣ critic_ganloss : -1179.011627 ∣ generator_nllloss : 5368.333789 ∣ generator_ganloss : 742.595215 ∣     [  std_z : 0.97  real_sub_fake : 4402.59 ]
[  epoch 0003/0040] 2530/4800, lr:1.0e-04 ∣ avg_100 : 31953.225853 ∣ critic_nllloss : 26817.449414 ∣ critic_ganloss : -1013.897913 ∣ generator_nllloss : 5380.157812 ∣ generator_ganloss : 844.008496 ∣     [  std_z : 0.98  real_sub_fake : 4307.93 ]
[  epoch 0003/0040] 2540/4800, lr:1.0e-04 ∣ avg_100 : 31953.496710 ∣ critic_nllloss : 26566.112891 ∣ critic_ganloss : -1053.973706 ∣ generator_nllloss : 5354.312891 ∣ generator_ganloss : 833.388232 ∣     [  std_z : 0.97  real_sub_fake : 3522.09 ]
[  epoch 0003/0040] 2550/4800, lr:1.0e-04 ∣ avg_100 : 31950.333087 ∣ critic_nllloss : 26694.779297 ∣ critic_ganloss : -1001.408545 ∣ generator_nllloss : 5290.703320 ∣ generator_ganloss : 917.615430 ∣     [  std_z : 0.97  real_sub_fake : 4324.95 ]
[  epoch 0003/0040] 2560/4800, lr:1.0e-04 ∣ avg_100 : 31951.166558 ∣ critic_nllloss : 26786.872852 ∣ critic_ganloss : -941.659851 ∣ generator_nllloss : 5371.556641 ∣ generator_ganloss : 899.485547 ∣  [  std_z : 0.97  real_sub_fake : 3062.57 ]
[  epoch 0003/0040] 2570/4800, lr:1.0e-04 ∣ avg_100 : 31946.851590 ∣ critic_nllloss : 26959.817578 ∣ critic_ganloss : -1075.761194 ∣ generator_nllloss : 5442.771094 ∣ generator_ganloss : 817.482153 ∣     [  std_z : 0.97  real_sub_fake : 4478.42 ]
[  epoch 0003/0040] 2580/4800, lr:1.0e-04 ∣ avg_100 : 31948.200469 ∣ critic_nllloss : 26826.806641 ∣ critic_ganloss : -979.018774 ∣ generator_nllloss : 5327.163281 ∣ generator_ganloss : 928.986035 ∣  [  std_z : 0.98  real_sub_fake : 4068.45 ]
[  epoch 0003/0040] 2590/4800, lr:1.0e-04 ∣ avg_100 : 31949.117966 ∣ critic_nllloss : 26674.634180 ∣ critic_ganloss : -1020.967719 ∣ generator_nllloss : 5229.203906 ∣ generator_ganloss : 841.989355 ∣     [  std_z : 0.98  real_sub_fake : 3632.00 ]
[  epoch 0003/0040] 2600/4800, lr:1.0e-04 ∣ avg_100 : 31946.345360 ∣ critic_nllloss : 26815.711719 ∣ critic_ganloss : -1100.881915 ∣ generator_nllloss : 5251.425586 ∣ generator_ganloss : 898.440479 ∣     [  std_z : 0.98  real_sub_fake : 4196.24 ]
[  epoch 0003/0040] 2610/4800, lr:1.0e-04 ∣ avg_100 : 31947.745310 ∣ critic_nllloss : 26968.520703 ∣ critic_ganloss : -1061.889252 ∣ generator_nllloss : 5399.473437 ∣ generator_ganloss : 846.538037 ∣     [  std_z : 0.98  real_sub_fake : 4156.44 ]
[  epoch 0003/0040] 2620/4800, lr:1.0e-04 ∣ avg_100 : 31945.822665 ∣ critic_nllloss : 27006.011914 ∣ critic_ganloss : -1098.698120 ∣ generator_nllloss : 5330.830469 ∣ generator_ganloss : 709.825293 ∣     [  std_z : 0.98  real_sub_fake : 4144.87 ]
[  epoch 0003/0040] 2630/4800, lr:1.0e-04 ∣ avg_100 : 31943.681798 ∣ critic_nllloss : 26708.572461 ∣ critic_ganloss : -896.635248 ∣ generator_nllloss : 5334.084766 ∣ generator_ganloss : 664.575049 ∣  [  std_z : 0.97  real_sub_fake : 3462.35 ]
[  epoch 0003/0040] 2640/4800, lr:1.0e-04 ∣ avg_100 : 31945.552617 ∣ critic_nllloss : 27053.204102 ∣ critic_ganloss : -1074.588037 ∣ generator_nllloss : 5394.957617 ∣ generator_ganloss : 669.535107 ∣     [  std_z : 0.99  real_sub_fake : 3764.99 ]
[  epoch 0003/0040] 2650/4800, lr:1.0e-04 ∣ avg_100 : 31945.716462 ∣ critic_nllloss : 26884.523047 ∣ critic_ganloss : -1021.969836 ∣ generator_nllloss : 5416.777734 ∣ generator_ganloss : 870.594092 ∣     [  std_z : 0.98  real_sub_fake : 4683.88 ]
[  epoch 0003/0040] 2660/4800, lr:1.0e-04 ∣ avg_100 : 31943.316308 ∣ critic_nllloss : 26837.856445 ∣ critic_ganloss : -945.066376 ∣ generator_nllloss : 5279.275781 ∣ generator_ganloss : 864.684473 ∣  [  std_z : 0.98  real_sub_fake : 3175.23 ]
[  epoch 0003/0040] 2670/4800, lr:1.0e-04 ∣ avg_100 : 31947.595158 ∣ critic_nllloss : 26911.687500 ∣ critic_ganloss : -987.622546 ∣ generator_nllloss : 5314.672266 ∣ generator_ganloss : 956.884961 ∣  [  std_z : 0.97  real_sub_fake : 4089.66 ]
[  epoch 0003/0040] 2680/4800, lr:1.0e-04 ∣ avg_100 : 31950.698603 ∣ critic_nllloss : 26747.128125 ∣ critic_ganloss : -933.869037 ∣ generator_nllloss : 5352.507031 ∣ generator_ganloss : 921.575537 ∣  [  std_z : 0.97  real_sub_fake : 3274.56 ]
[  epoch 0003/0040] 2690/4800, lr:1.0e-04 ∣ avg_100 : 31951.800895 ∣ critic_nllloss : 26835.949414 ∣ critic_ganloss : -1003.157336 ∣ generator_nllloss : 5366.355273 ∣ generator_ganloss : 931.531250 ∣     [  std_z : 0.96  real_sub_fake : 4027.46 ]
[  epoch 0003/0040] 2700/4800, lr:1.0e-04 ∣ avg_100 : 31950.400022 ∣ critic_nllloss : 26845.923047 ∣ critic_ganloss : -1220.986755 ∣ generator_nllloss : 5219.729297 ∣ generator_ganloss : 954.108838 ∣     [  std_z : 0.98  real_sub_fake : 3976.15 ]
[  epoch 0003/0040] 2710/4800, lr:1.0e-04 ∣ avg_100 : 31951.387114 ∣ critic_nllloss : 26744.589258 ∣ critic_ganloss : -972.112317 ∣ generator_nllloss : 5287.542969 ∣ generator_ganloss : 979.604785 ∣  [  std_z : 0.98  real_sub_fake : 4793.82 ]
[  epoch 0003/0040] 2720/4800, lr:1.0e-04 ∣ avg_100 : 31954.048314 ∣ critic_nllloss : 26743.946484 ∣ critic_ganloss : -665.994321 ∣ generator_nllloss : 5257.906250 ∣ generator_ganloss : 917.863818 ∣  [  std_z : 0.98  real_sub_fake : 2108.00 ]
[  epoch 0003/0040] 2730/4800, lr:1.0e-04 ∣ avg_100 : 31953.323509 ∣ critic_nllloss : 26751.016797 ∣ critic_ganloss : -951.569269 ∣ generator_nllloss : 5313.974805 ∣ generator_ganloss : 742.673682 ∣  [  std_z : 0.98  real_sub_fake : 3801.10 ]
[  epoch 0003/0040] 2740/4800, lr:1.0e-04 ∣ avg_100 : 31953.184597 ∣ critic_nllloss : 26672.189648 ∣ critic_ganloss : -1011.263336 ∣ generator_nllloss : 5325.805273 ∣ generator_ganloss : 793.363940 ∣     [  std_z : 0.96  real_sub_fake : 3591.66 ]
[  epoch 0003/0040] 2750/4800, lr:1.0e-04 ∣ avg_100 : 31952.607392 ∣ critic_nllloss : 26900.189453 ∣ critic_ganloss : -963.937122 ∣ generator_nllloss : 5413.803320 ∣ generator_ganloss : 889.774121 ∣  [  std_z : 0.97  real_sub_fake : 3883.45 ]
[  epoch 0003/0040] 2760/4800, lr:1.0e-04 ∣ avg_100 : 31949.227364 ∣ critic_nllloss : 26861.702148 ∣ critic_ganloss : -958.657257 ∣ generator_nllloss : 5372.263086 ∣ generator_ganloss : 697.185840 ∣  [  std_z : 0.98  real_sub_fake : 3587.04 ]
[  epoch 0003/0040] 2770/4800, lr:1.0e-04 ∣ avg_100 : 31946.270991 ∣ critic_nllloss : 26717.113086 ∣ critic_ganloss : -886.184692 ∣ generator_nllloss : 5315.270703 ∣ generator_ganloss : 667.025562 ∣  [  std_z : 0.96  real_sub_fake : 3584.11 ]
[  epoch 0003/0040] 2780/4800, lr:1.0e-04 ∣ avg_100 : 31939.744756 ∣ critic_nllloss : 26902.361328 ∣ critic_ganloss : -1104.821271 ∣ generator_nllloss : 5319.643164 ∣ generator_ganloss : 670.359863 ∣     [  std_z : 0.98  real_sub_fake : 4169.83 ]
[  epoch 0003/0040] 2790/4800, lr:1.0e-04 ∣ avg_100 : 31940.703351 ∣ critic_nllloss : 26966.147852 ∣ critic_ganloss : -904.107611 ∣ generator_nllloss : 5373.316797 ∣ generator_ganloss : 615.754419 ∣  [  std_z : 0.97  real_sub_fake : 3788.91 ]
[  epoch 0003/0040] 2800/4800, lr:1.0e-04 ∣ avg_100 : 31939.236175 ∣ critic_nllloss : 26825.676367 ∣ critic_ganloss : -1023.806256 ∣ generator_nllloss : 5304.199609 ∣ generator_ganloss : 542.204443 ∣     [  std_z : 0.97  real_sub_fake : 3671.24 ]
[  epoch 0003/0040] 2810/4800, lr:1.0e-04 ∣ avg_100 : 31939.768545 ∣ critic_nllloss : 26749.537109 ∣ critic_ganloss : -1068.847546 ∣ generator_nllloss : 5333.224023 ∣ generator_ganloss : 685.658105 ∣     [  std_z : 0.97  real_sub_fake : 3808.95 ]
[  epoch 0003/0040] 2820/4800, lr:1.0e-04 ∣ avg_100 : 31945.412010 ∣ critic_nllloss : 26773.377539 ∣ critic_ganloss : -981.666931 ∣ generator_nllloss : 5369.449023 ∣ generator_ganloss : 1049.863965 ∣     [  std_z : 0.97  real_sub_fake : 3878.59 ]
[  epoch 0003/0040] 2830/4800, lr:1.0e-04 ∣ avg_100 : 31953.006836 ∣ critic_nllloss : 26936.140430 ∣ critic_ganloss : -1103.460101 ∣ generator_nllloss : 5412.797266 ∣ generator_ganloss : 1111.821045 ∣    [  std_z : 0.98  real_sub_fake : 4121.13 ]
[  epoch 0003/0040] 2840/4800, lr:1.0e-04 ∣ avg_100 : 31959.135377 ∣ critic_nllloss : 26921.934766 ∣ critic_ganloss : -910.957281 ∣ generator_nllloss : 5407.018359 ∣ generator_ganloss : 1105.685937 ∣     [  std_z : 0.97  real_sub_fake : 3348.15 ]
[  epoch 0003/0040] 2850/4800, lr:1.0e-04 ∣ avg_100 : 31962.078128 ∣ critic_nllloss : 26790.152930 ∣ critic_ganloss : -1003.379761 ∣ generator_nllloss : 5392.808203 ∣ generator_ganloss : 949.263184 ∣     [  std_z : 0.97  real_sub_fake : 4087.12 ]
[  epoch 0003/0040] 2860/4800, lr:1.0e-04 ∣ avg_100 : 31964.619255 ∣ critic_nllloss : 26666.442578 ∣ critic_ganloss : -832.532953 ∣ generator_nllloss : 5379.976172 ∣ generator_ganloss : 733.007031 ∣  [  std_z : 0.96  real_sub_fake : 3655.71 ]
[  epoch 0003/0040] 2870/4800, lr:1.0e-04 ∣ avg_100 : 31963.617649 ∣ critic_nllloss : 26571.810352 ∣ critic_ganloss : -1036.851520 ∣ generator_nllloss : 5329.745703 ∣ generator_ganloss : 618.009229 ∣     [  std_z : 0.96  real_sub_fake : 3469.03 ]
[  epoch 0003/0040] 2880/4800, lr:1.0e-04 ∣ avg_100 : 31959.967615 ∣ critic_nllloss : 26745.734570 ∣ critic_ganloss : -935.555859 ∣ generator_nllloss : 5329.934961 ∣ generator_ganloss : 640.853589 ∣  [  std_z : 0.97  real_sub_fake : 3790.16 ]
[  epoch 0003/0040] 2890/4800, lr:1.0e-04 ∣ avg_100 : 31957.938549 ∣ critic_nllloss : 26891.546484 ∣ critic_ganloss : -1152.388062 ∣ generator_nllloss : 5375.303516 ∣ generator_ganloss : 709.091919 ∣     [  std_z : 0.98  real_sub_fake : 4027.98 ]
[  epoch 0003/0040] 2900/4800, lr:1.0e-04 ∣ avg_100 : 31961.918588 ∣ critic_nllloss : 26889.559766 ∣ critic_ganloss : -832.683093 ∣ generator_nllloss : 5412.122070 ∣ generator_ganloss : 898.636963 ∣  [  std_z : 0.98  real_sub_fake : 3406.94 ]
[  epoch 0003/0040] 2910/4800, lr:1.0e-04 ∣ avg_100 : 31961.585098 ∣ critic_nllloss : 26771.424414 ∣ critic_ganloss : -929.284174 ∣ generator_nllloss : 5362.971289 ∣ generator_ganloss : 847.994824 ∣  [  std_z : 0.97  real_sub_fake : 3433.70 ]
[  epoch 0003/0040] 2920/4800, lr:1.0e-04 ∣ avg_100 : 31963.765518 ∣ critic_nllloss : 26875.402148 ∣ critic_ganloss : -1031.968457 ∣ generator_nllloss : 5400.702344 ∣ generator_ganloss : 884.945703 ∣     [  std_z : 0.97  real_sub_fake : 3932.97 ]
[  epoch 0003/0040] 2930/4800, lr:1.0e-04 ∣ avg_100 : 31968.357517 ∣ critic_nllloss : 26999.488672 ∣ critic_ganloss : -1022.176453 ∣ generator_nllloss : 5508.937109 ∣ generator_ganloss : 874.734326 ∣     [  std_z : 0.97  real_sub_fake : 3883.51 ]
[  epoch 0003/0040] 2940/4800, lr:1.0e-04 ∣ avg_100 : 31970.442718 ∣ critic_nllloss : 26917.661523 ∣ critic_ganloss : -1027.330121 ∣ generator_nllloss : 5446.517187 ∣ generator_ganloss : 770.849976 ∣     [  std_z : 0.96  real_sub_fake : 3906.56 ]
[  epoch 0003/0040] 2950/4800, lr:1.0e-04 ∣ avg_100 : 31971.571098 ∣ critic_nllloss : 26764.975781 ∣ critic_ganloss : -1063.820703 ∣ generator_nllloss : 5446.200391 ∣ generator_ganloss : 849.917383 ∣     [  std_z : 0.96  real_sub_fake : 4050.13 ]
[  epoch 0003/0040] 2960/4800, lr:1.0e-04 ∣ avg_100 : 31968.653697 ∣ critic_nllloss : 26715.631250 ∣ critic_ganloss : -1146.693298 ∣ generator_nllloss : 5330.447266 ∣ generator_ganloss : 945.047266 ∣     [  std_z : 0.95  real_sub_fake : 4530.82 ]
[  epoch 0003/0040] 2970/4800, lr:1.0e-04 ∣ avg_100 : 31969.362391 ∣ critic_nllloss : 26593.533203 ∣ critic_ganloss : -1033.848462 ∣ generator_nllloss : 5301.500781 ∣ generator_ganloss : 1103.625391 ∣    [  std_z : 0.95  real_sub_fake : 3942.97 ]
[  epoch 0003/0040] 2980/4800, lr:1.0e-04 ∣ avg_100 : 31967.440357 ∣ critic_nllloss : 26688.199414 ∣ critic_ganloss : -1074.077930 ∣ generator_nllloss : 5309.075391 ∣ generator_ganloss : 846.417969 ∣     [  std_z : 0.96  real_sub_fake : 4040.89 ]
[  epoch 0003/0040] 2990/4800, lr:1.0e-04 ∣ avg_100 : 31966.779966 ∣ critic_nllloss : 26653.973828 ∣ critic_ganloss : -1043.012885 ∣ generator_nllloss : 5372.707227 ∣ generator_ganloss : 699.503540 ∣     [  std_z : 0.96  real_sub_fake : 3892.96 ]
[  epoch 0003/0040] 3000/4800, lr:1.0e-04 ∣ avg_100 : 31959.522215 ∣ critic_nllloss : 26661.174609 ∣ critic_ganloss : -969.693420 ∣ generator_nllloss : 5387.155469 ∣ generator_ganloss : 635.847217 ∣  [  std_z : 0.96  real_sub_fake : 4375.30 ]
[  epoch 0003/0040] 3010/4800, lr:1.0e-04 ∣ avg_100 : 31954.497765 ∣ critic_nllloss : 26595.231250 ∣ critic_ganloss : -1013.227368 ∣ generator_nllloss : 5286.570117 ∣ generator_ganloss : 581.493579 ∣     [  std_z : 0.96  real_sub_fake : 3328.78 ]
[  epoch 0003/0040] 3020/4800, lr:1.0e-04 ∣ avg_100 : 31949.804327 ∣ critic_nllloss : 26863.428320 ∣ critic_ganloss : -1183.015027 ∣ generator_nllloss : 5280.585156 ∣ generator_ganloss : 592.299976 ∣     [  std_z : 0.97  real_sub_fake : 4295.05 ]
[  epoch 0003/0040] 3030/4800, lr:1.0e-04 ∣ avg_100 : 31946.260316 ∣ critic_nllloss : 26755.018359 ∣ critic_ganloss : -1150.011536 ∣ generator_nllloss : 5370.692773 ∣ generator_ganloss : 763.281055 ∣     [  std_z : 0.96  real_sub_fake : 4609.82 ]
[  epoch 0003/0040] 3040/4800, lr:1.0e-04 ∣ avg_100 : 31944.012527 ∣ critic_nllloss : 26827.572070 ∣ critic_ganloss : -1110.883038 ∣ generator_nllloss : 5358.185938 ∣ generator_ganloss : 896.986475 ∣     [  std_z : 0.97  real_sub_fake : 4742.48 ]
[  epoch 0003/0040] 3050/4800, lr:1.0e-04 ∣ avg_100 : 31946.511780 ∣ critic_nllloss : 26623.015430 ∣ critic_ganloss : -702.771948 ∣ generator_nllloss : 5368.333398 ∣ generator_ganloss : 1049.697754 ∣     [  std_z : 0.97  real_sub_fake : 2255.21 ]
[  epoch 0003/0040] 3060/4800, lr:1.0e-04 ∣ avg_100 : 31943.982981 ∣ critic_nllloss : 26589.162500 ∣ critic_ganloss : -978.805121 ∣ generator_nllloss : 5251.860156 ∣ generator_ganloss : 876.419141 ∣  [  std_z : 0.96  real_sub_fake : 3565.34 ]
[  epoch 0003/0040] 3070/4800, lr:1.0e-04 ∣ avg_100 : 31950.412643 ∣ critic_nllloss : 27025.933203 ∣ critic_ganloss : -779.379407 ∣ generator_nllloss : 5375.787305 ∣ generator_ganloss : 892.120068 ∣  [  std_z : 0.98  real_sub_fake : 3526.84 ]
[  epoch 0003/0040] 3080/4800, lr:1.0e-04 ∣ avg_100 : 31952.583659 ∣ critic_nllloss : 26863.227930 ∣ critic_ganloss : -1017.114954 ∣ generator_nllloss : 5333.789453 ∣ generator_ganloss : 785.096069 ∣     [  std_z : 0.98  real_sub_fake : 3278.32 ]
[  epoch 0003/0040] 3090/4800, lr:1.0e-04 ∣ avg_100 : 31948.293583 ∣ critic_nllloss : 26726.339844 ∣ critic_ganloss : -1150.503918 ∣ generator_nllloss : 5409.473047 ∣ generator_ganloss : 827.894434 ∣     [  std_z : 0.97  real_sub_fake : 4395.58 ]
[  epoch 0003/0040] 3100/4800, lr:1.0e-04 ∣ avg_100 : 31948.526684 ∣ critic_nllloss : 26650.834766 ∣ critic_ganloss : -638.967322 ∣ generator_nllloss : 5263.900391 ∣ generator_ganloss : 968.632666 ∣  [  std_z : 0.96  real_sub_fake : 3159.15 ]
[  epoch 0003/0040] 3110/4800, lr:1.0e-04 ∣ avg_100 : 31943.539850 ∣ critic_nllloss : 26612.381641 ∣ critic_ganloss : -956.250909 ∣ generator_nllloss : 5326.454492 ∣ generator_ganloss : 879.367773 ∣  [  std_z : 0.96  real_sub_fake : 3322.86 ]
[  epoch 0003/0040] 3120/4800, lr:1.0e-04 ∣ avg_100 : 31947.203643 ∣ critic_nllloss : 26860.952734 ∣ critic_ganloss : -1098.247461 ∣ generator_nllloss : 5472.217773 ∣ generator_ganloss : 914.204492 ∣     [  std_z : 0.96  real_sub_fake : 4046.68 ]
[  epoch 0003/0040] 3130/4800, lr:1.0e-04 ∣ avg_100 : 31947.679371 ∣ critic_nllloss : 26516.967773 ∣ critic_ganloss : -904.076495 ∣ generator_nllloss : 5366.526758 ∣ generator_ganloss : 891.832031 ∣  [  std_z : 0.95  real_sub_fake : 3676.66 ]
[  epoch 0003/0040] 3140/4800, lr:1.0e-04 ∣ avg_100 : 31949.536556 ∣ critic_nllloss : 26952.541992 ∣ critic_ganloss : -914.068884 ∣ generator_nllloss : 5397.156445 ∣ generator_ganloss : 839.373682 ∣  [  std_z : 0.97  real_sub_fake : 3663.22 ]
[  epoch 0003/0040] 3150/4800, lr:1.0e-04 ∣ avg_100 : 31949.848188 ∣ critic_nllloss : 26721.370312 ∣ critic_ganloss : -967.993365 ∣ generator_nllloss : 5295.580078 ∣ generator_ganloss : 758.270874 ∣  [  std_z : 0.97  real_sub_fake : 3734.67 ]
[  epoch 0003/0040] 3160/4800, lr:1.0e-04 ∣ avg_100 : 31947.901810 ∣ critic_nllloss : 26739.732031 ∣ critic_ganloss : -987.274036 ∣ generator_nllloss : 5265.991016 ∣ generator_ganloss : 766.930688 ∣  [  std_z : 0.97  real_sub_fake : 3415.90 ]
[  epoch 0003/0040] 3170/4800, lr:1.0e-04 ∣ avg_100 : 31948.826228 ∣ critic_nllloss : 26652.143750 ∣ critic_ganloss : -772.364575 ∣ generator_nllloss : 5359.084961 ∣ generator_ganloss : 755.690552 ∣  [  std_z : 0.96  real_sub_fake : 3345.25 ]
[  epoch 0003/0040] 3180/4800, lr:1.0e-04 ∣ avg_100 : 31952.823999 ∣ critic_nllloss : 26656.874609 ∣ critic_ganloss : -752.973657 ∣ generator_nllloss : 5379.185156 ∣ generator_ganloss : 596.233618 ∣  [  std_z : 0.97  real_sub_fake : 3137.32 ]
[  epoch 0003/0040] 3190/4800, lr:1.0e-04 ∣ avg_100 : 31953.221828 ∣ critic_nllloss : 26438.368750 ∣ critic_ganloss : -788.484790 ∣ generator_nllloss : 5328.761719 ∣ generator_ganloss : 693.370654 ∣  [  std_z : 0.96  real_sub_fake : 2659.38 ]
[  epoch 0003/0040] 3200/4800, lr:1.0e-04 ∣ avg_100 : 31950.076606 ∣ critic_nllloss : 26710.728516 ∣ critic_ganloss : -929.423907 ∣ generator_nllloss : 5342.533594 ∣ generator_ganloss : 569.378491 ∣  [  std_z : 0.96  real_sub_fake : 3685.12 ]
[  epoch 0003/0040] 3210/4800, lr:1.0e-04 ∣ avg_100 : 31949.934414 ∣ critic_nllloss : 27021.727148 ∣ critic_ganloss : -1003.705359 ∣ generator_nllloss : 5411.971289 ∣ generator_ganloss : 637.771802 ∣     [  std_z : 0.97  real_sub_fake : 3896.48 ]
[  epoch 0003/0040] 3220/4800, lr:1.0e-04 ∣ avg_100 : 31945.497175 ∣ critic_nllloss : 26681.611133 ∣ critic_ganloss : -894.043964 ∣ generator_nllloss : 5357.827539 ∣ generator_ganloss : 584.063013 ∣  [  std_z : 0.96  real_sub_fake : 3378.33 ]
[  epoch 0003/0040] 3230/4800, lr:1.0e-04 ∣ avg_100 : 31939.659552 ∣ critic_nllloss : 26732.121484 ∣ critic_ganloss : -866.083093 ∣ generator_nllloss : 5324.983789 ∣ generator_ganloss : 533.463354 ∣  [  std_z : 0.96  real_sub_fake : 3308.55 ]
[  epoch 0003/0040] 3240/4800, lr:1.0e-04 ∣ avg_100 : 31936.884193 ∣ critic_nllloss : 26766.021484 ∣ critic_ganloss : -1080.128021 ∣ generator_nllloss : 5389.828125 ∣ generator_ganloss : 624.210059 ∣     [  std_z : 0.97  real_sub_fake : 3943.34 ]
[  epoch 0003/0040] 3250/4800, lr:1.0e-04 ∣ avg_100 : 31940.299880 ∣ critic_nllloss : 26864.356445 ∣ critic_ganloss : -833.527124 ∣ generator_nllloss : 5356.030469 ∣ generator_ganloss : 656.210205 ∣  [  std_z : 0.97  real_sub_fake : 3741.37 ]
[  epoch 0003/0040] 3260/4800, lr:1.0e-04 ∣ avg_100 : 31940.845720 ∣ critic_nllloss : 26724.273633 ∣ critic_ganloss : -948.291925 ∣ generator_nllloss : 5314.380078 ∣ generator_ganloss : 646.483594 ∣  [  std_z : 0.96  real_sub_fake : 3150.83 ]
[  epoch 0003/0040] 3270/4800, lr:1.0e-04 ∣ avg_100 : 31936.748608 ∣ critic_nllloss : 26685.991602 ∣ critic_ganloss : -983.346289 ∣ generator_nllloss : 5365.644727 ∣ generator_ganloss : 577.106104 ∣  [  std_z : 0.96  real_sub_fake : 3966.93 ]
[  epoch 0003/0040] 3280/4800, lr:1.0e-04 ∣ avg_100 : 31937.377274 ∣ critic_nllloss : 26863.648438 ∣ critic_ganloss : -960.765009 ∣ generator_nllloss : 5381.949023 ∣ generator_ganloss : 673.202100 ∣  [  std_z : 0.97  real_sub_fake : 3680.50 ]
[  epoch 0003/0040] 3290/4800, lr:1.0e-04 ∣ avg_100 : 31938.990485 ∣ critic_nllloss : 26647.733008 ∣ critic_ganloss : -1124.017841 ∣ generator_nllloss : 5446.340039 ∣ generator_ganloss : 824.166748 ∣     [  std_z : 0.97  real_sub_fake : 4086.43 ]
[  epoch 0003/0040] 3300/4800, lr:1.0e-04 ∣ avg_100 : 31943.510739 ∣ critic_nllloss : 26766.836328 ∣ critic_ganloss : -823.708221 ∣ generator_nllloss : 5452.506836 ∣ generator_ganloss : 726.998828 ∣  [  std_z : 0.97  real_sub_fake : 3580.06 ]
[  epoch 0003/0040] 3310/4800, lr:1.0e-04 ∣ avg_100 : 31944.698213 ∣ critic_nllloss : 26709.816016 ∣ critic_ganloss : -985.936792 ∣ generator_nllloss : 5376.282812 ∣ generator_ganloss : 637.331641 ∣  [  std_z : 0.97  real_sub_fake : 3379.96 ]
[  epoch 0003/0040] 3320/4800, lr:1.0e-04 ∣ avg_100 : 31944.179756 ∣ critic_nllloss : 26658.262500 ∣ critic_ganloss : -911.615527 ∣ generator_nllloss : 5357.420313 ∣ generator_ganloss : 639.196387 ∣  [  std_z : 0.96  real_sub_fake : 3992.30 ]
[  epoch 0003/0040] 3330/4800, lr:1.0e-04 ∣ avg_100 : 31944.625415 ∣ critic_nllloss : 26730.188672 ∣ critic_ganloss : -954.391400 ∣ generator_nllloss : 5396.786719 ∣ generator_ganloss : 599.666333 ∣  [  std_z : 0.96  real_sub_fake : 3364.58 ]
[  epoch 0003/0040] 3340/4800, lr:1.0e-04 ∣ avg_100 : 31937.185108 ∣ critic_nllloss : 26698.258203 ∣ critic_ganloss : -977.850238 ∣ generator_nllloss : 5321.039453 ∣ generator_ganloss : 695.170776 ∣  [  std_z : 0.97  real_sub_fake : 4140.14 ]
[  epoch 0003/0040] 3350/4800, lr:1.0e-04 ∣ avg_100 : 31933.659301 ∣ critic_nllloss : 26697.725977 ∣ critic_ganloss : -864.879797 ∣ generator_nllloss : 5339.568945 ∣ generator_ganloss : 717.129883 ∣  [  std_z : 0.97  real_sub_fake : 2759.50 ]
[  epoch 0003/0040] 3360/4800, lr:1.0e-04 ∣ avg_100 : 31933.842167 ∣ critic_nllloss : 26720.700977 ∣ critic_ganloss : -796.941235 ∣ generator_nllloss : 5423.060547 ∣ generator_ganloss : 715.140820 ∣  [  std_z : 0.97  real_sub_fake : 3499.16 ]
[  epoch 0003/0040] 3370/4800, lr:1.0e-04 ∣ avg_100 : 31929.591100 ∣ critic_nllloss : 26601.789844 ∣ critic_ganloss : -806.749219 ∣ generator_nllloss : 5257.126562 ∣ generator_ganloss : 640.637378 ∣  [  std_z : 0.98  real_sub_fake : 3036.38 ]
[  epoch 0003/0040] 3380/4800, lr:1.0e-04 ∣ avg_100 : 31928.015533 ∣ critic_nllloss : 26461.570312 ∣ critic_ganloss : -994.428088 ∣ generator_nllloss : 5348.381250 ∣ generator_ganloss : 745.540942 ∣  [  std_z : 0.96  real_sub_fake : 3501.68 ]
[  epoch 0003/0040] 3390/4800, lr:1.0e-04 ∣ avg_100 : 31931.292947 ∣ critic_nllloss : 26824.838867 ∣ critic_ganloss : -1183.738477 ∣ generator_nllloss : 5370.773828 ∣ generator_ganloss : 841.573975 ∣     [  std_z : 0.97  real_sub_fake : 4504.54 ]
[  epoch 0003/0040] 3400/4800, lr:1.0e-04 ∣ avg_100 : 31933.771484 ∣ critic_nllloss : 26928.385352 ∣ critic_ganloss : -1061.678882 ∣ generator_nllloss : 5445.320898 ∣ generator_ganloss : 804.664697 ∣     [  std_z : 0.98  real_sub_fake : 4259.90 ]
[  epoch 0003/0040] 3410/4800, lr:1.0e-04 ∣ avg_100 : 31937.583858 ∣ critic_nllloss : 26888.512891 ∣ critic_ganloss : -899.309216 ∣ generator_nllloss : 5410.083203 ∣ generator_ganloss : 841.032056 ∣  [  std_z : 0.96  real_sub_fake : 3630.12 ]
[  epoch 0003/0040] 3420/4800, lr:1.0e-04 ∣ avg_100 : 31936.841973 ∣ critic_nllloss : 26786.115234 ∣ critic_ganloss : -987.695233 ∣ generator_nllloss : 5375.175586 ∣ generator_ganloss : 798.058545 ∣  [  std_z : 0.97  real_sub_fake : 3139.42 ]
[  epoch 0003/0040] 3430/4800, lr:1.0e-04 ∣ avg_100 : 31931.076079 ∣ critic_nllloss : 26799.637109 ∣ critic_ganloss : -1133.494086 ∣ generator_nllloss : 5318.756445 ∣ generator_ganloss : 698.379834 ∣     [  std_z : 0.97  real_sub_fake : 5144.31 ]
[  epoch 0003/0040] 3440/4800, lr:1.0e-04 ∣ avg_100 : 31926.032803 ∣ critic_nllloss : 26649.128906 ∣ critic_ganloss : -993.864191 ∣ generator_nllloss : 5421.724609 ∣ generator_ganloss : 524.652783 ∣  [  std_z : 0.97  real_sub_fake : 3422.32 ]
[  epoch 0003/0040] 3450/4800, lr:1.0e-04 ∣ avg_100 : 31925.794231 ∣ critic_nllloss : 26771.278320 ∣ critic_ganloss : -611.979309 ∣ generator_nllloss : 5397.509180 ∣ generator_ganloss : 456.754053 ∣  [  std_z : 0.97  real_sub_fake : 2726.20 ]
[  epoch 0003/0040] 3460/4800, lr:1.0e-04 ∣ avg_100 : 31921.231558 ∣ critic_nllloss : 26639.637109 ∣ critic_ganloss : -795.643732 ∣ generator_nllloss : 5311.876172 ∣ generator_ganloss : 321.780566 ∣  [  std_z : 0.96  real_sub_fake : 2814.99 ]
[  epoch 0003/0040] 3470/4800, lr:1.0e-04 ∣ avg_100 : 31919.883293 ∣ critic_nllloss : 26767.307812 ∣ critic_ganloss : -966.631836 ∣ generator_nllloss : 5314.537695 ∣ generator_ganloss : 510.631152 ∣  [  std_z : 0.97  real_sub_fake : 3456.43 ]
[  epoch 0003/0040] 3480/4800, lr:1.0e-04 ∣ avg_100 : 31919.716556 ∣ critic_nllloss : 26892.206445 ∣ critic_ganloss : -1085.404486 ∣ generator_nllloss : 5414.296094 ∣ generator_ganloss : 638.393188 ∣     [  std_z : 0.97  real_sub_fake : 4045.59 ]
[  epoch 0003/0040] 3490/4800, lr:1.0e-04 ∣ avg_100 : 31919.244706 ∣ critic_nllloss : 26768.595508 ∣ critic_ganloss : -1094.473572 ∣ generator_nllloss : 5253.291602 ∣ generator_ganloss : 853.348022 ∣     [  std_z : 0.98  real_sub_fake : 4708.21 ]
[  epoch 0003/0040] 3500/4800, lr:1.0e-04 ∣ avg_100 : 31925.163687 ∣ critic_nllloss : 26962.391211 ∣ critic_ganloss : -920.351624 ∣ generator_nllloss : 5420.672266 ∣ generator_ganloss : 783.188550 ∣  [  std_z : 0.98  real_sub_fake : 3323.55 ]
[  epoch 0003/0040] 3510/4800, lr:1.0e-04 ∣ avg_100 : 31926.336156 ∣ critic_nllloss : 26801.233984 ∣ critic_ganloss : -1015.774823 ∣ generator_nllloss : 5430.661719 ∣ generator_ganloss : 750.798657 ∣     [  std_z : 0.97  real_sub_fake : 3837.28 ]
[  epoch 0003/0040] 3520/4800, lr:1.0e-04 ∣ avg_100 : 31922.930004 ∣ critic_nllloss : 26516.500781 ∣ critic_ganloss : -1098.191516 ∣ generator_nllloss : 5235.931055 ∣ generator_ganloss : 841.949219 ∣     [  std_z : 0.96  real_sub_fake : 4388.04 ]
[  epoch 0003/0040] 3530/4800, lr:1.0e-04 ∣ avg_100 : 31920.719107 ∣ critic_nllloss : 26511.113086 ∣ critic_ganloss : -811.591809 ∣ generator_nllloss : 5276.027148 ∣ generator_ganloss : 831.079687 ∣  [  std_z : 0.96  real_sub_fake : 3038.21 ]
[  epoch 0003/0040] 3540/4800, lr:1.0e-04 ∣ avg_100 : 31920.234367 ∣ critic_nllloss : 26555.429297 ∣ critic_ganloss : -965.906360 ∣ generator_nllloss : 5311.725000 ∣ generator_ganloss : 750.118311 ∣  [  std_z : 0.97  real_sub_fake : 3674.15 ]
[  epoch 0003/0040] 3550/4800, lr:1.0e-04 ∣ avg_100 : 31916.129410 ∣ critic_nllloss : 26596.978125 ∣ critic_ganloss : -1004.816577 ∣ generator_nllloss : 5235.811328 ∣ generator_ganloss : 663.220923 ∣     [  std_z : 0.97  real_sub_fake : 3795.26 ]
[  epoch 0003/0040] 3560/4800, lr:1.0e-04 ∣ avg_100 : 31911.475321 ∣ critic_nllloss : 26720.209570 ∣ critic_ganloss : -972.149731 ∣ generator_nllloss : 5356.815234 ∣ generator_ganloss : 545.971289 ∣  [  std_z : 0.97  real_sub_fake : 3623.02 ]
[  epoch 0003/0040] 3570/4800, lr:1.0e-04 ∣ avg_100 : 31908.512044 ∣ critic_nllloss : 26867.775781 ∣ critic_ganloss : -1112.959143 ∣ generator_nllloss : 5440.155859 ∣ generator_ganloss : 653.009399 ∣     [  std_z : 0.98  real_sub_fake : 4152.88 ]
[  epoch 0003/0040] 3580/4800, lr:1.0e-04 ∣ avg_100 : 31903.762310 ∣ critic_nllloss : 26554.912891 ∣ critic_ganloss : -935.711066 ∣ generator_nllloss : 5327.658398 ∣ generator_ganloss : 682.103589 ∣  [  std_z : 0.97  real_sub_fake : 3640.36 ]
[  epoch 0003/0040] 3590/4800, lr:1.0e-04 ∣ avg_100 : 31904.542529 ∣ critic_nllloss : 26768.981641 ∣ critic_ganloss : -977.409454 ∣ generator_nllloss : 5350.311914 ∣ generator_ganloss : 660.997461 ∣  [  std_z : 0.97  real_sub_fake : 4322.84 ]
[  epoch 0003/0040] 3600/4800, lr:1.0e-04 ∣ avg_100 : 31905.461987 ∣ critic_nllloss : 26931.201172 ∣ critic_ganloss : -998.148083 ∣ generator_nllloss : 5394.276367 ∣ generator_ganloss : 629.312280 ∣  [  std_z : 0.98  real_sub_fake : 3234.61 ]
[  epoch 0003/0040] 3610/4800, lr:1.0e-04 ∣ avg_100 : 31901.558628 ∣ critic_nllloss : 26638.906250 ∣ critic_ganloss : -975.168866 ∣ generator_nllloss : 5394.275195 ∣ generator_ganloss : 704.294385 ∣  [  std_z : 0.97  real_sub_fake : 4037.90 ]
[  epoch 0003/0040] 3620/4800, lr:1.0e-04 ∣ avg_100 : 31896.660872 ∣ critic_nllloss : 26629.108984 ∣ critic_ganloss : -1073.095154 ∣ generator_nllloss : 5270.330859 ∣ generator_ganloss : 631.849243 ∣     [  std_z : 0.97  real_sub_fake : 4192.92 ]
[  epoch 0003/0040] 3630/4800, lr:1.0e-04 ∣ avg_100 : 31892.427966 ∣ critic_nllloss : 26654.617383 ∣ critic_ganloss : -1003.837402 ∣ generator_nllloss : 5240.989844 ∣ generator_ganloss : 495.536682 ∣     [  std_z : 0.98  real_sub_fake : 3912.14 ]
[  epoch 0003/0040] 3640/4800, lr:1.0e-04 ∣ avg_100 : 31888.777518 ∣ critic_nllloss : 26943.604492 ∣ critic_ganloss : -1058.815411 ∣ generator_nllloss : 5336.744336 ∣ generator_ganloss : 456.530542 ∣     [  std_z : 0.99  real_sub_fake : 3510.65 ]
[  epoch 0003/0040] 3650/4800, lr:1.0e-04 ∣ avg_100 : 31884.857613 ∣ critic_nllloss : 26716.874023 ∣ critic_ganloss : -880.599707 ∣ generator_nllloss : 5318.966992 ∣ generator_ganloss : 602.693188 ∣  [  std_z : 0.98  real_sub_fake : 3600.31 ]
[  epoch 0003/0040] 3660/4800, lr:1.0e-04 ∣ avg_100 : 31882.030551 ∣ critic_nllloss : 26791.730078 ∣ critic_ganloss : -895.305676 ∣ generator_nllloss : 5314.812500 ∣ generator_ganloss : 542.807300 ∣  [  std_z : 0.97  real_sub_fake : 3975.85 ]
[  epoch 0003/0040] 3670/4800, lr:1.0e-04 ∣ avg_100 : 31875.533118 ∣ critic_nllloss : 26767.125977 ∣ critic_ganloss : -1044.580511 ∣ generator_nllloss : 5342.375195 ∣ generator_ganloss : 480.958228 ∣     [  std_z : 0.97  real_sub_fake : 3453.37 ]
[  epoch 0003/0040] 3680/4800, lr:1.0e-04 ∣ avg_100 : 31875.877047 ∣ critic_nllloss : 27025.259375 ∣ critic_ganloss : -971.723328 ∣ generator_nllloss : 5404.279297 ∣ generator_ganloss : 663.919189 ∣  [  std_z : 0.98  real_sub_fake : 3986.91 ]
[  epoch 0003/0040] 3690/4800, lr:1.0e-04 ∣ avg_100 : 31872.421599 ∣ critic_nllloss : 26741.534961 ∣ critic_ganloss : -1016.507788 ∣ generator_nllloss : 5393.804297 ∣ generator_ganloss : 666.302319 ∣     [  std_z : 0.97  real_sub_fake : 3965.69 ]
[  epoch 0003/0040] 3700/4800, lr:1.0e-04 ∣ avg_100 : 31873.093983 ∣ critic_nllloss : 26585.117773 ∣ critic_ganloss : -902.718005 ∣ generator_nllloss : 5321.630664 ∣ generator_ganloss : 861.982422 ∣  [  std_z : 0.96  real_sub_fake : 3092.80 ]
[  epoch 0003/0040] 3710/4800, lr:1.0e-04 ∣ avg_100 : 31872.797395 ∣ critic_nllloss : 26706.911914 ∣ critic_ganloss : -848.517596 ∣ generator_nllloss : 5316.443750 ∣ generator_ganloss : 835.127759 ∣  [  std_z : 0.96  real_sub_fake : 3333.08 ]
[  epoch 0003/0040] 3720/4800, lr:1.0e-04 ∣ avg_100 : 31870.102531 ∣ critic_nllloss : 26764.068359 ∣ critic_ganloss : -959.251154 ∣ generator_nllloss : 5390.841992 ∣ generator_ganloss : 788.576685 ∣  [  std_z : 0.97  real_sub_fake : 3823.41 ]
[  epoch 0003/0040] 3730/4800, lr:1.0e-04 ∣ avg_100 : 31869.166369 ∣ critic_nllloss : 26675.938086 ∣ critic_ganloss : -908.622577 ∣ generator_nllloss : 5285.575000 ∣ generator_ganloss : 709.589258 ∣  [  std_z : 0.97  real_sub_fake : 3417.93 ]
[  epoch 0003/0040] 3740/4800, lr:1.0e-04 ∣ avg_100 : 31868.207781 ∣ critic_nllloss : 26730.092383 ∣ critic_ganloss : -1124.513153 ∣ generator_nllloss : 5339.927344 ∣ generator_ganloss : 738.730176 ∣     [  std_z : 0.96  real_sub_fake : 4311.61 ]
[  epoch 0003/0040] 3750/4800, lr:1.0e-04 ∣ avg_100 : 31865.915724 ∣ critic_nllloss : 26746.991406 ∣ critic_ganloss : -938.310352 ∣ generator_nllloss : 5351.801758 ∣ generator_ganloss : 850.141309 ∣  [  std_z : 0.96  real_sub_fake : 3468.70 ]
[  epoch 0003/0040] 3760/4800, lr:1.0e-04 ∣ avg_100 : 31869.265038 ∣ critic_nllloss : 26826.815820 ∣ critic_ganloss : -829.583026 ∣ generator_nllloss : 5347.701172 ∣ generator_ganloss : 962.491162 ∣  [  std_z : 0.97  real_sub_fake : 3460.31 ]
[  epoch 0003/0040] 3770/4800, lr:1.0e-04 ∣ avg_100 : 31873.167142 ∣ critic_nllloss : 26785.575391 ∣ critic_ganloss : -998.753925 ∣ generator_nllloss : 5356.511914 ∣ generator_ganloss : 1060.101758 ∣     [  std_z : 0.97  real_sub_fake : 3375.35 ]
[  epoch 0003/0040] 3780/4800, lr:1.0e-04 ∣ avg_100 : 31875.547781 ∣ critic_nllloss : 26591.247070 ∣ critic_ganloss : -832.249524 ∣ generator_nllloss : 5315.955469 ∣ generator_ganloss : 950.653906 ∣  [  std_z : 0.97  real_sub_fake : 3599.65 ]
[  epoch 0003/0040] 3790/4800, lr:1.0e-04 ∣ avg_100 : 31876.453741 ∣ critic_nllloss : 26775.581250 ∣ critic_ganloss : -945.164496 ∣ generator_nllloss : 5366.256445 ∣ generator_ganloss : 945.034277 ∣  [  std_z : 0.98  real_sub_fake : 3488.28 ]
[  epoch 0003/0040] 3800/4800, lr:1.0e-04 ∣ avg_100 : 31880.422463 ∣ critic_nllloss : 26809.686133 ∣ critic_ganloss : -1030.189636 ∣ generator_nllloss : 5390.757031 ∣ generator_ganloss : 874.892871 ∣     [  std_z : 0.98  real_sub_fake : 3963.46 ]
[  epoch 0003/0040] 3810/4800, lr:1.0e-04 ∣ avg_100 : 31883.937330 ∣ critic_nllloss : 26798.334766 ∣ critic_ganloss : -1000.054425 ∣ generator_nllloss : 5369.012500 ∣ generator_ganloss : 883.765479 ∣     [  std_z : 0.97  real_sub_fake : 3726.50 ]
[  epoch 0003/0040] 3820/4800, lr:1.0e-04 ∣ avg_100 : 31879.032399 ∣ critic_nllloss : 26526.243750 ∣ critic_ganloss : -1001.413287 ∣ generator_nllloss : 5320.854688 ∣ generator_ganloss : 874.845361 ∣     [  std_z : 0.97  real_sub_fake : 3889.34 ]
[  epoch 0003/0040] 3830/4800, lr:1.0e-04 ∣ avg_100 : 31875.940913 ∣ critic_nllloss : 26781.817578 ∣ critic_ganloss : -940.710736 ∣ generator_nllloss : 5391.176758 ∣ generator_ganloss : 815.866504 ∣  [  std_z : 0.97  real_sub_fake : 3708.36 ]
[  epoch 0003/0040] 3840/4800, lr:1.0e-04 ∣ avg_100 : 31874.155656 ∣ critic_nllloss : 26832.761914 ∣ critic_ganloss : -798.180762 ∣ generator_nllloss : 5462.548828 ∣ generator_ganloss : 848.026025 ∣  [  std_z : 0.97  real_sub_fake : 3061.42 ]
[  epoch 0003/0040] 3850/4800, lr:1.0e-04 ∣ avg_100 : 31868.258945 ∣ critic_nllloss : 26592.232227 ∣ critic_ganloss : -1058.107825 ∣ generator_nllloss : 5187.136719 ∣ generator_ganloss : 817.912354 ∣     [  std_z : 0.97  real_sub_fake : 3896.94 ]
[  epoch 0003/0040] 3860/4800, lr:1.0e-04 ∣ avg_100 : 31868.876544 ∣ critic_nllloss : 26674.586328 ∣ critic_ganloss : -929.879156 ∣ generator_nllloss : 5402.880859 ∣ generator_ganloss : 861.064746 ∣  [  std_z : 0.98  real_sub_fake : 3684.46 ]
[  epoch 0003/0040] 3870/4800, lr:1.0e-04 ∣ avg_100 : 31871.480068 ∣ critic_nllloss : 26670.401562 ∣ critic_ganloss : -967.933026 ∣ generator_nllloss : 5320.155273 ∣ generator_ganloss : 720.442310 ∣  [  std_z : 0.97  real_sub_fake : 3744.03 ]
[  epoch 0003/0040] 3880/4800, lr:1.0e-04 ∣ avg_100 : 31872.092867 ∣ critic_nllloss : 26719.950391 ∣ critic_ganloss : -921.911792 ∣ generator_nllloss : 5361.876367 ∣ generator_ganloss : 682.332178 ∣  [  std_z : 0.98  real_sub_fake : 3442.99 ]
[  epoch 0003/0040] 3890/4800, lr:1.0e-04 ∣ avg_100 : 31873.418250 ∣ critic_nllloss : 26829.007031 ∣ critic_ganloss : -969.519037 ∣ generator_nllloss : 5410.403320 ∣ generator_ganloss : 686.200854 ∣  [  std_z : 0.98  real_sub_fake : 3696.04 ]
[  epoch 0003/0040] 3900/4800, lr:1.0e-04 ∣ avg_100 : 31863.948059 ∣ critic_nllloss : 26456.301758 ∣ critic_ganloss : -979.608722 ∣ generator_nllloss : 5303.339063 ∣ generator_ganloss : 640.584570 ∣  [  std_z : 0.96  real_sub_fake : 3747.50 ]
[  epoch 0003/0040] 3910/4800, lr:1.0e-04 ∣ avg_100 : 31861.234759 ∣ critic_nllloss : 26657.776758 ∣ critic_ganloss : -1040.743372 ∣ generator_nllloss : 5354.756250 ∣ generator_ganloss : 809.986719 ∣     [  std_z : 0.97  real_sub_fake : 3825.13 ]
[  epoch 0003/0040] 3920/4800, lr:1.0e-04 ∣ avg_100 : 31860.733871 ∣ critic_nllloss : 26793.509766 ∣ critic_ganloss : -875.649097 ∣ generator_nllloss : 5340.828320 ∣ generator_ganloss : 820.303906 ∣  [  std_z : 0.97  real_sub_fake : 3842.64 ]
[  epoch 0003/0040] 3930/4800, lr:1.0e-04 ∣ avg_100 : 31860.277136 ∣ critic_nllloss : 26951.042187 ∣ critic_ganloss : -813.764856 ∣ generator_nllloss : 5389.219336 ∣ generator_ganloss : 788.813501 ∣  [  std_z : 0.97  real_sub_fake : 2873.96 ]
[  epoch 0003/0040] 3940/4800, lr:1.0e-04 ∣ avg_100 : 31858.896414 ∣ critic_nllloss : 26812.374609 ∣ critic_ganloss : -940.231512 ∣ generator_nllloss : 5367.370703 ∣ generator_ganloss : 730.112549 ∣  [  std_z : 0.98  real_sub_fake : 3533.33 ]
[  epoch 0003/0040] 3950/4800, lr:1.0e-04 ∣ avg_100 : 31859.141021 ∣ critic_nllloss : 26840.989258 ∣ critic_ganloss : -974.020148 ∣ generator_nllloss : 5354.687500 ∣ generator_ganloss : 800.076953 ∣  [  std_z : 0.97  real_sub_fake : 3906.48 ]
[  epoch 0003/0040] 3960/4800, lr:1.0e-04 ∣ avg_100 : 31859.369280 ∣ critic_nllloss : 26763.691211 ∣ critic_ganloss : -942.342664 ∣ generator_nllloss : 5349.121094 ∣ generator_ganloss : 696.788696 ∣  [  std_z : 0.96  real_sub_fake : 3447.07 ]
[  epoch 0003/0040] 3970/4800, lr:1.0e-04 ∣ avg_100 : 31857.812271 ∣ critic_nllloss : 26625.801953 ∣ critic_ganloss : -897.781879 ∣ generator_nllloss : 5362.468750 ∣ generator_ganloss : 718.621265 ∣  [  std_z : 0.96  real_sub_fake : 3523.94 ]
[  epoch 0003/0040] 3980/4800, lr:1.0e-04 ∣ avg_100 : 31857.952661 ∣ critic_nllloss : 26688.187500 ∣ critic_ganloss : -1013.386310 ∣ generator_nllloss : 5359.964648 ∣ generator_ganloss : 748.887915 ∣     [  std_z : 0.98  real_sub_fake : 3647.04 ]
[  epoch 0003/0040] 3990/4800, lr:1.0e-04 ∣ avg_100 : 31857.682418 ∣ critic_nllloss : 26525.509375 ∣ critic_ganloss : -928.937476 ∣ generator_nllloss : 5272.579492 ∣ generator_ganloss : 786.996094 ∣  [  std_z : 0.97  real_sub_fake : 4048.09 ]
[  epoch 0003/0040] 4000/4800, lr:1.0e-04 ∣ avg_100 : 31860.790122 ∣ critic_nllloss : 26714.964844 ∣ critic_ganloss : -818.148260 ∣ generator_nllloss : 5340.920703 ∣ generator_ganloss : 787.516943 ∣  [  std_z : 0.98  real_sub_fake : 3181.69 ]
[  epoch 0003/0040] 4010/4800, lr:1.0e-04 ∣ avg_100 : 31866.111066 ∣ critic_nllloss : 26661.814453 ∣ critic_ganloss : -853.305634 ∣ generator_nllloss : 5354.261914 ∣ generator_ganloss : 819.391260 ∣  [  std_z : 0.96  real_sub_fake : 2960.90 ]
[  epoch 0003/0040] 4020/4800, lr:1.0e-04 ∣ avg_100 : 31870.545352 ∣ critic_nllloss : 26832.155859 ∣ critic_ganloss : -1063.804633 ∣ generator_nllloss : 5435.111523 ∣ generator_ganloss : 793.264233 ∣     [  std_z : 0.96  real_sub_fake : 3951.04 ]
[  epoch 0003/0040] 4030/4800, lr:1.0e-04 ∣ avg_100 : 31874.923830 ∣ critic_nllloss : 26842.768359 ∣ critic_ganloss : -932.599597 ∣ generator_nllloss : 5385.567773 ∣ generator_ganloss : 881.091992 ∣  [  std_z : 0.97  real_sub_fake : 4069.34 ]
[  epoch 0003/0040] 4040/4800, lr:1.0e-04 ∣ avg_100 : 31876.541413 ∣ critic_nllloss : 26719.431641 ∣ critic_ganloss : -918.217365 ∣ generator_nllloss : 5436.286133 ∣ generator_ganloss : 896.119336 ∣  [  std_z : 0.96  real_sub_fake : 3242.24 ]
[  epoch 0003/0040] 4050/4800, lr:1.0e-04 ∣ avg_100 : 31873.137986 ∣ critic_nllloss : 26653.687695 ∣ critic_ganloss : -767.948083 ∣ generator_nllloss : 5302.629297 ∣ generator_ganloss : 809.563037 ∣  [  std_z : 0.96  real_sub_fake : 3097.69 ]
[  epoch 0003/0040] 4060/4800, lr:1.0e-04 ∣ avg_100 : 31874.241262 ∣ critic_nllloss : 26632.700586 ∣ critic_ganloss : -915.491400 ∣ generator_nllloss : 5355.156250 ∣ generator_ganloss : 776.598828 ∣  [  std_z : 0.96  real_sub_fake : 3238.28 ]
[  epoch 0003/0040] 4070/4800, lr:1.0e-04 ∣ avg_100 : 31870.990541 ∣ critic_nllloss : 26901.299609 ∣ critic_ganloss : -960.191827 ∣ generator_nllloss : 5435.333984 ∣ generator_ganloss : 812.947290 ∣  [  std_z : 0.97  real_sub_fake : 3733.35 ]
[  epoch 0003/0040] 4080/4800, lr:1.0e-04 ∣ avg_100 : 31870.952509 ∣ critic_nllloss : 26685.790625 ∣ critic_ganloss : -855.905084 ∣ generator_nllloss : 5331.249219 ∣ generator_ganloss : 800.060474 ∣  [  std_z : 0.97  real_sub_fake : 3314.09 ]
[  epoch 0003/0040] 4090/4800, lr:1.0e-04 ∣ avg_100 : 31871.032966 ∣ critic_nllloss : 26614.614258 ∣ critic_ganloss : -803.523932 ∣ generator_nllloss : 5305.004687 ∣ generator_ganloss : 705.154175 ∣  [  std_z : 0.97  real_sub_fake : 3507.24 ]
[  epoch 0003/0040] 4100/4800, lr:1.0e-04 ∣ avg_100 : 31865.527948 ∣ critic_nllloss : 26639.636133 ∣ critic_ganloss : -831.644617 ∣ generator_nllloss : 5256.425195 ∣ generator_ganloss : 629.481909 ∣  [  std_z : 0.97  real_sub_fake : 3045.47 ]
[  epoch 0003/0040] 4110/4800, lr:1.0e-04 ∣ avg_100 : 31862.310120 ∣ critic_nllloss : 26500.201758 ∣ critic_ganloss : -907.971289 ∣ generator_nllloss : 5315.267578 ∣ generator_ganloss : 632.672168 ∣  [  std_z : 0.97  real_sub_fake : 3256.28 ]
[  epoch 0003/0040] 4120/4800, lr:1.0e-04 ∣ avg_100 : 31858.770828 ∣ critic_nllloss : 26663.199805 ∣ critic_ganloss : -882.574030 ∣ generator_nllloss : 5347.084180 ∣ generator_ganloss : 667.488379 ∣  [  std_z : 0.98  real_sub_fake : 3413.53 ]
[  epoch 0003/0040] 4130/4800, lr:1.0e-04 ∣ avg_100 : 31860.984352 ∣ critic_nllloss : 26735.911719 ∣ critic_ganloss : -733.963153 ∣ generator_nllloss : 5393.050977 ∣ generator_ganloss : 697.602954 ∣  [  std_z : 0.98  real_sub_fake : 2696.60 ]
[  epoch 0003/0040] 4140/4800, lr:1.0e-04 ∣ avg_100 : 31860.259316 ∣ critic_nllloss : 26921.654492 ∣ critic_ganloss : -993.666626 ∣ generator_nllloss : 5412.282422 ∣ generator_ganloss : 862.229321 ∣  [  std_z : 0.98  real_sub_fake : 3825.34 ]
[  epoch 0003/0040] 4150/4800, lr:1.0e-04 ∣ avg_100 : 31862.601293 ∣ critic_nllloss : 26651.721875 ∣ critic_ganloss : -947.889355 ∣ generator_nllloss : 5392.078906 ∣ generator_ganloss : 945.514209 ∣  [  std_z : 0.97  real_sub_fake : 4044.08 ]
[  epoch 0003/0040] 4160/4800, lr:1.0e-04 ∣ avg_100 : 31863.995216 ∣ critic_nllloss : 26630.081641 ∣ critic_ganloss : -961.478198 ∣ generator_nllloss : 5424.479492 ∣ generator_ganloss : 831.689062 ∣  [  std_z : 0.96  real_sub_fake : 3300.72 ]
[  epoch 0003/0040] 4170/4800, lr:1.0e-04 ∣ avg_100 : 31866.468544 ∣ critic_nllloss : 26738.638672 ∣ critic_ganloss : -713.684161 ∣ generator_nllloss : 5328.045898 ∣ generator_ganloss : 888.887109 ∣  [  std_z : 0.96  real_sub_fake : 2924.25 ]
[  epoch 0003/0040] 4180/4800, lr:1.0e-04 ∣ avg_100 : 31867.646609 ∣ critic_nllloss : 26699.647461 ∣ critic_ganloss : -759.822424 ∣ generator_nllloss : 5351.083594 ∣ generator_ganloss : 706.217529 ∣  [  std_z : 0.96  real_sub_fake : 3075.43 ]
[  epoch 0003/0040] 4190/4800, lr:1.0e-04 ∣ avg_100 : 31869.870851 ∣ critic_nllloss : 26796.130664 ∣ critic_ganloss : -821.490143 ∣ generator_nllloss : 5321.869531 ∣ generator_ganloss : 597.930469 ∣  [  std_z : 0.97  real_sub_fake : 2952.95 ]
[  epoch 0003/0040] 4200/4800, lr:1.0e-04 ∣ avg_100 : 31868.854270 ∣ critic_nllloss : 26650.295312 ∣ critic_ganloss : -996.324310 ∣ generator_nllloss : 5327.394141 ∣ generator_ganloss : 610.193457 ∣  [  std_z : 0.97  real_sub_fake : 3669.04 ]
[  epoch 0003/0040] 4210/4800, lr:1.0e-04 ∣ avg_100 : 31866.379642 ∣ critic_nllloss : 26695.302930 ∣ critic_ganloss : -855.364813 ∣ generator_nllloss : 5357.411328 ∣ generator_ganloss : 622.952637 ∣  [  std_z : 0.98  real_sub_fake : 3694.54 ]
[  epoch 0003/0040] 4220/4800, lr:1.0e-04 ∣ avg_100 : 31868.042225 ∣ critic_nllloss : 26657.168945 ∣ critic_ganloss : -801.485486 ∣ generator_nllloss : 5372.305078 ∣ generator_ganloss : 667.727539 ∣  [  std_z : 0.98  real_sub_fake : 2712.77 ]
[  epoch 0003/0040] 4230/4800, lr:1.0e-04 ∣ avg_100 : 31871.549491 ∣ critic_nllloss : 26904.156836 ∣ critic_ganloss : -946.783093 ∣ generator_nllloss : 5405.451172 ∣ generator_ganloss : 712.387183 ∣  [  std_z : 0.98  real_sub_fake : 3743.62 ]
[  epoch 0003/0040] 4240/4800, lr:1.0e-04 ∣ avg_100 : 31873.330036 ∣ critic_nllloss : 26600.596094 ∣ critic_ganloss : -724.565460 ∣ generator_nllloss : 5313.149219 ∣ generator_ganloss : 688.806299 ∣  [  std_z : 0.97  real_sub_fake : 2806.63 ]
[  epoch 0003/0040] 4250/4800, lr:1.0e-04 ∣ avg_100 : 31869.807092 ∣ critic_nllloss : 26549.742773 ∣ critic_ganloss : -866.473438 ∣ generator_nllloss : 5314.371875 ∣ generator_ganloss : 693.134424 ∣  [  std_z : 0.96  real_sub_fake : 3293.56 ]
[  epoch 0003/0040] 4260/4800, lr:1.0e-04 ∣ avg_100 : 31870.691338 ∣ critic_nllloss : 26651.140234 ∣ critic_ganloss : -946.544727 ∣ generator_nllloss : 5355.449609 ∣ generator_ganloss : 765.224829 ∣  [  std_z : 0.97  real_sub_fake : 3550.15 ]
[  epoch 0003/0040] 4270/4800, lr:1.0e-04 ∣ avg_100 : 31871.753299 ∣ critic_nllloss : 26714.365625 ∣ critic_ganloss : -1166.695093 ∣ generator_nllloss : 5381.983203 ∣ generator_ganloss : 821.938477 ∣     [  std_z : 0.97  real_sub_fake : 4167.75 ]
[  epoch 0003/0040] 4280/4800, lr:1.0e-04 ∣ avg_100 : 31873.232430 ∣ critic_nllloss : 26628.892578 ∣ critic_ganloss : -870.326062 ∣ generator_nllloss : 5396.144141 ∣ generator_ganloss : 951.237012 ∣  [  std_z : 0.97  real_sub_fake : 3713.11 ]
[  epoch 0003/0040] 4290/4800, lr:1.0e-04 ∣ avg_100 : 31873.421143 ∣ critic_nllloss : 26467.145703 ∣ critic_ganloss : -761.210095 ∣ generator_nllloss : 5274.814258 ∣ generator_ganloss : 832.343457 ∣  [  std_z : 0.95  real_sub_fake : 2845.59 ]
[  epoch 0003/0040] 4300/4800, lr:1.0e-04 ∣ avg_100 : 31872.499706 ∣ critic_nllloss : 26831.069336 ∣ critic_ganloss : -1037.829730 ∣ generator_nllloss : 5361.017578 ∣ generator_ganloss : 876.232861 ∣     [  std_z : 0.97  real_sub_fake : 3662.07 ]
[  epoch 0003/0040] 4310/4800, lr:1.0e-04 ∣ avg_100 : 31878.669764 ∣ critic_nllloss : 26917.406055 ∣ critic_ganloss : -926.859656 ∣ generator_nllloss : 5385.862305 ∣ generator_ganloss : 978.090723 ∣  [  std_z : 0.98  real_sub_fake : 3805.01 ]
[  epoch 0003/0040] 4320/4800, lr:1.0e-04 ∣ avg_100 : 31882.104842 ∣ critic_nllloss : 26714.886914 ∣ critic_ganloss : -974.155066 ∣ generator_nllloss : 5365.446875 ∣ generator_ganloss : 980.592773 ∣  [  std_z : 0.96  real_sub_fake : 4141.38 ]
[  epoch 0003/0040] 4330/4800, lr:1.0e-04 ∣ avg_100 : 31882.958738 ∣ critic_nllloss : 26585.618164 ∣ critic_ganloss : -966.616071 ∣ generator_nllloss : 5270.750586 ∣ generator_ganloss : 967.887256 ∣  [  std_z : 0.96  real_sub_fake : 3410.89 ]
[  epoch 0003/0040] 4340/4800, lr:1.0e-04 ∣ avg_100 : 31885.670226 ∣ critic_nllloss : 26693.494727 ∣ critic_ganloss : -903.562408 ∣ generator_nllloss : 5328.827344 ∣ generator_ganloss : 889.007275 ∣  [  std_z : 0.96  real_sub_fake : 3600.62 ]
[  epoch 0003/0040] 4350/4800, lr:1.0e-04 ∣ avg_100 : 31882.184218 ∣ critic_nllloss : 26525.628711 ∣ critic_ganloss : -1088.264166 ∣ generator_nllloss : 5339.325000 ∣ generator_ganloss : 764.254688 ∣     [  std_z : 0.96  real_sub_fake : 3756.12 ]
[  epoch 0003/0040] 4360/4800, lr:1.0e-04 ∣ avg_100 : 31882.475867 ∣ critic_nllloss : 26584.564844 ∣ critic_ganloss : -918.161230 ∣ generator_nllloss : 5402.987109 ∣ generator_ganloss : 1021.735303 ∣     [  std_z : 0.97  real_sub_fake : 3938.60 ]
[  epoch 0003/0040] 4370/4800, lr:1.0e-04 ∣ avg_100 : 31887.780470 ∣ critic_nllloss : 26687.073242 ∣ critic_ganloss : -780.910559 ∣ generator_nllloss : 5272.846094 ∣ generator_ganloss : 1044.256055 ∣     [  std_z : 0.98  real_sub_fake : 3001.86 ]
[  epoch 0003/0040] 4380/4800, lr:1.0e-04 ∣ avg_100 : 31888.497459 ∣ critic_nllloss : 26376.439258 ∣ critic_ganloss : -932.904492 ∣ generator_nllloss : 5154.024609 ∣ generator_ganloss : 1035.203955 ∣     [  std_z : 0.97  real_sub_fake : 3543.54 ]
[  epoch 0003/0040] 4390/4800, lr:1.0e-04 ∣ avg_100 : 31888.291674 ∣ critic_nllloss : 26561.570508 ∣ critic_ganloss : -1042.649780 ∣ generator_nllloss : 5291.204102 ∣ generator_ganloss : 1022.744922 ∣    [  std_z : 0.97  real_sub_fake : 4037.18 ]
[  epoch 0003/0040] 4400/4800, lr:1.0e-04 ∣ avg_100 : 31888.270328 ∣ critic_nllloss : 26757.673242 ∣ critic_ganloss : -1002.646045 ∣ generator_nllloss : 5333.241992 ∣ generator_ganloss : 1026.288232 ∣    [  std_z : 0.98  real_sub_fake : 3371.69 ]
[  epoch 0003/0040] 4410/4800, lr:1.0e-04 ∣ avg_100 : 31885.986016 ∣ critic_nllloss : 26638.417773 ∣ critic_ganloss : -1001.184259 ∣ generator_nllloss : 5398.308008 ∣ generator_ganloss : 976.346240 ∣     [  std_z : 0.98  real_sub_fake : 4146.41 ]
[  epoch 0003/0040] 4420/4800, lr:1.0e-04 ∣ avg_100 : 31885.245473 ∣ critic_nllloss : 26476.139844 ∣ critic_ganloss : -871.265674 ∣ generator_nllloss : 5358.765234 ∣ generator_ganloss : 933.960449 ∣  [  std_z : 0.97  real_sub_fake : 3439.15 ]
[  epoch 0003/0040] 4430/4800, lr:1.0e-04 ∣ avg_100 : 31892.388849 ∣ critic_nllloss : 26668.543750 ∣ critic_ganloss : -715.612738 ∣ generator_nllloss : 5407.434766 ∣ generator_ganloss : 1037.251074 ∣     [  std_z : 0.97  real_sub_fake : 2818.58 ]
[  epoch 0003/0040] 4440/4800, lr:1.0e-04 ∣ avg_100 : 31898.580119 ∣ critic_nllloss : 26937.605664 ∣ critic_ganloss : -873.765741 ∣ generator_nllloss : 5357.165820 ∣ generator_ganloss : 799.763330 ∣  [  std_z : 0.97  real_sub_fake : 3394.76 ]
[  epoch 0003/0040] 4450/4800, lr:1.0e-04 ∣ avg_100 : 31896.983362 ∣ critic_nllloss : 26819.728320 ∣ critic_ganloss : -1012.988660 ∣ generator_nllloss : 5327.237109 ∣ generator_ganloss : 719.909863 ∣     [  std_z : 0.96  real_sub_fake : 3231.01 ]
[  epoch 0003/0040] 4460/4800, lr:1.0e-04 ∣ avg_100 : 31901.322996 ∣ critic_nllloss : 26698.813867 ∣ critic_ganloss : -939.521417 ∣ generator_nllloss : 5368.166211 ∣ generator_ganloss : 784.154785 ∣  [  std_z : 0.96  real_sub_fake : 4187.71 ]
[  epoch 0003/0040] 4470/4800, lr:1.0e-04 ∣ avg_100 : 31903.707497 ∣ critic_nllloss : 26745.293359 ∣ critic_ganloss : -1053.394708 ∣ generator_nllloss : 5362.061133 ∣ generator_ganloss : 810.335205 ∣     [  std_z : 0.97  real_sub_fake : 4067.48 ]
[  epoch 0003/0040] 4480/4800, lr:1.0e-04 ∣ avg_100 : 31904.496521 ∣ critic_nllloss : 26739.366992 ∣ critic_ganloss : -943.699689 ∣ generator_nllloss : 5304.604297 ∣ generator_ganloss : 838.121973 ∣  [  std_z : 0.97  real_sub_fake : 3444.88 ]
[  epoch 0003/0040] 4490/4800, lr:1.0e-04 ∣ avg_100 : 31906.265875 ∣ critic_nllloss : 26623.842969 ∣ critic_ganloss : -918.447601 ∣ generator_nllloss : 5405.634570 ∣ generator_ganloss : 846.667090 ∣  [  std_z : 0.97  real_sub_fake : 3772.05 ]
[  epoch 0003/0040] 4500/4800, lr:1.0e-04 ∣ avg_100 : 31905.900592 ∣ critic_nllloss : 26718.048828 ∣ critic_ganloss : -819.275024 ∣ generator_nllloss : 5376.100391 ∣ generator_ganloss : 934.497852 ∣  [  std_z : 0.97  real_sub_fake : 2768.51 ]
[  epoch 0003/0040] 4510/4800, lr:1.0e-04 ∣ avg_100 : 31905.852107 ∣ critic_nllloss : 26738.553711 ∣ critic_ganloss : -970.289648 ∣ generator_nllloss : 5312.524414 ∣ generator_ganloss : 881.282568 ∣  [  std_z : 0.98  real_sub_fake : 3636.46 ]
[  epoch 0003/0040] 4520/4800, lr:1.0e-04 ∣ avg_100 : 31910.123008 ∣ critic_nllloss : 26635.378125 ∣ critic_ganloss : -947.425714 ∣ generator_nllloss : 5317.474219 ∣ generator_ganloss : 917.853027 ∣  [  std_z : 0.97  real_sub_fake : 3588.75 ]
[  epoch 0003/0040] 4530/4800, lr:1.0e-04 ∣ avg_100 : 31911.791443 ∣ critic_nllloss : 26688.097070 ∣ critic_ganloss : -1079.965857 ∣ generator_nllloss : 5359.657422 ∣ generator_ganloss : 1005.682959 ∣    [  std_z : 0.97  real_sub_fake : 4137.71 ]
[  epoch 0003/0040] 4540/4800, lr:1.0e-04 ∣ avg_100 : 31919.069921 ∣ critic_nllloss : 26522.700195 ∣ critic_ganloss : -641.716006 ∣ generator_nllloss : 5355.718750 ∣ generator_ganloss : 1142.511133 ∣     [  std_z : 0.97  real_sub_fake : 2671.75 ]
[  epoch 0003/0040] 4550/4800, lr:1.0e-04 ∣ avg_100 : 31925.496790 ∣ critic_nllloss : 26583.593164 ∣ critic_ganloss : -732.325378 ∣ generator_nllloss : 5237.276758 ∣ generator_ganloss : 1045.336182 ∣     [  std_z : 0.98  real_sub_fake : 2573.39 ]
[  epoch 0003/0040] 4560/4800, lr:1.0e-04 ∣ avg_100 : 31929.045139 ∣ critic_nllloss : 26564.538867 ∣ critic_ganloss : -815.602820 ∣ generator_nllloss : 5324.940625 ∣ generator_ganloss : 931.804590 ∣  [  std_z : 0.96  real_sub_fake : 3219.38 ]
[  epoch 0003/0040] 4570/4800, lr:1.0e-04 ∣ avg_100 : 31928.516635 ∣ critic_nllloss : 26671.344922 ∣ critic_ganloss : -986.368695 ∣ generator_nllloss : 5230.204687 ∣ generator_ganloss : 879.950586 ∣  [  std_z : 0.97  real_sub_fake : 3561.02 ]
[  epoch 0003/0040] 4580/4800, lr:1.0e-04 ∣ avg_100 : 31932.572743 ∣ critic_nllloss : 26734.840625 ∣ critic_ganloss : -946.573773 ∣ generator_nllloss : 5391.621680 ∣ generator_ganloss : 854.686035 ∣  [  std_z : 0.98  real_sub_fake : 3954.50 ]
[  epoch 0003/0040] 4590/4800, lr:1.0e-04 ∣ avg_100 : 31931.303728 ∣ critic_nllloss : 26541.583594 ∣ critic_ganloss : -1061.139130 ∣ generator_nllloss : 5308.938086 ∣ generator_ganloss : 886.597510 ∣     [  std_z : 0.98  real_sub_fake : 3908.52 ]
[  epoch 0003/0040] 4600/4800, lr:1.0e-04 ∣ avg_100 : 31929.855231 ∣ critic_nllloss : 26768.171289 ∣ critic_ganloss : -1063.476111 ∣ generator_nllloss : 5310.694531 ∣ generator_ganloss : 796.402344 ∣     [  std_z : 0.98  real_sub_fake : 4019.86 ]
[  epoch 0003/0040] 4610/4800, lr:1.0e-04 ∣ avg_100 : 31933.088964 ∣ critic_nllloss : 26640.236328 ∣ critic_ganloss : -699.765497 ∣ generator_nllloss : 5319.610352 ∣ generator_ganloss : 825.599048 ∣  [  std_z : 0.98  real_sub_fake : 2933.24 ]
[  epoch 0003/0040] 4620/4800, lr:1.0e-04 ∣ avg_100 : 31935.907406 ∣ critic_nllloss : 26595.047070 ∣ critic_ganloss : -848.377655 ∣ generator_nllloss : 5248.058594 ∣ generator_ganloss : 745.310107 ∣  [  std_z : 0.98  real_sub_fake : 3162.76 ]
[  epoch 0003/0040] 4630/4800, lr:1.0e-04 ∣ avg_100 : 31943.309188 ∣ critic_nllloss : 26749.385352 ∣ critic_ganloss : -842.249591 ∣ generator_nllloss : 5353.010742 ∣ generator_ganloss : 867.338232 ∣  [  std_z : 0.98  real_sub_fake : 3514.86 ]
[  epoch 0003/0040] 4640/4800, lr:1.0e-04 ∣ avg_100 : 31947.257358 ∣ critic_nllloss : 26629.481250 ∣ critic_ganloss : -769.075189 ∣ generator_nllloss : 5292.544531 ∣ generator_ganloss : 919.930371 ∣  [  std_z : 0.97  real_sub_fake : 2832.47 ]
[  epoch 0003/0040] 4650/4800, lr:1.0e-04 ∣ avg_100 : 31949.107860 ∣ critic_nllloss : 26571.763281 ∣ critic_ganloss : -888.327759 ∣ generator_nllloss : 5354.668359 ∣ generator_ganloss : 904.880811 ∣  [  std_z : 0.96  real_sub_fake : 3100.08 ]
[  epoch 0003/0040] 4660/4800, lr:1.0e-04 ∣ avg_100 : 31952.337421 ∣ critic_nllloss : 26547.535547 ∣ critic_ganloss : -743.345380 ∣ generator_nllloss : 5376.050977 ∣ generator_ganloss : 896.759180 ∣  [  std_z : 0.96  real_sub_fake : 3294.90 ]
[  epoch 0003/0040] 4670/4800, lr:1.0e-04 ∣ avg_100 : 31955.351046 ∣ critic_nllloss : 26477.052148 ∣ critic_ganloss : -810.139215 ∣ generator_nllloss : 5322.943359 ∣ generator_ganloss : 857.385059 ∣  [  std_z : 0.97  real_sub_fake : 2532.91 ]
[  epoch 0003/0040] 4680/4800, lr:1.0e-04 ∣ avg_100 : 31953.947539 ∣ critic_nllloss : 26693.853906 ∣ critic_ganloss : -937.728009 ∣ generator_nllloss : 5312.947852 ∣ generator_ganloss : 912.310156 ∣  [  std_z : 0.97  real_sub_fake : 3727.02 ]
[  epoch 0003/0040] 4690/4800, lr:1.0e-04 ∣ avg_100 : 31957.401657 ∣ critic_nllloss : 26593.851758 ∣ critic_ganloss : -701.309235 ∣ generator_nllloss : 5351.610352 ∣ generator_ganloss : 886.392627 ∣  [  std_z : 0.96  real_sub_fake : 2898.09 ]
[  epoch 0003/0040] 4700/4800, lr:1.0e-04 ∣ avg_100 : 31960.373163 ∣ critic_nllloss : 26740.529297 ∣ critic_ganloss : -741.612592 ∣ generator_nllloss : 5311.371680 ∣ generator_ganloss : 852.875098 ∣  [  std_z : 0.97  real_sub_fake : 2698.40 ]
[  epoch 0003/0040] 4710/4800, lr:1.0e-04 ∣ avg_100 : 31957.824735 ∣ critic_nllloss : 26490.141602 ∣ critic_ganloss : -925.478510 ∣ generator_nllloss : 5260.255469 ∣ generator_ganloss : 930.204443 ∣  [  std_z : 0.97  real_sub_fake : 3690.85 ]
[  epoch 0003/0040] 4720/4800, lr:1.0e-04 ∣ avg_100 : 31956.103240 ∣ critic_nllloss : 26499.174414 ∣ critic_ganloss : -871.967175 ∣ generator_nllloss : 5280.521875 ∣ generator_ganloss : 904.357275 ∣  [  std_z : 0.98  real_sub_fake : 3321.61 ]
[  epoch 0003/0040] 4730/4800, lr:1.0e-04 ∣ avg_100 : 31959.649931 ∣ critic_nllloss : 26756.603320 ∣ critic_ganloss : -891.807599 ∣ generator_nllloss : 5361.681641 ∣ generator_ganloss : 890.671484 ∣  [  std_z : 0.99  real_sub_fake : 3183.72 ]
[  epoch 0003/0040] 4740/4800, lr:1.0e-04 ∣ avg_100 : 31959.996511 ∣ critic_nllloss : 26555.154883 ∣ critic_ganloss : -895.615314 ∣ generator_nllloss : 5257.494727 ∣ generator_ganloss : 801.860522 ∣  [  std_z : 0.97  real_sub_fake : 3657.51 ]
[  epoch 0003/0040] 4750/4800, lr:1.0e-04 ∣ avg_100 : 31958.802322 ∣ critic_nllloss : 26656.845703 ∣ critic_ganloss : -958.747205 ∣ generator_nllloss : 5377.971289 ∣ generator_ganloss : 815.135376 ∣  [  std_z : 0.98  real_sub_fake : 3582.60 ]
[  epoch 0003/0040] 4760/4800, lr:1.0e-04 ∣ avg_100 : 31951.710413 ∣ critic_nllloss : 26566.334961 ∣ critic_ganloss : -1000.561829 ∣ generator_nllloss : 5242.561523 ∣ generator_ganloss : 789.899658 ∣     [  std_z : 0.97  real_sub_fake : 4320.94 ]
[  epoch 0003/0040] 4770/4800, lr:1.0e-04 ∣ avg_100 : 31944.573942 ∣ critic_nllloss : 26419.844922 ∣ critic_ganloss : -835.030255 ∣ generator_nllloss : 5268.920313 ∣ generator_ganloss : 636.052979 ∣  [  std_z : 0.97  real_sub_fake : 2940.11 ]
[  epoch 0003/0040] 4780/4800, lr:1.0e-04 ∣ avg_100 : 31942.519244 ∣ critic_nllloss : 26681.319141 ∣ critic_ganloss : -824.848639 ∣ generator_nllloss : 5307.608203 ∣ generator_ganloss : 656.058472 ∣  [  std_z : 0.98  real_sub_fake : 3373.24 ]
[  epoch 0003/0040] 4790/4800, lr:1.0e-04 ∣ avg_100 : 31938.063417 ∣ critic_nllloss : 26573.349219 ∣ critic_ganloss : -916.275110 ∣ generator_nllloss : 5356.642969 ∣ generator_ganloss : 682.407715 ∣  [  std_z : 0.97  real_sub_fake : 2915.24 ]
[  epoch 0003/0040] 4800/4800, lr:1.0e-04 ∣ avg_100 : 31936.122856 ∣ critic_nllloss : 26659.545312 ∣ critic_ganloss : -889.280518 ∣ generator_nllloss : 5339.474219 ∣ generator_ganloss : 741.351294 ∣  [  std_z : 0.98  real_sub_fake : 3877.56 ]
[    val 003    ] Done! KLD: 0.044572: 0.042430, 1:27:59, total: 1 day, 3:31:52                     
[  epoch 0004/0040] 0010/4800, lr:1.0e-04 ∣ avg_100 : 31935.982477 ∣ critic_nllloss : 26730.724219 ∣ critic_ganloss : -735.197656 ∣ generator_nllloss : 5275.095703 ∣ generator_ganloss : 766.398071 ∣  [  std_z : 0.98  real_sub_fake : 2909.11 ]
[  epoch 0004/0040] 0020/4800, lr:1.0e-04 ∣ avg_100 : 31938.153739 ∣ critic_nllloss : 26543.414648 ∣ critic_ganloss : -784.309784 ∣ generator_nllloss : 5446.650781 ∣ generator_ganloss : 731.901123 ∣  [  std_z : 0.97  real_sub_fake : 2624.17 ]
[  epoch 0004/0040] 0030/4800, lr:1.0e-04 ∣ avg_100 : 31937.504927 ∣ critic_nllloss : 26778.804102 ∣ critic_ganloss : -861.164575 ∣ generator_nllloss : 5339.913672 ∣ generator_ganloss : 725.715698 ∣  [  std_z : 0.98  real_sub_fake : 3463.58 ]
[  epoch 0004/0040] 0040/4800, lr:1.0e-04 ∣ avg_100 : 31932.337241 ∣ critic_nllloss : 26567.523047 ∣ critic_ganloss : -824.289026 ∣ generator_nllloss : 5292.358984 ∣ generator_ganloss : 792.794360 ∣  [  std_z : 0.98  real_sub_fake : 3232.86 ]
[  epoch 0004/0040] 0050/4800, lr:1.0e-04 ∣ avg_100 : 31937.572467 ∣ critic_nllloss : 26810.026758 ∣ critic_ganloss : -939.804700 ∣ generator_nllloss : 5385.849609 ∣ generator_ganloss : 806.624390 ∣  [  std_z : 0.98  real_sub_fake : 3493.98 ]
[  epoch 0004/0040] 0060/4800, lr:1.0e-04 ∣ avg_100 : 31936.111265 ∣ critic_nllloss : 26724.516797 ∣ critic_ganloss : -1082.972980 ∣ generator_nllloss : 5426.222266 ∣ generator_ganloss : 794.766577 ∣     [  std_z : 0.98  real_sub_fake : 3988.07 ]
[  epoch 0004/0040] 0070/4800, lr:1.0e-04 ∣ avg_100 : 31938.355392 ∣ critic_nllloss : 26671.663281 ∣ critic_ganloss : -894.099835 ∣ generator_nllloss : 5307.092383 ∣ generator_ganloss : 882.822949 ∣  [  std_z : 0.97  real_sub_fake : 4123.30 ]
[  epoch 0004/0040] 0080/4800, lr:1.0e-04 ∣ avg_100 : 31943.063457 ∣ critic_nllloss : 26699.094336 ∣ critic_ganloss : -694.006628 ∣ generator_nllloss : 5342.261523 ∣ generator_ganloss : 965.704395 ∣  [  std_z : 0.97  real_sub_fake : 2124.42 ]
[  epoch 0004/0040] 0090/4800, lr:1.0e-04 ∣ avg_100 : 31945.619153 ∣ critic_nllloss : 26876.108984 ∣ critic_ganloss : -924.864325 ∣ generator_nllloss : 5417.651758 ∣ generator_ganloss : 842.765381 ∣  [  std_z : 0.97  real_sub_fake : 3481.96 ]
[  epoch 0004/0040] 0100/4800, lr:1.0e-04 ∣ avg_100 : 31947.313339 ∣ critic_nllloss : 26477.518750 ∣ critic_ganloss : -958.711987 ∣ generator_nllloss : 5308.759375 ∣ generator_ganloss : 762.469092 ∣  [  std_z : 0.96  real_sub_fake : 3997.08 ]
[  epoch 0004/0040] 0110/4800, lr:1.0e-04 ∣ avg_100 : 31948.914983 ∣ critic_nllloss : 26757.253516 ∣ critic_ganloss : -881.924152 ∣ generator_nllloss : 5393.122070 ∣ generator_ganloss : 673.489380 ∣  [  std_z : 0.97  real_sub_fake : 3204.88 ]
[  epoch 0004/0040] 0120/4800, lr:1.0e-04 ∣ avg_100 : 31946.092460 ∣ critic_nllloss : 26663.948828 ∣ critic_ganloss : -867.760522 ∣ generator_nllloss : 5239.778516 ∣ generator_ganloss : 760.773730 ∣  [  std_z : 0.96  real_sub_fake : 3697.28 ]
[  epoch 0004/0040] 0130/4800, lr:1.0e-04 ∣ avg_100 : 31938.477479 ∣ critic_nllloss : 26536.996680 ∣ critic_ganloss : -977.894946 ∣ generator_nllloss : 5245.820508 ∣ generator_ganloss : 748.889868 ∣  [  std_z : 0.98  real_sub_fake : 3167.46 ]
[  epoch 0004/0040] 0140/4800, lr:1.0e-04 ∣ avg_100 : 31937.585437 ∣ critic_nllloss : 26701.167383 ∣ critic_ganloss : -965.875165 ∣ generator_nllloss : 5309.484570 ∣ generator_ganloss : 835.645313 ∣  [  std_z : 0.98  real_sub_fake : 4113.91 ]
[  epoch 0004/0040] 0150/4800, lr:1.0e-04 ∣ avg_100 : 31935.726019 ∣ critic_nllloss : 26518.988672 ∣ critic_ganloss : -812.577069 ∣ generator_nllloss : 5329.519141 ∣ generator_ganloss : 799.861060 ∣  [  std_z : 0.98  real_sub_fake : 2888.84 ]
[  epoch 0004/0040] 0160/4800, lr:1.0e-04 ∣ avg_100 : 31938.989384 ∣ critic_nllloss : 26838.560156 ∣ critic_ganloss : -898.267163 ∣ generator_nllloss : 5441.706641 ∣ generator_ganloss : 811.595190 ∣  [  std_z : 0.98  real_sub_fake : 3959.65 ]
[  epoch 0004/0040] 0170/4800, lr:1.0e-04 ∣ avg_100 : 31945.189619 ∣ critic_nllloss : 26976.585547 ∣ critic_ganloss : -580.204968 ∣ generator_nllloss : 5289.063672 ∣ generator_ganloss : 743.689380 ∣  [  std_z : 0.97  real_sub_fake : 1898.39 ]
[  epoch 0004/0040] 0180/4800, lr:1.0e-04 ∣ avg_100 : 31946.273714 ∣ critic_nllloss : 26670.786523 ∣ critic_ganloss : -685.742755 ∣ generator_nllloss : 5349.366016 ∣ generator_ganloss : 557.653394 ∣  [  std_z : 0.97  real_sub_fake : 2866.96 ]
[  epoch 0004/0040] 0190/4800, lr:1.0e-04 ∣ avg_100 : 31948.430478 ∣ critic_nllloss : 26557.258398 ∣ critic_ganloss : -719.217645 ∣ generator_nllloss : 5323.510742 ∣ generator_ganloss : 710.272388 ∣  [  std_z : 0.97  real_sub_fake : 2587.02 ]
[  epoch 0004/0040] 0200/4800, lr:1.0e-04 ∣ avg_100 : 31944.801944 ∣ critic_nllloss : 26552.234180 ∣ critic_ganloss : -878.361371 ∣ generator_nllloss : 5298.343359 ∣ generator_ganloss : 690.184717 ∣  [  std_z : 0.97  real_sub_fake : 3188.84 ]
[  epoch 0004/0040] 0210/4800, lr:1.0e-04 ∣ avg_100 : 31944.936820 ∣ critic_nllloss : 26772.909180 ∣ critic_ganloss : -923.342584 ∣ generator_nllloss : 5384.249609 ∣ generator_ganloss : 761.833350 ∣  [  std_z : 0.98  real_sub_fake : 3639.77 ]
[  epoch 0004/0040] 0220/4800, lr:1.0e-04 ∣ avg_100 : 31944.205283 ∣ critic_nllloss : 26804.981055 ∣ critic_ganloss : -956.978003 ∣ generator_nllloss : 5320.709570 ∣ generator_ganloss : 754.860718 ∣  [  std_z : 0.97  real_sub_fake : 3503.74 ]
[  epoch 0004/0040] 0230/4800, lr:1.0e-04 ∣ avg_100 : 31941.858355 ∣ critic_nllloss : 26725.752344 ∣ critic_ganloss : -1011.415344 ∣ generator_nllloss : 5454.878906 ∣ generator_ganloss : 772.919775 ∣     [  std_z : 0.97  real_sub_fake : 4049.36 ]
[  epoch 0004/0040] 0240/4800, lr:1.0e-04 ∣ avg_100 : 31939.211238 ∣ critic_nllloss : 26712.837305 ∣ critic_ganloss : -934.115753 ∣ generator_nllloss : 5275.542773 ∣ generator_ganloss : 814.643750 ∣  [  std_z : 0.96  real_sub_fake : 3845.97 ]
[  epoch 0004/0040] 0250/4800, lr:1.0e-04 ∣ avg_100 : 31938.884411 ∣ critic_nllloss : 26629.598438 ∣ critic_ganloss : -841.397986 ∣ generator_nllloss : 5292.119922 ∣ generator_ganloss : 884.928809 ∣  [  std_z : 0.97  real_sub_fake : 2735.97 ]
[  epoch 0004/0040] 0260/4800, lr:1.0e-04 ∣ avg_100 : 31938.905617 ∣ critic_nllloss : 26657.166992 ∣ critic_ganloss : -979.017743 ∣ generator_nllloss : 5304.041406 ∣ generator_ganloss : 868.894287 ∣  [  std_z : 0.98  real_sub_fake : 4176.55 ]
[  epoch 0004/0040] 0270/4800, lr:1.0e-04 ∣ avg_100 : 31940.625647 ∣ critic_nllloss : 26748.584570 ∣ critic_ganloss : -593.592712 ∣ generator_nllloss : 5391.563867 ∣ generator_ganloss : 814.836328 ∣  [  std_z : 0.98  real_sub_fake : 2313.07 ]
[  epoch 0004/0040] 0280/4800, lr:1.0e-04 ∣ avg_100 : 31938.852565 ∣ critic_nllloss : 26613.036133 ∣ critic_ganloss : -847.661633 ∣ generator_nllloss : 5322.810156 ∣ generator_ganloss : 695.702368 ∣  [  std_z : 0.97  real_sub_fake : 2906.96 ]
[  epoch 0004/0040] 0290/4800, lr:1.0e-04 ∣ avg_100 : 31938.808510 ∣ critic_nllloss : 26643.352539 ∣ critic_ganloss : -900.715015 ∣ generator_nllloss : 5334.462695 ∣ generator_ganloss : 739.743408 ∣  [  std_z : 0.97  real_sub_fake : 3645.66 ]
[  epoch 0004/0040] 0300/4800, lr:1.0e-04 ∣ avg_100 : 31939.136008 ∣ critic_nllloss : 26703.208594 ∣ critic_ganloss : -1034.901184 ∣ generator_nllloss : 5322.057617 ∣ generator_ganloss : 736.283398 ∣     [  std_z : 0.97  real_sub_fake : 3931.83 ]
[  epoch 0004/0040] 0310/4800, lr:1.0e-04 ∣ avg_100 : 31942.108209 ∣ critic_nllloss : 26730.447070 ∣ critic_ganloss : -1028.364807 ∣ generator_nllloss : 5313.765430 ∣ generator_ganloss : 821.542627 ∣     [  std_z : 0.98  real_sub_fake : 3604.23 ]
[  epoch 0004/0040] 0320/4800, lr:1.0e-04 ∣ avg_100 : 31939.375082 ∣ critic_nllloss : 26313.828906 ∣ critic_ganloss : -963.981421 ∣ generator_nllloss : 5237.531836 ∣ generator_ganloss : 934.506372 ∣  [  std_z : 0.96  real_sub_fake : 3804.64 ]
[  epoch 0004/0040] 0330/4800, lr:1.0e-04 ∣ avg_100 : 31939.069023 ∣ critic_nllloss : 26633.502344 ∣ critic_ganloss : -897.250708 ∣ generator_nllloss : 5215.823633 ∣ generator_ganloss : 1109.921338 ∣     [  std_z : 0.98  real_sub_fake : 3613.26 ]
[  epoch 0004/0040] 0340/4800, lr:1.0e-04 ∣ avg_100 : 31939.146122 ∣ critic_nllloss : 26806.544727 ∣ critic_ganloss : -1001.088116 ∣ generator_nllloss : 5373.362109 ∣ generator_ganloss : 1031.390771 ∣    [  std_z : 0.99  real_sub_fake : 3479.31 ]
[  epoch 0004/0040] 0350/4800, lr:1.0e-04 ∣ avg_100 : 31937.495775 ∣ critic_nllloss : 26518.603320 ∣ critic_ganloss : -931.033112 ∣ generator_nllloss : 5382.511328 ∣ generator_ganloss : 906.309375 ∣  [  std_z : 0.98  real_sub_fake : 4251.25 ]
[  epoch 0004/0040] 0360/4800, lr:1.0e-04 ∣ avg_100 : 31936.166488 ∣ critic_nllloss : 26574.132031 ∣ critic_ganloss : -759.008026 ∣ generator_nllloss : 5256.758594 ∣ generator_ganloss : 719.960742 ∣  [  std_z : 0.98  real_sub_fake : 2576.67 ]
[  epoch 0004/0040] 0370/4800, lr:1.0e-04 ∣ avg_100 : 31935.721097 ∣ critic_nllloss : 26873.924414 ∣ critic_ganloss : -742.863074 ∣ generator_nllloss : 5298.622852 ∣ generator_ganloss : 767.664185 ∣  [  std_z : 0.98  real_sub_fake : 2835.37 ]
[  epoch 0004/0040] 0380/4800, lr:1.0e-04 ∣ avg_100 : 31934.624677 ∣ critic_nllloss : 26773.696875 ∣ critic_ganloss : -884.860980 ∣ generator_nllloss : 5291.873828 ∣ generator_ganloss : 706.774438 ∣  [  std_z : 0.98  real_sub_fake : 3530.41 ]
[  epoch 0004/0040] 0390/4800, lr:1.0e-04 ∣ avg_100 : 31934.280025 ∣ critic_nllloss : 26732.762305 ∣ critic_ganloss : -929.432477 ∣ generator_nllloss : 5332.560352 ∣ generator_ganloss : 724.085083 ∣  [  std_z : 0.97  real_sub_fake : 3609.38 ]
[  epoch 0004/0040] 0400/4800, lr:1.0e-04 ∣ avg_100 : 31936.421746 ∣ critic_nllloss : 26712.725781 ∣ critic_ganloss : -946.060559 ∣ generator_nllloss : 5274.288867 ∣ generator_ganloss : 764.776660 ∣  [  std_z : 0.98  real_sub_fake : 3634.83 ]
[  epoch 0004/0040] 0410/4800, lr:1.0e-04 ∣ avg_100 : 31937.196894 ∣ critic_nllloss : 26678.521875 ∣ critic_ganloss : -885.469092 ∣ generator_nllloss : 5361.859180 ∣ generator_ganloss : 742.904932 ∣  [  std_z : 0.98  real_sub_fake : 3326.34 ]
[  epoch 0004/0040] 0420/4800, lr:1.0e-04 ∣ avg_100 : 31938.624683 ∣ critic_nllloss : 26790.396484 ∣ critic_ganloss : -928.353503 ∣ generator_nllloss : 5374.731250 ∣ generator_ganloss : 801.720752 ∣  [  std_z : 0.99  real_sub_fake : 3316.39 ]
[  epoch 0004/0040] 0430/4800, lr:1.0e-04 ∣ avg_100 : 31936.672458 ∣ critic_nllloss : 26663.462305 ∣ critic_ganloss : -1016.608789 ∣ generator_nllloss : 5359.167188 ∣ generator_ganloss : 873.968848 ∣     [  std_z : 0.98  real_sub_fake : 4193.35 ]
[  epoch 0004/0040] 0440/4800, lr:1.0e-04 ∣ avg_100 : 31935.719432 ∣ critic_nllloss : 26592.426563 ∣ critic_ganloss : -839.328931 ∣ generator_nllloss : 5264.266602 ∣ generator_ganloss : 765.319385 ∣  [  std_z : 0.98  real_sub_fake : 2675.50 ]
[  epoch 0004/0040] 0450/4800, lr:1.0e-04 ∣ avg_100 : 31938.483647 ∣ critic_nllloss : 26822.233398 ∣ critic_ganloss : -904.626398 ∣ generator_nllloss : 5392.334570 ∣ generator_ganloss : 657.255518 ∣  [  std_z : 0.98  real_sub_fake : 3762.47 ]
[  epoch 0004/0040] 0460/4800, lr:1.0e-04 ∣ avg_100 : 31940.499876 ∣ critic_nllloss : 26691.078906 ∣ critic_ganloss : -772.135419 ∣ generator_nllloss : 5243.792578 ∣ generator_ganloss : 864.156787 ∣  [  std_z : 0.97  real_sub_fake : 2990.15 ]
[  epoch 0004/0040] 0470/4800, lr:1.0e-04 ∣ avg_100 : 31942.128682 ∣ critic_nllloss : 26689.098047 ∣ critic_ganloss : -945.630212 ∣ generator_nllloss : 5350.908984 ∣ generator_ganloss : 820.095947 ∣  [  std_z : 0.98  real_sub_fake : 4011.46 ]
[  epoch 0004/0040] 0480/4800, lr:1.0e-04 ∣ avg_100 : 31939.293193 ∣ critic_nllloss : 26671.925391 ∣ critic_ganloss : -843.625458 ∣ generator_nllloss : 5307.946094 ∣ generator_ganloss : 686.152759 ∣  [  std_z : 0.97  real_sub_fake : 3121.27 ]
[  epoch 0004/0040] 0490/4800, lr:1.0e-04 ∣ avg_100 : 31935.480687 ∣ critic_nllloss : 26591.817188 ∣ critic_ganloss : -978.532178 ∣ generator_nllloss : 5251.116211 ∣ generator_ganloss : 567.441504 ∣  [  std_z : 0.97  real_sub_fake : 3549.69 ]
[  epoch 0004/0040] 0500/4800, lr:1.0e-04 ∣ avg_100 : 31931.208902 ∣ critic_nllloss : 26664.093750 ∣ critic_ganloss : -1075.271484 ∣ generator_nllloss : 5398.799219 ∣ generator_ganloss : 615.690137 ∣     [  std_z : 0.98  real_sub_fake : 4348.88 ]
[  epoch 0004/0040] 0510/4800, lr:1.0e-04 ∣ avg_100 : 31927.902694 ∣ critic_nllloss : 27004.700586 ∣ critic_ganloss : -1121.543188 ∣ generator_nllloss : 5413.966016 ∣ generator_ganloss : 726.755176 ∣     [  std_z : 0.99  real_sub_fake : 4096.96 ]
[  epoch 0004/0040] 0520/4800, lr:1.0e-04 ∣ avg_100 : 31924.688340 ∣ critic_nllloss : 26749.424805 ∣ critic_ganloss : -1078.931909 ∣ generator_nllloss : 5358.314844 ∣ generator_ganloss : 736.528296 ∣     [  std_z : 0.97  real_sub_fake : 3732.32 ]
[  epoch 0004/0040] 0530/4800, lr:1.0e-04 ∣ avg_100 : 31925.909618 ∣ critic_nllloss : 26653.427930 ∣ critic_ganloss : -890.831805 ∣ generator_nllloss : 5330.276758 ∣ generator_ganloss : 886.894922 ∣  [  std_z : 0.97  real_sub_fake : 3714.84 ]
[  epoch 0004/0040] 0540/4800, lr:1.0e-04 ∣ avg_100 : 31927.708768 ∣ critic_nllloss : 26811.392773 ∣ critic_ganloss : -991.187939 ∣ generator_nllloss : 5422.807031 ∣ generator_ganloss : 944.670020 ∣  [  std_z : 0.98  real_sub_fake : 3790.33 ]
[  epoch 0004/0040] 0550/4800, lr:1.0e-04 ∣ avg_100 : 31933.169609 ∣ critic_nllloss : 26664.199414 ∣ critic_ganloss : -947.367657 ∣ generator_nllloss : 5355.246875 ∣ generator_ganloss : 1014.949707 ∣     [  std_z : 0.97  real_sub_fake : 3636.40 ]
[  epoch 0004/0040] 0560/4800, lr:1.0e-04 ∣ avg_100 : 31933.823845 ∣ critic_nllloss : 26698.075391 ∣ critic_ganloss : -879.962024 ∣ generator_nllloss : 5375.648438 ∣ generator_ganloss : 962.787891 ∣  [  std_z : 0.97  real_sub_fake : 3742.38 ]
[  epoch 0004/0040] 0570/4800, lr:1.0e-04 ∣ avg_100 : 31929.982352 ∣ critic_nllloss : 26660.931055 ∣ critic_ganloss : -923.626160 ∣ generator_nllloss : 5257.308984 ∣ generator_ganloss : 844.501636 ∣  [  std_z : 0.97  real_sub_fake : 3350.95 ]
[  epoch 0004/0040] 0580/4800, lr:1.0e-04 ∣ avg_100 : 31933.148864 ∣ critic_nllloss : 26909.299609 ∣ critic_ganloss : -1193.930713 ∣ generator_nllloss : 5331.353516 ∣ generator_ganloss : 902.692139 ∣     [  std_z : 0.98  real_sub_fake : 4321.38 ]
[  epoch 0004/0040] 0590/4800, lr:1.0e-04 ∣ avg_100 : 31933.670650 ∣ critic_nllloss : 26579.708203 ∣ critic_ganloss : -923.922839 ∣ generator_nllloss : 5287.972852 ∣ generator_ganloss : 941.290039 ∣  [  std_z : 0.97  real_sub_fake : 4027.07 ]
[  epoch 0004/0040] 0600/4800, lr:1.0e-04 ∣ avg_100 : 31932.956158 ∣ critic_nllloss : 26707.654492 ∣ critic_ganloss : -904.838574 ∣ generator_nllloss : 5279.355664 ∣ generator_ganloss : 960.936719 ∣  [  std_z : 0.98  real_sub_fake : 3204.08 ]
[  epoch 0004/0040] 0610/4800, lr:1.0e-04 ∣ avg_100 : 31931.573708 ∣ critic_nllloss : 26467.835156 ∣ critic_ganloss : -742.444263 ∣ generator_nllloss : 5251.794727 ∣ generator_ganloss : 896.457080 ∣  [  std_z : 0.97  real_sub_fake : 3155.29 ]
[  epoch 0004/0040] 0620/4800, lr:1.0e-04 ∣ avg_100 : 31933.756752 ∣ critic_nllloss : 26798.729297 ∣ critic_ganloss : -918.459320 ∣ generator_nllloss : 5378.486523 ∣ generator_ganloss : 857.147803 ∣  [  std_z : 0.98  real_sub_fake : 3126.82 ]
[  epoch 0004/0040] 0630/4800, lr:1.0e-04 ∣ avg_100 : 31929.483974 ∣ critic_nllloss : 26583.225977 ∣ critic_ganloss : -889.766309 ∣ generator_nllloss : 5378.410742 ∣ generator_ganloss : 898.468652 ∣  [  std_z : 0.98  real_sub_fake : 3380.20 ]
[  epoch 0004/0040] 0640/4800, lr:1.0e-04 ∣ avg_100 : 31927.123932 ∣ critic_nllloss : 26753.299609 ∣ critic_ganloss : -1095.240686 ∣ generator_nllloss : 5325.073438 ∣ generator_ganloss : 1001.632520 ∣    [  std_z : 0.98  real_sub_fake : 3849.88 ]
[  epoch 0004/0040] 0650/4800, lr:1.0e-04 ∣ avg_100 : 31926.520839 ∣ critic_nllloss : 26564.405664 ∣ critic_ganloss : -1038.444458 ∣ generator_nllloss : 5346.858008 ∣ generator_ganloss : 920.758105 ∣     [  std_z : 0.98  real_sub_fake : 4280.12 ]
[  epoch 0004/0040] 0660/4800, lr:1.0e-04 ∣ avg_100 : 31927.808205 ∣ critic_nllloss : 26752.882227 ∣ critic_ganloss : -1139.148895 ∣ generator_nllloss : 5417.637695 ∣ generator_ganloss : 1008.978955 ∣    [  std_z : 0.98  real_sub_fake : 4160.83 ]
[  epoch 0004/0040] 0670/4800, lr:1.0e-04 ∣ avg_100 : 31932.728517 ∣ critic_nllloss : 26636.412305 ∣ critic_ganloss : -733.187537 ∣ generator_nllloss : 5299.811719 ∣ generator_ganloss : 1153.289746 ∣     [  std_z : 0.97  real_sub_fake : 3134.39 ]
[  epoch 0004/0040] 0680/4800, lr:1.0e-04 ∣ avg_100 : 31936.316780 ∣ critic_nllloss : 26720.174414 ∣ critic_ganloss : -776.466254 ∣ generator_nllloss : 5285.139453 ∣ generator_ganloss : 1068.372266 ∣     [  std_z : 0.97  real_sub_fake : 2847.46 ]
[  epoch 0004/0040] 0690/4800, lr:1.0e-04 ∣ avg_100 : 31937.171763 ∣ critic_nllloss : 26612.029883 ∣ critic_ganloss : -942.837335 ∣ generator_nllloss : 5343.031445 ∣ generator_ganloss : 1030.971338 ∣     [  std_z : 0.97  real_sub_fake : 3353.37 ]
[  epoch 0004/0040] 0700/4800, lr:1.0e-04 ∣ avg_100 : 31934.648138 ∣ critic_nllloss : 26629.271094 ∣ critic_ganloss : -964.681445 ∣ generator_nllloss : 5349.953711 ∣ generator_ganloss : 942.466211 ∣  [  std_z : 0.97  real_sub_fake : 4161.62 ]
[  epoch 0004/0040] 0710/4800, lr:1.0e-04 ∣ avg_100 : 31932.275651 ∣ critic_nllloss : 26646.523242 ∣ critic_ganloss : -1124.143909 ∣ generator_nllloss : 5351.519922 ∣ generator_ganloss : 850.923047 ∣     [  std_z : 0.98  real_sub_fake : 4204.48 ]
[  epoch 0004/0040] 0720/4800, lr:1.0e-04 ∣ avg_100 : 31929.247467 ∣ critic_nllloss : 26354.126953 ∣ critic_ganloss : -838.473456 ∣ generator_nllloss : 5294.808594 ∣ generator_ganloss : 809.999194 ∣  [  std_z : 0.97  real_sub_fake : 3494.01 ]
[  epoch 0004/0040] 0730/4800, lr:1.0e-04 ∣ avg_100 : 31925.918330 ∣ critic_nllloss : 26446.292187 ∣ critic_ganloss : -858.798645 ∣ generator_nllloss : 5268.926367 ∣ generator_ganloss : 784.137988 ∣  [  std_z : 0.98  real_sub_fake : 2784.15 ]
[  epoch 0004/0040] 0740/4800, lr:1.0e-04 ∣ avg_100 : 31921.936956 ∣ critic_nllloss : 26665.285156 ∣ critic_ganloss : -830.620764 ∣ generator_nllloss : 5328.968750 ∣ generator_ganloss : 817.443481 ∣  [  std_z : 0.98  real_sub_fake : 3530.45 ]
[  epoch 0004/0040] 0750/4800, lr:1.0e-04 ∣ avg_100 : 31917.324151 ∣ critic_nllloss : 26551.813281 ∣ critic_ganloss : -997.183728 ∣ generator_nllloss : 5291.455469 ∣ generator_ganloss : 826.515234 ∣  [  std_z : 0.97  real_sub_fake : 3384.42 ]
[  epoch 0004/0040] 0760/4800, lr:1.0e-04 ∣ avg_100 : 31915.892807 ∣ critic_nllloss : 26731.885937 ∣ critic_ganloss : -1119.703613 ∣ generator_nllloss : 5401.568750 ∣ generator_ganloss : 848.795752 ∣     [  std_z : 0.97  real_sub_fake : 4505.39 ]
[  epoch 0004/0040] 0770/4800, lr:1.0e-04 ∣ avg_100 : 31916.010345 ∣ critic_nllloss : 26586.100781 ∣ critic_ganloss : -859.563171 ∣ generator_nllloss : 5337.347461 ∣ generator_ganloss : 743.000269 ∣  [  std_z : 0.97  real_sub_fake : 3665.99 ]
[  epoch 0004/0040] 0780/4800, lr:1.0e-04 ∣ avg_100 : 31912.218690 ∣ critic_nllloss : 26645.703320 ∣ critic_ganloss : -967.756384 ∣ generator_nllloss : 5361.508203 ∣ generator_ganloss : 615.953955 ∣  [  std_z : 0.98  real_sub_fake : 3714.33 ]
[  epoch 0004/0040] 0790/4800, lr:1.0e-04 ∣ avg_100 : 31912.915829 ∣ critic_nllloss : 26535.179102 ∣ critic_ganloss : -605.471643 ∣ generator_nllloss : 5348.253516 ∣ generator_ganloss : 467.732935 ∣  [  std_z : 0.98  real_sub_fake : 2287.26 ]
[  epoch 0004/0040] 0800/4800, lr:1.0e-04 ∣ avg_100 : 31909.407179 ∣ critic_nllloss : 26530.022656 ∣ critic_ganloss : -787.380145 ∣ generator_nllloss : 5235.274805 ∣ generator_ganloss : 483.009790 ∣  [  std_z : 0.98  real_sub_fake : 2816.20 ]
[  epoch 0004/0040] 0810/4800, lr:1.0e-04 ∣ avg_100 : 31909.361353 ∣ critic_nllloss : 26820.526172 ∣ critic_ganloss : -896.422473 ∣ generator_nllloss : 5489.715039 ∣ generator_ganloss : 667.278857 ∣  [  std_z : 0.99  real_sub_fake : 3329.33 ]
[  epoch 0004/0040] 0820/4800, lr:1.0e-04 ∣ avg_100 : 31909.565560 ∣ critic_nllloss : 26595.426563 ∣ critic_ganloss : -885.625928 ∣ generator_nllloss : 5338.704102 ∣ generator_ganloss : 711.954028 ∣  [  std_z : 0.98  real_sub_fake : 4279.23 ]
[  epoch 0004/0040] 0830/4800, lr:1.0e-04 ∣ avg_100 : 31903.656757 ∣ critic_nllloss : 26428.774414 ∣ critic_ganloss : -778.214221 ∣ generator_nllloss : 5318.142773 ∣ generator_ganloss : 567.901562 ∣  [  std_z : 0.97  real_sub_fake : 2447.28 ]
[  epoch 0004/0040] 0840/4800, lr:1.0e-04 ∣ avg_100 : 31898.985001 ∣ critic_nllloss : 26606.682227 ∣ critic_ganloss : -857.245233 ∣ generator_nllloss : 5247.816992 ∣ generator_ganloss : 608.451318 ∣  [  std_z : 0.97  real_sub_fake : 3253.50 ]
[  epoch 0004/0040] 0850/4800, lr:1.0e-04 ∣ avg_100 : 31895.837768 ∣ critic_nllloss : 26538.581836 ∣ critic_ganloss : -859.275262 ∣ generator_nllloss : 5284.841406 ∣ generator_ganloss : 664.113403 ∣  [  std_z : 0.97  real_sub_fake : 3687.21 ]
[  epoch 0004/0040] 0860/4800, lr:1.0e-04 ∣ avg_100 : 31893.632757 ∣ critic_nllloss : 26675.016016 ∣ critic_ganloss : -875.706787 ∣ generator_nllloss : 5379.167383 ∣ generator_ganloss : 678.022632 ∣  [  std_z : 0.98  real_sub_fake : 2786.96 ]
[  epoch 0004/0040] 0870/4800, lr:1.0e-04 ∣ avg_100 : 31893.660228 ∣ critic_nllloss : 26643.682812 ∣ critic_ganloss : -939.149976 ∣ generator_nllloss : 5394.863672 ∣ generator_ganloss : 750.591992 ∣  [  std_z : 0.98  real_sub_fake : 3641.26 ]
[  epoch 0004/0040] 0880/4800, lr:1.0e-04 ∣ avg_100 : 31893.263700 ∣ critic_nllloss : 26741.100977 ∣ critic_ganloss : -886.558716 ∣ generator_nllloss : 5317.130078 ∣ generator_ganloss : 770.058716 ∣  [  std_z : 0.98  real_sub_fake : 4151.47 ]
[  epoch 0004/0040] 0890/4800, lr:1.0e-04 ∣ avg_100 : 31889.325824 ∣ critic_nllloss : 26710.384375 ∣ critic_ganloss : -1071.184094 ∣ generator_nllloss : 5376.547266 ∣ generator_ganloss : 721.010327 ∣     [  std_z : 0.97  real_sub_fake : 3190.92 ]
[  epoch 0004/0040] 0900/4800, lr:1.0e-04 ∣ avg_100 : 31887.892137 ∣ critic_nllloss : 26680.526172 ∣ critic_ganloss : -741.547394 ∣ generator_nllloss : 5502.333789 ∣ generator_ganloss : 578.482275 ∣  [  std_z : 0.97  real_sub_fake : 3599.81 ]
[  epoch 0004/0040] 0910/4800, lr:1.0e-04 ∣ avg_100 : 31887.212120 ∣ critic_nllloss : 26748.505664 ∣ critic_ganloss : -945.046106 ∣ generator_nllloss : 5367.158594 ∣ generator_ganloss : 516.503125 ∣  [  std_z : 0.97  real_sub_fake : 3119.32 ]
[  epoch 0004/0040] 0920/4800, lr:1.0e-04 ∣ avg_100 : 31886.452620 ∣ critic_nllloss : 26641.859766 ∣ critic_ganloss : -879.234851 ∣ generator_nllloss : 5293.404688 ∣ generator_ganloss : 680.106763 ∣  [  std_z : 0.96  real_sub_fake : 3733.40 ]
[  epoch 0004/0040] 0930/4800, lr:1.0e-04 ∣ avg_100 : 31883.216069 ∣ critic_nllloss : 26699.816602 ∣ critic_ganloss : -837.122498 ∣ generator_nllloss : 5342.377734 ∣ generator_ganloss : 588.421973 ∣  [  std_z : 0.96  real_sub_fake : 3363.02 ]
[  epoch 0004/0040] 0940/4800, lr:1.0e-04 ∣ avg_100 : 31885.008761 ∣ critic_nllloss : 26707.737109 ∣ critic_ganloss : -859.911285 ∣ generator_nllloss : 5410.333984 ∣ generator_ganloss : 640.004175 ∣  [  std_z : 0.97  real_sub_fake : 2807.60 ]
[  epoch 0004/0040] 0950/4800, lr:1.0e-04 ∣ avg_100 : 31884.078284 ∣ critic_nllloss : 26706.410352 ∣ critic_ganloss : -903.194885 ∣ generator_nllloss : 5315.292188 ∣ generator_ganloss : 679.649805 ∣  [  std_z : 0.97  real_sub_fake : 3432.13 ]
[  epoch 0004/0040] 0960/4800, lr:1.0e-04 ∣ avg_100 : 31886.824803 ∣ critic_nllloss : 26661.818750 ∣ critic_ganloss : -835.588794 ∣ generator_nllloss : 5278.023828 ∣ generator_ganloss : 768.632471 ∣  [  std_z : 0.98  real_sub_fake : 3483.42 ]
[  epoch 0004/0040] 0970/4800, lr:1.0e-04 ∣ avg_100 : 31886.992420 ∣ critic_nllloss : 26402.054492 ∣ critic_ganloss : -1003.926404 ∣ generator_nllloss : 5269.399219 ∣ generator_ganloss : 839.022314 ∣     [  std_z : 0.97  real_sub_fake : 3510.46 ]
[  epoch 0004/0040] 0980/4800, lr:1.0e-04 ∣ avg_100 : 31884.673134 ∣ critic_nllloss : 26539.467578 ∣ critic_ganloss : -970.056763 ∣ generator_nllloss : 5235.458594 ∣ generator_ganloss : 783.339185 ∣  [  std_z : 0.98  real_sub_fake : 4179.56 ]
[  epoch 0004/0040] 0990/4800, lr:1.0e-04 ∣ avg_100 : 31885.255517 ∣ critic_nllloss : 26520.234766 ∣ critic_ganloss : -778.139545 ∣ generator_nllloss : 5219.783594 ∣ generator_ganloss : 792.484302 ∣  [  std_z : 0.98  real_sub_fake : 3127.08 ]
[  epoch 0004/0040] 1000/4800, lr:1.0e-04 ∣ avg_100 : 31886.831166 ∣ critic_nllloss : 26752.405078 ∣ critic_ganloss : -836.634808 ∣ generator_nllloss : 5305.759375 ∣ generator_ganloss : 787.125513 ∣  [  std_z : 0.99  real_sub_fake : 3185.49 ]
[  epoch 0004/0040] 1010/4800, lr:1.0e-04 ∣ avg_100 : 31886.827557 ∣ critic_nllloss : 26673.336719 ∣ critic_ganloss : -791.014594 ∣ generator_nllloss : 5345.340625 ∣ generator_ganloss : 808.996729 ∣  [  std_z : 0.98  real_sub_fake : 2908.20 ]
[  epoch 0004/0040] 1020/4800, lr:1.0e-04 ∣ avg_100 : 31880.705187 ∣ critic_nllloss : 26267.103516 ∣ critic_ganloss : -997.209845 ∣ generator_nllloss : 5254.585742 ∣ generator_ganloss : 800.940332 ∣  [  std_z : 0.96  real_sub_fake : 3716.04 ]
[  epoch 0004/0040] 1030/4800, lr:1.0e-04 ∣ avg_100 : 31877.624680 ∣ critic_nllloss : 26595.287109 ∣ critic_ganloss : -1053.070374 ∣ generator_nllloss : 5274.236914 ∣ generator_ganloss : 858.764551 ∣     [  std_z : 0.97  real_sub_fake : 3809.40 ]
[  epoch 0004/0040] 1040/4800, lr:1.0e-04 ∣ avg_100 : 31874.933583 ∣ critic_nllloss : 26503.588281 ∣ critic_ganloss : -978.766443 ∣ generator_nllloss : 5274.980859 ∣ generator_ganloss : 759.474927 ∣  [  std_z : 0.97  real_sub_fake : 4152.04 ]
[  epoch 0004/0040] 1050/4800, lr:1.0e-04 ∣ avg_100 : 31871.895155 ∣ critic_nllloss : 26654.225977 ∣ critic_ganloss : -880.711401 ∣ generator_nllloss : 5256.521875 ∣ generator_ganloss : 728.816797 ∣  [  std_z : 0.98  real_sub_fake : 3256.10 ]
[  epoch 0004/0040] 1060/4800, lr:1.0e-04 ∣ avg_100 : 31868.222081 ∣ critic_nllloss : 26418.193945 ∣ critic_ganloss : -901.269550 ∣ generator_nllloss : 5230.068750 ∣ generator_ganloss : 748.232178 ∣  [  std_z : 0.97  real_sub_fake : 3171.88 ]
[  epoch 0004/0040] 1070/4800, lr:1.0e-04 ∣ avg_100 : 31867.882190 ∣ critic_nllloss : 26575.680078 ∣ critic_ganloss : -843.960303 ∣ generator_nllloss : 5311.540430 ∣ generator_ganloss : 890.229395 ∣  [  std_z : 0.97  real_sub_fake : 3581.64 ]
[  epoch 0004/0040] 1080/4800, lr:1.0e-04 ∣ avg_100 : 31863.063685 ∣ critic_nllloss : 26603.135742 ∣ critic_ganloss : -1013.670825 ∣ generator_nllloss : 5330.652539 ∣ generator_ganloss : 911.085742 ∣     [  std_z : 0.97  real_sub_fake : 3525.13 ]
[  epoch 0004/0040] 1090/4800, lr:1.0e-04 ∣ avg_100 : 31855.611409 ∣ critic_nllloss : 26533.739063 ∣ critic_ganloss : -1215.179370 ∣ generator_nllloss : 5275.280664 ∣ generator_ganloss : 872.593848 ∣     [  std_z : 0.97  real_sub_fake : 4952.73 ]
[  epoch 0004/0040] 1100/4800, lr:1.0e-04 ∣ avg_100 : 31856.794476 ∣ critic_nllloss : 26512.674219 ∣ critic_ganloss : -1026.413379 ∣ generator_nllloss : 5283.895898 ∣ generator_ganloss : 938.185205 ∣     [  std_z : 0.98  real_sub_fake : 3810.46 ]
[  epoch 0004/0040] 1110/4800, lr:1.0e-04 ∣ avg_100 : 31856.938737 ∣ critic_nllloss : 26523.868555 ∣ critic_ganloss : -916.720532 ∣ generator_nllloss : 5309.591992 ∣ generator_ganloss : 1039.626855 ∣     [  std_z : 0.98  real_sub_fake : 3202.48 ]
[  epoch 0004/0040] 1120/4800, lr:1.0e-04 ∣ avg_100 : 31861.866306 ∣ critic_nllloss : 26613.800781 ∣ critic_ganloss : -516.683087 ∣ generator_nllloss : 5221.457031 ∣ generator_ganloss : 970.922754 ∣  [  std_z : 0.99  real_sub_fake : 3030.44 ]
[  epoch 0004/0040] 1130/4800, lr:1.0e-04 ∣ avg_100 : 31871.587416 ∣ critic_nllloss : 26648.326172 ∣ critic_ganloss : -373.842398 ∣ generator_nllloss : 5333.121094 ∣ generator_ganloss : 918.318213 ∣  [  std_z : 0.98  real_sub_fake : 962.21 ]
[  epoch 0004/0040] 1140/4800, lr:1.0e-04 ∣ avg_100 : 31872.742691 ∣ critic_nllloss : 26661.708594 ∣ critic_ganloss : -756.445779 ∣ generator_nllloss : 5318.274023 ∣ generator_ganloss : 772.412769 ∣  [  std_z : 0.98  real_sub_fake : 2420.23 ]
[  epoch 0004/0040] 1150/4800, lr:1.0e-04 ∣ avg_100 : 31872.375626 ∣ critic_nllloss : 26740.738477 ∣ critic_ganloss : -1082.671808 ∣ generator_nllloss : 5330.086719 ∣ generator_ganloss : 810.931934 ∣     [  std_z : 0.98  real_sub_fake : 4079.48 ]
[  epoch 0004/0040] 1160/4800, lr:1.0e-04 ∣ avg_100 : 31866.777588 ∣ critic_nllloss : 26474.595898 ∣ critic_ganloss : -1097.238269 ∣ generator_nllloss : 5447.257812 ∣ generator_ganloss : 809.175562 ∣     [  std_z : 0.97  real_sub_fake : 4505.04 ]
[  epoch 0004/0040] 1170/4800, lr:1.0e-04 ∣ avg_100 : 31860.740861 ∣ critic_nllloss : 26731.444336 ∣ critic_ganloss : -945.406299 ∣ generator_nllloss : 5305.943555 ∣ generator_ganloss : 733.479346 ∣  [  std_z : 0.98  real_sub_fake : 4022.57 ]
[  epoch 0004/0040] 1180/4800, lr:1.0e-04 ∣ avg_100 : 31863.105729 ∣ critic_nllloss : 26726.528906 ∣ critic_ganloss : -630.854559 ∣ generator_nllloss : 5326.722461 ∣ generator_ganloss : 706.153125 ∣  [  std_z : 0.97  real_sub_fake : 2116.53 ]
[  epoch 0004/0040] 1190/4800, lr:1.0e-04 ∣ avg_100 : 31859.405528 ∣ critic_nllloss : 26435.200781 ∣ critic_ganloss : -889.454834 ∣ generator_nllloss : 5313.173633 ∣ generator_ganloss : 642.884277 ∣  [  std_z : 0.96  real_sub_fake : 3220.18 ]
[  epoch 0004/0040] 1200/4800, lr:1.0e-04 ∣ avg_100 : 31859.194471 ∣ critic_nllloss : 26627.047266 ∣ critic_ganloss : -1055.598596 ∣ generator_nllloss : 5312.546289 ∣ generator_ganloss : 757.300195 ∣     [  std_z : 0.97  real_sub_fake : 4146.98 ]
[  epoch 0004/0040] 1210/4800, lr:1.0e-04 ∣ avg_100 : 31855.582088 ∣ critic_nllloss : 26686.417578 ∣ critic_ganloss : -1111.994727 ∣ generator_nllloss : 5267.888477 ∣ generator_ganloss : 792.099927 ∣     [  std_z : 0.97  real_sub_fake : 3974.12 ]
[  epoch 0004/0040] 1220/4800, lr:1.0e-04 ∣ avg_100 : 31854.924798 ∣ critic_nllloss : 26700.800195 ∣ critic_ganloss : -1137.526904 ∣ generator_nllloss : 5452.242188 ∣ generator_ganloss : 842.328857 ∣     [  std_z : 0.98  real_sub_fake : 4923.33 ]
[  epoch 0004/0040] 1230/4800, lr:1.0e-04 ∣ avg_100 : 31853.635427 ∣ critic_nllloss : 26450.078516 ∣ critic_ganloss : -934.427594 ∣ generator_nllloss : 5364.973047 ∣ generator_ganloss : 932.574609 ∣  [  std_z : 0.97  real_sub_fake : 3152.84 ]
[  epoch 0004/0040] 1240/4800, lr:1.0e-04 ∣ avg_100 : 31856.748853 ∣ critic_nllloss : 26771.739063 ∣ critic_ganloss : -915.078204 ∣ generator_nllloss : 5324.583984 ∣ generator_ganloss : 999.005811 ∣  [  std_z : 0.98  real_sub_fake : 3471.35 ]
[  epoch 0004/0040] 1250/4800, lr:1.0e-04 ∣ avg_100 : 31858.471465 ∣ critic_nllloss : 26707.559766 ∣ critic_ganloss : -947.231104 ∣ generator_nllloss : 5379.690820 ∣ generator_ganloss : 997.490918 ∣  [  std_z : 0.98  real_sub_fake : 3649.76 ]
[  epoch 0004/0040] 1260/4800, lr:1.0e-04 ∣ avg_100 : 31859.558973 ∣ critic_nllloss : 26452.450391 ∣ critic_ganloss : -743.082910 ∣ generator_nllloss : 5318.829102 ∣ generator_ganloss : 931.639209 ∣  [  std_z : 0.97  real_sub_fake : 3136.32 ]
[  epoch 0004/0040] 1270/4800, lr:1.0e-04 ∣ avg_100 : 31854.004108 ∣ critic_nllloss : 26568.207422 ∣ critic_ganloss : -776.799414 ∣ generator_nllloss : 5303.037891 ∣ generator_ganloss : 711.459570 ∣  [  std_z : 0.97  real_sub_fake : 3105.99 ]
[  epoch 0004/0040] 1280/4800, lr:1.0e-04 ∣ avg_100 : 31854.150839 ∣ critic_nllloss : 26644.642969 ∣ critic_ganloss : -872.316461 ∣ generator_nllloss : 5331.793359 ∣ generator_ganloss : 694.440308 ∣  [  std_z : 0.96  real_sub_fake : 2947.30 ]
[  epoch 0004/0040] 1290/4800, lr:1.0e-04 ∣ avg_100 : 31853.639150 ∣ critic_nllloss : 26626.206641 ∣ critic_ganloss : -922.709985 ∣ generator_nllloss : 5334.225977 ∣ generator_ganloss : 727.952124 ∣  [  std_z : 0.96  real_sub_fake : 4035.40 ]
[  epoch 0004/0040] 1300/4800, lr:1.0e-04 ∣ avg_100 : 31853.934750 ∣ critic_nllloss : 26695.279102 ∣ critic_ganloss : -962.178796 ∣ generator_nllloss : 5329.046875 ∣ generator_ganloss : 694.061230 ∣  [  std_z : 0.96  real_sub_fake : 3166.62 ]
[  epoch 0004/0040] 1310/4800, lr:1.0e-04 ∣ avg_100 : 31850.458155 ∣ critic_nllloss : 26527.404102 ∣ critic_ganloss : -1016.557153 ∣ generator_nllloss : 5268.268359 ∣ generator_ganloss : 710.615479 ∣     [  std_z : 0.97  real_sub_fake : 4299.99 ]
[  epoch 0004/0040] 1320/4800, lr:1.0e-04 ∣ avg_100 : 31850.230244 ∣ critic_nllloss : 26452.741406 ∣ critic_ganloss : -934.195239 ∣ generator_nllloss : 5234.956836 ∣ generator_ganloss : 745.591553 ∣  [  std_z : 0.97  real_sub_fake : 3588.18 ]
[  epoch 0004/0040] 1330/4800, lr:1.0e-04 ∣ avg_100 : 31846.059712 ∣ critic_nllloss : 26649.745117 ∣ critic_ganloss : -980.317944 ∣ generator_nllloss : 5228.899609 ∣ generator_ganloss : 746.616699 ∣  [  std_z : 0.98  real_sub_fake : 3517.45 ]
[  epoch 0004/0040] 1340/4800, lr:1.0e-04 ∣ avg_100 : 31839.811279 ∣ critic_nllloss : 26513.143164 ∣ critic_ganloss : -931.629773 ∣ generator_nllloss : 5298.854297 ∣ generator_ganloss : 704.998462 ∣  [  std_z : 0.98  real_sub_fake : 3714.27 ]
[  epoch 0004/0040] 1350/4800, lr:1.0e-04 ∣ avg_100 : 31838.884639 ∣ critic_nllloss : 26640.767773 ∣ critic_ganloss : -741.212109 ∣ generator_nllloss : 5194.247461 ∣ generator_ganloss : 689.923828 ∣  [  std_z : 0.98  real_sub_fake : 2773.89 ]
[  epoch 0004/0040] 1360/4800, lr:1.0e-04 ∣ avg_100 : 31837.913593 ∣ critic_nllloss : 26519.432227 ∣ critic_ganloss : -836.651703 ∣ generator_nllloss : 5232.164844 ∣ generator_ganloss : 779.793311 ∣  [  std_z : 0.98  real_sub_fake : 3299.19 ]
[  epoch 0004/0040] 1370/4800, lr:1.0e-04 ∣ avg_100 : 31835.372314 ∣ critic_nllloss : 26730.148828 ∣ critic_ganloss : -955.285516 ∣ generator_nllloss : 5389.918359 ∣ generator_ganloss : 778.438867 ∣  [  std_z : 0.99  real_sub_fake : 3478.97 ]
[  epoch 0004/0040] 1380/4800, lr:1.0e-04 ∣ avg_100 : 31832.138064 ∣ critic_nllloss : 26446.194922 ∣ critic_ganloss : -948.487830 ∣ generator_nllloss : 5221.068164 ∣ generator_ganloss : 845.283887 ∣  [  std_z : 0.99  real_sub_fake : 3466.34 ]
[  epoch 0004/0040] 1390/4800, lr:1.0e-04 ∣ avg_100 : 31830.800522 ∣ critic_nllloss : 26509.275000 ∣ critic_ganloss : -953.573273 ∣ generator_nllloss : 5300.681836 ∣ generator_ganloss : 869.837500 ∣  [  std_z : 0.98  real_sub_fake : 4140.07 ]
[  epoch 0004/0040] 1400/4800, lr:1.0e-04 ∣ avg_100 : 31830.053133 ∣ critic_nllloss : 26485.420312 ∣ critic_ganloss : -775.200452 ∣ generator_nllloss : 5305.561523 ∣ generator_ganloss : 715.210449 ∣  [  std_z : 0.98  real_sub_fake : 2805.66 ]
[  epoch 0004/0040] 1410/4800, lr:1.0e-04 ∣ avg_100 : 31825.475685 ∣ critic_nllloss : 26408.379883 ∣ critic_ganloss : -942.736597 ∣ generator_nllloss : 5210.147852 ∣ generator_ganloss : 764.281006 ∣  [  std_z : 0.96  real_sub_fake : 3856.29 ]
[  epoch 0004/0040] 1420/4800, lr:1.0e-04 ∣ avg_100 : 31822.539259 ∣ critic_nllloss : 26579.885156 ∣ critic_ganloss : -832.842279 ∣ generator_nllloss : 5314.640430 ∣ generator_ganloss : 683.168994 ∣  [  std_z : 0.97  real_sub_fake : 3185.65 ]
[  epoch 0004/0040] 1430/4800, lr:1.0e-04 ∣ avg_100 : 31821.334786 ∣ critic_nllloss : 26550.112109 ∣ critic_ganloss : -887.464435 ∣ generator_nllloss : 5325.263086 ∣ generator_ganloss : 771.631494 ∣  [  std_z : 0.98  real_sub_fake : 3195.64 ]
[  epoch 0004/0040] 1440/4800, lr:1.0e-04 ∣ avg_100 : 31818.461450 ∣ critic_nllloss : 26456.232422 ∣ critic_ganloss : -997.144495 ∣ generator_nllloss : 5286.811328 ∣ generator_ganloss : 749.450781 ∣  [  std_z : 0.97  real_sub_fake : 3516.12 ]
[  epoch 0004/0040] 1450/4800, lr:1.0e-04 ∣ avg_100 : 31816.917932 ∣ critic_nllloss : 26497.146289 ∣ critic_ganloss : -820.984283 ∣ generator_nllloss : 5244.989648 ∣ generator_ganloss : 891.693604 ∣  [  std_z : 0.97  real_sub_fake : 4086.95 ]
[  epoch 0004/0040] 1460/4800, lr:1.0e-04 ∣ avg_100 : 31815.942688 ∣ critic_nllloss : 26365.515039 ∣ critic_ganloss : -510.755447 ∣ generator_nllloss : 5246.658398 ∣ generator_ganloss : 827.950537 ∣  [  std_z : 0.96  real_sub_fake : 1430.52 ]
[  epoch 0004/0040] 1470/4800, lr:1.0e-04 ∣ avg_100 : 31815.240292 ∣ critic_nllloss : 26584.764258 ∣ critic_ganloss : -751.148889 ∣ generator_nllloss : 5285.616992 ∣ generator_ganloss : 725.000806 ∣  [  std_z : 0.96  real_sub_fake : 2547.17 ]
[  epoch 0004/0040] 1480/4800, lr:1.0e-04 ∣ avg_100 : 31813.824392 ∣ critic_nllloss : 26226.549805 ∣ critic_ganloss : -732.849738 ∣ generator_nllloss : 5363.162109 ∣ generator_ganloss : 823.946533 ∣  [  std_z : 0.96  real_sub_fake : 3074.61 ]
[  epoch 0004/0040] 1490/4800, lr:1.0e-04 ∣ avg_100 : 31820.590983 ∣ critic_nllloss : 26803.910156 ∣ critic_ganloss : -893.520038 ∣ generator_nllloss : 5331.254687 ∣ generator_ganloss : 866.857031 ∣  [  std_z : 0.97  real_sub_fake : 3309.45 ]
[  epoch 0004/0040] 1500/4800, lr:1.0e-04 ∣ avg_100 : 31824.452448 ∣ critic_nllloss : 26538.975391 ∣ critic_ganloss : -799.373193 ∣ generator_nllloss : 5311.747852 ∣ generator_ganloss : 938.108154 ∣  [  std_z : 0.98  real_sub_fake : 3553.36 ]
[  epoch 0004/0040] 1510/4800, lr:1.0e-04 ∣ avg_100 : 31825.210090 ∣ critic_nllloss : 26525.880078 ∣ critic_ganloss : -733.808484 ∣ generator_nllloss : 5415.627734 ∣ generator_ganloss : 891.943408 ∣  [  std_z : 0.98  real_sub_fake : 2331.34 ]
[  epoch 0004/0040] 1520/4800, lr:1.0e-04 ∣ avg_100 : 31825.019048 ∣ critic_nllloss : 26645.724805 ∣ critic_ganloss : -995.492767 ∣ generator_nllloss : 5263.594531 ∣ generator_ganloss : 832.405322 ∣  [  std_z : 0.97  real_sub_fake : 3459.10 ]
[  epoch 0004/0040] 1530/4800, lr:1.0e-04 ∣ avg_100 : 31825.218995 ∣ critic_nllloss : 26622.653125 ∣ critic_ganloss : -856.560938 ∣ generator_nllloss : 5370.980664 ∣ generator_ganloss : 862.689600 ∣  [  std_z : 0.97  real_sub_fake : 4166.62 ]
[  epoch 0004/0040] 1540/4800, lr:1.0e-04 ∣ avg_100 : 31822.545734 ∣ critic_nllloss : 26506.554297 ∣ critic_ganloss : -607.536853 ∣ generator_nllloss : 5242.649219 ∣ generator_ganloss : 778.689136 ∣  [  std_z : 0.97  real_sub_fake : 1913.25 ]
[  epoch 0004/0040] 1550/4800, lr:1.0e-04 ∣ avg_100 : 31820.036263 ∣ critic_nllloss : 26739.527539 ∣ critic_ganloss : -880.794812 ∣ generator_nllloss : 5309.157812 ∣ generator_ganloss : 668.190674 ∣  [  std_z : 0.99  real_sub_fake : 3113.69 ]
[  epoch 0004/0040] 1560/4800, lr:1.0e-04 ∣ avg_100 : 31816.157060 ∣ critic_nllloss : 26617.752930 ∣ critic_ganloss : -947.252942 ∣ generator_nllloss : 5334.175781 ∣ generator_ganloss : 763.953613 ∣  [  std_z : 0.98  real_sub_fake : 3746.50 ]
[  epoch 0004/0040] 1570/4800, lr:1.0e-04 ∣ avg_100 : 31818.416505 ∣ critic_nllloss : 26646.127539 ∣ critic_ganloss : -805.300934 ∣ generator_nllloss : 5372.983594 ∣ generator_ganloss : 851.249805 ∣  [  std_z : 0.97  real_sub_fake : 3290.42 ]
[  epoch 0004/0040] 1580/4800, lr:1.0e-04 ∣ avg_100 : 31816.574584 ∣ critic_nllloss : 26401.740039 ∣ critic_ganloss : -888.769250 ∣ generator_nllloss : 5309.456250 ∣ generator_ganloss : 942.795459 ∣  [  std_z : 0.96  real_sub_fake : 3105.17 ]
[  epoch 0004/0040] 1590/4800, lr:1.0e-04 ∣ avg_100 : 31816.199438 ∣ critic_nllloss : 26410.586914 ∣ critic_ganloss : -788.990314 ∣ generator_nllloss : 5268.604883 ∣ generator_ganloss : 957.332129 ∣  [  std_z : 0.96  real_sub_fake : 3233.37 ]
[  epoch 0004/0040] 1600/4800, lr:1.0e-04 ∣ avg_100 : 31816.906710 ∣ critic_nllloss : 26612.682422 ∣ critic_ganloss : -850.024670 ∣ generator_nllloss : 5372.739844 ∣ generator_ganloss : 978.437939 ∣  [  std_z : 0.96  real_sub_fake : 3475.53 ]
[  epoch 0004/0040] 1610/4800, lr:1.0e-04 ∣ avg_100 : 31815.390995 ∣ critic_nllloss : 26414.156836 ∣ critic_ganloss : -851.236456 ∣ generator_nllloss : 5217.559570 ∣ generator_ganloss : 941.591211 ∣  [  std_z : 0.97  real_sub_fake : 2580.97 ]
[  epoch 0004/0040] 1620/4800, lr:1.0e-04 ∣ avg_100 : 31815.049325 ∣ critic_nllloss : 26588.238086 ∣ critic_ganloss : -730.345300 ∣ generator_nllloss : 5299.476367 ∣ generator_ganloss : 924.368164 ∣  [  std_z : 0.98  real_sub_fake : 3413.85 ]
[  epoch 0004/0040] 1630/4800, lr:1.0e-04 ∣ avg_100 : 31813.406312 ∣ critic_nllloss : 26441.881250 ∣ critic_ganloss : -811.435718 ∣ generator_nllloss : 5282.616406 ∣ generator_ganloss : 892.975879 ∣  [  std_z : 0.97  real_sub_fake : 2355.94 ]
[  epoch 0004/0040] 1640/4800, lr:1.0e-04 ∣ avg_100 : 31811.913155 ∣ critic_nllloss : 26537.296094 ∣ critic_ganloss : -890.872882 ∣ generator_nllloss : 5357.108594 ∣ generator_ganloss : 831.917383 ∣  [  std_z : 0.98  real_sub_fake : 4037.36 ]
[  epoch 0004/0040] 1650/4800, lr:1.0e-04 ∣ avg_100 : 31812.101016 ∣ critic_nllloss : 26525.818359 ∣ critic_ganloss : -861.887744 ∣ generator_nllloss : 5264.782812 ∣ generator_ganloss : 883.650000 ∣  [  std_z : 0.97  real_sub_fake : 3387.74 ]
[  epoch 0004/0040] 1660/4800, lr:1.0e-04 ∣ avg_100 : 31810.436606 ∣ critic_nllloss : 26684.242188 ∣ critic_ganloss : -958.764655 ∣ generator_nllloss : 5263.030859 ∣ generator_ganloss : 885.400586 ∣  [  std_z : 0.97  real_sub_fake : 3311.92 ]
[  epoch 0004/0040] 1670/4800, lr:1.0e-04 ∣ avg_100 : 31806.397973 ∣ critic_nllloss : 26539.593359 ∣ critic_ganloss : -916.848724 ∣ generator_nllloss : 5292.766992 ∣ generator_ganloss : 1036.951270 ∣     [  std_z : 0.97  real_sub_fake : 3986.32 ]
[  epoch 0004/0040] 1680/4800, lr:1.0e-04 ∣ avg_100 : 31804.201327 ∣ critic_nllloss : 26505.208008 ∣ critic_ganloss : -675.550723 ∣ generator_nllloss : 5220.056836 ∣ generator_ganloss : 1027.841113 ∣     [  std_z : 0.98  real_sub_fake : 2069.87 ]
[  epoch 0004/0040] 1690/4800, lr:1.0e-04 ∣ avg_100 : 31802.791805 ∣ critic_nllloss : 26534.637500 ∣ critic_ganloss : -947.682654 ∣ generator_nllloss : 5358.507227 ∣ generator_ganloss : 956.781055 ∣  [  std_z : 0.98  real_sub_fake : 3747.83 ]
[  epoch 0004/0040] 1700/4800, lr:1.0e-04 ∣ avg_100 : 31800.786242 ∣ critic_nllloss : 26471.790625 ∣ critic_ganloss : -882.284363 ∣ generator_nllloss : 5192.547852 ∣ generator_ganloss : 974.399219 ∣  [  std_z : 0.98  real_sub_fake : 3534.16 ]
[  epoch 0004/0040] 1710/4800, lr:1.0e-04 ∣ avg_100 : 31802.478427 ∣ critic_nllloss : 26521.411523 ∣ critic_ganloss : -879.284393 ∣ generator_nllloss : 5277.770312 ∣ generator_ganloss : 974.143359 ∣  [  std_z : 0.97  real_sub_fake : 3115.76 ]
[  epoch 0004/0040] 1720/4800, lr:1.0e-04 ∣ avg_100 : 31803.575066 ∣ critic_nllloss : 26567.721680 ∣ critic_ganloss : -1095.706677 ∣ generator_nllloss : 5322.357227 ∣ generator_ganloss : 935.752979 ∣     [  std_z : 0.97  real_sub_fake : 4433.05 ]
[  epoch 0004/0040] 1730/4800, lr:1.0e-04 ∣ avg_100 : 31805.628514 ∣ critic_nllloss : 26499.153906 ∣ critic_ganloss : -896.843671 ∣ generator_nllloss : 5357.725195 ∣ generator_ganloss : 885.867188 ∣  [  std_z : 0.97  real_sub_fake : 3454.58 ]
[  epoch 0004/0040] 1740/4800, lr:1.0e-04 ∣ avg_100 : 31806.724168 ∣ critic_nllloss : 26612.912109 ∣ critic_ganloss : -815.015234 ∣ generator_nllloss : 5290.770312 ∣ generator_ganloss : 1001.974902 ∣     [  std_z : 0.98  real_sub_fake : 3176.36 ]
[  epoch 0004/0040] 1750/4800, lr:1.0e-04 ∣ avg_100 : 31808.196707 ∣ critic_nllloss : 26525.171680 ∣ critic_ganloss : -909.403943 ∣ generator_nllloss : 5298.668555 ∣ generator_ganloss : 905.417871 ∣  [  std_z : 0.98  real_sub_fake : 3070.89 ]
[  epoch 0004/0040] 1760/4800, lr:1.0e-04 ∣ avg_100 : 31806.821034 ∣ critic_nllloss : 26551.497070 ∣ critic_ganloss : -979.219495 ∣ generator_nllloss : 5322.125000 ∣ generator_ganloss : 830.576929 ∣  [  std_z : 0.97  real_sub_fake : 4146.36 ]
[  epoch 0004/0040] 1770/4800, lr:1.0e-04 ∣ avg_100 : 31804.282440 ∣ critic_nllloss : 26515.584375 ∣ critic_ganloss : -1094.783307 ∣ generator_nllloss : 5341.141016 ∣ generator_ganloss : 791.083838 ∣     [  std_z : 0.96  real_sub_fake : 3985.01 ]
[  epoch 0004/0040] 1780/4800, lr:1.0e-04 ∣ avg_100 : 31803.654125 ∣ critic_nllloss : 26389.577148 ∣ critic_ganloss : -904.590527 ∣ generator_nllloss : 5227.350391 ∣ generator_ganloss : 880.240576 ∣  [  std_z : 0.96  real_sub_fake : 3709.14 ]
[  epoch 0004/0040] 1790/4800, lr:1.0e-04 ∣ avg_100 : 31802.408417 ∣ critic_nllloss : 26411.716602 ∣ critic_ganloss : -928.005310 ∣ generator_nllloss : 5244.458203 ∣ generator_ganloss : 892.953613 ∣  [  std_z : 0.98  real_sub_fake : 3375.19 ]
[  epoch 0004/0040] 1800/4800, lr:1.0e-04 ∣ avg_100 : 31805.205497 ∣ critic_nllloss : 26553.117969 ∣ critic_ganloss : -871.955280 ∣ generator_nllloss : 5243.290039 ∣ generator_ganloss : 816.182397 ∣  [  std_z : 0.98  real_sub_fake : 3400.46 ]
[  epoch 0004/0040] 1810/4800, lr:1.0e-04 ∣ avg_100 : 31800.734720 ∣ critic_nllloss : 26430.362305 ∣ critic_ganloss : -921.654706 ∣ generator_nllloss : 5258.215234 ∣ generator_ganloss : 867.097021 ∣  [  std_z : 0.98  real_sub_fake : 3510.22 ]
[  epoch 0004/0040] 1820/4800, lr:1.0e-04 ∣ avg_100 : 31805.127286 ∣ critic_nllloss : 26873.025195 ∣ critic_ganloss : -991.731293 ∣ generator_nllloss : 5425.044922 ∣ generator_ganloss : 893.376562 ∣  [  std_z : 1.00  real_sub_fake : 4096.97 ]
[  epoch 0004/0040] 1830/4800, lr:1.0e-04 ∣ avg_100 : 31809.664353 ∣ critic_nllloss : 26824.683789 ∣ critic_ganloss : -919.860565 ∣ generator_nllloss : 5302.408008 ∣ generator_ganloss : 783.079980 ∣  [  std_z : 0.99  real_sub_fake : 3357.76 ]
[  epoch 0004/0040] 1840/4800, lr:1.0e-04 ∣ avg_100 : 31809.622493 ∣ critic_nllloss : 26597.545703 ∣ critic_ganloss : -977.116669 ∣ generator_nllloss : 5292.691406 ∣ generator_ganloss : 688.398877 ∣  [  std_z : 0.98  real_sub_fake : 3806.97 ]
[  epoch 0004/0040] 1850/4800, lr:1.0e-04 ∣ avg_100 : 31812.336062 ∣ critic_nllloss : 26556.591602 ∣ critic_ganloss : -867.806451 ∣ generator_nllloss : 5382.350000 ∣ generator_ganloss : 828.483105 ∣  [  std_z : 0.98  real_sub_fake : 3116.51 ]
[  epoch 0004/0040] 1860/4800, lr:1.0e-04 ∣ avg_100 : 31814.170150 ∣ critic_nllloss : 26618.463281 ∣ critic_ganloss : -861.290881 ∣ generator_nllloss : 5363.913867 ∣ generator_ganloss : 918.821826 ∣  [  std_z : 0.96  real_sub_fake : 3453.64 ]
[  epoch 0004/0040] 1870/4800, lr:1.0e-04 ∣ avg_100 : 31817.109628 ∣ critic_nllloss : 26764.571484 ∣ critic_ganloss : -899.056384 ∣ generator_nllloss : 5307.255078 ∣ generator_ganloss : 971.166162 ∣  [  std_z : 0.97  real_sub_fake : 3184.80 ]
[  epoch 0004/0040] 1880/4800, lr:1.0e-04 ∣ avg_100 : 31817.758188 ∣ critic_nllloss : 26523.508008 ∣ critic_ganloss : -832.333301 ∣ generator_nllloss : 5326.699023 ∣ generator_ganloss : 988.713232 ∣  [  std_z : 0.96  real_sub_fake : 3811.58 ]
[  epoch 0004/0040] 1890/4800, lr:1.0e-04 ∣ avg_100 : 31823.513609 ∣ critic_nllloss : 26732.118359 ∣ critic_ganloss : -772.680493 ∣ generator_nllloss : 5446.612109 ∣ generator_ganloss : 906.250049 ∣  [  std_z : 0.97  real_sub_fake : 2466.37 ]
[  epoch 0004/0040] 1900/4800, lr:1.0e-04 ∣ avg_100 : 31821.458916 ∣ critic_nllloss : 26473.063672 ∣ critic_ganloss : -840.309174 ∣ generator_nllloss : 5328.767578 ∣ generator_ganloss : 852.803418 ∣  [  std_z : 0.97  real_sub_fake : 3295.42 ]
[  epoch 0004/0040] 1910/4800, lr:1.0e-04 ∣ avg_100 : 31821.384922 ∣ critic_nllloss : 26359.315820 ∣ critic_ganloss : -891.346649 ∣ generator_nllloss : 5387.525781 ∣ generator_ganloss : 824.227002 ∣  [  std_z : 0.97  real_sub_fake : 3323.29 ]
[  epoch 0004/0040] 1920/4800, lr:1.0e-04 ∣ avg_100 : 31824.248815 ∣ critic_nllloss : 26695.022852 ∣ critic_ganloss : -1000.842822 ∣ generator_nllloss : 5342.155273 ∣ generator_ganloss : 986.190332 ∣     [  std_z : 0.98  real_sub_fake : 4175.11 ]
[  epoch 0004/0040] 1930/4800, lr:1.0e-04 ∣ avg_100 : 31831.017175 ∣ critic_nllloss : 26569.571289 ∣ critic_ganloss : -538.570230 ∣ generator_nllloss : 5325.669727 ∣ generator_ganloss : 1113.658984 ∣     [  std_z : 0.97  real_sub_fake : 1693.56 ]
[  epoch 0004/0040] 1940/4800, lr:1.0e-04 ∣ avg_100 : 31830.437196 ∣ critic_nllloss : 26409.767969 ∣ critic_ganloss : -756.585001 ∣ generator_nllloss : 5272.148047 ∣ generator_ganloss : 914.835059 ∣  [  std_z : 0.97  real_sub_fake : 2905.72 ]
[  epoch 0004/0040] 1950/4800, lr:1.0e-04 ∣ avg_100 : 31832.479660 ∣ critic_nllloss : 26495.935742 ∣ critic_ganloss : -547.182605 ∣ generator_nllloss : 5266.996484 ∣ generator_ganloss : 786.654248 ∣  [  std_z : 0.97  real_sub_fake : 2786.37 ]
[  epoch 0004/0040] 1960/4800, lr:1.0e-04 ∣ avg_100 : 31829.462514 ∣ critic_nllloss : 26462.571289 ∣ critic_ganloss : -790.830255 ∣ generator_nllloss : 5246.056641 ∣ generator_ganloss : 653.374023 ∣  [  std_z : 0.97  real_sub_fake : 2485.72 ]
[  epoch 0004/0040] 1970/4800, lr:1.0e-04 ∣ avg_100 : 31830.275522 ∣ critic_nllloss : 26596.524023 ∣ critic_ganloss : -1067.431165 ∣ generator_nllloss : 5302.954297 ∣ generator_ganloss : 755.803271 ∣     [  std_z : 0.96  real_sub_fake : 3797.10 ]
[  epoch 0004/0040] 1980/4800, lr:1.0e-04 ∣ avg_100 : 31835.906078 ∣ critic_nllloss : 26636.108789 ∣ critic_ganloss : -758.168823 ∣ generator_nllloss : 5435.467578 ∣ generator_ganloss : 837.856592 ∣  [  std_z : 0.96  real_sub_fake : 3025.93 ]
[  epoch 0004/0040] 1990/4800, lr:1.0e-04 ∣ avg_100 : 31834.957880 ∣ critic_nllloss : 26360.214062 ∣ critic_ganloss : -752.400159 ∣ generator_nllloss : 5187.147656 ∣ generator_ganloss : 864.581836 ∣  [  std_z : 0.96  real_sub_fake : 3074.72 ]
[  epoch 0004/0040] 2000/4800, lr:1.0e-04 ∣ avg_100 : 31833.172664 ∣ critic_nllloss : 26355.795312 ∣ critic_ganloss : -724.515613 ∣ generator_nllloss : 5208.700977 ∣ generator_ganloss : 990.152832 ∣  [  std_z : 0.96  real_sub_fake : 3316.08 ]
[  epoch 0004/0040] 2010/4800, lr:1.0e-04 ∣ avg_100 : 31836.326506 ∣ critic_nllloss : 26713.775000 ∣ critic_ganloss : -768.471167 ∣ generator_nllloss : 5411.654688 ∣ generator_ganloss : 995.085156 ∣  [  std_z : 0.98  real_sub_fake : 2283.53 ]
[  epoch 0004/0040] 2020/4800, lr:1.0e-04 ∣ avg_100 : 31840.606249 ∣ critic_nllloss : 26422.984180 ∣ critic_ganloss : -837.441742 ∣ generator_nllloss : 5355.162109 ∣ generator_ganloss : 812.689551 ∣  [  std_z : 0.97  real_sub_fake : 3424.37 ]
[  epoch 0004/0040] 2030/4800, lr:1.0e-04 ∣ avg_100 : 31840.969437 ∣ critic_nllloss : 26416.075586 ∣ critic_ganloss : -770.948486 ∣ generator_nllloss : 5303.818555 ∣ generator_ganloss : 762.591260 ∣  [  std_z : 0.97  real_sub_fake : 2971.71 ]
[  epoch 0004/0040] 2040/4800, lr:1.0e-04 ∣ avg_100 : 31845.168088 ∣ critic_nllloss : 26616.775977 ∣ critic_ganloss : -862.662372 ∣ generator_nllloss : 5393.086719 ∣ generator_ganloss : 831.942456 ∣  [  std_z : 0.99  real_sub_fake : 3048.19 ]
[  epoch 0004/0040] 2050/4800, lr:1.0e-04 ∣ avg_100 : 31844.181485 ∣ critic_nllloss : 26505.233398 ∣ critic_ganloss : -977.418463 ∣ generator_nllloss : 5243.173242 ∣ generator_ganloss : 889.204785 ∣  [  std_z : 0.98  real_sub_fake : 3624.98 ]
[  epoch 0004/0040] 2060/4800, lr:1.0e-04 ∣ avg_100 : 31850.862386 ∣ critic_nllloss : 26632.200781 ∣ critic_ganloss : -766.837354 ∣ generator_nllloss : 5325.120313 ∣ generator_ganloss : 972.831641 ∣  [  std_z : 0.97  real_sub_fake : 2948.42 ]
[  epoch 0004/0040] 2070/4800, lr:1.0e-04 ∣ avg_100 : 31851.284379 ∣ critic_nllloss : 26645.835547 ∣ critic_ganloss : -928.978296 ∣ generator_nllloss : 5309.509766 ∣ generator_ganloss : 949.321924 ∣  [  std_z : 0.97  real_sub_fake : 3539.30 ]
[  epoch 0004/0040] 2080/4800, lr:1.0e-04 ∣ avg_100 : 31852.312425 ∣ critic_nllloss : 26589.586133 ∣ critic_ganloss : -826.125250 ∣ generator_nllloss : 5272.350391 ∣ generator_ganloss : 898.196533 ∣  [  std_z : 0.97  real_sub_fake : 3412.15 ]
[  epoch 0004/0040] 2090/4800, lr:1.0e-04 ∣ avg_100 : 31854.301353 ∣ critic_nllloss : 26509.159961 ∣ critic_ganloss : -959.491479 ∣ generator_nllloss : 5332.789453 ∣ generator_ganloss : 782.869067 ∣  [  std_z : 0.97  real_sub_fake : 3600.93 ]
[  epoch 0004/0040] 2100/4800, lr:1.0e-04 ∣ avg_100 : 31855.911896 ∣ critic_nllloss : 26641.086133 ∣ critic_ganloss : -842.135760 ∣ generator_nllloss : 5335.238086 ∣ generator_ganloss : 735.207764 ∣  [  std_z : 0.97  real_sub_fake : 3491.54 ]
[  epoch 0004/0040] 2110/4800, lr:1.0e-04 ∣ avg_100 : 31853.195741 ∣ critic_nllloss : 26611.838867 ∣ critic_ganloss : -949.500244 ∣ generator_nllloss : 5349.143164 ∣ generator_ganloss : 673.269580 ∣  [  std_z : 0.97  real_sub_fake : 3509.36 ]
[  epoch 0004/0040] 2120/4800, lr:1.0e-04 ∣ avg_100 : 31845.276203 ∣ critic_nllloss : 26518.245898 ∣ critic_ganloss : -1027.938306 ∣ generator_nllloss : 5251.359570 ∣ generator_ganloss : 755.876538 ∣     [  std_z : 0.98  real_sub_fake : 3404.68 ]
[  epoch 0004/0040] 2130/4800, lr:1.0e-04 ∣ avg_100 : 31837.833357 ∣ critic_nllloss : 26414.795312 ∣ critic_ganloss : -950.280414 ∣ generator_nllloss : 5232.531250 ∣ generator_ganloss : 1084.592334 ∣     [  std_z : 0.97  real_sub_fake : 4071.53 ]
[  epoch 0004/0040] 2140/4800, lr:1.0e-04 ∣ avg_100 : 31842.970717 ∣ critic_nllloss : 26668.384375 ∣ critic_ganloss : -733.732117 ∣ generator_nllloss : 5375.004883 ∣ generator_ganloss : 1200.028418 ∣     [  std_z : 0.98  real_sub_fake : 2768.80 ]
[  epoch 0004/0040] 2150/4800, lr:1.0e-04 ∣ avg_100 : 31848.493637 ∣ critic_nllloss : 26650.263281 ∣ critic_ganloss : -748.965314 ∣ generator_nllloss : 5306.586914 ∣ generator_ganloss : 1143.492432 ∣     [  std_z : 0.98  real_sub_fake : 2894.18 ]
[  epoch 0004/0040] 2160/4800, lr:1.0e-04 ∣ avg_100 : 31853.448956 ∣ critic_nllloss : 26479.318945 ∣ critic_ganloss : -738.893005 ∣ generator_nllloss : 5315.058789 ∣ generator_ganloss : 1073.838232 ∣     [  std_z : 0.98  real_sub_fake : 2875.27 ]
[  epoch 0004/0040] 2170/4800, lr:1.0e-04 ∣ avg_100 : 31859.331992 ∣ critic_nllloss : 26835.309180 ∣ critic_ganloss : -794.211310 ∣ generator_nllloss : 5385.050586 ∣ generator_ganloss : 987.616016 ∣  [  std_z : 0.98  real_sub_fake : 2768.79 ]
[  epoch 0004/0040] 2180/4800, lr:1.0e-04 ∣ avg_100 : 31855.327692 ∣ critic_nllloss : 26447.161523 ∣ critic_ganloss : -983.266394 ∣ generator_nllloss : 5298.949609 ∣ generator_ganloss : 965.275244 ∣  [  std_z : 0.96  real_sub_fake : 3733.21 ]
[  epoch 0004/0040] 2190/4800, lr:1.0e-04 ∣ avg_100 : 31859.581337 ∣ critic_nllloss : 26588.728320 ∣ critic_ganloss : -1051.501923 ∣ generator_nllloss : 5304.901563 ∣ generator_ganloss : 1085.040430 ∣    [  std_z : 0.97  real_sub_fake : 4160.87 ]
[  epoch 0004/0040] 2200/4800, lr:1.0e-04 ∣ avg_100 : 31864.695479 ∣ critic_nllloss : 26611.843555 ∣ critic_ganloss : -925.713947 ∣ generator_nllloss : 5432.000781 ∣ generator_ganloss : 1034.578955 ∣     [  std_z : 0.97  real_sub_fake : 3580.89 ]
[  epoch 0004/0040] 2210/4800, lr:1.0e-04 ∣ avg_100 : 31867.281946 ∣ critic_nllloss : 26594.744141 ∣ critic_ganloss : -949.547607 ∣ generator_nllloss : 5273.683008 ∣ generator_ganloss : 974.178369 ∣  [  std_z : 0.97  real_sub_fake : 4057.79 ]
[  epoch 0004/0040] 2220/4800, lr:1.0e-04 ∣ avg_100 : 31867.126730 ∣ critic_nllloss : 26544.232422 ∣ critic_ganloss : -784.682974 ∣ generator_nllloss : 5390.170703 ∣ generator_ganloss : 692.602612 ∣  [  std_z : 0.97  real_sub_fake : 2825.68 ]
[  epoch 0004/0040] 2230/4800, lr:1.0e-04 ∣ avg_100 : 31865.602902 ∣ critic_nllloss : 26564.485938 ∣ critic_ganloss : -845.134137 ∣ generator_nllloss : 5387.225977 ∣ generator_ganloss : 554.237964 ∣  [  std_z : 0.97  real_sub_fake : 3101.98 ]
[  epoch 0004/0040] 2240/4800, lr:1.0e-04 ∣ avg_100 : 31863.692924 ∣ critic_nllloss : 26847.147266 ∣ critic_ganloss : -912.411810 ∣ generator_nllloss : 5332.023828 ∣ generator_ganloss : 722.493604 ∣  [  std_z : 0.97  real_sub_fake : 3481.26 ]
[  epoch 0004/0040] 2250/4800, lr:1.0e-04 ∣ avg_100 : 31861.562734 ∣ critic_nllloss : 26547.360938 ∣ critic_ganloss : -736.754407 ∣ generator_nllloss : 5373.479102 ∣ generator_ganloss : 740.405762 ∣  [  std_z : 0.97  real_sub_fake : 2862.86 ]
[  epoch 0004/0040] 2260/4800, lr:1.0e-04 ∣ avg_100 : 31856.585042 ∣ critic_nllloss : 26535.234961 ∣ critic_ganloss : -931.100024 ∣ generator_nllloss : 5234.182813 ∣ generator_ganloss : 623.748877 ∣  [  std_z : 0.97  real_sub_fake : 3891.68 ]
[  epoch 0004/0040] 2270/4800, lr:1.0e-04 ∣ avg_100 : 31854.058416 ∣ critic_nllloss : 26324.143945 ∣ critic_ganloss : -601.114087 ∣ generator_nllloss : 5362.804688 ∣ generator_ganloss : 467.408325 ∣  [  std_z : 0.97  real_sub_fake : 2283.25 ]
[  epoch 0004/0040] 2280/4800, lr:1.0e-04 ∣ avg_100 : 31850.716162 ∣ critic_nllloss : 26599.469141 ∣ critic_ganloss : -767.546387 ∣ generator_nllloss : 5285.950586 ∣ generator_ganloss : 346.461414 ∣  [  std_z : 0.98  real_sub_fake : 2868.63 ]
[  epoch 0004/0040] 2290/4800, lr:1.0e-04 ∣ avg_100 : 31846.554968 ∣ critic_nllloss : 26478.348828 ∣ critic_ganloss : -948.624353 ∣ generator_nllloss : 5333.994141 ∣ generator_ganloss : 485.836743 ∣  [  std_z : 0.97  real_sub_fake : 3698.33 ]
[  epoch 0004/0040] 2300/4800, lr:1.0e-04 ∣ avg_100 : 31843.260165 ∣ critic_nllloss : 26548.374609 ∣ critic_ganloss : -1011.370721 ∣ generator_nllloss : 5350.850195 ∣ generator_ganloss : 538.874023 ∣     [  std_z : 0.97  real_sub_fake : 3528.63 ]
[  epoch 0004/0040] 2310/4800, lr:1.0e-04 ∣ avg_100 : 31844.285524 ∣ critic_nllloss : 26496.469141 ∣ critic_ganloss : -894.105585 ∣ generator_nllloss : 5289.231445 ∣ generator_ganloss : 700.671680 ∣  [  std_z : 0.97  real_sub_fake : 3753.70 ]
[  epoch 0004/0040] 2320/4800, lr:1.0e-04 ∣ avg_100 : 31844.353573 ∣ critic_nllloss : 26489.894336 ∣ critic_ganloss : -907.124945 ∣ generator_nllloss : 5310.675195 ∣ generator_ganloss : 612.454834 ∣  [  std_z : 0.96  real_sub_fake : 3520.08 ]
[  epoch 0004/0040] 2330/4800, lr:1.0e-04 ∣ avg_100 : 31843.929566 ∣ critic_nllloss : 26570.276172 ∣ critic_ganloss : -927.930005 ∣ generator_nllloss : 5319.885156 ∣ generator_ganloss : 640.311499 ∣  [  std_z : 0.98  real_sub_fake : 3866.44 ]
[  epoch 0004/0040] 2340/4800, lr:1.0e-04 ∣ avg_100 : 31845.638086 ∣ critic_nllloss : 26742.702344 ∣ critic_ganloss : -832.474402 ∣ generator_nllloss : 5274.095117 ∣ generator_ganloss : 571.895020 ∣  [  std_z : 0.97  real_sub_fake : 2869.89 ]
[  epoch 0004/0040] 2350/4800, lr:1.0e-04 ∣ avg_100 : 31844.375418 ∣ critic_nllloss : 26599.481250 ∣ critic_ganloss : -807.119238 ∣ generator_nllloss : 5264.812891 ∣ generator_ganloss : 600.285327 ∣  [  std_z : 0.97  real_sub_fake : 3161.49 ]
[  epoch 0004/0040] 2360/4800, lr:1.0e-04 ∣ avg_100 : 31845.361070 ∣ critic_nllloss : 26661.825586 ∣ critic_ganloss : -823.685803 ∣ generator_nllloss : 5357.152148 ∣ generator_ganloss : 598.011938 ∣  [  std_z : 0.97  real_sub_fake : 3283.80 ]
[  epoch 0004/0040] 2370/4800, lr:1.0e-04 ∣ avg_100 : 31845.769540 ∣ critic_nllloss : 26767.759961 ∣ critic_ganloss : -851.709515 ∣ generator_nllloss : 5395.866406 ∣ generator_ganloss : 672.150635 ∣  [  std_z : 0.96  real_sub_fake : 2951.18 ]
[  epoch 0004/0040] 2380/4800, lr:1.0e-04 ∣ avg_100 : 31847.649344 ∣ critic_nllloss : 26566.859375 ∣ critic_ganloss : -787.215222 ∣ generator_nllloss : 5329.407031 ∣ generator_ganloss : 642.988428 ∣  [  std_z : 0.96  real_sub_fake : 3181.10 ]
[  epoch 0004/0040] 2390/4800, lr:1.0e-04 ∣ avg_100 : 31847.994311 ∣ critic_nllloss : 26684.038672 ∣ critic_ganloss : -982.192041 ∣ generator_nllloss : 5408.557422 ∣ generator_ganloss : 650.313672 ∣  [  std_z : 0.97  real_sub_fake : 3572.03 ]
[  epoch 0004/0040] 2400/4800, lr:1.0e-04 ∣ avg_100 : 31846.849025 ∣ critic_nllloss : 26489.262891 ∣ critic_ganloss : -918.587939 ∣ generator_nllloss : 5360.107031 ∣ generator_ganloss : 685.681226 ∣  [  std_z : 0.97  real_sub_fake : 3996.36 ]
[  epoch 0004/0040] 2410/4800, lr:1.0e-04 ∣ avg_100 : 31849.900819 ∣ critic_nllloss : 26629.478516 ∣ critic_ganloss : -840.100018 ∣ generator_nllloss : 5317.980078 ∣ generator_ganloss : 637.892969 ∣  [  std_z : 0.99  real_sub_fake : 2878.48 ]
[  epoch 0004/0040] 2420/4800, lr:1.0e-04 ∣ avg_100 : 31848.947459 ∣ critic_nllloss : 26595.893555 ∣ critic_ganloss : -1002.096527 ∣ generator_nllloss : 5395.733789 ∣ generator_ganloss : 659.985474 ∣     [  std_z : 0.98  real_sub_fake : 3902.90 ]
[  epoch 0004/0040] 2430/4800, lr:1.0e-04 ∣ avg_100 : 31851.847952 ∣ critic_nllloss : 26729.702539 ∣ critic_ganloss : -703.461957 ∣ generator_nllloss : 5354.195312 ∣ generator_ganloss : 669.155664 ∣  [  std_z : 0.97  real_sub_fake : 2724.69 ]
[  epoch 0004/0040] 2440/4800, lr:1.0e-04 ∣ avg_100 : 31855.054738 ∣ critic_nllloss : 26733.188281 ∣ critic_ganloss : -899.759973 ∣ generator_nllloss : 5350.103516 ∣ generator_ganloss : 632.496851 ∣  [  std_z : 0.97  real_sub_fake : 3387.58 ]
[  epoch 0004/0040] 2450/4800, lr:1.0e-04 ∣ avg_100 : 31854.454408 ∣ critic_nllloss : 26522.571094 ∣ critic_ganloss : -835.285712 ∣ generator_nllloss : 5239.721680 ∣ generator_ganloss : 825.805176 ∣  [  std_z : 0.97  real_sub_fake : 3235.66 ]
[  epoch 0004/0040] 2460/4800, lr:1.0e-04 ∣ avg_100 : 31853.860388 ∣ critic_nllloss : 26573.893945 ∣ critic_ganloss : -815.714539 ∣ generator_nllloss : 5315.161914 ∣ generator_ganloss : 796.625195 ∣  [  std_z : 0.97  real_sub_fake : 3294.69 ]
[  epoch 0004/0040] 2470/4800, lr:1.0e-04 ∣ avg_100 : 31852.831209 ∣ critic_nllloss : 26620.428320 ∣ critic_ganloss : -1018.692224 ∣ generator_nllloss : 5357.019141 ∣ generator_ganloss : 782.560059 ∣     [  std_z : 0.96  real_sub_fake : 4030.12 ]
[  epoch 0004/0040] 2480/4800, lr:1.0e-04 ∣ avg_100 : 31852.109980 ∣ critic_nllloss : 26517.436914 ∣ critic_ganloss : -951.827832 ∣ generator_nllloss : 5357.800391 ∣ generator_ganloss : 685.276318 ∣  [  std_z : 0.98  real_sub_fake : 3224.46 ]
[  epoch 0004/0040] 2490/4800, lr:1.0e-04 ∣ avg_100 : 31849.633080 ∣ critic_nllloss : 26504.040039 ∣ critic_ganloss : -783.815070 ∣ generator_nllloss : 5318.553516 ∣ generator_ganloss : 822.033325 ∣  [  std_z : 0.97  real_sub_fake : 3234.37 ]
[  epoch 0004/0040] 2500/4800, lr:1.0e-04 ∣ avg_100 : 31848.721906 ∣ critic_nllloss : 26565.348633 ∣ critic_ganloss : -831.296008 ∣ generator_nllloss : 5282.308984 ∣ generator_ganloss : 881.979199 ∣  [  std_z : 0.97  real_sub_fake : 3339.29 ]
[  epoch 0004/0040] 2510/4800, lr:1.0e-04 ∣ avg_100 : 31845.747002 ∣ critic_nllloss : 26533.999219 ∣ critic_ganloss : -987.028394 ∣ generator_nllloss : 5291.108398 ∣ generator_ganloss : 964.073145 ∣  [  std_z : 0.97  real_sub_fake : 3135.53 ]
[  epoch 0004/0040] 2520/4800, lr:1.0e-04 ∣ avg_100 : 31850.209000 ∣ critic_nllloss : 26613.474414 ∣ critic_ganloss : -728.161975 ∣ generator_nllloss : 5350.438086 ∣ generator_ganloss : 956.681152 ∣  [  std_z : 0.97  real_sub_fake : 3221.07 ]
[  epoch 0004/0040] 2530/4800, lr:1.0e-04 ∣ avg_100 : 31850.591687 ∣ critic_nllloss : 26652.860742 ∣ critic_ganloss : -760.386615 ∣ generator_nllloss : 5316.956641 ∣ generator_ganloss : 828.600439 ∣  [  std_z : 0.97  real_sub_fake : 3148.97 ]
[  epoch 0004/0040] 2540/4800, lr:1.0e-04 ∣ avg_100 : 31850.359587 ∣ critic_nllloss : 26542.523438 ∣ critic_ganloss : -717.240851 ∣ generator_nllloss : 5284.250977 ∣ generator_ganloss : 787.612158 ∣  [  std_z : 0.98  real_sub_fake : 2847.29 ]
[  epoch 0004/0040] 2550/4800, lr:1.0e-04 ∣ avg_100 : 31849.368108 ∣ critic_nllloss : 26537.893555 ∣ critic_ganloss : -810.299243 ∣ generator_nllloss : 5242.854688 ∣ generator_ganloss : 766.484326 ∣  [  std_z : 0.97  real_sub_fake : 3048.40 ]
[  epoch 0004/0040] 2560/4800, lr:1.0e-04 ∣ avg_100 : 31848.158136 ∣ critic_nllloss : 26508.901758 ∣ critic_ganloss : -1000.513989 ∣ generator_nllloss : 5337.971875 ∣ generator_ganloss : 801.272607 ∣     [  std_z : 0.97  real_sub_fake : 3666.16 ]
[  epoch 0004/0040] 2570/4800, lr:1.0e-04 ∣ avg_100 : 31845.742601 ∣ critic_nllloss : 26484.126563 ∣ critic_ganloss : -821.670551 ∣ generator_nllloss : 5254.882031 ∣ generator_ganloss : 906.168457 ∣  [  std_z : 0.97  real_sub_fake : 3218.16 ]
[  epoch 0004/0040] 2580/4800, lr:1.0e-04 ∣ avg_100 : 31847.915028 ∣ critic_nllloss : 26750.069141 ∣ critic_ganloss : -884.051575 ∣ generator_nllloss : 5309.641602 ∣ generator_ganloss : 806.806030 ∣  [  std_z : 0.98  real_sub_fake : 3350.58 ]
[  epoch 0004/0040] 2590/4800, lr:1.0e-04 ∣ avg_100 : 31846.603798 ∣ critic_nllloss : 26511.702539 ∣ critic_ganloss : -933.262830 ∣ generator_nllloss : 5353.794922 ∣ generator_ganloss : 784.175928 ∣  [  std_z : 0.98  real_sub_fake : 3483.39 ]
[  epoch 0004/0040] 2600/4800, lr:1.0e-04 ∣ avg_100 : 31841.965940 ∣ critic_nllloss : 26534.532617 ∣ critic_ganloss : -1021.670416 ∣ generator_nllloss : 5297.495117 ∣ generator_ganloss : 839.692383 ∣     [  std_z : 0.97  real_sub_fake : 3760.76 ]
[  epoch 0004/0040] 2610/4800, lr:1.0e-04 ∣ avg_100 : 31841.893717 ∣ critic_nllloss : 26515.632812 ∣ critic_ganloss : -824.435406 ∣ generator_nllloss : 5264.698438 ∣ generator_ganloss : 758.953076 ∣  [  std_z : 0.97  real_sub_fake : 3701.12 ]
[  epoch 0004/0040] 2620/4800, lr:1.0e-04 ∣ avg_100 : 31837.900733 ∣ critic_nllloss : 26592.728906 ∣ critic_ganloss : -859.962665 ∣ generator_nllloss : 5345.533203 ∣ generator_ganloss : 604.139478 ∣  [  std_z : 0.98  real_sub_fake : 3230.64 ]
[  epoch 0004/0040] 2630/4800, lr:1.0e-04 ∣ avg_100 : 31834.659751 ∣ critic_nllloss : 26434.363281 ∣ critic_ganloss : -928.278784 ∣ generator_nllloss : 5346.018945 ∣ generator_ganloss : 629.836157 ∣  [  std_z : 0.98  real_sub_fake : 3049.03 ]
[  epoch 0004/0040] 2640/4800, lr:1.0e-04 ∣ avg_100 : 31831.993593 ∣ critic_nllloss : 26362.759766 ∣ critic_ganloss : -807.439337 ∣ generator_nllloss : 5349.960352 ∣ generator_ganloss : 663.552588 ∣  [  std_z : 0.97  real_sub_fake : 3474.36 ]
[  epoch 0004/0040] 2650/4800, lr:1.0e-04 ∣ avg_100 : 31830.612326 ∣ critic_nllloss : 26618.678906 ∣ critic_ganloss : -963.360870 ∣ generator_nllloss : 5334.817383 ∣ generator_ganloss : 684.101367 ∣  [  std_z : 0.97  real_sub_fake : 3456.69 ]
[  epoch 0004/0040] 2660/4800, lr:1.0e-04 ∣ avg_100 : 31827.190335 ∣ critic_nllloss : 26422.626953 ∣ critic_ganloss : -793.150580 ∣ generator_nllloss : 5245.568945 ∣ generator_ganloss : 656.664478 ∣  [  std_z : 0.96  real_sub_fake : 3352.40 ]
[  epoch 0004/0040] 2670/4800, lr:1.0e-04 ∣ avg_100 : 31825.181190 ∣ critic_nllloss : 26490.270898 ∣ critic_ganloss : -904.674506 ∣ generator_nllloss : 5376.433398 ∣ generator_ganloss : 789.518628 ∣  [  std_z : 0.96  real_sub_fake : 3003.38 ]
[  epoch 0004/0040] 2680/4800, lr:1.0e-04 ∣ avg_100 : 31820.639264 ∣ critic_nllloss : 26344.793750 ∣ critic_ganloss : -910.254297 ∣ generator_nllloss : 5208.309375 ∣ generator_ganloss : 980.513818 ∣  [  std_z : 0.96  real_sub_fake : 3746.31 ]
[  epoch 0004/0040] 2690/4800, lr:1.0e-04 ∣ avg_100 : 31823.227219 ∣ critic_nllloss : 26424.200977 ∣ critic_ganloss : -625.442047 ∣ generator_nllloss : 5316.056445 ∣ generator_ganloss : 1046.223291 ∣     [  std_z : 0.98  real_sub_fake : 2601.12 ]
[  epoch 0004/0040] 2700/4800, lr:1.0e-04 ∣ avg_100 : 31824.135839 ∣ critic_nllloss : 26596.545898 ∣ critic_ganloss : -932.749329 ∣ generator_nllloss : 5327.172266 ∣ generator_ganloss : 856.346484 ∣  [  std_z : 0.99  real_sub_fake : 3479.06 ]
[  epoch 0004/0040] 2710/4800, lr:1.0e-04 ∣ avg_100 : 31822.446873 ∣ critic_nllloss : 26515.554688 ∣ critic_ganloss : -974.546161 ∣ generator_nllloss : 5349.205859 ∣ generator_ganloss : 834.929785 ∣  [  std_z : 0.98  real_sub_fake : 3752.18 ]
[  epoch 0004/0040] 2720/4800, lr:1.0e-04 ∣ avg_100 : 31824.835980 ∣ critic_nllloss : 26610.402539 ∣ critic_ganloss : -894.610083 ∣ generator_nllloss : 5360.150195 ∣ generator_ganloss : 893.093262 ∣  [  std_z : 0.96  real_sub_fake : 3307.60 ]
[  epoch 0004/0040] 2730/4800, lr:1.0e-04 ∣ avg_100 : 31826.937437 ∣ critic_nllloss : 26587.775781 ∣ critic_ganloss : -781.108295 ∣ generator_nllloss : 5409.475000 ∣ generator_ganloss : 839.905811 ∣  [  std_z : 0.96  real_sub_fake : 2926.37 ]
[  epoch 0004/0040] 2740/4800, lr:1.0e-04 ∣ avg_100 : 31821.899239 ∣ critic_nllloss : 26482.700781 ∣ critic_ganloss : -941.571411 ∣ generator_nllloss : 5243.640430 ∣ generator_ganloss : 802.052539 ∣  [  std_z : 0.96  real_sub_fake : 3522.55 ]
[  epoch 0004/0040] 2750/4800, lr:1.0e-04 ∣ avg_100 : 31824.857958 ∣ critic_nllloss : 26563.835742 ∣ critic_ganloss : -770.105304 ∣ generator_nllloss : 5380.406641 ∣ generator_ganloss : 941.588965 ∣  [  std_z : 0.97  real_sub_fake : 3229.23 ]
[  epoch 0004/0040] 2760/4800, lr:1.0e-04 ∣ avg_100 : 31825.683987 ∣ critic_nllloss : 26562.360938 ∣ critic_ganloss : -796.213324 ∣ generator_nllloss : 5180.117578 ∣ generator_ganloss : 861.317188 ∣  [  std_z : 0.98  real_sub_fake : 3019.16 ]
[  epoch 0004/0040] 2770/4800, lr:1.0e-04 ∣ avg_100 : 31829.478141 ∣ critic_nllloss : 26603.466211 ∣ critic_ganloss : -896.694666 ∣ generator_nllloss : 5354.056641 ∣ generator_ganloss : 871.613135 ∣  [  std_z : 0.99  real_sub_fake : 3359.38 ]
[  epoch 0004/0040] 2780/4800, lr:1.0e-04 ∣ avg_100 : 31833.825016 ∣ critic_nllloss : 26577.995312 ∣ critic_ganloss : -719.693774 ∣ generator_nllloss : 5386.317773 ∣ generator_ganloss : 782.645801 ∣  [  std_z : 0.98  real_sub_fake : 2904.71 ]
[  epoch 0004/0040] 2790/4800, lr:1.0e-04 ∣ avg_100 : 31834.705528 ∣ critic_nllloss : 26600.226172 ∣ critic_ganloss : -939.208722 ∣ generator_nllloss : 5258.497266 ∣ generator_ganloss : 789.659619 ∣  [  std_z : 0.98  real_sub_fake : 3467.45 ]
[  epoch 0004/0040] 2800/4800, lr:1.0e-04 ∣ avg_100 : 31837.166731 ∣ critic_nllloss : 26646.500391 ∣ critic_ganloss : -738.143005 ∣ generator_nllloss : 5314.713672 ∣ generator_ganloss : 763.684302 ∣  [  std_z : 0.97  real_sub_fake : 3127.46 ]
[  epoch 0004/0040] 2810/4800, lr:1.0e-04 ∣ avg_100 : 31838.517492 ∣ critic_nllloss : 26497.948437 ∣ critic_ganloss : -780.957727 ∣ generator_nllloss : 5394.841797 ∣ generator_ganloss : 657.263501 ∣  [  std_z : 0.97  real_sub_fake : 2882.44 ]
[  epoch 0004/0040] 2820/4800, lr:1.0e-04 ∣ avg_100 : 31836.708818 ∣ critic_nllloss : 26682.409570 ∣ critic_ganloss : -554.710858 ∣ generator_nllloss : 5279.930078 ∣ generator_ganloss : 611.219165 ∣  [  std_z : 0.98  real_sub_fake : 2219.98 ]
[  epoch 0004/0040] 2830/4800, lr:1.0e-04 ∣ avg_100 : 31834.368303 ∣ critic_nllloss : 26601.738672 ∣ critic_ganloss : -799.408636 ∣ generator_nllloss : 5339.241992 ∣ generator_ganloss : 614.687671 ∣  [  std_z : 0.98  real_sub_fake : 2823.85 ]
[  epoch 0004/0040] 2840/4800, lr:1.0e-04 ∣ avg_100 : 31834.812199 ∣ critic_nllloss : 26423.151367 ∣ critic_ganloss : -769.853674 ∣ generator_nllloss : 5274.819922 ∣ generator_ganloss : 717.791382 ∣  [  std_z : 0.98  real_sub_fake : 3214.88 ]
[  epoch 0004/0040] 2850/4800, lr:1.0e-04 ∣ avg_100 : 31832.455177 ∣ critic_nllloss : 26612.161523 ∣ critic_ganloss : -1033.080609 ∣ generator_nllloss : 5334.933984 ∣ generator_ganloss : 749.901074 ∣     [  std_z : 0.97  real_sub_fake : 3514.27 ]
[  epoch 0004/0040] 2860/4800, lr:1.0e-04 ∣ avg_100 : 31829.059425 ∣ critic_nllloss : 26551.464258 ∣ critic_ganloss : -1018.802979 ∣ generator_nllloss : 5313.106836 ∣ generator_ganloss : 854.564844 ∣     [  std_z : 0.97  real_sub_fake : 4077.61 ]
[  epoch 0004/0040] 2870/4800, lr:1.0e-04 ∣ avg_100 : 31827.628772 ∣ critic_nllloss : 26686.561328 ∣ critic_ganloss : -926.862891 ∣ generator_nllloss : 5332.434961 ∣ generator_ganloss : 908.737598 ∣  [  std_z : 0.96  real_sub_fake : 3411.85 ]
[  epoch 0004/0040] 2880/4800, lr:1.0e-04 ∣ avg_100 : 31826.814309 ∣ critic_nllloss : 26567.687891 ∣ critic_ganloss : -907.311072 ∣ generator_nllloss : 5329.914062 ∣ generator_ganloss : 934.849756 ∣  [  std_z : 0.97  real_sub_fake : 3619.30 ]
[  epoch 0004/0040] 2890/4800, lr:1.0e-04 ∣ avg_100 : 31822.289786 ∣ critic_nllloss : 26469.802930 ∣ critic_ganloss : -838.023895 ∣ generator_nllloss : 5350.717188 ∣ generator_ganloss : 877.351562 ∣  [  std_z : 0.97  real_sub_fake : 3428.73 ]
[  epoch 0004/0040] 2900/4800, lr:1.0e-04 ∣ avg_100 : 31822.462938 ∣ critic_nllloss : 26437.463477 ∣ critic_ganloss : -837.205609 ∣ generator_nllloss : 5326.695703 ∣ generator_ganloss : 904.687109 ∣  [  std_z : 0.98  real_sub_fake : 3384.53 ]
[  epoch 0004/0040] 2910/4800, lr:1.0e-04 ∣ avg_100 : 31824.108824 ∣ critic_nllloss : 26482.816211 ∣ critic_ganloss : -807.718488 ∣ generator_nllloss : 5334.784961 ∣ generator_ganloss : 834.427832 ∣  [  std_z : 0.97  real_sub_fake : 2879.74 ]
[  epoch 0004/0040] 2920/4800, lr:1.0e-04 ∣ avg_100 : 31822.911737 ∣ critic_nllloss : 26715.832422 ∣ critic_ganloss : -913.174982 ∣ generator_nllloss : 5248.528516 ∣ generator_ganloss : 851.631055 ∣  [  std_z : 0.98  real_sub_fake : 3418.47 ]
[  epoch 0004/0040] 2930/4800, lr:1.0e-04 ∣ avg_100 : 31817.259083 ∣ critic_nllloss : 26473.776172 ∣ critic_ganloss : -688.851050 ∣ generator_nllloss : 5311.446875 ∣ generator_ganloss : 808.692358 ∣  [  std_z : 0.98  real_sub_fake : 2985.39 ]
[  epoch 0004/0040] 2940/4800, lr:1.0e-04 ∣ avg_100 : 31815.995509 ∣ critic_nllloss : 26462.220508 ∣ critic_ganloss : -809.096399 ∣ generator_nllloss : 5310.149609 ∣ generator_ganloss : 750.534912 ∣  [  std_z : 0.98  real_sub_fake : 2819.18 ]
[  epoch 0004/0040] 2950/4800, lr:1.0e-04 ∣ avg_100 : 31811.150048 ∣ critic_nllloss : 26444.004297 ∣ critic_ganloss : -943.609399 ∣ generator_nllloss : 5269.365234 ∣ generator_ganloss : 748.097607 ∣  [  std_z : 0.98  real_sub_fake : 3532.44 ]
[  epoch 0004/0040] 2960/4800, lr:1.0e-04 ∣ avg_100 : 31812.051720 ∣ critic_nllloss : 26571.098828 ∣ critic_ganloss : -941.962354 ∣ generator_nllloss : 5281.809766 ∣ generator_ganloss : 750.392749 ∣  [  std_z : 0.98  real_sub_fake : 3440.14 ]
[  epoch 0004/0040] 2970/4800, lr:1.0e-04 ∣ avg_100 : 31815.313829 ∣ critic_nllloss : 26522.235352 ∣ critic_ganloss : -808.557202 ∣ generator_nllloss : 5328.947656 ∣ generator_ganloss : 871.435449 ∣  [  std_z : 0.98  real_sub_fake : 3359.68 ]
[  epoch 0004/0040] 2980/4800, lr:1.0e-04 ∣ avg_100 : 31815.235856 ∣ critic_nllloss : 26705.567188 ∣ critic_ganloss : -778.140564 ∣ generator_nllloss : 5339.682422 ∣ generator_ganloss : 876.357813 ∣  [  std_z : 0.97  real_sub_fake : 2943.10 ]
[  epoch 0004/0040] 2990/4800, lr:1.0e-04 ∣ avg_100 : 31817.471436 ∣ critic_nllloss : 26602.452930 ∣ critic_ganloss : -796.585486 ∣ generator_nllloss : 5258.718555 ∣ generator_ganloss : 818.515381 ∣  [  std_z : 0.98  real_sub_fake : 3221.11 ]
[  epoch 0004/0040] 3000/4800, lr:1.0e-04 ∣ avg_100 : 31819.505753 ∣ critic_nllloss : 26661.362305 ∣ critic_ganloss : -820.237378 ∣ generator_nllloss : 5323.496875 ∣ generator_ganloss : 868.943408 ∣  [  std_z : 0.98  real_sub_fake : 3074.37 ]
[  epoch 0004/0040] 3010/4800, lr:1.0e-04 ∣ avg_100 : 31813.902235 ∣ critic_nllloss : 26582.248242 ∣ critic_ganloss : -979.281372 ∣ generator_nllloss : 5324.166797 ∣ generator_ganloss : 864.558203 ∣  [  std_z : 0.97  real_sub_fake : 3511.48 ]
[  epoch 0004/0040] 3020/4800, lr:1.0e-04 ∣ avg_100 : 31815.425823 ∣ critic_nllloss : 26509.807422 ∣ critic_ganloss : -763.694489 ∣ generator_nllloss : 5281.512695 ∣ generator_ganloss : 878.127295 ∣  [  std_z : 0.97  real_sub_fake : 3158.47 ]
[  epoch 0004/0040] 3030/4800, lr:1.0e-04 ∣ avg_100 : 31813.366875 ∣ critic_nllloss : 26405.819922 ∣ critic_ganloss : -849.601862 ∣ generator_nllloss : 5211.535352 ∣ generator_ganloss : 737.888721 ∣  [  std_z : 0.97  real_sub_fake : 3438.10 ]
[  epoch 0004/0040] 3040/4800, lr:1.0e-04 ∣ avg_100 : 31811.022828 ∣ critic_nllloss : 26568.668359 ∣ critic_ganloss : -883.347504 ∣ generator_nllloss : 5364.809180 ∣ generator_ganloss : 694.607983 ∣  [  std_z : 0.97  real_sub_fake : 3165.58 ]
[  epoch 0004/0040] 3050/4800, lr:1.0e-04 ∣ avg_100 : 31813.556834 ∣ critic_nllloss : 26675.290820 ∣ critic_ganloss : -788.726514 ∣ generator_nllloss : 5365.144336 ∣ generator_ganloss : 661.884961 ∣  [  std_z : 0.97  real_sub_fake : 3097.99 ]
[  epoch 0004/0040] 3060/4800, lr:1.0e-04 ∣ avg_100 : 31809.910050 ∣ critic_nllloss : 26606.631641 ∣ critic_ganloss : -818.511176 ∣ generator_nllloss : 5341.037109 ∣ generator_ganloss : 669.479443 ∣  [  std_z : 0.98  real_sub_fake : 3194.36 ]
[  epoch 0004/0040] 3070/4800, lr:1.0e-04 ∣ avg_100 : 31801.859483 ∣ critic_nllloss : 26335.030859 ∣ critic_ganloss : -1085.559106 ∣ generator_nllloss : 5230.965430 ∣ generator_ganloss : 690.195068 ∣     [  std_z : 0.97  real_sub_fake : 3555.19 ]
[  epoch 0004/0040] 3080/4800, lr:1.0e-04 ∣ avg_100 : 31801.669003 ∣ critic_nllloss : 26548.233984 ∣ critic_ganloss : -615.640845 ∣ generator_nllloss : 5222.617969 ∣ generator_ganloss : 759.748608 ∣  [  std_z : 0.98  real_sub_fake : 3351.59 ]
[  epoch 0004/0040] 3090/4800, lr:1.0e-04 ∣ avg_100 : 31801.630566 ∣ critic_nllloss : 26460.900000 ∣ critic_ganloss : -703.491425 ∣ generator_nllloss : 5263.839063 ∣ generator_ganloss : 640.235742 ∣  [  std_z : 0.98  real_sub_fake : 2431.58 ]
[  epoch 0004/0040] 3100/4800, lr:1.0e-04 ∣ avg_100 : 31799.533891 ∣ critic_nllloss : 26468.617188 ∣ critic_ganloss : -772.951569 ∣ generator_nllloss : 5274.762891 ∣ generator_ganloss : 689.300146 ∣  [  std_z : 0.98  real_sub_fake : 2915.16 ]
[  epoch 0004/0040] 3110/4800, lr:1.0e-04 ∣ avg_100 : 31799.516567 ∣ critic_nllloss : 26579.667187 ∣ critic_ganloss : -886.905438 ∣ generator_nllloss : 5306.373242 ∣ generator_ganloss : 683.884058 ∣  [  std_z : 0.98  real_sub_fake : 3309.33 ]
[  epoch 0004/0040] 3120/4800, lr:1.0e-04 ∣ avg_100 : 31799.781462 ∣ critic_nllloss : 26480.535156 ∣ critic_ganloss : -924.062262 ∣ generator_nllloss : 5279.098633 ∣ generator_ganloss : 688.461646 ∣  [  std_z : 0.97  real_sub_fake : 3149.05 ]
[  epoch 0004/0040] 3130/4800, lr:1.0e-04 ∣ avg_100 : 31799.998084 ∣ critic_nllloss : 26522.194727 ∣ critic_ganloss : -703.934198 ∣ generator_nllloss : 5263.482031 ∣ generator_ganloss : 721.558057 ∣  [  std_z : 0.97  real_sub_fake : 3486.13 ]
[  epoch 0004/0040] 3140/4800, lr:1.0e-04 ∣ avg_100 : 31791.284643 ∣ critic_nllloss : 26400.865430 ∣ critic_ganloss : -739.782739 ∣ generator_nllloss : 5271.614062 ∣ generator_ganloss : 705.644800 ∣  [  std_z : 0.99  real_sub_fake : 2536.41 ]
[  epoch 0004/0040] 3150/4800, lr:1.0e-04 ∣ avg_100 : 31784.706196 ∣ critic_nllloss : 26559.558789 ∣ critic_ganloss : -777.406763 ∣ generator_nllloss : 5178.436719 ∣ generator_ganloss : 732.943823 ∣  [  std_z : 0.98  real_sub_fake : 3225.17 ]
[  epoch 0004/0040] 3160/4800, lr:1.0e-04 ∣ avg_100 : 31779.290248 ∣ critic_nllloss : 26455.409766 ∣ critic_ganloss : -815.187000 ∣ generator_nllloss : 5297.407031 ∣ generator_ganloss : 650.098340 ∣  [  std_z : 0.98  real_sub_fake : 2916.64 ]
[  epoch 0004/0040] 3170/4800, lr:1.0e-04 ∣ avg_100 : 31774.084892 ∣ critic_nllloss : 26723.549805 ∣ critic_ganloss : -902.967725 ∣ generator_nllloss : 5345.737305 ∣ generator_ganloss : 726.909521 ∣  [  std_z : 0.99  real_sub_fake : 3482.45 ]
[  epoch 0004/0040] 3180/4800, lr:1.0e-04 ∣ avg_100 : 31777.597234 ∣ critic_nllloss : 26717.161523 ∣ critic_ganloss : -807.231604 ∣ generator_nllloss : 5377.952734 ∣ generator_ganloss : 791.471558 ∣  [  std_z : 0.97  real_sub_fake : 2959.59 ]
[  epoch 0004/0040] 3190/4800, lr:1.0e-04 ∣ avg_100 : 31776.597473 ∣ critic_nllloss : 26714.220117 ∣ critic_ganloss : -1078.930371 ∣ generator_nllloss : 5329.401172 ∣ generator_ganloss : 862.501367 ∣     [  std_z : 0.97  real_sub_fake : 4012.99 ]
[  epoch 0004/0040] 3200/4800, lr:1.0e-04 ∣ avg_100 : 31771.207433 ∣ critic_nllloss : 26402.160156 ∣ critic_ganloss : -1073.079828 ∣ generator_nllloss : 5311.405664 ∣ generator_ganloss : 973.219287 ∣     [  std_z : 0.96  real_sub_fake : 3920.10 ]
[  epoch 0004/0040] 3210/4800, lr:1.0e-04 ∣ avg_100 : 31770.540365 ∣ critic_nllloss : 26541.933203 ∣ critic_ganloss : -893.225610 ∣ generator_nllloss : 5243.210742 ∣ generator_ganloss : 934.432812 ∣  [  std_z : 0.95  real_sub_fake : 3790.84 ]
[  epoch 0004/0040] 3220/4800, lr:1.0e-04 ∣ avg_100 : 31769.186506 ∣ critic_nllloss : 26267.698437 ∣ critic_ganloss : -676.016010 ∣ generator_nllloss : 5300.791016 ∣ generator_ganloss : 814.463379 ∣  [  std_z : 0.97  real_sub_fake : 2640.12 ]
[  epoch 0004/0040] 3230/4800, lr:1.0e-04 ∣ avg_100 : 31767.438578 ∣ critic_nllloss : 26391.042383 ∣ critic_ganloss : -864.153271 ∣ generator_nllloss : 5223.147656 ∣ generator_ganloss : 735.986230 ∣  [  std_z : 0.98  real_sub_fake : 3136.37 ]
[  epoch 0004/0040] 3240/4800, lr:1.0e-04 ∣ avg_100 : 31762.948748 ∣ critic_nllloss : 26411.297852 ∣ critic_ganloss : -860.993793 ∣ generator_nllloss : 5259.732422 ∣ generator_ganloss : 730.233423 ∣  [  std_z : 0.98  real_sub_fake : 3536.46 ]
[  epoch 0004/0040] 3250/4800, lr:1.0e-04 ∣ avg_100 : 31762.673367 ∣ critic_nllloss : 26722.696484 ∣ critic_ganloss : -879.548950 ∣ generator_nllloss : 5246.128320 ∣ generator_ganloss : 807.677393 ∣  [  std_z : 0.99  real_sub_fake : 3423.90 ]
[  epoch 0004/0040] 3260/4800, lr:1.0e-04 ∣ avg_100 : 31764.587581 ∣ critic_nllloss : 26446.593945 ∣ critic_ganloss : -919.803687 ∣ generator_nllloss : 5369.530469 ∣ generator_ganloss : 757.167285 ∣  [  std_z : 0.99  real_sub_fake : 3342.57 ]
[  epoch 0004/0040] 3270/4800, lr:1.0e-04 ∣ avg_100 : 31766.200322 ∣ critic_nllloss : 26541.083789 ∣ critic_ganloss : -892.442413 ∣ generator_nllloss : 5260.379492 ∣ generator_ganloss : 805.496118 ∣  [  std_z : 0.98  real_sub_fake : 3664.79 ]
[  epoch 0004/0040] 3280/4800, lr:1.0e-04 ∣ avg_100 : 31769.846690 ∣ critic_nllloss : 26426.064648 ∣ critic_ganloss : -677.407855 ∣ generator_nllloss : 5296.939062 ∣ generator_ganloss : 783.375708 ∣  [  std_z : 0.97  real_sub_fake : 2505.60 ]
[  epoch 0004/0040] 3290/4800, lr:1.0e-04 ∣ avg_100 : 31774.793202 ∣ critic_nllloss : 26583.879883 ∣ critic_ganloss : -828.294128 ∣ generator_nllloss : 5301.489453 ∣ generator_ganloss : 787.131299 ∣  [  std_z : 0.96  real_sub_fake : 3100.87 ]
[  epoch 0004/0040] 3300/4800, lr:1.0e-04 ∣ avg_100 : 31777.668104 ∣ critic_nllloss : 26537.619141 ∣ critic_ganloss : -871.161456 ∣ generator_nllloss : 5299.376953 ∣ generator_ganloss : 748.383667 ∣  [  std_z : 0.97  real_sub_fake : 3239.83 ]
[  epoch 0004/0040] 3310/4800, lr:1.0e-04 ∣ avg_100 : 31782.689090 ∣ critic_nllloss : 26792.449609 ∣ critic_ganloss : -960.945270 ∣ generator_nllloss : 5385.718359 ∣ generator_ganloss : 877.142676 ∣  [  std_z : 0.99  real_sub_fake : 3455.77 ]
[  epoch 0004/0040] 3320/4800, lr:1.0e-04 ∣ avg_100 : 31787.161189 ∣ critic_nllloss : 26554.607227 ∣ critic_ganloss : -830.741864 ∣ generator_nllloss : 5310.711719 ∣ generator_ganloss : 918.532178 ∣  [  std_z : 0.97  real_sub_fake : 3791.73 ]
[  epoch 0004/0040] 3330/4800, lr:1.0e-04 ∣ avg_100 : 31791.391560 ∣ critic_nllloss : 26470.884180 ∣ critic_ganloss : -580.411469 ∣ generator_nllloss : 5307.571094 ∣ generator_ganloss : 827.536182 ∣  [  std_z : 0.98  real_sub_fake : 2416.82 ]
[  epoch 0004/0040] 3340/4800, lr:1.0e-04 ∣ avg_100 : 31789.470438 ∣ critic_nllloss : 26304.794727 ∣ critic_ganloss : -733.365356 ∣ generator_nllloss : 5289.857227 ∣ generator_ganloss : 702.819189 ∣  [  std_z : 0.98  real_sub_fake : 2389.80 ]
[  epoch 0004/0040] 3350/4800, lr:1.0e-04 ∣ avg_100 : 31789.384572 ∣ critic_nllloss : 26473.348633 ∣ critic_ganloss : -797.792914 ∣ generator_nllloss : 5261.286133 ∣ generator_ganloss : 712.031787 ∣  [  std_z : 0.98  real_sub_fake : 3093.30 ]
[  epoch 0004/0040] 3360/4800, lr:1.0e-04 ∣ avg_100 : 31790.525555 ∣ critic_nllloss : 26684.960547 ∣ critic_ganloss : -831.134338 ∣ generator_nllloss : 5334.600195 ∣ generator_ganloss : 718.975806 ∣  [  std_z : 0.98  real_sub_fake : 3035.14 ]
[  epoch 0004/0040] 3370/4800, lr:1.0e-04 ∣ avg_100 : 31789.276059 ∣ critic_nllloss : 26617.316211 ∣ critic_ganloss : -969.902057 ∣ generator_nllloss : 5371.541406 ∣ generator_ganloss : 840.162354 ∣  [  std_z : 0.98  real_sub_fake : 3559.60 ]
[  epoch 0004/0040] 3380/4800, lr:1.0e-04 ∣ avg_100 : 31790.669920 ∣ critic_nllloss : 26682.822852 ∣ critic_ganloss : -1103.678357 ∣ generator_nllloss : 5381.928320 ∣ generator_ganloss : 930.352881 ∣     [  std_z : 0.98  real_sub_fake : 4201.04 ]
[  epoch 0004/0040] 3390/4800, lr:1.0e-04 ∣ avg_100 : 31789.496360 ∣ critic_nllloss : 26433.398633 ∣ critic_ganloss : -970.028949 ∣ generator_nllloss : 5190.754102 ∣ generator_ganloss : 989.237939 ∣  [  std_z : 0.97  real_sub_fake : 4073.74 ]
[  epoch 0004/0040] 3400/4800, lr:1.0e-04 ∣ avg_100 : 31790.912946 ∣ critic_nllloss : 26445.700391 ∣ critic_ganloss : -966.944971 ∣ generator_nllloss : 5281.817187 ∣ generator_ganloss : 997.549170 ∣  [  std_z : 0.97  real_sub_fake : 3506.25 ]
[  epoch 0004/0040] 3410/4800, lr:1.0e-04 ∣ avg_100 : 31792.164142 ∣ critic_nllloss : 26605.945312 ∣ critic_ganloss : -1042.360083 ∣ generator_nllloss : 5289.865625 ∣ generator_ganloss : 1016.920264 ∣    [  std_z : 0.98  real_sub_fake : 4181.46 ]
[  epoch 0004/0040] 3420/4800, lr:1.0e-04 ∣ avg_100 : 31796.016561 ∣ critic_nllloss : 26530.934570 ∣ critic_ganloss : -819.479779 ∣ generator_nllloss : 5332.361328 ∣ generator_ganloss : 990.942090 ∣  [  std_z : 0.99  real_sub_fake : 2624.67 ]
[  epoch 0004/0040] 3430/4800, lr:1.0e-04 ∣ avg_100 : 31796.459091 ∣ critic_nllloss : 26553.034961 ∣ critic_ganloss : -754.939746 ∣ generator_nllloss : 5279.495703 ∣ generator_ganloss : 1016.253662 ∣     [  std_z : 0.99  real_sub_fake : 3626.25 ]
[  epoch 0004/0040] 3440/4800, lr:1.0e-04 ∣ avg_100 : 31800.167360 ∣ critic_nllloss : 26432.226172 ∣ critic_ganloss : -508.404135 ∣ generator_nllloss : 5284.100977 ∣ generator_ganloss : 978.932520 ∣  [  std_z : 0.98  real_sub_fake : 1596.81 ]
[  epoch 0004/0040] 3450/4800, lr:1.0e-04 ∣ avg_100 : 31801.566820 ∣ critic_nllloss : 26442.256445 ∣ critic_ganloss : -650.279645 ∣ generator_nllloss : 5305.049609 ∣ generator_ganloss : 795.731860 ∣  [  std_z : 0.98  real_sub_fake : 2329.27 ]
[  epoch 0004/0040] 3460/4800, lr:1.0e-04 ∣ avg_100 : 31801.732358 ∣ critic_nllloss : 26695.766016 ∣ critic_ganloss : -902.663104 ∣ generator_nllloss : 5372.912891 ∣ generator_ganloss : 720.504541 ∣  [  std_z : 0.97  real_sub_fake : 3814.30 ]
[  epoch 0004/0040] 3470/4800, lr:1.0e-04 ∣ avg_100 : 31803.117587 ∣ critic_nllloss : 26534.156836 ∣ critic_ganloss : -945.635449 ∣ generator_nllloss : 5412.086328 ∣ generator_ganloss : 879.230469 ∣  [  std_z : 0.96  real_sub_fake : 3023.58 ]
[  epoch 0004/0040] 3480/4800, lr:1.0e-04 ∣ avg_100 : 31804.034723 ∣ critic_nllloss : 26409.344336 ∣ critic_ganloss : -856.800281 ∣ generator_nllloss : 5268.617969 ∣ generator_ganloss : 879.237402 ∣  [  std_z : 0.96  real_sub_fake : 3689.02 ]
[  epoch 0004/0040] 3490/4800, lr:1.0e-04 ∣ avg_100 : 31803.269627 ∣ critic_nllloss : 26548.895117 ∣ critic_ganloss : -805.347662 ∣ generator_nllloss : 5310.827344 ∣ generator_ganloss : 729.927417 ∣  [  std_z : 0.97  real_sub_fake : 3482.36 ]
[  epoch 0004/0040] 3500/4800, lr:1.0e-04 ∣ avg_100 : 31803.060394 ∣ critic_nllloss : 26547.256836 ∣ critic_ganloss : -709.666272 ∣ generator_nllloss : 5309.098047 ∣ generator_ganloss : 730.728833 ∣  [  std_z : 0.97  real_sub_fake : 2572.59 ]
[  epoch 0004/0040] 3510/4800, lr:1.0e-04 ∣ avg_100 : 31802.107648 ∣ critic_nllloss : 26413.756445 ∣ critic_ganloss : -702.556860 ∣ generator_nllloss : 5321.768164 ∣ generator_ganloss : 673.910059 ∣  [  std_z : 0.97  real_sub_fake : 2835.38 ]
[  epoch 0004/0040] 3520/4800, lr:1.0e-04 ∣ avg_100 : 31796.329426 ∣ critic_nllloss : 26433.055664 ∣ critic_ganloss : -791.272040 ∣ generator_nllloss : 5331.430859 ∣ generator_ganloss : 641.394922 ∣  [  std_z : 0.98  real_sub_fake : 2986.20 ]
[  epoch 0004/0040] 3530/4800, lr:1.0e-04 ∣ avg_100 : 31788.953813 ∣ critic_nllloss : 26263.120508 ∣ critic_ganloss : -831.896802 ∣ generator_nllloss : 5208.794922 ∣ generator_ganloss : 660.451367 ∣  [  std_z : 0.97  real_sub_fake : 2978.14 ]
[  epoch 0004/0040] 3540/4800, lr:1.0e-04 ∣ avg_100 : 31785.598766 ∣ critic_nllloss : 26556.954297 ∣ critic_ganloss : -953.805090 ∣ generator_nllloss : 5250.520312 ∣ generator_ganloss : 707.971460 ∣  [  std_z : 1.00  real_sub_fake : 3813.31 ]
[  epoch 0004/0040] 3550/4800, lr:1.0e-04 ∣ avg_100 : 31782.919040 ∣ critic_nllloss : 26385.116406 ∣ critic_ganloss : -900.931543 ∣ generator_nllloss : 5286.195898 ∣ generator_ganloss : 698.579956 ∣  [  std_z : 0.99  real_sub_fake : 3410.28 ]
[  epoch 0004/0040] 3560/4800, lr:1.0e-04 ∣ avg_100 : 31785.510944 ∣ critic_nllloss : 26599.484570 ∣ critic_ganloss : -755.909448 ∣ generator_nllloss : 5350.683984 ∣ generator_ganloss : 712.563525 ∣  [  std_z : 0.98  real_sub_fake : 3152.16 ]
[  epoch 0004/0040] 3570/4800, lr:1.0e-04 ∣ avg_100 : 31786.282445 ∣ critic_nllloss : 26530.997070 ∣ critic_ganloss : -596.186395 ∣ generator_nllloss : 5307.717969 ∣ generator_ganloss : 658.128003 ∣  [  std_z : 0.98  real_sub_fake : 2271.47 ]
[  epoch 0004/0040] 3580/4800, lr:1.0e-04 ∣ avg_100 : 31784.181570 ∣ critic_nllloss : 26571.399805 ∣ critic_ganloss : -838.327911 ∣ generator_nllloss : 5382.253125 ∣ generator_ganloss : 657.052686 ∣  [  std_z : 0.98  real_sub_fake : 2766.82 ]
[  epoch 0004/0040] 3590/4800, lr:1.0e-04 ∣ avg_100 : 31782.402715 ∣ critic_nllloss : 26484.496289 ∣ critic_ganloss : -988.532593 ∣ generator_nllloss : 5287.383398 ∣ generator_ganloss : 755.177979 ∣  [  std_z : 0.97  real_sub_fake : 3758.46 ]
[  epoch 0004/0040] 3600/4800, lr:1.0e-04 ∣ avg_100 : 31784.900002 ∣ critic_nllloss : 26421.028906 ∣ critic_ganloss : -540.157642 ∣ generator_nllloss : 5267.742969 ∣ generator_ganloss : 751.164111 ∣  [  std_z : 0.97  real_sub_fake : 2771.79 ]
[  epoch 0004/0040] 3610/4800, lr:1.0e-04 ∣ avg_100 : 31785.493477 ∣ critic_nllloss : 26495.102148 ∣ critic_ganloss : -683.755469 ∣ generator_nllloss : 5303.077148 ∣ generator_ganloss : 659.772583 ∣  [  std_z : 0.98  real_sub_fake : 2013.73 ]
[  epoch 0004/0040] 3620/4800, lr:1.0e-04 ∣ avg_100 : 31786.297537 ∣ critic_nllloss : 26579.881055 ∣ critic_ganloss : -788.730316 ∣ generator_nllloss : 5326.307227 ∣ generator_ganloss : 645.386987 ∣  [  std_z : 0.97  real_sub_fake : 3266.07 ]
[  epoch 0004/0040] 3630/4800, lr:1.0e-04 ∣ avg_100 : 31789.216569 ∣ critic_nllloss : 26663.346484 ∣ critic_ganloss : -982.117737 ∣ generator_nllloss : 5368.197656 ∣ generator_ganloss : 724.416431 ∣  [  std_z : 0.98  real_sub_fake : 3324.48 ]
[  epoch 0004/0040] 3640/4800, lr:1.0e-04 ∣ avg_100 : 31787.721243 ∣ critic_nllloss : 26383.596484 ∣ critic_ganloss : -1042.737598 ∣ generator_nllloss : 5272.662109 ∣ generator_ganloss : 805.779688 ∣     [  std_z : 0.98  real_sub_fake : 4029.06 ]
[  epoch 0004/0040] 3650/4800, lr:1.0e-04 ∣ avg_100 : 31784.958021 ∣ critic_nllloss : 26112.465039 ∣ critic_ganloss : -830.524133 ∣ generator_nllloss : 5205.710156 ∣ generator_ganloss : 910.263574 ∣  [  std_z : 0.97  real_sub_fake : 3527.65 ]
[  epoch 0004/0040] 3660/4800, lr:1.0e-04 ∣ avg_100 : 31786.821713 ∣ critic_nllloss : 26383.139453 ∣ critic_ganloss : -838.049341 ∣ generator_nllloss : 5316.098047 ∣ generator_ganloss : 856.890820 ∣  [  std_z : 0.98  real_sub_fake : 3351.95 ]
[  epoch 0004/0040] 3670/4800, lr:1.0e-04 ∣ avg_100 : 31788.304262 ∣ critic_nllloss : 26556.295508 ∣ critic_ganloss : -841.086975 ∣ generator_nllloss : 5338.619922 ∣ generator_ganloss : 845.974902 ∣  [  std_z : 0.97  real_sub_fake : 2826.66 ]
[  epoch 0004/0040] 3680/4800, lr:1.0e-04 ∣ avg_100 : 31792.742951 ∣ critic_nllloss : 26585.127344 ∣ critic_ganloss : -708.144373 ∣ generator_nllloss : 5332.465820 ∣ generator_ganloss : 857.782764 ∣  [  std_z : 0.97  real_sub_fake : 2884.28 ]
[  epoch 0004/0040] 3690/4800, lr:1.0e-04 ∣ avg_100 : 31791.844714 ∣ critic_nllloss : 26604.020703 ∣ critic_ganloss : -837.860815 ∣ generator_nllloss : 5503.334375 ∣ generator_ganloss : 801.720630 ∣  [  std_z : 0.97  real_sub_fake : 3436.53 ]
[  epoch 0004/0040] 3700/4800, lr:1.0e-04 ∣ avg_100 : 31789.097476 ∣ critic_nllloss : 26387.446680 ∣ critic_ganloss : -863.394519 ∣ generator_nllloss : 5258.588672 ∣ generator_ganloss : 789.950732 ∣  [  std_z : 0.97  real_sub_fake : 3329.53 ]
[  epoch 0004/0040] 3710/4800, lr:1.0e-04 ∣ avg_100 : 31789.319386 ∣ critic_nllloss : 26634.776172 ∣ critic_ganloss : -875.478735 ∣ generator_nllloss : 5244.612695 ∣ generator_ganloss : 743.425000 ∣  [  std_z : 0.98  real_sub_fake : 3032.37 ]
[  epoch 0004/0040] 3720/4800, lr:1.0e-04 ∣ avg_100 : 31787.221412 ∣ critic_nllloss : 26591.173242 ∣ critic_ganloss : -845.977271 ∣ generator_nllloss : 5288.521289 ∣ generator_ganloss : 725.521265 ∣  [  std_z : 0.99  real_sub_fake : 3386.87 ]
[  epoch 0004/0040] 3730/4800, lr:1.0e-04 ∣ avg_100 : 31784.520275 ∣ critic_nllloss : 26567.500781 ∣ critic_ganloss : -778.432904 ∣ generator_nllloss : 5320.627734 ∣ generator_ganloss : 676.239014 ∣  [  std_z : 0.99  real_sub_fake : 3086.09 ]
[  epoch 0004/0040] 3740/4800, lr:1.0e-04 ∣ avg_100 : 31783.399068 ∣ critic_nllloss : 26457.251758 ∣ critic_ganloss : -932.530981 ∣ generator_nllloss : 5263.777148 ∣ generator_ganloss : 686.203687 ∣  [  std_z : 0.99  real_sub_fake : 3477.87 ]
[  epoch 0004/0040] 3750/4800, lr:1.0e-04 ∣ avg_100 : 31780.303268 ∣ critic_nllloss : 26535.088477 ∣ critic_ganloss : -687.452417 ∣ generator_nllloss : 5247.302539 ∣ generator_ganloss : 711.207495 ∣  [  std_z : 0.98  real_sub_fake : 2881.88 ]
[  epoch 0004/0040] 3760/4800, lr:1.0e-04 ∣ avg_100 : 31778.943309 ∣ critic_nllloss : 26513.261914 ∣ critic_ganloss : -773.562695 ∣ generator_nllloss : 5266.437891 ∣ generator_ganloss : 665.449316 ∣  [  std_z : 0.98  real_sub_fake : 2920.42 ]
[  epoch 0004/0040] 3770/4800, lr:1.0e-04 ∣ avg_100 : 31774.027682 ∣ critic_nllloss : 26277.060937 ∣ critic_ganloss : -806.611133 ∣ generator_nllloss : 5289.441406 ∣ generator_ganloss : 680.987427 ∣  [  std_z : 0.96  real_sub_fake : 3158.42 ]
[  epoch 0004/0040] 3780/4800, lr:1.0e-04 ∣ avg_100 : 31772.208961 ∣ critic_nllloss : 26684.251953 ∣ critic_ganloss : -858.133795 ∣ generator_nllloss : 5342.742188 ∣ generator_ganloss : 676.532666 ∣  [  std_z : 0.97  real_sub_fake : 2949.50 ]
[  epoch 0004/0040] 3790/4800, lr:1.0e-04 ∣ avg_100 : 31771.354530 ∣ critic_nllloss : 26698.740039 ∣ critic_ganloss : -1121.603839 ∣ generator_nllloss : 5259.842773 ∣ generator_ganloss : 786.752319 ∣     [  std_z : 0.98  real_sub_fake : 4087.03 ]
[  epoch 0004/0040] 3800/4800, lr:1.0e-04 ∣ avg_100 : 31774.216160 ∣ critic_nllloss : 26634.459180 ∣ critic_ganloss : -591.440604 ∣ generator_nllloss : 5372.355469 ∣ generator_ganloss : 857.544238 ∣  [  std_z : 0.99  real_sub_fake : 3181.70 ]
[  epoch 0004/0040] 3810/4800, lr:1.0e-04 ∣ avg_100 : 31781.892241 ∣ critic_nllloss : 26745.562305 ∣ critic_ganloss : -357.592511 ∣ generator_nllloss : 5373.344922 ∣ generator_ganloss : 775.389453 ∣  [  std_z : 0.97  real_sub_fake : 991.94 ]
[  epoch 0004/0040] 3820/4800, lr:1.0e-04 ∣ avg_100 : 31781.223585 ∣ critic_nllloss : 26490.738477 ∣ critic_ganloss : -407.709445 ∣ generator_nllloss : 5235.863672 ∣ generator_ganloss : 633.089600 ∣  [  std_z : 0.97  real_sub_fake : 1394.88 ]
[  epoch 0004/0040] 3830/4800, lr:1.0e-04 ∣ avg_100 : 31783.305771 ∣ critic_nllloss : 26552.443750 ∣ critic_ganloss : -471.342987 ∣ generator_nllloss : 5225.780859 ∣ generator_ganloss : 657.596655 ∣  [  std_z : 0.98  real_sub_fake : 1842.32 ]
[  epoch 0004/0040] 3840/4800, lr:1.0e-04 ∣ avg_100 : 31784.982782 ∣ critic_nllloss : 26403.153516 ∣ critic_ganloss : -553.436029 ∣ generator_nllloss : 5224.649023 ∣ generator_ganloss : 739.243652 ∣  [  std_z : 0.98  real_sub_fake : 2211.14 ]
[  epoch 0004/0040] 3850/4800, lr:1.0e-04 ∣ avg_100 : 31789.339252 ∣ critic_nllloss : 26715.582422 ∣ critic_ganloss : -752.202435 ∣ generator_nllloss : 5361.031836 ∣ generator_ganloss : 775.151099 ∣  [  std_z : 0.98  real_sub_fake : 2612.64 ]
[  epoch 0004/0040] 3860/4800, lr:1.0e-04 ∣ avg_100 : 31789.030407 ∣ critic_nllloss : 26389.883008 ∣ critic_ganloss : -786.971967 ∣ generator_nllloss : 5208.722852 ∣ generator_ganloss : 857.814551 ∣  [  std_z : 0.98  real_sub_fake : 3011.79 ]
[  epoch 0004/0040] 3870/4800, lr:1.0e-04 ∣ avg_100 : 31789.212187 ∣ critic_nllloss : 26670.684570 ∣ critic_ganloss : -907.457465 ∣ generator_nllloss : 5288.107813 ∣ generator_ganloss : 967.714160 ∣  [  std_z : 0.98  real_sub_fake : 3492.30 ]
[  epoch 0004/0040] 3880/4800, lr:1.0e-04 ∣ avg_100 : 31791.134288 ∣ critic_nllloss : 26606.938672 ∣ critic_ganloss : -760.260107 ∣ generator_nllloss : 5345.771875 ∣ generator_ganloss : 924.900293 ∣  [  std_z : 0.98  real_sub_fake : 3044.30 ]
[  epoch 0004/0040] 3890/4800, lr:1.0e-04 ∣ avg_100 : 31793.308551 ∣ critic_nllloss : 26510.128711 ∣ critic_ganloss : -692.475726 ∣ generator_nllloss : 5347.906055 ∣ generator_ganloss : 911.715039 ∣  [  std_z : 0.98  real_sub_fake : 2837.95 ]
[  epoch 0004/0040] 3900/4800, lr:1.0e-04 ∣ avg_100 : 31793.801058 ∣ critic_nllloss : 26535.234570 ∣ critic_ganloss : -875.465930 ∣ generator_nllloss : 5325.080664 ∣ generator_ganloss : 896.042090 ∣  [  std_z : 0.98  real_sub_fake : 3013.79 ]
[  epoch 0004/0040] 3910/4800, lr:1.0e-04 ∣ avg_100 : 31795.196748 ∣ critic_nllloss : 26554.364453 ∣ critic_ganloss : -756.381720 ∣ generator_nllloss : 5257.587891 ∣ generator_ganloss : 928.308887 ∣  [  std_z : 0.98  real_sub_fake : 3442.52 ]
[  epoch 0004/0040] 3920/4800, lr:1.0e-04 ∣ avg_100 : 31795.741545 ∣ critic_nllloss : 26662.467187 ∣ critic_ganloss : -929.844031 ∣ generator_nllloss : 5331.165820 ∣ generator_ganloss : 893.507666 ∣  [  std_z : 0.98  real_sub_fake : 2958.46 ]
[  epoch 0004/0040] 3930/4800, lr:1.0e-04 ∣ avg_100 : 31794.005305 ∣ critic_nllloss : 26402.894336 ∣ critic_ganloss : -827.902405 ∣ generator_nllloss : 5290.450781 ∣ generator_ganloss : 865.997705 ∣  [  std_z : 0.98  real_sub_fake : 3891.94 ]
[  epoch 0004/0040] 3940/4800, lr:1.0e-04 ∣ avg_100 : 31796.453574 ∣ critic_nllloss : 26461.190234 ∣ critic_ganloss : -631.205139 ∣ generator_nllloss : 5309.277148 ∣ generator_ganloss : 819.373291 ∣  [  std_z : 0.97  real_sub_fake : 1951.21 ]
[  epoch 0004/0040] 3950/4800, lr:1.0e-04 ∣ avg_100 : 31800.245299 ∣ critic_nllloss : 26513.830859 ∣ critic_ganloss : -745.940948 ∣ generator_nllloss : 5338.747656 ∣ generator_ganloss : 790.392676 ∣  [  std_z : 0.97  real_sub_fake : 2836.52 ]
[  epoch 0004/0040] 3960/4800, lr:1.0e-04 ∣ avg_100 : 31802.760740 ∣ critic_nllloss : 26378.260937 ∣ critic_ganloss : -599.729303 ∣ generator_nllloss : 5287.913672 ∣ generator_ganloss : 846.437695 ∣  [  std_z : 0.96  real_sub_fake : 2438.91 ]
[  epoch 0004/0040] 3970/4800, lr:1.0e-04 ∣ avg_100 : 31801.077558 ∣ critic_nllloss : 26528.112109 ∣ critic_ganloss : -933.208154 ∣ generator_nllloss : 5313.013477 ∣ generator_ganloss : 837.825659 ∣  [  std_z : 0.97  real_sub_fake : 3116.53 ]
[  epoch 0004/0040] 3980/4800, lr:1.0e-04 ∣ avg_100 : 31799.227482 ∣ critic_nllloss : 26612.083789 ∣ critic_ganloss : -868.632776 ∣ generator_nllloss : 5322.470117 ∣ generator_ganloss : 892.538135 ∣  [  std_z : 0.98  real_sub_fake : 4002.69 ]
[  epoch 0004/0040] 3990/4800, lr:1.0e-04 ∣ avg_100 : 31797.971086 ∣ critic_nllloss : 26441.796094 ∣ critic_ganloss : -769.086890 ∣ generator_nllloss : 5272.655469 ∣ generator_ganloss : 812.097119 ∣  [  std_z : 0.98  real_sub_fake : 2693.39 ]
[  epoch 0004/0040] 4000/4800, lr:1.0e-04 ∣ avg_100 : 31791.741208 ∣ critic_nllloss : 26409.887305 ∣ critic_ganloss : -977.222632 ∣ generator_nllloss : 5215.898633 ∣ generator_ganloss : 762.014063 ∣  [  std_z : 0.98  real_sub_fake : 3615.55 ]
[  epoch 0004/0040] 4010/4800, lr:1.0e-04 ∣ avg_100 : 31793.582233 ∣ critic_nllloss : 26754.358984 ∣ critic_ganloss : -768.151605 ∣ generator_nllloss : 5291.927734 ∣ generator_ganloss : 697.659326 ∣  [  std_z : 0.99  real_sub_fake : 3300.64 ]
[  epoch 0004/0040] 4020/4800, lr:1.0e-04 ∣ avg_100 : 31789.413651 ∣ critic_nllloss : 26482.264258 ∣ critic_ganloss : -888.443103 ∣ generator_nllloss : 5222.643359 ∣ generator_ganloss : 672.430200 ∣  [  std_z : 0.98  real_sub_fake : 2966.65 ]
[  epoch 0004/0040] 4030/4800, lr:1.0e-04 ∣ avg_100 : 31792.588786 ∣ critic_nllloss : 26555.890820 ∣ critic_ganloss : -991.111395 ∣ generator_nllloss : 5366.926172 ∣ generator_ganloss : 891.450049 ∣  [  std_z : 0.98  real_sub_fake : 3758.20 ]
[  epoch 0004/0040] 4040/4800, lr:1.0e-04 ∣ avg_100 : 31793.574053 ∣ critic_nllloss : 26603.381055 ∣ critic_ganloss : -1024.067096 ∣ generator_nllloss : 5301.738672 ∣ generator_ganloss : 962.212012 ∣     [  std_z : 0.98  real_sub_fake : 4011.98 ]
[  epoch 0004/0040] 4050/4800, lr:1.0e-04 ∣ avg_100 : 31797.185540 ∣ critic_nllloss : 26730.437305 ∣ critic_ganloss : -910.994513 ∣ generator_nllloss : 5328.316797 ∣ generator_ganloss : 1126.982715 ∣     [  std_z : 0.98  real_sub_fake : 3202.65 ]
[  epoch 0004/0040] 4060/4800, lr:1.0e-04 ∣ avg_100 : 31794.374601 ∣ critic_nllloss : 26376.016992 ∣ critic_ganloss : -1084.204254 ∣ generator_nllloss : 5298.790234 ∣ generator_ganloss : 926.940186 ∣     [  std_z : 0.97  real_sub_fake : 4758.61 ]
[  epoch 0004/0040] 4070/4800, lr:1.0e-04 ∣ avg_100 : 31800.881825 ∣ critic_nllloss : 26492.733984 ∣ critic_ganloss : -779.236438 ∣ generator_nllloss : 5230.702734 ∣ generator_ganloss : 877.154321 ∣  [  std_z : 0.98  real_sub_fake : 2982.16 ]
[  epoch 0004/0040] 4080/4800, lr:1.0e-04 ∣ avg_100 : 31801.090401 ∣ critic_nllloss : 26753.646875 ∣ critic_ganloss : -917.387085 ∣ generator_nllloss : 5398.042969 ∣ generator_ganloss : 701.514600 ∣  [  std_z : 0.99  real_sub_fake : 3304.41 ]
[  epoch 0004/0040] 4090/4800, lr:1.0e-04 ∣ avg_100 : 31802.222225 ∣ critic_nllloss : 26692.692383 ∣ critic_ganloss : -931.173694 ∣ generator_nllloss : 5333.732422 ∣ generator_ganloss : 679.414624 ∣  [  std_z : 1.00  real_sub_fake : 3654.34 ]
[  epoch 0004/0040] 4100/4800, lr:1.0e-04 ∣ avg_100 : 31800.020444 ∣ critic_nllloss : 26413.385937 ∣ critic_ganloss : -875.004559 ∣ generator_nllloss : 5238.099414 ∣ generator_ganloss : 663.069824 ∣  [  std_z : 0.98  real_sub_fake : 3266.87 ]
[  epoch 0004/0040] 4110/4800, lr:1.0e-04 ∣ avg_100 : 31799.940649 ∣ critic_nllloss : 26488.253320 ∣ critic_ganloss : -774.341748 ∣ generator_nllloss : 5323.260352 ∣ generator_ganloss : 637.867627 ∣  [  std_z : 0.97  real_sub_fake : 3360.35 ]
[  epoch 0004/0040] 4120/4800, lr:1.0e-04 ∣ avg_100 : 31799.758341 ∣ critic_nllloss : 26461.606836 ∣ critic_ganloss : -919.738745 ∣ generator_nllloss : 5353.227539 ∣ generator_ganloss : 610.706763 ∣  [  std_z : 0.97  real_sub_fake : 3085.06 ]
[  epoch 0004/0040] 4130/4800, lr:1.0e-04 ∣ avg_100 : 31798.723715 ∣ critic_nllloss : 26594.506055 ∣ critic_ganloss : -909.607751 ∣ generator_nllloss : 5349.531250 ∣ generator_ganloss : 665.408447 ∣  [  std_z : 0.97  real_sub_fake : 3673.93 ]
[  epoch 0004/0040] 4140/4800, lr:1.0e-04 ∣ avg_100 : 31799.963400 ∣ critic_nllloss : 26416.369727 ∣ critic_ganloss : -700.080048 ∣ generator_nllloss : 5349.204687 ∣ generator_ganloss : 696.815698 ∣  [  std_z : 0.97  real_sub_fake : 2787.78 ]
[  epoch 0004/0040] 4150/4800, lr:1.0e-04 ∣ avg_100 : 31799.955065 ∣ critic_nllloss : 26373.066406 ∣ critic_ganloss : -761.249390 ∣ generator_nllloss : 5357.410547 ∣ generator_ganloss : 723.471460 ∣  [  std_z : 0.97  real_sub_fake : 2484.25 ]
[  epoch 0004/0040] 4160/4800, lr:1.0e-04 ∣ avg_100 : 31801.164337 ∣ critic_nllloss : 26453.931250 ∣ critic_ganloss : -890.179309 ∣ generator_nllloss : 5328.905469 ∣ generator_ganloss : 815.997900 ∣  [  std_z : 0.97  real_sub_fake : 3715.95 ]
[  epoch 0004/0040] 4170/4800, lr:1.0e-04 ∣ avg_100 : 31800.660073 ∣ critic_nllloss : 26593.796680 ∣ critic_ganloss : -839.667474 ∣ generator_nllloss : 5326.851562 ∣ generator_ganloss : 761.821777 ∣  [  std_z : 0.98  real_sub_fake : 3391.48 ]
[  epoch 0004/0040] 4180/4800, lr:1.0e-04 ∣ avg_100 : 31799.928278 ∣ critic_nllloss : 26714.824414 ∣ critic_ganloss : -796.302045 ∣ generator_nllloss : 5276.226953 ∣ generator_ganloss : 811.425439 ∣  [  std_z : 0.99  real_sub_fake : 2615.69 ]
[  epoch 0004/0040] 4190/4800, lr:1.0e-04 ∣ avg_100 : 31799.769823 ∣ critic_nllloss : 26502.618945 ∣ critic_ganloss : -761.724207 ∣ generator_nllloss : 5257.846875 ∣ generator_ganloss : 812.605127 ∣  [  std_z : 0.98  real_sub_fake : 3594.97 ]
[  epoch 0004/0040] 4200/4800, lr:1.0e-04 ∣ avg_100 : 31800.580619 ∣ critic_nllloss : 26540.382227 ∣ critic_ganloss : -941.909973 ∣ generator_nllloss : 5277.452734 ∣ generator_ganloss : 818.859863 ∣  [  std_z : 0.98  real_sub_fake : 3008.53 ]
[  epoch 0004/0040] 4210/4800, lr:1.0e-04 ∣ avg_100 : 31800.801077 ∣ critic_nllloss : 26594.102539 ∣ critic_ganloss : -887.875140 ∣ generator_nllloss : 5364.131250 ∣ generator_ganloss : 778.038306 ∣  [  std_z : 0.99  real_sub_fake : 3643.11 ]
[  epoch 0004/0040] 4220/4800, lr:1.0e-04 ∣ avg_100 : 31798.894347 ∣ critic_nllloss : 26308.581641 ∣ critic_ganloss : -773.361542 ∣ generator_nllloss : 5285.468945 ∣ generator_ganloss : 695.574829 ∣  [  std_z : 0.98  real_sub_fake : 2958.14 ]
[  epoch 0004/0040] 4230/4800, lr:1.0e-04 ∣ avg_100 : 31798.509070 ∣ critic_nllloss : 26530.175586 ∣ critic_ganloss : -1077.229413 ∣ generator_nllloss : 5297.388867 ∣ generator_ganloss : 697.160254 ∣     [  std_z : 0.98  real_sub_fake : 3890.00 ]
[  epoch 0004/0040] 4240/4800, lr:1.0e-04 ∣ avg_100 : 31795.847655 ∣ critic_nllloss : 26351.670703 ∣ critic_ganloss : -1109.907715 ∣ generator_nllloss : 5254.163867 ∣ generator_ganloss : 778.201514 ∣     [  std_z : 0.97  real_sub_fake : 3969.23 ]
[  epoch 0004/0040] 4250/4800, lr:1.0e-04 ∣ avg_100 : 31791.321622 ∣ critic_nllloss : 26270.722266 ∣ critic_ganloss : -967.913049 ∣ generator_nllloss : 5310.404688 ∣ generator_ganloss : 831.136084 ∣  [  std_z : 0.97  real_sub_fake : 4232.70 ]
[  epoch 0004/0040] 4260/4800, lr:1.0e-04 ∣ avg_100 : 31793.847696 ∣ critic_nllloss : 26683.135156 ∣ critic_ganloss : -884.925800 ∣ generator_nllloss : 5343.742969 ∣ generator_ganloss : 764.143018 ∣  [  std_z : 0.97  real_sub_fake : 3632.68 ]
[  epoch 0004/0040] 4270/4800, lr:1.0e-04 ∣ avg_100 : 31789.227896 ∣ critic_nllloss : 26293.352734 ∣ critic_ganloss : -887.198804 ∣ generator_nllloss : 5245.357813 ∣ generator_ganloss : 601.025317 ∣  [  std_z : 0.96  real_sub_fake : 2897.12 ]
[  epoch 0004/0040] 4280/4800, lr:1.0e-04 ∣ avg_100 : 31785.174279 ∣ critic_nllloss : 26401.817969 ∣ critic_ganloss : -928.450305 ∣ generator_nllloss : 5271.068164 ∣ generator_ganloss : 679.174023 ∣  [  std_z : 0.97  real_sub_fake : 3643.83 ]
[  epoch 0004/0040] 4290/4800, lr:1.0e-04 ∣ avg_100 : 31784.215372 ∣ critic_nllloss : 26503.032227 ∣ critic_ganloss : -840.407397 ∣ generator_nllloss : 5252.153125 ∣ generator_ganloss : 833.537793 ∣  [  std_z : 0.97  real_sub_fake : 3279.53 ]
[  epoch 0004/0040] 4300/4800, lr:1.0e-04 ∣ avg_100 : 31785.763857 ∣ critic_nllloss : 26508.964453 ∣ critic_ganloss : -863.006720 ∣ generator_nllloss : 5324.570703 ∣ generator_ganloss : 898.538428 ∣  [  std_z : 0.98  real_sub_fake : 3570.90 ]
[  epoch 0004/0040] 4310/4800, lr:1.0e-04 ∣ avg_100 : 31784.069279 ∣ critic_nllloss : 26585.996680 ∣ critic_ganloss : -890.161658 ∣ generator_nllloss : 5298.789648 ∣ generator_ganloss : 930.282910 ∣  [  std_z : 0.99  real_sub_fake : 3057.27 ]
[  epoch 0004/0040] 4320/4800, lr:1.0e-04 ∣ avg_100 : 31783.449340 ∣ critic_nllloss : 26403.116406 ∣ critic_ganloss : -924.705847 ∣ generator_nllloss : 5358.789258 ∣ generator_ganloss : 1053.915527 ∣     [  std_z : 0.97  real_sub_fake : 3618.23 ]
[  epoch 0004/0040] 4330/4800, lr:1.0e-04 ∣ avg_100 : 31784.448541 ∣ critic_nllloss : 26485.216992 ∣ critic_ganloss : -726.953882 ∣ generator_nllloss : 5385.333594 ∣ generator_ganloss : 981.903320 ∣  [  std_z : 0.97  real_sub_fake : 2959.80 ]
[  epoch 0004/0040] 4340/4800, lr:1.0e-04 ∣ avg_100 : 31787.034354 ∣ critic_nllloss : 26471.092187 ∣ critic_ganloss : -790.244196 ∣ generator_nllloss : 5266.796289 ∣ generator_ganloss : 875.042871 ∣  [  std_z : 0.98  real_sub_fake : 3111.39 ]
[  epoch 0004/0040] 4350/4800, lr:1.0e-04 ∣ avg_100 : 31785.510516 ∣ critic_nllloss : 26250.942383 ∣ critic_ganloss : -901.513153 ∣ generator_nllloss : 5277.643359 ∣ generator_ganloss : 869.417236 ∣  [  std_z : 0.97  real_sub_fake : 3290.98 ]
[  epoch 0004/0040] 4360/4800, lr:1.0e-04 ∣ avg_100 : 31784.956953 ∣ critic_nllloss : 26608.308398 ∣ critic_ganloss : -926.842322 ∣ generator_nllloss : 5419.215820 ∣ generator_ganloss : 751.363965 ∣  [  std_z : 0.98  real_sub_fake : 3478.99 ]
[  epoch 0004/0040] 4370/4800, lr:1.0e-04 ∣ avg_100 : 31783.104915 ∣ critic_nllloss : 26400.075391 ∣ critic_ganloss : -727.162476 ∣ generator_nllloss : 5264.371094 ∣ generator_ganloss : 736.630127 ∣  [  std_z : 0.97  real_sub_fake : 3006.95 ]
[  epoch 0004/0040] 4380/4800, lr:1.0e-04 ∣ avg_100 : 31782.680429 ∣ critic_nllloss : 26510.339453 ∣ critic_ganloss : -785.087042 ∣ generator_nllloss : 5331.406445 ∣ generator_ganloss : 792.318213 ∣  [  std_z : 0.96  real_sub_fake : 2940.86 ]
[  epoch 0004/0040] 4390/4800, lr:1.0e-04 ∣ avg_100 : 31785.185805 ∣ critic_nllloss : 26610.893164 ∣ critic_ganloss : -847.136078 ∣ generator_nllloss : 5276.138477 ∣ generator_ganloss : 854.003760 ∣  [  std_z : 0.97  real_sub_fake : 3235.59 ]
[  epoch 0004/0040] 4400/4800, lr:1.0e-04 ∣ avg_100 : 31784.414567 ∣ critic_nllloss : 26399.904883 ∣ critic_ganloss : -771.860907 ∣ generator_nllloss : 5226.887109 ∣ generator_ganloss : 826.066895 ∣  [  std_z : 0.97  real_sub_fake : 3138.70 ]
[  epoch 0004/0040] 4410/4800, lr:1.0e-04 ∣ avg_100 : 31783.777403 ∣ critic_nllloss : 26511.089648 ∣ critic_ganloss : -833.792126 ∣ generator_nllloss : 5345.729688 ∣ generator_ganloss : 783.627539 ∣  [  std_z : 0.99  real_sub_fake : 2994.56 ]
[  epoch 0004/0040] 4420/4800, lr:1.0e-04 ∣ avg_100 : 31781.775885 ∣ critic_nllloss : 26648.510156 ∣ critic_ganloss : -923.707678 ∣ generator_nllloss : 5324.369531 ∣ generator_ganloss : 785.434399 ∣  [  std_z : 1.00  real_sub_fake : 3508.44 ]
[  epoch 0004/0040] 4430/4800, lr:1.0e-04 ∣ avg_100 : 31778.450840 ∣ critic_nllloss : 26458.796094 ∣ critic_ganloss : -820.552515 ∣ generator_nllloss : 5285.840039 ∣ generator_ganloss : 837.256445 ∣  [  std_z : 0.99  real_sub_fake : 3254.10 ]
[  epoch 0004/0040] 4440/4800, lr:1.0e-04 ∣ avg_100 : 31770.972498 ∣ critic_nllloss : 26123.246484 ∣ critic_ganloss : -833.710089 ∣ generator_nllloss : 5266.192187 ∣ generator_ganloss : 883.292822 ∣  [  std_z : 0.97  real_sub_fake : 3196.78 ]
[  epoch 0004/0040] 4450/4800, lr:1.0e-04 ∣ avg_100 : 31769.448034 ∣ critic_nllloss : 26449.752539 ∣ critic_ganloss : -923.812292 ∣ generator_nllloss : 5320.905469 ∣ generator_ganloss : 893.466064 ∣  [  std_z : 0.97  real_sub_fake : 3740.10 ]
[  epoch 0004/0040] 4460/4800, lr:1.0e-04 ∣ avg_100 : 31770.882882 ∣ critic_nllloss : 26499.957422 ∣ critic_ganloss : -713.826294 ∣ generator_nllloss : 5310.794922 ∣ generator_ganloss : 933.079102 ∣  [  std_z : 0.97  real_sub_fake : 2834.82 ]
[  epoch 0004/0040] 4470/4800, lr:1.0e-04 ∣ avg_100 : 31769.141041 ∣ critic_nllloss : 26538.886133 ∣ critic_ganloss : -911.891846 ∣ generator_nllloss : 5322.888672 ∣ generator_ganloss : 755.771167 ∣  [  std_z : 0.96  real_sub_fake : 3443.27 ]
[  epoch 0004/0040] 4480/4800, lr:1.0e-04 ∣ avg_100 : 31766.194070 ∣ critic_nllloss : 26290.215234 ∣ critic_ganloss : -897.271368 ∣ generator_nllloss : 5289.557031 ∣ generator_ganloss : 723.201465 ∣  [  std_z : 0.98  real_sub_fake : 3206.44 ]
[  epoch 0004/0040] 4490/4800, lr:1.0e-04 ∣ avg_100 : 31766.323443 ∣ critic_nllloss : 26574.525195 ∣ critic_ganloss : -834.605487 ∣ generator_nllloss : 5349.767773 ∣ generator_ganloss : 707.551953 ∣  [  std_z : 0.97  real_sub_fake : 3415.15 ]
[  epoch 0004/0040] 4500/4800, lr:1.0e-04 ∣ avg_100 : 31762.558499 ∣ critic_nllloss : 26330.759961 ∣ critic_ganloss : -841.966235 ∣ generator_nllloss : 5326.105273 ∣ generator_ganloss : 686.024121 ∣  [  std_z : 0.96  real_sub_fake : 3207.90 ]
[  epoch 0004/0040] 4510/4800, lr:1.0e-04 ∣ avg_100 : 31763.626770 ∣ critic_nllloss : 26577.211719 ∣ critic_ganloss : -807.112891 ∣ generator_nllloss : 5393.780664 ∣ generator_ganloss : 649.825391 ∣  [  std_z : 0.98  real_sub_fake : 3133.58 ]
[  epoch 0004/0040] 4520/4800, lr:1.0e-04 ∣ avg_100 : 31765.884440 ∣ critic_nllloss : 26559.908594 ∣ critic_ganloss : -765.295880 ∣ generator_nllloss : 5319.182813 ∣ generator_ganloss : 726.580859 ∣  [  std_z : 0.98  real_sub_fake : 3141.38 ]
[  epoch 0004/0040] 4530/4800, lr:1.0e-04 ∣ avg_100 : 31770.784093 ∣ critic_nllloss : 26571.870898 ∣ critic_ganloss : -911.884613 ∣ generator_nllloss : 5415.483008 ∣ generator_ganloss : 714.965967 ∣  [  std_z : 0.97  real_sub_fake : 3041.89 ]
[  epoch 0004/0040] 4540/4800, lr:1.0e-04 ∣ avg_100 : 31772.501711 ∣ critic_nllloss : 26493.934961 ∣ critic_ganloss : -746.262012 ∣ generator_nllloss : 5233.406250 ∣ generator_ganloss : 752.323657 ∣  [  std_z : 0.98  real_sub_fake : 3250.49 ]
[  epoch 0004/0040] 4550/4800, lr:1.0e-04 ∣ avg_100 : 31773.093219 ∣ critic_nllloss : 26316.206055 ∣ critic_ganloss : -726.949182 ∣ generator_nllloss : 5298.177734 ∣ generator_ganloss : 640.676904 ∣  [  std_z : 0.98  real_sub_fake : 2800.32 ]
[  epoch 0004/0040] 4560/4800, lr:1.0e-04 ∣ avg_100 : 31769.227745 ∣ critic_nllloss : 26454.789648 ∣ critic_ganloss : -866.493158 ∣ generator_nllloss : 5279.650195 ∣ generator_ganloss : 652.328516 ∣  [  std_z : 0.97  real_sub_fake : 3287.34 ]
[  epoch 0004/0040] 4570/4800, lr:1.0e-04 ∣ avg_100 : 31764.751777 ∣ critic_nllloss : 26360.713086 ∣ critic_ganloss : -805.797821 ∣ generator_nllloss : 5243.310156 ∣ generator_ganloss : 654.834473 ∣  [  std_z : 0.97  real_sub_fake : 2893.22 ]
[  epoch 0004/0040] 4580/4800, lr:1.0e-04 ∣ avg_100 : 31762.742194 ∣ critic_nllloss : 26434.561719 ∣ critic_ganloss : -825.841315 ∣ generator_nllloss : 5316.506836 ∣ generator_ganloss : 646.192139 ∣  [  std_z : 0.97  real_sub_fake : 3366.57 ]
[  epoch 0004/0040] 4590/4800, lr:1.0e-04 ∣ avg_100 : 31764.567944 ∣ critic_nllloss : 26571.065820 ∣ critic_ganloss : -850.007947 ∣ generator_nllloss : 5368.498242 ∣ generator_ganloss : 631.543896 ∣  [  std_z : 0.98  real_sub_fake : 3161.13 ]
[  epoch 0004/0040] 4600/4800, lr:1.0e-04 ∣ avg_100 : 31761.675695 ∣ critic_nllloss : 26580.214062 ∣ critic_ganloss : -935.447089 ∣ generator_nllloss : 5290.227539 ∣ generator_ganloss : 675.558936 ∣  [  std_z : 0.98  real_sub_fake : 3732.63 ]
[  epoch 0004/0040] 4610/4800, lr:1.0e-04 ∣ avg_100 : 31763.648350 ∣ critic_nllloss : 26652.791016 ∣ critic_ganloss : -819.616229 ∣ generator_nllloss : 5371.302539 ∣ generator_ganloss : 766.984668 ∣  [  std_z : 0.97  real_sub_fake : 3051.09 ]
[  epoch 0004/0040] 4620/4800, lr:1.0e-04 ∣ avg_100 : 31761.142620 ∣ critic_nllloss : 26308.816797 ∣ critic_ganloss : -793.590613 ∣ generator_nllloss : 5249.965625 ∣ generator_ganloss : 747.080103 ∣  [  std_z : 0.97  real_sub_fake : 3189.98 ]
[  epoch 0004/0040] 4630/4800, lr:1.0e-04 ∣ avg_100 : 31758.499897 ∣ critic_nllloss : 26387.042969 ∣ critic_ganloss : -880.912311 ∣ generator_nllloss : 5234.749219 ∣ generator_ganloss : 768.690674 ∣  [  std_z : 0.97  real_sub_fake : 3242.40 ]
[  epoch 0004/0040] 4640/4800, lr:1.0e-04 ∣ avg_100 : 31762.790812 ∣ critic_nllloss : 26403.224609 ∣ critic_ganloss : -620.370203 ∣ generator_nllloss : 5314.736719 ∣ generator_ganloss : 750.801074 ∣  [  std_z : 0.96  real_sub_fake : 2831.41 ]
[  epoch 0004/0040] 4650/4800, lr:1.0e-04 ∣ avg_100 : 31765.027201 ∣ critic_nllloss : 26384.517969 ∣ critic_ganloss : -763.440735 ∣ generator_nllloss : 5264.361328 ∣ generator_ganloss : 736.114966 ∣  [  std_z : 0.96  real_sub_fake : 2460.59 ]
[  epoch 0004/0040] 4660/4800, lr:1.0e-04 ∣ avg_100 : 31760.199554 ∣ critic_nllloss : 26283.078125 ∣ critic_ganloss : -906.534912 ∣ generator_nllloss : 5087.767578 ∣ generator_ganloss : 771.003467 ∣  [  std_z : 0.98  real_sub_fake : 3588.17 ]
[  epoch 0004/0040] 4670/4800, lr:1.0e-04 ∣ avg_100 : 31757.534167 ∣ critic_nllloss : 26477.943359 ∣ critic_ganloss : -865.646063 ∣ generator_nllloss : 5267.541406 ∣ generator_ganloss : 753.425952 ∣  [  std_z : 0.98  real_sub_fake : 3250.21 ]
[  epoch 0004/0040] 4680/4800, lr:1.0e-04 ∣ avg_100 : 31754.120436 ∣ critic_nllloss : 26622.984375 ∣ critic_ganloss : -903.020087 ∣ generator_nllloss : 5227.828516 ∣ generator_ganloss : 778.065674 ∣  [  std_z : 0.99  real_sub_fake : 3608.18 ]
[  epoch 0004/0040] 4690/4800, lr:1.0e-04 ∣ avg_100 : 31751.508734 ∣ critic_nllloss : 26564.883789 ∣ critic_ganloss : -912.901160 ∣ generator_nllloss : 5346.383984 ∣ generator_ganloss : 811.678076 ∣  [  std_z : 0.97  real_sub_fake : 3650.67 ]
[  epoch 0004/0040] 4700/4800, lr:1.0e-04 ∣ avg_100 : 31751.972544 ∣ critic_nllloss : 26444.292383 ∣ critic_ganloss : -915.540045 ∣ generator_nllloss : 5304.890234 ∣ generator_ganloss : 785.329932 ∣  [  std_z : 0.97  real_sub_fake : 3336.01 ]
[  epoch 0004/0040] 4710/4800, lr:1.0e-04 ∣ avg_100 : 31752.148466 ∣ critic_nllloss : 26523.842187 ∣ critic_ganloss : -787.889221 ∣ generator_nllloss : 5279.682031 ∣ generator_ganloss : 749.292383 ∣  [  std_z : 0.97  real_sub_fake : 3039.47 ]
[  epoch 0004/0040] 4720/4800, lr:1.0e-04 ∣ avg_100 : 31751.888367 ∣ critic_nllloss : 26428.356055 ∣ critic_ganloss : -789.023816 ∣ generator_nllloss : 5311.938086 ∣ generator_ganloss : 781.958325 ∣  [  std_z : 0.98  real_sub_fake : 3193.08 ]
[  epoch 0004/0040] 4730/4800, lr:1.0e-04 ∣ avg_100 : 31751.101614 ∣ critic_nllloss : 26455.733008 ∣ critic_ganloss : -873.036908 ∣ generator_nllloss : 5308.201953 ∣ generator_ganloss : 816.361279 ∣  [  std_z : 0.98  real_sub_fake : 3214.36 ]
[  epoch 0004/0040] 4740/4800, lr:1.0e-04 ∣ avg_100 : 31755.105545 ∣ critic_nllloss : 26648.575781 ∣ critic_ganloss : -971.050757 ∣ generator_nllloss : 5278.665234 ∣ generator_ganloss : 918.904443 ∣  [  std_z : 0.97  real_sub_fake : 4051.59 ]
[  epoch 0004/0040] 4750/4800, lr:1.0e-04 ∣ avg_100 : 31756.473503 ∣ critic_nllloss : 26546.543359 ∣ critic_ganloss : -783.763617 ∣ generator_nllloss : 5267.222461 ∣ generator_ganloss : 912.939648 ∣  [  std_z : 0.97  real_sub_fake : 2870.26 ]
[  epoch 0004/0040] 4760/4800, lr:1.0e-04 ∣ avg_100 : 31756.178214 ∣ critic_nllloss : 26405.131641 ∣ critic_ganloss : -780.118628 ∣ generator_nllloss : 5247.715234 ∣ generator_ganloss : 769.329297 ∣  [  std_z : 0.97  real_sub_fake : 2948.65 ]
[  epoch 0004/0040] 4770/4800, lr:1.0e-04 ∣ avg_100 : 31758.423107 ∣ critic_nllloss : 26459.559375 ∣ critic_ganloss : -769.370837 ∣ generator_nllloss : 5255.948438 ∣ generator_ganloss : 719.230957 ∣  [  std_z : 0.98  real_sub_fake : 2713.88 ]
[  epoch 0004/0040] 4780/4800, lr:1.0e-04 ∣ avg_100 : 31755.236587 ∣ critic_nllloss : 26482.102148 ∣ critic_ganloss : -913.939679 ∣ generator_nllloss : 5254.732422 ∣ generator_ganloss : 703.846094 ∣  [  std_z : 0.99  real_sub_fake : 3319.89 ]
[  epoch 0004/0040] 4790/4800, lr:1.0e-04 ∣ avg_100 : 31755.985011 ∣ critic_nllloss : 26620.941602 ∣ critic_ganloss : -856.325891 ∣ generator_nllloss : 5136.491016 ∣ generator_ganloss : 797.467041 ∣  [  std_z : 1.00  real_sub_fake : 3317.73 ]
[  epoch 0004/0040] 4800/4800, lr:1.0e-04 ∣ avg_100 : 31749.087904 ∣ critic_nllloss : 26348.325977 ∣ critic_ganloss : -867.526929 ∣ generator_nllloss : 5286.073438 ∣ generator_ganloss : 816.335083 ∣  [  std_z : 0.99  real_sub_fake : 3220.30 ]
[    val 004    ] Done! KLD: 0.033844: 0.043311y, 0:44:28, total: 1 day, 3:29:24                    
[  epoch 0005/0040] 0010/4800, lr:1.0e-04 ∣ avg_100 : 31741.890119 ∣ critic_nllloss : 26533.155664 ∣ critic_ganloss : -762.860455 ∣ generator_nllloss : 5218.404102 ∣ generator_ganloss : 828.226318 ∣  [  std_z : 0.98  real_sub_fake : 2979.26 ]
[  epoch 0005/0040] 0020/4800, lr:1.0e-04 ∣ avg_100 : 31737.400264 ∣ critic_nllloss : 26268.094141 ∣ critic_ganloss : -906.079608 ∣ generator_nllloss : 5203.663867 ∣ generator_ganloss : 937.318408 ∣  [  std_z : 0.96  real_sub_fake : 3568.82 ]
[  epoch 0005/0040] 0030/4800, lr:1.0e-04 ∣ avg_100 : 31740.428730 ∣ critic_nllloss : 26452.233984 ∣ critic_ganloss : -609.051941 ∣ generator_nllloss : 5363.731641 ∣ generator_ganloss : 1060.411182 ∣     [  std_z : 0.98  real_sub_fake : 2531.82 ]
[  epoch 0005/0040] 0040/4800, lr:1.0e-04 ∣ avg_100 : 31742.717163 ∣ critic_nllloss : 26195.720508 ∣ critic_ganloss : -574.276709 ∣ generator_nllloss : 5305.973633 ∣ generator_ganloss : 1115.036035 ∣     [  std_z : 0.96  real_sub_fake : 2346.86 ]
[  epoch 0005/0040] 0050/4800, lr:1.0e-04 ∣ avg_100 : 31740.537710 ∣ critic_nllloss : 26491.775781 ∣ critic_ganloss : -818.607556 ∣ generator_nllloss : 5304.306836 ∣ generator_ganloss : 904.142578 ∣  [  std_z : 0.97  real_sub_fake : 3123.60 ]
[  epoch 0005/0040] 0060/4800, lr:1.0e-04 ∣ avg_100 : 31741.705510 ∣ critic_nllloss : 26586.491992 ∣ critic_ganloss : -970.823779 ∣ generator_nllloss : 5336.109961 ∣ generator_ganloss : 834.450293 ∣  [  std_z : 0.97  real_sub_fake : 3271.33 ]
[  epoch 0005/0040] 0070/4800, lr:1.0e-04 ∣ avg_100 : 31737.131708 ∣ critic_nllloss : 26431.320508 ∣ critic_ganloss : -1054.888904 ∣ generator_nllloss : 5319.312500 ∣ generator_ganloss : 865.924756 ∣     [  std_z : 0.96  real_sub_fake : 4054.17 ]
[  epoch 0005/0040] 0080/4800, lr:1.0e-04 ∣ avg_100 : 31736.896264 ∣ critic_nllloss : 26484.227148 ∣ critic_ganloss : -654.988531 ∣ generator_nllloss : 5284.958984 ∣ generator_ganloss : 979.608691 ∣  [  std_z : 0.97  real_sub_fake : 3145.74 ]
[  epoch 0005/0040] 0090/4800, lr:1.0e-04 ∣ avg_100 : 31732.045599 ∣ critic_nllloss : 26381.650977 ∣ critic_ganloss : -874.091772 ∣ generator_nllloss : 5226.391211 ∣ generator_ganloss : 858.257227 ∣  [  std_z : 0.97  real_sub_fake : 2699.34 ]
[  epoch 0005/0040] 0100/4800, lr:1.0e-04 ∣ avg_100 : 31731.263337 ∣ critic_nllloss : 26387.890039 ∣ critic_ganloss : -805.441870 ∣ generator_nllloss : 5320.966992 ∣ generator_ganloss : 899.249951 ∣  [  std_z : 0.99  real_sub_fake : 3359.31 ]
[  epoch 0005/0040] 0110/4800, lr:1.0e-04 ∣ avg_100 : 31725.371785 ∣ critic_nllloss : 26250.555469 ∣ critic_ganloss : -917.160596 ∣ generator_nllloss : 5214.444727 ∣ generator_ganloss : 846.884717 ∣  [  std_z : 0.99  real_sub_fake : 3352.32 ]
[  epoch 0005/0040] 0120/4800, lr:1.0e-04 ∣ avg_100 : 31723.578236 ∣ critic_nllloss : 26374.451758 ∣ critic_ganloss : -908.921210 ∣ generator_nllloss : 5295.754883 ∣ generator_ganloss : 1016.656396 ∣     [  std_z : 0.98  real_sub_fake : 3505.84 ]
[  epoch 0005/0040] 0130/4800, lr:1.0e-04 ∣ avg_100 : 31722.264223 ∣ critic_nllloss : 26350.929297 ∣ critic_ganloss : -1048.349744 ∣ generator_nllloss : 5295.733789 ∣ generator_ganloss : 1001.725732 ∣    [  std_z : 0.97  real_sub_fake : 3763.79 ]
[  epoch 0005/0040] 0140/4800, lr:1.0e-04 ∣ avg_100 : 31723.034429 ∣ critic_nllloss : 26664.387891 ∣ critic_ganloss : -1145.942395 ∣ generator_nllloss : 5350.445312 ∣ generator_ganloss : 1166.765332 ∣    [  std_z : 0.97  real_sub_fake : 4693.87 ]
[  epoch 0005/0040] 0150/4800, lr:1.0e-04 ∣ avg_100 : 31721.742848 ∣ critic_nllloss : 26564.083789 ∣ critic_ganloss : -957.371844 ∣ generator_nllloss : 5245.604297 ∣ generator_ganloss : 915.555908 ∣  [  std_z : 0.97  real_sub_fake : 3365.25 ]
[  epoch 0005/0040] 0160/4800, lr:1.0e-04 ∣ avg_100 : 31718.100362 ∣ critic_nllloss : 26227.192383 ∣ critic_ganloss : -811.168060 ∣ generator_nllloss : 5344.447461 ∣ generator_ganloss : 788.162573 ∣  [  std_z : 0.97  real_sub_fake : 3103.24 ]
[  epoch 0005/0040] 0170/4800, lr:1.0e-04 ∣ avg_100 : 31720.242733 ∣ critic_nllloss : 26472.278906 ∣ critic_ganloss : -648.369482 ∣ generator_nllloss : 5353.687109 ∣ generator_ganloss : 782.383643 ∣  [  std_z : 0.97  real_sub_fake : 2690.18 ]
[  epoch 0005/0040] 0180/4800, lr:1.0e-04 ∣ avg_100 : 31716.804743 ∣ critic_nllloss : 26385.063867 ∣ critic_ganloss : -777.982922 ∣ generator_nllloss : 5380.304297 ∣ generator_ganloss : 627.275024 ∣  [  std_z : 0.98  real_sub_fake : 3120.01 ]
[  epoch 0005/0040] 0190/4800, lr:1.0e-04 ∣ avg_100 : 31719.520693 ∣ critic_nllloss : 26702.641211 ∣ critic_ganloss : -728.757574 ∣ generator_nllloss : 5316.809180 ∣ generator_ganloss : 738.364014 ∣  [  std_z : 0.98  real_sub_fake : 2584.70 ]
[  epoch 0005/0040] 0200/4800, lr:1.0e-04 ∣ avg_100 : 31720.686464 ∣ critic_nllloss : 26349.328711 ∣ critic_ganloss : -798.242389 ∣ generator_nllloss : 5283.223437 ∣ generator_ganloss : 692.844702 ∣  [  std_z : 0.98  real_sub_fake : 2993.41 ]
[  epoch 0005/0040] 0210/4800, lr:1.0e-04 ∣ avg_100 : 31717.262510 ∣ critic_nllloss : 26264.192383 ∣ critic_ganloss : -691.986456 ∣ generator_nllloss : 5360.270117 ∣ generator_ganloss : 700.922998 ∣  [  std_z : 0.97  real_sub_fake : 3190.77 ]
[  epoch 0005/0040] 0220/4800, lr:1.0e-04 ∣ avg_100 : 31721.383673 ∣ critic_nllloss : 26660.367969 ∣ critic_ganloss : -771.638336 ∣ generator_nllloss : 5331.868750 ∣ generator_ganloss : 680.412598 ∣  [  std_z : 0.97  real_sub_fake : 2513.74 ]
[  epoch 0005/0040] 0230/4800, lr:1.0e-04 ∣ avg_100 : 31718.706801 ∣ critic_nllloss : 26487.533203 ∣ critic_ganloss : -929.372357 ∣ generator_nllloss : 5250.608203 ∣ generator_ganloss : 746.699414 ∣  [  std_z : 0.97  real_sub_fake : 3401.03 ]
[  epoch 0005/0040] 0240/4800, lr:1.0e-04 ∣ avg_100 : 31718.793728 ∣ critic_nllloss : 26329.891602 ∣ critic_ganloss : -606.386536 ∣ generator_nllloss : 5333.298437 ∣ generator_ganloss : 795.153906 ∣  [  std_z : 0.98  real_sub_fake : 2830.06 ]
[  epoch 0005/0040] 0250/4800, lr:1.0e-04 ∣ avg_100 : 31714.899453 ∣ critic_nllloss : 26506.438477 ∣ critic_ganloss : -747.799664 ∣ generator_nllloss : 5308.397266 ∣ generator_ganloss : 818.278711 ∣  [  std_z : 0.98  real_sub_fake : 2364.58 ]
[  epoch 0005/0040] 0260/4800, lr:1.0e-04 ∣ avg_100 : 31717.294449 ∣ critic_nllloss : 26398.644727 ∣ critic_ganloss : -725.068024 ∣ generator_nllloss : 5332.939453 ∣ generator_ganloss : 750.526562 ∣  [  std_z : 0.97  real_sub_fake : 3288.04 ]
[  epoch 0005/0040] 0270/4800, lr:1.0e-04 ∣ avg_100 : 31715.371465 ∣ critic_nllloss : 26366.621875 ∣ critic_ganloss : -757.602094 ∣ generator_nllloss : 5283.819727 ∣ generator_ganloss : 736.216675 ∣  [  std_z : 0.97  real_sub_fake : 2527.75 ]
[  epoch 0005/0040] 0280/4800, lr:1.0e-04 ∣ avg_100 : 31714.328526 ∣ critic_nllloss : 26678.115430 ∣ critic_ganloss : -758.079626 ∣ generator_nllloss : 5309.172266 ∣ generator_ganloss : 602.315381 ∣  [  std_z : 0.98  real_sub_fake : 3311.47 ]
[  epoch 0005/0040] 0290/4800, lr:1.0e-04 ∣ avg_100 : 31711.816426 ∣ critic_nllloss : 26360.800000 ∣ critic_ganloss : -795.535254 ∣ generator_nllloss : 5353.472852 ∣ generator_ganloss : 604.718213 ∣  [  std_z : 0.97  real_sub_fake : 2688.10 ]
[  epoch 0005/0040] 0300/4800, lr:1.0e-04 ∣ avg_100 : 31711.306349 ∣ critic_nllloss : 26455.243555 ∣ critic_ganloss : -968.776862 ∣ generator_nllloss : 5246.074219 ∣ generator_ganloss : 656.002002 ∣  [  std_z : 0.98  real_sub_fake : 3816.99 ]
[  epoch 0005/0040] 0310/4800, lr:1.0e-04 ∣ avg_100 : 31713.316707 ∣ critic_nllloss : 26497.719922 ∣ critic_ganloss : -698.546124 ∣ generator_nllloss : 5326.566797 ∣ generator_ganloss : 750.334766 ∣  [  std_z : 0.99  real_sub_fake : 3198.87 ]
[  epoch 0005/0040] 0320/4800, lr:1.0e-04 ∣ avg_100 : 31716.085878 ∣ critic_nllloss : 26518.114453 ∣ critic_ganloss : -673.096890 ∣ generator_nllloss : 5243.146875 ∣ generator_ganloss : 694.555005 ∣  [  std_z : 0.99  real_sub_fake : 1902.94 ]
[  epoch 0005/0040] 0330/4800, lr:1.0e-04 ∣ avg_100 : 31712.695736 ∣ critic_nllloss : 26417.541602 ∣ critic_ganloss : -914.422577 ∣ generator_nllloss : 5282.631836 ∣ generator_ganloss : 575.072900 ∣  [  std_z : 0.98  real_sub_fake : 3776.57 ]
[  epoch 0005/0040] 0340/4800, lr:1.0e-04 ∣ avg_100 : 31711.494324 ∣ critic_nllloss : 26477.255469 ∣ critic_ganloss : -763.205750 ∣ generator_nllloss : 5292.318359 ∣ generator_ganloss : 635.800806 ∣  [  std_z : 0.97  real_sub_fake : 2816.52 ]
[  epoch 0005/0040] 0350/4800, lr:1.0e-04 ∣ avg_100 : 31707.379872 ∣ critic_nllloss : 26224.701758 ∣ critic_ganloss : -804.116693 ∣ generator_nllloss : 5208.170703 ∣ generator_ganloss : 652.498047 ∣  [  std_z : 0.96  real_sub_fake : 3304.48 ]
[  epoch 0005/0040] 0360/4800, lr:1.0e-04 ∣ avg_100 : 31708.024504 ∣ critic_nllloss : 26535.081641 ∣ critic_ganloss : -849.967035 ∣ generator_nllloss : 5323.683789 ∣ generator_ganloss : 764.320166 ∣  [  std_z : 0.97  real_sub_fake : 3124.53 ]
[  epoch 0005/0040] 0370/4800, lr:1.0e-04 ∣ avg_100 : 31704.421915 ∣ critic_nllloss : 26546.197266 ∣ critic_ganloss : -976.244818 ∣ generator_nllloss : 5247.395117 ∣ generator_ganloss : 665.196069 ∣  [  std_z : 0.97  real_sub_fake : 3636.16 ]
[  epoch 0005/0040] 0380/4800, lr:1.0e-04 ∣ avg_100 : 31696.328883 ∣ critic_nllloss : 26268.871875 ∣ critic_ganloss : -888.149469 ∣ generator_nllloss : 5199.259961 ∣ generator_ganloss : 616.889233 ∣  [  std_z : 0.97  real_sub_fake : 3677.87 ]
[  epoch 0005/0040] 0390/4800, lr:1.0e-04 ∣ avg_100 : 31693.734854 ∣ critic_nllloss : 26495.498633 ∣ critic_ganloss : -921.680585 ∣ generator_nllloss : 5326.331641 ∣ generator_ganloss : 651.794141 ∣  [  std_z : 0.98  real_sub_fake : 3376.93 ]
[  epoch 0005/0040] 0400/4800, lr:1.0e-04 ∣ avg_100 : 31694.515157 ∣ critic_nllloss : 26659.284375 ∣ critic_ganloss : -972.314856 ∣ generator_nllloss : 5349.116602 ∣ generator_ganloss : 736.728955 ∣  [  std_z : 0.99  real_sub_fake : 3814.78 ]
[  epoch 0005/0040] 0410/4800, lr:1.0e-04 ∣ avg_100 : 31689.456469 ∣ critic_nllloss : 26327.555078 ∣ critic_ganloss : -828.394086 ∣ generator_nllloss : 5206.981641 ∣ generator_ganloss : 636.385596 ∣  [  std_z : 0.98  real_sub_fake : 3426.38 ]
[  epoch 0005/0040] 0420/4800, lr:1.0e-04 ∣ avg_100 : 31689.929736 ∣ critic_nllloss : 26472.158984 ∣ critic_ganloss : -742.954297 ∣ generator_nllloss : 5285.701758 ∣ generator_ganloss : 548.684106 ∣  [  std_z : 0.98  real_sub_fake : 2641.74 ]
[  epoch 0005/0040] 0430/4800, lr:1.0e-04 ∣ avg_100 : 31687.503014 ∣ critic_nllloss : 26282.743164 ∣ critic_ganloss : -911.324329 ∣ generator_nllloss : 5275.410937 ∣ generator_ganloss : 557.993311 ∣  [  std_z : 0.97  real_sub_fake : 3280.71 ]
[  epoch 0005/0040] 0440/4800, lr:1.0e-04 ∣ avg_100 : 31692.575826 ∣ critic_nllloss : 26751.166016 ∣ critic_ganloss : -936.472070 ∣ generator_nllloss : 5374.154492 ∣ generator_ganloss : 592.561182 ∣  [  std_z : 0.99  real_sub_fake : 3842.83 ]
[  epoch 0005/0040] 0450/4800, lr:1.0e-04 ∣ avg_100 : 31692.196628 ∣ critic_nllloss : 26322.944531 ∣ critic_ganloss : -772.755219 ∣ generator_nllloss : 5217.677344 ∣ generator_ganloss : 638.563452 ∣  [  std_z : 0.97  real_sub_fake : 2937.37 ]
[  epoch 0005/0040] 0460/4800, lr:1.0e-04 ∣ avg_100 : 31688.749931 ∣ critic_nllloss : 26401.033398 ∣ critic_ganloss : -695.340393 ∣ generator_nllloss : 5262.639844 ∣ generator_ganloss : 593.092822 ∣  [  std_z : 0.98  real_sub_fake : 2735.62 ]
[  epoch 0005/0040] 0470/4800, lr:1.0e-04 ∣ avg_100 : 31690.998198 ∣ critic_nllloss : 26403.499414 ∣ critic_ganloss : -718.023120 ∣ generator_nllloss : 5260.887109 ∣ generator_ganloss : 531.000342 ∣  [  std_z : 0.98  real_sub_fake : 2455.55 ]
[  epoch 0005/0040] 0480/4800, lr:1.0e-04 ∣ avg_100 : 31692.529650 ∣ critic_nllloss : 26580.621484 ∣ critic_ganloss : -822.235553 ∣ generator_nllloss : 5277.564453 ∣ generator_ganloss : 540.804736 ∣  [  std_z : 0.98  real_sub_fake : 3727.72 ]
[  epoch 0005/0040] 0490/4800, lr:1.0e-04 ∣ avg_100 : 31688.581809 ∣ critic_nllloss : 26427.359766 ∣ critic_ganloss : -857.016589 ∣ generator_nllloss : 5235.938672 ∣ generator_ganloss : 547.249756 ∣  [  std_z : 0.99  real_sub_fake : 2916.27 ]
[  epoch 0005/0040] 0500/4800, lr:1.0e-04 ∣ avg_100 : 31687.210643 ∣ critic_nllloss : 26485.230859 ∣ critic_ganloss : -702.135889 ∣ generator_nllloss : 5334.600391 ∣ generator_ganloss : 614.254883 ∣  [  std_z : 0.99  real_sub_fake : 2627.43 ]
[  epoch 0005/0040] 0510/4800, lr:1.0e-04 ∣ avg_100 : 31685.333297 ∣ critic_nllloss : 26481.793945 ∣ critic_ganloss : -626.840076 ∣ generator_nllloss : 5263.738867 ∣ generator_ganloss : 618.480249 ∣  [  std_z : 0.98  real_sub_fake : 2697.20 ]
[  epoch 0005/0040] 0520/4800, lr:1.0e-04 ∣ avg_100 : 31683.980020 ∣ critic_nllloss : 26677.713477 ∣ critic_ganloss : -914.020355 ∣ generator_nllloss : 5327.454297 ∣ generator_ganloss : 664.640186 ∣  [  std_z : 0.97  real_sub_fake : 3090.14 ]
[  epoch 0005/0040] 0530/4800, lr:1.0e-04 ∣ avg_100 : 31678.385102 ∣ critic_nllloss : 26330.312695 ∣ critic_ganloss : -727.112097 ∣ generator_nllloss : 5227.002148 ∣ generator_ganloss : 735.805518 ∣  [  std_z : 0.96  real_sub_fake : 2996.09 ]
[  epoch 0005/0040] 0540/4800, lr:1.0e-04 ∣ avg_100 : 31675.773549 ∣ critic_nllloss : 26247.470898 ∣ critic_ganloss : -702.010571 ∣ generator_nllloss : 5256.451563 ∣ generator_ganloss : 759.620020 ∣  [  std_z : 0.96  real_sub_fake : 2831.92 ]
[  epoch 0005/0040] 0550/4800, lr:1.0e-04 ∣ avg_100 : 31678.755439 ∣ critic_nllloss : 26506.191211 ∣ critic_ganloss : -756.720245 ∣ generator_nllloss : 5309.888672 ∣ generator_ganloss : 735.319189 ∣  [  std_z : 0.98  real_sub_fake : 2819.54 ]
[  epoch 0005/0040] 0560/4800, lr:1.0e-04 ∣ avg_100 : 31675.886482 ∣ critic_nllloss : 26500.410742 ∣ critic_ganloss : -847.385657 ∣ generator_nllloss : 5214.792773 ∣ generator_ganloss : 697.332275 ∣  [  std_z : 0.98  real_sub_fake : 3094.39 ]
[  epoch 0005/0040] 0570/4800, lr:1.0e-04 ∣ avg_100 : 31675.359735 ∣ critic_nllloss : 26464.402539 ∣ critic_ganloss : -749.963690 ∣ generator_nllloss : 5201.132812 ∣ generator_ganloss : 705.667798 ∣  [  std_z : 0.99  real_sub_fake : 2986.34 ]
[  epoch 0005/0040] 0580/4800, lr:1.0e-04 ∣ avg_100 : 31674.516670 ∣ critic_nllloss : 26487.875781 ∣ critic_ganloss : -734.259247 ∣ generator_nllloss : 5193.126367 ∣ generator_ganloss : 817.927661 ∣  [  std_z : 0.99  real_sub_fake : 2982.21 ]
[  epoch 0005/0040] 0590/4800, lr:1.0e-04 ∣ avg_100 : 31669.927572 ∣ critic_nllloss : 26472.552148 ∣ critic_ganloss : -913.050513 ∣ generator_nllloss : 5234.023828 ∣ generator_ganloss : 641.464014 ∣  [  std_z : 0.98  real_sub_fake : 3221.63 ]
[  epoch 0005/0040] 0600/4800, lr:1.0e-04 ∣ avg_100 : 31667.971856 ∣ critic_nllloss : 26380.535156 ∣ critic_ganloss : -804.328040 ∣ generator_nllloss : 5240.210742 ∣ generator_ganloss : 669.008496 ∣  [  std_z : 0.97  real_sub_fake : 3473.61 ]
[  epoch 0005/0040] 0610/4800, lr:1.0e-04 ∣ avg_100 : 31666.543826 ∣ critic_nllloss : 26500.324219 ∣ critic_ganloss : -867.308698 ∣ generator_nllloss : 5325.748828 ∣ generator_ganloss : 705.087451 ∣  [  std_z : 0.96  real_sub_fake : 3128.09 ]
[  epoch 0005/0040] 0620/4800, lr:1.0e-04 ∣ avg_100 : 31665.693310 ∣ critic_nllloss : 26514.563867 ∣ critic_ganloss : -816.762903 ∣ generator_nllloss : 5204.261523 ∣ generator_ganloss : 847.492334 ∣  [  std_z : 0.96  real_sub_fake : 2989.43 ]
[  epoch 0005/0040] 0630/4800, lr:1.0e-04 ∣ avg_100 : 31664.701791 ∣ critic_nllloss : 26466.827344 ∣ critic_ganloss : -899.948328 ∣ generator_nllloss : 5234.163867 ∣ generator_ganloss : 861.145215 ∣  [  std_z : 0.99  real_sub_fake : 3599.25 ]
[  epoch 0005/0040] 0640/4800, lr:1.0e-04 ∣ avg_100 : 31667.258735 ∣ critic_nllloss : 26625.803125 ∣ critic_ganloss : -1045.767993 ∣ generator_nllloss : 5286.616016 ∣ generator_ganloss : 828.064673 ∣     [  std_z : 1.00  real_sub_fake : 4496.26 ]
[  epoch 0005/0040] 0650/4800, lr:1.0e-04 ∣ avg_100 : 31668.628253 ∣ critic_nllloss : 26640.822070 ∣ critic_ganloss : -730.842676 ∣ generator_nllloss : 5396.752344 ∣ generator_ganloss : 570.531836 ∣  [  std_z : 1.00  real_sub_fake : 2622.02 ]
[  epoch 0005/0040] 0660/4800, lr:1.0e-04 ∣ avg_100 : 31661.036749 ∣ critic_nllloss : 26487.381641 ∣ critic_ganloss : -905.960376 ∣ generator_nllloss : 5229.897656 ∣ generator_ganloss : 459.535864 ∣  [  std_z : 0.98  real_sub_fake : 3044.62 ]
[  epoch 0005/0040] 0670/4800, lr:1.0e-04 ∣ avg_100 : 31657.801588 ∣ critic_nllloss : 26453.047656 ∣ critic_ganloss : -959.680646 ∣ generator_nllloss : 5368.085156 ∣ generator_ganloss : 520.685815 ∣  [  std_z : 0.96  real_sub_fake : 3950.24 ]
[  epoch 0005/0040] 0680/4800, lr:1.0e-04 ∣ avg_100 : 31658.295186 ∣ critic_nllloss : 26442.425391 ∣ critic_ganloss : -836.679724 ∣ generator_nllloss : 5284.584180 ∣ generator_ganloss : 564.732397 ∣  [  std_z : 0.96  real_sub_fake : 2958.24 ]
[  epoch 0005/0040] 0690/4800, lr:1.0e-04 ∣ avg_100 : 31656.253613 ∣ critic_nllloss : 26428.953125 ∣ critic_ganloss : -809.831519 ∣ generator_nllloss : 5327.079687 ∣ generator_ganloss : 646.880762 ∣  [  std_z : 0.97  real_sub_fake : 3279.69 ]
[  epoch 0005/0040] 0700/4800, lr:1.0e-04 ∣ avg_100 : 31653.314661 ∣ critic_nllloss : 26162.858594 ∣ critic_ganloss : -870.767120 ∣ generator_nllloss : 5268.626172 ∣ generator_ganloss : 646.310303 ∣  [  std_z : 0.97  real_sub_fake : 3155.59 ]
[  epoch 0005/0040] 0710/4800, lr:1.0e-04 ∣ avg_100 : 31649.628971 ∣ critic_nllloss : 26319.357617 ∣ critic_ganloss : -836.481152 ∣ generator_nllloss : 5401.788672 ∣ generator_ganloss : 560.470776 ∣  [  std_z : 0.97  real_sub_fake : 3586.42 ]
[  epoch 0005/0040] 0720/4800, lr:1.0e-04 ∣ avg_100 : 31645.794545 ∣ critic_nllloss : 26569.145703 ∣ critic_ganloss : -1004.636285 ∣ generator_nllloss : 5298.826758 ∣ generator_ganloss : 593.597607 ∣     [  std_z : 0.97  real_sub_fake : 3474.49 ]
[  epoch 0005/0040] 0730/4800, lr:1.0e-04 ∣ avg_100 : 31644.041597 ∣ critic_nllloss : 26501.709375 ∣ critic_ganloss : -894.453619 ∣ generator_nllloss : 5311.412109 ∣ generator_ganloss : 696.472607 ∣  [  std_z : 0.97  real_sub_fake : 3670.77 ]
[  epoch 0005/0040] 0740/4800, lr:1.0e-04 ∣ avg_100 : 31643.338034 ∣ critic_nllloss : 26473.298828 ∣ critic_ganloss : -889.736902 ∣ generator_nllloss : 5334.006641 ∣ generator_ganloss : 745.477930 ∣  [  std_z : 0.99  real_sub_fake : 3137.01 ]
[  epoch 0005/0040] 0750/4800, lr:1.0e-04 ∣ avg_100 : 31647.381619 ∣ critic_nllloss : 26549.501563 ∣ critic_ganloss : -803.325476 ∣ generator_nllloss : 5330.341602 ∣ generator_ganloss : 855.952393 ∣  [  std_z : 0.99  real_sub_fake : 3335.33 ]
[  epoch 0005/0040] 0760/4800, lr:1.0e-04 ∣ avg_100 : 31648.158612 ∣ critic_nllloss : 26356.688086 ∣ critic_ganloss : -846.486786 ∣ generator_nllloss : 5257.538281 ∣ generator_ganloss : 830.234863 ∣  [  std_z : 0.97  real_sub_fake : 3168.89 ]
[  epoch 0005/0040] 0770/4800, lr:1.0e-04 ∣ avg_100 : 31653.810486 ∣ critic_nllloss : 26483.430859 ∣ critic_ganloss : -749.161707 ∣ generator_nllloss : 5341.710547 ∣ generator_ganloss : 942.267627 ∣  [  std_z : 0.97  real_sub_fake : 2965.43 ]
[  epoch 0005/0040] 0780/4800, lr:1.0e-04 ∣ avg_100 : 31653.862273 ∣ critic_nllloss : 26241.816406 ∣ critic_ganloss : -733.039148 ∣ generator_nllloss : 5288.451172 ∣ generator_ganloss : 779.369629 ∣  [  std_z : 0.96  real_sub_fake : 3016.51 ]
[  epoch 0005/0040] 0790/4800, lr:1.0e-04 ∣ avg_100 : 31655.254242 ∣ critic_nllloss : 26576.004688 ∣ critic_ganloss : -841.411182 ∣ generator_nllloss : 5244.677930 ∣ generator_ganloss : 881.025488 ∣  [  std_z : 0.97  real_sub_fake : 2882.15 ]
[  epoch 0005/0040] 0800/4800, lr:1.0e-04 ∣ avg_100 : 31654.520257 ∣ critic_nllloss : 26432.759375 ∣ critic_ganloss : -797.591840 ∣ generator_nllloss : 5188.735156 ∣ generator_ganloss : 713.252271 ∣  [  std_z : 0.98  real_sub_fake : 3485.19 ]
[  epoch 0005/0040] 0810/4800, lr:1.0e-04 ∣ avg_100 : 31648.757289 ∣ critic_nllloss : 26316.080859 ∣ critic_ganloss : -836.894409 ∣ generator_nllloss : 5221.127930 ∣ generator_ganloss : 694.850781 ∣  [  std_z : 0.99  real_sub_fake : 2781.06 ]
[  epoch 0005/0040] 0820/4800, lr:1.0e-04 ∣ avg_100 : 31650.003802 ∣ critic_nllloss : 26446.499023 ∣ critic_ganloss : -735.904645 ∣ generator_nllloss : 5276.965430 ∣ generator_ganloss : 649.363403 ∣  [  std_z : 0.99  real_sub_fake : 3192.64 ]
[  epoch 0005/0040] 0830/4800, lr:1.0e-04 ∣ avg_100 : 31652.949964 ∣ critic_nllloss : 26586.689063 ∣ critic_ganloss : -751.690271 ∣ generator_nllloss : 5347.529688 ∣ generator_ganloss : 621.658252 ∣  [  std_z : 0.98  real_sub_fake : 2601.97 ]
[  epoch 0005/0040] 0840/4800, lr:1.0e-04 ∣ avg_100 : 31651.750411 ∣ critic_nllloss : 26671.269336 ∣ critic_ganloss : -961.786237 ∣ generator_nllloss : 5292.370898 ∣ generator_ganloss : 726.582935 ∣  [  std_z : 0.98  real_sub_fake : 3500.08 ]
[  epoch 0005/0040] 0850/4800, lr:1.0e-04 ∣ avg_100 : 31655.952109 ∣ critic_nllloss : 26596.652148 ∣ critic_ganloss : -759.461652 ∣ generator_nllloss : 5340.956836 ∣ generator_ganloss : 863.575977 ∣  [  std_z : 0.98  real_sub_fake : 3105.81 ]
[  epoch 0005/0040] 0860/4800, lr:1.0e-04 ∣ avg_100 : 31662.908698 ∣ critic_nllloss : 26470.816602 ∣ critic_ganloss : -778.593909 ∣ generator_nllloss : 5297.409570 ∣ generator_ganloss : 941.340918 ∣  [  std_z : 0.96  real_sub_fake : 3143.25 ]
[  epoch 0005/0040] 0870/4800, lr:1.0e-04 ∣ avg_100 : 31663.065774 ∣ critic_nllloss : 26430.247852 ∣ critic_ganloss : -1005.359436 ∣ generator_nllloss : 5260.620117 ∣ generator_ganloss : 963.463672 ∣     [  std_z : 0.96  real_sub_fake : 3575.52 ]
[  epoch 0005/0040] 0880/4800, lr:1.0e-04 ∣ avg_100 : 31660.431858 ∣ critic_nllloss : 26249.871094 ∣ critic_ganloss : -972.216962 ∣ generator_nllloss : 5210.984570 ∣ generator_ganloss : 973.828223 ∣  [  std_z : 0.97  real_sub_fake : 3883.32 ]
[  epoch 0005/0040] 0890/4800, lr:1.0e-04 ∣ avg_100 : 31659.910272 ∣ critic_nllloss : 26511.529687 ∣ critic_ganloss : -1056.379919 ∣ generator_nllloss : 5325.650391 ∣ generator_ganloss : 977.085889 ∣     [  std_z : 0.99  real_sub_fake : 3880.84 ]
[  epoch 0005/0040] 0900/4800, lr:1.0e-04 ∣ avg_100 : 31662.092947 ∣ critic_nllloss : 26436.485938 ∣ critic_ganloss : -812.885260 ∣ generator_nllloss : 5242.211133 ∣ generator_ganloss : 971.428174 ∣  [  std_z : 0.99  real_sub_fake : 3636.74 ]
[  epoch 0005/0040] 0910/4800, lr:1.0e-04 ∣ avg_100 : 31663.099179 ∣ critic_nllloss : 26423.619727 ∣ critic_ganloss : -719.245215 ∣ generator_nllloss : 5337.782617 ∣ generator_ganloss : 823.393457 ∣  [  std_z : 0.98  real_sub_fake : 2593.53 ]
[  epoch 0005/0040] 0920/4800, lr:1.0e-04 ∣ avg_100 : 31659.464120 ∣ critic_nllloss : 26270.793750 ∣ critic_ganloss : -866.018823 ∣ generator_nllloss : 5317.371680 ∣ generator_ganloss : 647.576196 ∣  [  std_z : 0.97  real_sub_fake : 3242.04 ]
[  epoch 0005/0040] 0930/4800, lr:1.0e-04 ∣ avg_100 : 31657.338045 ∣ critic_nllloss : 26346.233984 ∣ critic_ganloss : -841.326746 ∣ generator_nllloss : 5295.277930 ∣ generator_ganloss : 694.466699 ∣  [  std_z : 0.96  real_sub_fake : 3315.76 ]
[  epoch 0005/0040] 0940/4800, lr:1.0e-04 ∣ avg_100 : 31655.721301 ∣ critic_nllloss : 26556.515820 ∣ critic_ganloss : -952.912463 ∣ generator_nllloss : 5349.516602 ∣ generator_ganloss : 760.300269 ∣  [  std_z : 0.97  real_sub_fake : 3595.03 ]
[  epoch 0005/0040] 0950/4800, lr:1.0e-04 ∣ avg_100 : 31651.582750 ∣ critic_nllloss : 26346.882812 ∣ critic_ganloss : -797.540784 ∣ generator_nllloss : 5223.861328 ∣ generator_ganloss : 755.883398 ∣  [  std_z : 0.99  real_sub_fake : 3302.15 ]
[  epoch 0005/0040] 0960/4800, lr:1.0e-04 ∣ avg_100 : 31652.912876 ∣ critic_nllloss : 26619.751367 ∣ critic_ganloss : -888.852325 ∣ generator_nllloss : 5314.626367 ∣ generator_ganloss : 729.544800 ∣  [  std_z : 1.00  real_sub_fake : 3113.44 ]
[  epoch 0005/0040] 0970/4800, lr:1.0e-04 ∣ avg_100 : 31652.342134 ∣ critic_nllloss : 26446.979687 ∣ critic_ganloss : -885.389612 ∣ generator_nllloss : 5266.924219 ∣ generator_ganloss : 779.779370 ∣  [  std_z : 0.98  real_sub_fake : 3342.55 ]
[  epoch 0005/0040] 0980/4800, lr:1.0e-04 ∣ avg_100 : 31652.262923 ∣ critic_nllloss : 26251.699219 ∣ critic_ganloss : -739.612500 ∣ generator_nllloss : 5275.822070 ∣ generator_ganloss : 730.911084 ∣  [  std_z : 0.98  real_sub_fake : 2864.82 ]
[  epoch 0005/0040] 0990/4800, lr:1.0e-04 ∣ avg_100 : 31650.439745 ∣ critic_nllloss : 26419.400195 ∣ critic_ganloss : -874.352295 ∣ generator_nllloss : 5277.705469 ∣ generator_ganloss : 693.502637 ∣  [  std_z : 0.97  real_sub_fake : 3275.11 ]
[  epoch 0005/0040] 1000/4800, lr:1.0e-04 ∣ avg_100 : 31650.886052 ∣ critic_nllloss : 26397.583984 ∣ critic_ganloss : -936.571472 ∣ generator_nllloss : 5294.634961 ∣ generator_ganloss : 872.190796 ∣  [  std_z : 0.98  real_sub_fake : 3685.56 ]
[  epoch 0005/0040] 1010/4800, lr:1.0e-04 ∣ avg_100 : 31649.713752 ∣ critic_nllloss : 26421.816992 ∣ critic_ganloss : -835.907434 ∣ generator_nllloss : 5265.375195 ∣ generator_ganloss : 848.410840 ∣  [  std_z : 0.98  real_sub_fake : 3287.95 ]
[  epoch 0005/0040] 1020/4800, lr:1.0e-04 ∣ avg_100 : 31653.260200 ∣ critic_nllloss : 26429.146680 ∣ critic_ganloss : -773.441028 ∣ generator_nllloss : 5356.422266 ∣ generator_ganloss : 845.513770 ∣  [  std_z : 0.98  real_sub_fake : 3111.54 ]
[  epoch 0005/0040] 1030/4800, lr:1.0e-04 ∣ avg_100 : 31647.479745 ∣ critic_nllloss : 26560.502734 ∣ critic_ganloss : -929.640570 ∣ generator_nllloss : 5278.963867 ∣ generator_ganloss : 779.453271 ∣  [  std_z : 0.99  real_sub_fake : 3233.28 ]
[  epoch 0005/0040] 1040/4800, lr:1.0e-04 ∣ avg_100 : 31643.986231 ∣ critic_nllloss : 26382.841992 ∣ critic_ganloss : -802.885254 ∣ generator_nllloss : 5272.099609 ∣ generator_ganloss : 841.045703 ∣  [  std_z : 0.96  real_sub_fake : 3228.72 ]
[  epoch 0005/0040] 1050/4800, lr:1.0e-04 ∣ avg_100 : 31644.382873 ∣ critic_nllloss : 26692.921484 ∣ critic_ganloss : -905.781622 ∣ generator_nllloss : 5255.963672 ∣ generator_ganloss : 878.178369 ∣  [  std_z : 0.97  real_sub_fake : 3359.89 ]
[  epoch 0005/0040] 1060/4800, lr:1.0e-04 ∣ avg_100 : 31645.498693 ∣ critic_nllloss : 26694.724414 ∣ critic_ganloss : -898.212646 ∣ generator_nllloss : 5328.316211 ∣ generator_ganloss : 772.982471 ∣  [  std_z : 0.97  real_sub_fake : 3699.98 ]
[  epoch 0005/0040] 1070/4800, lr:1.0e-04 ∣ avg_100 : 31647.759010 ∣ critic_nllloss : 26510.166211 ∣ critic_ganloss : -728.836627 ∣ generator_nllloss : 5293.728516 ∣ generator_ganloss : 712.642407 ∣  [  std_z : 0.98  real_sub_fake : 3091.48 ]
[  epoch 0005/0040] 1080/4800, lr:1.0e-04 ∣ avg_100 : 31645.453677 ∣ critic_nllloss : 26545.102539 ∣ critic_ganloss : -586.686795 ∣ generator_nllloss : 5219.249023 ∣ generator_ganloss : 685.608228 ∣  [  std_z : 0.99  real_sub_fake : 2035.19 ]
[  epoch 0005/0040] 1090/4800, lr:1.0e-04 ∣ avg_100 : 31646.349899 ∣ critic_nllloss : 26438.761719 ∣ critic_ganloss : -722.393042 ∣ generator_nllloss : 5310.588672 ∣ generator_ganloss : 654.872583 ∣  [  std_z : 0.99  real_sub_fake : 2819.61 ]
[  epoch 0005/0040] 1100/4800, lr:1.0e-04 ∣ avg_100 : 31646.957294 ∣ critic_nllloss : 26602.666602 ∣ critic_ganloss : -763.090454 ∣ generator_nllloss : 5397.146680 ∣ generator_ganloss : 626.681738 ∣  [  std_z : 0.99  real_sub_fake : 2893.75 ]
[  epoch 0005/0040] 1110/4800, lr:1.0e-04 ∣ avg_100 : 31646.961351 ∣ critic_nllloss : 26295.168945 ∣ critic_ganloss : -880.329504 ∣ generator_nllloss : 5307.066992 ∣ generator_ganloss : 673.223535 ∣  [  std_z : 0.98  real_sub_fake : 3291.29 ]
[  epoch 0005/0040] 1120/4800, lr:1.0e-04 ∣ avg_100 : 31646.582349 ∣ critic_nllloss : 26553.849219 ∣ critic_ganloss : -865.620490 ∣ generator_nllloss : 5399.371094 ∣ generator_ganloss : 652.441821 ∣  [  std_z : 0.97  real_sub_fake : 3469.74 ]
[  epoch 0005/0040] 1130/4800, lr:1.0e-04 ∣ avg_100 : 31648.556729 ∣ critic_nllloss : 26597.141797 ∣ critic_ganloss : -840.635699 ∣ generator_nllloss : 5370.223633 ∣ generator_ganloss : 670.747412 ∣  [  std_z : 0.96  real_sub_fake : 2883.79 ]
[  epoch 0005/0040] 1140/4800, lr:1.0e-04 ∣ avg_100 : 31643.602106 ∣ critic_nllloss : 26337.222070 ∣ critic_ganloss : -779.156683 ∣ generator_nllloss : 5273.312109 ∣ generator_ganloss : 708.816284 ∣  [  std_z : 0.96  real_sub_fake : 3396.75 ]
[  epoch 0005/0040] 1150/4800, lr:1.0e-04 ∣ avg_100 : 31643.135034 ∣ critic_nllloss : 26383.711328 ∣ critic_ganloss : -725.678876 ∣ generator_nllloss : 5307.167773 ∣ generator_ganloss : 755.964795 ∣  [  std_z : 0.97  real_sub_fake : 2324.12 ]
[  epoch 0005/0040] 1160/4800, lr:1.0e-04 ∣ avg_100 : 31648.038429 ∣ critic_nllloss : 26738.981445 ∣ critic_ganloss : -801.170605 ∣ generator_nllloss : 5316.463672 ∣ generator_ganloss : 784.699316 ∣  [  std_z : 0.98  real_sub_fake : 3424.25 ]
[  epoch 0005/0040] 1170/4800, lr:1.0e-04 ∣ avg_100 : 31646.757324 ∣ critic_nllloss : 26439.296875 ∣ critic_ganloss : -741.920654 ∣ generator_nllloss : 5296.423242 ∣ generator_ganloss : 838.070166 ∣  [  std_z : 0.97  real_sub_fake : 3007.39 ]
[  epoch 0005/0040] 1180/4800, lr:1.0e-04 ∣ avg_100 : 31651.382099 ∣ critic_nllloss : 26365.144336 ∣ critic_ganloss : -398.097900 ∣ generator_nllloss : 5223.386914 ∣ generator_ganloss : 886.704395 ∣  [  std_z : 0.98  real_sub_fake : 1724.11 ]
[  epoch 0005/0040] 1190/4800, lr:1.0e-04 ∣ avg_100 : 31651.728769 ∣ critic_nllloss : 26560.882031 ∣ critic_ganloss : -575.300452 ∣ generator_nllloss : 5358.685938 ∣ generator_ganloss : 719.456372 ∣  [  std_z : 0.98  real_sub_fake : 1613.57 ]
[  epoch 0005/0040] 1200/4800, lr:1.0e-04 ∣ avg_100 : 31653.257274 ∣ critic_nllloss : 26408.734180 ∣ critic_ganloss : -734.884204 ∣ generator_nllloss : 5312.515430 ∣ generator_ganloss : 693.639575 ∣  [  std_z : 0.97  real_sub_fake : 2958.15 ]
[  epoch 0005/0040] 1210/4800, lr:1.0e-04 ∣ avg_100 : 31656.854121 ∣ critic_nllloss : 26551.769336 ∣ critic_ganloss : -714.449646 ∣ generator_nllloss : 5282.176758 ∣ generator_ganloss : 873.587305 ∣  [  std_z : 0.98  real_sub_fake : 2603.81 ]
[  epoch 0005/0040] 1220/4800, lr:1.0e-04 ∣ avg_100 : 31655.099101 ∣ critic_nllloss : 26580.762891 ∣ critic_ganloss : -981.540820 ∣ generator_nllloss : 5340.195898 ∣ generator_ganloss : 786.090967 ∣  [  std_z : 0.97  real_sub_fake : 3599.31 ]
[  epoch 0005/0040] 1230/4800, lr:1.0e-04 ∣ avg_100 : 31659.418512 ∣ critic_nllloss : 26360.481250 ∣ critic_ganloss : -804.402924 ∣ generator_nllloss : 5419.836523 ∣ generator_ganloss : 1011.494678 ∣     [  std_z : 0.98  real_sub_fake : 3006.51 ]
[  epoch 0005/0040] 1240/4800, lr:1.0e-04 ∣ avg_100 : 31662.893297 ∣ critic_nllloss : 26520.951367 ∣ critic_ganloss : -659.399829 ∣ generator_nllloss : 5299.402344 ∣ generator_ganloss : 1038.482031 ∣     [  std_z : 0.98  real_sub_fake : 3009.58 ]
[  epoch 0005/0040] 1250/4800, lr:1.0e-04 ∣ avg_100 : 31661.208121 ∣ critic_nllloss : 26252.886523 ∣ critic_ganloss : -662.264893 ∣ generator_nllloss : 5263.900195 ∣ generator_ganloss : 862.275391 ∣  [  std_z : 0.97  real_sub_fake : 2488.00 ]
[  epoch 0005/0040] 1260/4800, lr:1.0e-04 ∣ avg_100 : 31659.991198 ∣ critic_nllloss : 26421.141406 ∣ critic_ganloss : -857.546136 ∣ generator_nllloss : 5226.534766 ∣ generator_ganloss : 845.220361 ∣  [  std_z : 0.98  real_sub_fake : 2929.10 ]
[  epoch 0005/0040] 1270/4800, lr:1.0e-04 ∣ avg_100 : 31662.133455 ∣ critic_nllloss : 26409.166406 ∣ critic_ganloss : -760.080365 ∣ generator_nllloss : 5393.188281 ∣ generator_ganloss : 801.007544 ∣  [  std_z : 0.98  real_sub_fake : 3468.66 ]
[  epoch 0005/0040] 1280/4800, lr:1.0e-04 ∣ avg_100 : 31663.488567 ∣ critic_nllloss : 26522.037109 ∣ critic_ganloss : -757.557990 ∣ generator_nllloss : 5326.703125 ∣ generator_ganloss : 875.852490 ∣  [  std_z : 0.98  real_sub_fake : 2437.65 ]
[  epoch 0005/0040] 1290/4800, lr:1.0e-04 ∣ avg_100 : 31663.916081 ∣ critic_nllloss : 26379.927930 ∣ critic_ganloss : -849.175909 ∣ generator_nllloss : 5182.499805 ∣ generator_ganloss : 852.955322 ∣  [  std_z : 0.97  real_sub_fake : 3349.53 ]
[  epoch 0005/0040] 1300/4800, lr:1.0e-04 ∣ avg_100 : 31668.819802 ∣ critic_nllloss : 26537.207031 ∣ critic_ganloss : -741.515930 ∣ generator_nllloss : 5272.548242 ∣ generator_ganloss : 810.675732 ∣  [  std_z : 0.97  real_sub_fake : 3092.58 ]
[  epoch 0005/0040] 1310/4800, lr:1.0e-04 ∣ avg_100 : 31666.680356 ∣ critic_nllloss : 26378.722266 ∣ critic_ganloss : -827.466095 ∣ generator_nllloss : 5265.045313 ∣ generator_ganloss : 845.829199 ∣  [  std_z : 0.97  real_sub_fake : 3101.20 ]
[  epoch 0005/0040] 1320/4800, lr:1.0e-04 ∣ avg_100 : 31667.370627 ∣ critic_nllloss : 26622.639844 ∣ critic_ganloss : -891.932257 ∣ generator_nllloss : 5336.714258 ∣ generator_ganloss : 784.324731 ∣  [  std_z : 0.97  real_sub_fake : 3584.37 ]
[  epoch 0005/0040] 1330/4800, lr:1.0e-04 ∣ avg_100 : 31676.006120 ∣ critic_nllloss : 26514.153320 ∣ critic_ganloss : -473.907892 ∣ generator_nllloss : 5300.779883 ∣ generator_ganloss : 883.347754 ∣  [  std_z : 0.98  real_sub_fake : 2110.02 ]
[  epoch 0005/0040] 1340/4800, lr:1.0e-04 ∣ avg_100 : 31677.454197 ∣ critic_nllloss : 26400.024805 ∣ critic_ganloss : -641.429657 ∣ generator_nllloss : 5246.298633 ∣ generator_ganloss : 782.082764 ∣  [  std_z : 0.98  real_sub_fake : 1792.49 ]
[  epoch 0005/0040] 1350/4800, lr:1.0e-04 ∣ avg_100 : 31682.258368 ∣ critic_nllloss : 26461.217578 ∣ critic_ganloss : -686.547369 ∣ generator_nllloss : 5271.376953 ∣ generator_ganloss : 715.623779 ∣  [  std_z : 0.98  real_sub_fake : 3006.05 ]
[  epoch 0005/0040] 1360/4800, lr:1.0e-04 ∣ avg_100 : 31680.405638 ∣ critic_nllloss : 26438.315820 ∣ critic_ganloss : -663.820386 ∣ generator_nllloss : 5208.373047 ∣ generator_ganloss : 604.977100 ∣  [  std_z : 1.00  real_sub_fake : 2506.41 ]
[  epoch 0005/0040] 1370/4800, lr:1.0e-04 ∣ avg_100 : 31681.916361 ∣ critic_nllloss : 26467.764844 ∣ critic_ganloss : -859.583246 ∣ generator_nllloss : 5389.665234 ∣ generator_ganloss : 635.769092 ∣  [  std_z : 0.98  real_sub_fake : 2933.09 ]
[  epoch 0005/0040] 1380/4800, lr:1.0e-04 ∣ avg_100 : 31681.621810 ∣ critic_nllloss : 26231.681055 ∣ critic_ganloss : -974.975671 ∣ generator_nllloss : 5163.588086 ∣ generator_ganloss : 747.122998 ∣  [  std_z : 0.97  real_sub_fake : 3792.21 ]
[  epoch 0005/0040] 1390/4800, lr:1.0e-04 ∣ avg_100 : 31685.491188 ∣ critic_nllloss : 26544.840820 ∣ critic_ganloss : -717.235657 ∣ generator_nllloss : 5351.070117 ∣ generator_ganloss : 760.206372 ∣  [  std_z : 0.97  real_sub_fake : 3307.91 ]
[  epoch 0005/0040] 1400/4800, lr:1.0e-04 ∣ avg_100 : 31683.291323 ∣ critic_nllloss : 26342.106445 ∣ critic_ganloss : -715.111475 ∣ generator_nllloss : 5224.691406 ∣ generator_ganloss : 701.142236 ∣  [  std_z : 0.97  real_sub_fake : 2504.82 ]
[  epoch 0005/0040] 1410/4800, lr:1.0e-04 ∣ avg_100 : 31686.268379 ∣ critic_nllloss : 26510.040234 ∣ critic_ganloss : -932.357916 ∣ generator_nllloss : 5353.063672 ∣ generator_ganloss : 709.487866 ∣  [  std_z : 0.97  real_sub_fake : 3371.19 ]
[  epoch 0005/0040] 1420/4800, lr:1.0e-04 ∣ avg_100 : 31688.725519 ∣ critic_nllloss : 26467.377148 ∣ critic_ganloss : -764.541486 ∣ generator_nllloss : 5263.432813 ∣ generator_ganloss : 843.036035 ∣  [  std_z : 0.98  real_sub_fake : 3219.15 ]
[  epoch 0005/0040] 1430/4800, lr:1.0e-04 ∣ avg_100 : 31694.984798 ∣ critic_nllloss : 26575.144727 ∣ critic_ganloss : -737.574597 ∣ generator_nllloss : 5299.337500 ∣ generator_ganloss : 693.843335 ∣  [  std_z : 0.99  real_sub_fake : 3164.61 ]
[  epoch 0005/0040] 1440/4800, lr:1.0e-04 ∣ avg_100 : 31694.663906 ∣ critic_nllloss : 26674.310937 ∣ critic_ganloss : -893.017743 ∣ generator_nllloss : 5346.109570 ∣ generator_ganloss : 621.917627 ∣  [  std_z : 0.98  real_sub_fake : 2756.13 ]
[  epoch 0005/0040] 1450/4800, lr:1.0e-04 ∣ avg_100 : 31696.954117 ∣ critic_nllloss : 26398.917578 ∣ critic_ganloss : -777.074005 ∣ generator_nllloss : 5382.919336 ∣ generator_ganloss : 630.688379 ∣  [  std_z : 0.98  real_sub_fake : 3159.58 ]
[  epoch 0005/0040] 1460/4800, lr:1.0e-04 ∣ avg_100 : 31696.718155 ∣ critic_nllloss : 26427.732031 ∣ critic_ganloss : -775.809033 ∣ generator_nllloss : 5226.163672 ∣ generator_ganloss : 659.742725 ∣  [  std_z : 0.98  real_sub_fake : 3203.30 ]
[  epoch 0005/0040] 1470/4800, lr:1.0e-04 ∣ avg_100 : 31695.959102 ∣ critic_nllloss : 26214.493359 ∣ critic_ganloss : -710.100336 ∣ generator_nllloss : 5179.534180 ∣ generator_ganloss : 717.531250 ∣  [  std_z : 0.96  real_sub_fake : 3008.15 ]
[  epoch 0005/0040] 1480/4800, lr:1.0e-04 ∣ avg_100 : 31695.561974 ∣ critic_nllloss : 26345.639453 ∣ critic_ganloss : -707.078381 ∣ generator_nllloss : 5254.559961 ∣ generator_ganloss : 643.921289 ∣  [  std_z : 0.99  real_sub_fake : 2254.67 ]
[  epoch 0005/0040] 1490/4800, lr:1.0e-04 ∣ avg_100 : 31696.278150 ∣ critic_nllloss : 26149.736719 ∣ critic_ganloss : -659.365979 ∣ generator_nllloss : 5301.789453 ∣ generator_ganloss : 632.989063 ∣  [  std_z : 0.97  real_sub_fake : 2772.29 ]
[  epoch 0005/0040] 1500/4800, lr:1.0e-04 ∣ avg_100 : 31695.401842 ∣ critic_nllloss : 26473.130859 ∣ critic_ganloss : -810.535339 ∣ generator_nllloss : 5276.275977 ∣ generator_ganloss : 705.447974 ∣  [  std_z : 0.98  real_sub_fake : 2991.98 ]
[  epoch 0005/0040] 1510/4800, lr:1.0e-04 ∣ avg_100 : 31695.440416 ∣ critic_nllloss : 26601.938086 ∣ critic_ganloss : -865.226978 ∣ generator_nllloss : 5322.971484 ∣ generator_ganloss : 681.347754 ∣  [  std_z : 0.98  real_sub_fake : 3312.94 ]
[  epoch 0005/0040] 1520/4800, lr:1.0e-04 ∣ avg_100 : 31696.889180 ∣ critic_nllloss : 26519.503125 ∣ critic_ganloss : -628.210312 ∣ generator_nllloss : 5355.333984 ∣ generator_ganloss : 654.037231 ∣  [  std_z : 0.97  real_sub_fake : 2513.26 ]
[  epoch 0005/0040] 1530/4800, lr:1.0e-04 ∣ avg_100 : 31697.473078 ∣ critic_nllloss : 26533.016016 ∣ critic_ganloss : -800.090845 ∣ generator_nllloss : 5266.704687 ∣ generator_ganloss : 624.768140 ∣  [  std_z : 0.97  real_sub_fake : 2976.43 ]
[  epoch 0005/0040] 1540/4800, lr:1.0e-04 ∣ avg_100 : 31695.939729 ∣ critic_nllloss : 26411.369531 ∣ critic_ganloss : -810.534509 ∣ generator_nllloss : 5146.621875 ∣ generator_ganloss : 660.740186 ∣  [  std_z : 0.98  real_sub_fake : 3193.15 ]
[  epoch 0005/0040] 1550/4800, lr:1.0e-04 ∣ avg_100 : 31692.581718 ∣ critic_nllloss : 26279.096094 ∣ critic_ganloss : -766.549664 ∣ generator_nllloss : 5258.784570 ∣ generator_ganloss : 687.546729 ∣  [  std_z : 0.98  real_sub_fake : 2576.92 ]
[  epoch 0005/0040] 1560/4800, lr:1.0e-04 ∣ avg_100 : 31693.612577 ∣ critic_nllloss : 26378.669531 ∣ critic_ganloss : -808.965088 ∣ generator_nllloss : 5336.105664 ∣ generator_ganloss : 762.425903 ∣  [  std_z : 1.00  real_sub_fake : 3281.36 ]
[  epoch 0005/0040] 1570/4800, lr:1.0e-04 ∣ avg_100 : 31693.949092 ∣ critic_nllloss : 26382.522070 ∣ critic_ganloss : -697.385498 ∣ generator_nllloss : 5211.902148 ∣ generator_ganloss : 757.852246 ∣  [  std_z : 0.98  real_sub_fake : 2910.88 ]
[  epoch 0005/0040] 1580/4800, lr:1.0e-04 ∣ avg_100 : 31696.047547 ∣ critic_nllloss : 26496.761523 ∣ critic_ganloss : -670.530139 ∣ generator_nllloss : 5422.234180 ∣ generator_ganloss : 726.050464 ∣  [  std_z : 0.97  real_sub_fake : 2179.97 ]
[  epoch 0005/0040] 1590/4800, lr:1.0e-04 ∣ avg_100 : 31701.876123 ∣ critic_nllloss : 26650.864063 ∣ critic_ganloss : -723.633221 ∣ generator_nllloss : 5307.337305 ∣ generator_ganloss : 783.278906 ∣  [  std_z : 0.96  real_sub_fake : 3103.28 ]
[  epoch 0005/0040] 1600/4800, lr:1.0e-04 ∣ avg_100 : 31702.958623 ∣ critic_nllloss : 26241.813281 ∣ critic_ganloss : -648.266510 ∣ generator_nllloss : 5236.722461 ∣ generator_ganloss : 763.407178 ∣  [  std_z : 0.96  real_sub_fake : 2401.15 ]
[  epoch 0005/0040] 1610/4800, lr:1.0e-04 ∣ avg_100 : 31701.441163 ∣ critic_nllloss : 26238.444531 ∣ critic_ganloss : -773.851886 ∣ generator_nllloss : 5246.915234 ∣ generator_ganloss : 800.597852 ∣  [  std_z : 0.97  real_sub_fake : 2763.73 ]
[  epoch 0005/0040] 1620/4800, lr:1.0e-04 ∣ avg_100 : 31704.422552 ∣ critic_nllloss : 26488.513672 ∣ critic_ganloss : -714.006158 ∣ generator_nllloss : 5374.091602 ∣ generator_ganloss : 899.094629 ∣  [  std_z : 0.99  real_sub_fake : 2918.01 ]
[  epoch 0005/0040] 1630/4800, lr:1.0e-04 ∣ avg_100 : 31705.431781 ∣ critic_nllloss : 26542.667383 ∣ critic_ganloss : -1073.167883 ∣ generator_nllloss : 5333.640430 ∣ generator_ganloss : 959.971094 ∣     [  std_z : 0.98  real_sub_fake : 3963.38 ]
[  epoch 0005/0040] 1640/4800, lr:1.0e-04 ∣ avg_100 : 31707.319668 ∣ critic_nllloss : 26218.413867 ∣ critic_ganloss : -651.415845 ∣ generator_nllloss : 5298.591406 ∣ generator_ganloss : 1017.915137 ∣     [  std_z : 0.97  real_sub_fake : 2672.03 ]
[  epoch 0005/0040] 1650/4800, lr:1.0e-04 ∣ avg_100 : 31707.959918 ∣ critic_nllloss : 26284.978711 ∣ critic_ganloss : -537.381763 ∣ generator_nllloss : 5244.557422 ∣ generator_ganloss : 949.134131 ∣  [  std_z : 0.95  real_sub_fake : 1997.25 ]
[  epoch 0005/0040] 1660/4800, lr:1.0e-04 ∣ avg_100 : 31709.741779 ∣ critic_nllloss : 26184.260156 ∣ critic_ganloss : -720.993073 ∣ generator_nllloss : 5208.100781 ∣ generator_ganloss : 777.673022 ∣  [  std_z : 0.96  real_sub_fake : 2968.60 ]
[  epoch 0005/0040] 1670/4800, lr:1.0e-04 ∣ avg_100 : 31714.696641 ∣ critic_nllloss : 26483.937305 ∣ critic_ganloss : -779.279980 ∣ generator_nllloss : 5322.732813 ∣ generator_ganloss : 850.234082 ∣  [  std_z : 0.99  real_sub_fake : 2742.08 ]
[  epoch 0005/0040] 1680/4800, lr:1.0e-04 ∣ avg_100 : 31716.988259 ∣ critic_nllloss : 26441.970703 ∣ critic_ganloss : -696.327631 ∣ generator_nllloss : 5205.262305 ∣ generator_ganloss : 733.318652 ∣  [  std_z : 0.99  real_sub_fake : 3306.30 ]
[  epoch 0005/0040] 1690/4800, lr:1.0e-04 ∣ avg_100 : 31719.772902 ∣ critic_nllloss : 26532.782422 ∣ critic_ganloss : -845.231891 ∣ generator_nllloss : 5355.549023 ∣ generator_ganloss : 828.446826 ∣  [  std_z : 0.99  real_sub_fake : 2481.14 ]
[  epoch 0005/0040] 1700/4800, lr:1.0e-04 ∣ avg_100 : 31725.331091 ∣ critic_nllloss : 26447.086328 ∣ critic_ganloss : -754.401068 ∣ generator_nllloss : 5317.415820 ∣ generator_ganloss : 752.745776 ∣  [  std_z : 0.97  real_sub_fake : 3737.67 ]
[  epoch 0005/0040] 1710/4800, lr:1.0e-04 ∣ avg_100 : 31725.153491 ∣ critic_nllloss : 26264.832031 ∣ critic_ganloss : -612.718054 ∣ generator_nllloss : 5194.909375 ∣ generator_ganloss : 580.352563 ∣  [  std_z : 0.97  real_sub_fake : 1779.80 ]
[  epoch 0005/0040] 1720/4800, lr:1.0e-04 ∣ avg_100 : 31726.083479 ∣ critic_nllloss : 26426.101367 ∣ critic_ganloss : -791.264227 ∣ generator_nllloss : 5289.173828 ∣ generator_ganloss : 625.921606 ∣  [  std_z : 0.98  real_sub_fake : 2840.17 ]
[  epoch 0005/0040] 1730/4800, lr:1.0e-04 ∣ avg_100 : 31727.049967 ∣ critic_nllloss : 26354.519922 ∣ critic_ganloss : -654.239087 ∣ generator_nllloss : 5248.941992 ∣ generator_ganloss : 762.566455 ∣  [  std_z : 0.99  real_sub_fake : 2780.82 ]
[  epoch 0005/0040] 1740/4800, lr:1.0e-04 ∣ avg_100 : 31727.458719 ∣ critic_nllloss : 26253.616602 ∣ critic_ganloss : -582.649677 ∣ generator_nllloss : 5251.724805 ∣ generator_ganloss : 781.229932 ∣  [  std_z : 0.99  real_sub_fake : 2414.34 ]
[  epoch 0005/0040] 1750/4800, lr:1.0e-04 ∣ avg_100 : 31724.516058 ∣ critic_nllloss : 26451.536328 ∣ critic_ganloss : -768.596088 ∣ generator_nllloss : 5234.939062 ∣ generator_ganloss : 720.324634 ∣  [  std_z : 0.98  real_sub_fake : 2532.25 ]
[  epoch 0005/0040] 1760/4800, lr:1.0e-04 ∣ avg_100 : 31723.699286 ∣ critic_nllloss : 26326.241406 ∣ critic_ganloss : -793.272345 ∣ generator_nllloss : 5232.476562 ∣ generator_ganloss : 750.851660 ∣  [  std_z : 0.97  real_sub_fake : 3820.06 ]
[  epoch 0005/0040] 1770/4800, lr:1.0e-04 ∣ avg_100 : 31720.330938 ∣ critic_nllloss : 26429.215430 ∣ critic_ganloss : -804.269604 ∣ generator_nllloss : 5354.777734 ∣ generator_ganloss : 701.689014 ∣  [  std_z : 0.98  real_sub_fake : 2310.69 ]
[  epoch 0005/0040] 1780/4800, lr:1.0e-04 ∣ avg_100 : 31718.901364 ∣ critic_nllloss : 26526.966211 ∣ critic_ganloss : -1017.418976 ∣ generator_nllloss : 5212.533984 ∣ generator_ganloss : 711.559351 ∣     [  std_z : 0.98  real_sub_fake : 3566.60 ]
[  epoch 0005/0040] 1790/4800, lr:1.0e-04 ∣ avg_100 : 31715.404974 ∣ critic_nllloss : 26182.774805 ∣ critic_ganloss : -543.680908 ∣ generator_nllloss : 5235.161328 ∣ generator_ganloss : 636.402710 ∣  [  std_z : 0.98  real_sub_fake : 2984.45 ]
[  epoch 0005/0040] 1800/4800, lr:1.0e-04 ∣ avg_100 : 31716.202081 ∣ critic_nllloss : 26484.008008 ∣ critic_ganloss : -755.252203 ∣ generator_nllloss : 5353.831836 ∣ generator_ganloss : 534.278076 ∣  [  std_z : 0.98  real_sub_fake : 2449.43 ]
[  epoch 0005/0040] 1810/4800, lr:1.0e-04 ∣ avg_100 : 31717.238813 ∣ critic_nllloss : 26330.229492 ∣ critic_ganloss : -717.150928 ∣ generator_nllloss : 5254.254687 ∣ generator_ganloss : 631.505078 ∣  [  std_z : 0.98  real_sub_fake : 3196.76 ]
[  epoch 0005/0040] 1820/4800, lr:1.0e-04 ∣ avg_100 : 31718.951227 ∣ critic_nllloss : 26573.641602 ∣ critic_ganloss : -771.542999 ∣ generator_nllloss : 5323.823633 ∣ generator_ganloss : 682.242358 ∣  [  std_z : 0.98  real_sub_fake : 2648.56 ]
[  epoch 0005/0040] 1830/4800, lr:1.0e-04 ∣ avg_100 : 31712.404860 ∣ critic_nllloss : 26052.816016 ∣ critic_ganloss : -797.803528 ∣ generator_nllloss : 5227.511133 ∣ generator_ganloss : 667.026440 ∣  [  std_z : 0.97  real_sub_fake : 2740.14 ]
[  epoch 0005/0040] 1840/4800, lr:1.0e-04 ∣ avg_100 : 31706.791041 ∣ critic_nllloss : 26077.946484 ∣ critic_ganloss : -794.820825 ∣ generator_nllloss : 5268.333203 ∣ generator_ganloss : 615.596216 ∣  [  std_z : 0.98  real_sub_fake : 3579.00 ]
[  epoch 0005/0040] 1850/4800, lr:1.0e-04 ∣ avg_100 : 31701.534398 ∣ critic_nllloss : 26613.944922 ∣ critic_ganloss : -901.969946 ∣ generator_nllloss : 5281.927344 ∣ generator_ganloss : 522.156641 ∣  [  std_z : 0.99  real_sub_fake : 2893.77 ]
[  epoch 0005/0040] 1860/4800, lr:1.0e-04 ∣ avg_100 : 31696.644950 ∣ critic_nllloss : 26403.856055 ∣ critic_ganloss : -887.554456 ∣ generator_nllloss : 5352.760938 ∣ generator_ganloss : 572.965820 ∣  [  std_z : 0.98  real_sub_fake : 3769.44 ]
[  epoch 0005/0040] 1870/4800, lr:1.0e-04 ∣ avg_100 : 31694.881443 ∣ critic_nllloss : 26612.843945 ∣ critic_ganloss : -1083.020679 ∣ generator_nllloss : 5313.807422 ∣ generator_ganloss : 628.990845 ∣     [  std_z : 0.99  real_sub_fake : 3655.64 ]
[  epoch 0005/0040] 1880/4800, lr:1.0e-04 ∣ avg_100 : 31696.072193 ∣ critic_nllloss : 26443.016406 ∣ critic_ganloss : -767.274957 ∣ generator_nllloss : 5298.163477 ∣ generator_ganloss : 607.636987 ∣  [  std_z : 0.98  real_sub_fake : 3341.47 ]
[  epoch 0005/0040] 1890/4800, lr:1.0e-04 ∣ avg_100 : 31692.376742 ∣ critic_nllloss : 26561.725977 ∣ critic_ganloss : -1027.001184 ∣ generator_nllloss : 5327.636328 ∣ generator_ganloss : 525.979883 ∣     [  std_z : 0.98  real_sub_fake : 3722.02 ]
[  epoch 0005/0040] 1900/4800, lr:1.0e-04 ∣ avg_100 : 31690.800412 ∣ critic_nllloss : 26453.360352 ∣ critic_ganloss : -666.567578 ∣ generator_nllloss : 5370.040625 ∣ generator_ganloss : 522.773560 ∣  [  std_z : 0.95  real_sub_fake : 2861.36 ]
[  epoch 0005/0040] 1910/4800, lr:1.0e-04 ∣ avg_100 : 31684.681599 ∣ critic_nllloss : 26144.947070 ∣ critic_ganloss : -685.178638 ∣ generator_nllloss : 5294.521875 ∣ generator_ganloss : 499.378931 ∣  [  std_z : 0.96  real_sub_fake : 2338.88 ]
[  epoch 0005/0040] 1920/4800, lr:1.0e-04 ∣ avg_100 : 31685.465752 ∣ critic_nllloss : 26305.838086 ∣ critic_ganloss : -725.414734 ∣ generator_nllloss : 5296.202734 ∣ generator_ganloss : 571.512061 ∣  [  std_z : 0.98  real_sub_fake : 3049.95 ]
[  epoch 0005/0040] 1930/4800, lr:1.0e-04 ∣ avg_100 : 31682.412832 ∣ critic_nllloss : 26238.755859 ∣ critic_ganloss : -860.252679 ∣ generator_nllloss : 5250.872461 ∣ generator_ganloss : 559.984180 ∣  [  std_z : 0.98  real_sub_fake : 3310.70 ]
[  epoch 0005/0040] 1940/4800, lr:1.0e-04 ∣ avg_100 : 31677.681364 ∣ critic_nllloss : 26184.345703 ∣ critic_ganloss : -710.305096 ∣ generator_nllloss : 5222.501367 ∣ generator_ganloss : 543.731494 ∣  [  std_z : 0.99  real_sub_fake : 2600.19 ]
[  epoch 0005/0040] 1950/4800, lr:1.0e-04 ∣ avg_100 : 31677.055458 ∣ critic_nllloss : 26543.146289 ∣ critic_ganloss : -982.745819 ∣ generator_nllloss : 5340.590625 ∣ generator_ganloss : 565.505029 ∣  [  std_z : 0.99  real_sub_fake : 3617.09 ]
[  epoch 0005/0040] 1960/4800, lr:1.0e-04 ∣ avg_100 : 31676.702131 ∣ critic_nllloss : 26579.188672 ∣ critic_ganloss : -758.583685 ∣ generator_nllloss : 5243.202734 ∣ generator_ganloss : 675.929810 ∣  [  std_z : 0.99  real_sub_fake : 3133.06 ]
[  epoch 0005/0040] 1970/4800, lr:1.0e-04 ∣ avg_100 : 31676.106919 ∣ critic_nllloss : 26420.316602 ∣ critic_ganloss : -862.609235 ∣ generator_nllloss : 5300.175391 ∣ generator_ganloss : 690.889673 ∣  [  std_z : 0.97  real_sub_fake : 3348.76 ]
[  epoch 0005/0040] 1980/4800, lr:1.0e-04 ∣ avg_100 : 31677.083344 ∣ critic_nllloss : 26420.803320 ∣ critic_ganloss : -798.087762 ∣ generator_nllloss : 5255.998438 ∣ generator_ganloss : 737.748438 ∣  [  std_z : 0.97  real_sub_fake : 3125.43 ]
[  epoch 0005/0040] 1990/4800, lr:1.0e-04 ∣ avg_100 : 31678.127655 ∣ critic_nllloss : 26514.273242 ∣ critic_ganloss : -916.544940 ∣ generator_nllloss : 5292.000000 ∣ generator_ganloss : 730.958789 ∣  [  std_z : 0.98  real_sub_fake : 3062.90 ]
[  epoch 0005/0040] 2000/4800, lr:1.0e-04 ∣ avg_100 : 31678.862607 ∣ critic_nllloss : 26457.036523 ∣ critic_ganloss : -923.063788 ∣ generator_nllloss : 5327.641406 ∣ generator_ganloss : 839.719287 ∣  [  std_z : 0.98  real_sub_fake : 3583.30 ]
[  epoch 0005/0040] 2010/4800, lr:1.0e-04 ∣ avg_100 : 31682.773795 ∣ critic_nllloss : 26508.583594 ∣ critic_ganloss : -634.312958 ∣ generator_nllloss : 5300.681445 ∣ generator_ganloss : 915.862354 ∣  [  std_z : 0.98  real_sub_fake : 3119.19 ]
[  epoch 0005/0040] 2020/4800, lr:1.0e-04 ∣ avg_100 : 31684.462126 ∣ critic_nllloss : 26440.862109 ∣ critic_ganloss : -595.904507 ∣ generator_nllloss : 5251.021484 ∣ generator_ganloss : 930.495703 ∣  [  std_z : 0.98  real_sub_fake : 2058.16 ]
[  epoch 0005/0040] 2030/4800, lr:1.0e-04 ∣ avg_100 : 31688.104647 ∣ critic_nllloss : 26506.699023 ∣ critic_ganloss : -706.787219 ∣ generator_nllloss : 5421.985937 ∣ generator_ganloss : 831.633643 ∣  [  std_z : 0.99  real_sub_fake : 2612.30 ]
[  epoch 0005/0040] 2040/4800, lr:1.0e-04 ∣ avg_100 : 31687.101662 ∣ critic_nllloss : 26257.742383 ∣ critic_ganloss : -805.238208 ∣ generator_nllloss : 5242.574219 ∣ generator_ganloss : 897.725195 ∣  [  std_z : 0.98  real_sub_fake : 2989.75 ]
[  epoch 0005/0040] 2050/4800, lr:1.0e-04 ∣ avg_100 : 31686.457300 ∣ critic_nllloss : 26463.193555 ∣ critic_ganloss : -791.346161 ∣ generator_nllloss : 5260.509375 ∣ generator_ganloss : 924.488867 ∣  [  std_z : 0.98  real_sub_fake : 2976.66 ]
[  epoch 0005/0040] 2060/4800, lr:1.0e-04 ∣ avg_100 : 31683.670901 ∣ critic_nllloss : 26181.908203 ∣ critic_ganloss : -742.379694 ∣ generator_nllloss : 5299.347656 ∣ generator_ganloss : 880.294434 ∣  [  std_z : 0.96  real_sub_fake : 2879.94 ]
[  epoch 0005/0040] 2070/4800, lr:1.0e-04 ∣ avg_100 : 31681.964024 ∣ critic_nllloss : 26473.947266 ∣ critic_ganloss : -1028.492657 ∣ generator_nllloss : 5345.881250 ∣ generator_ganloss : 825.676953 ∣     [  std_z : 0.98  real_sub_fake : 3779.67 ]
[  epoch 0005/0040] 2080/4800, lr:1.0e-04 ∣ avg_100 : 31681.546804 ∣ critic_nllloss : 26532.340039 ∣ critic_ganloss : -963.664435 ∣ generator_nllloss : 5356.392578 ∣ generator_ganloss : 896.482813 ∣  [  std_z : 0.98  real_sub_fake : 4003.10 ]
[  epoch 0005/0040] 2090/4800, lr:1.0e-04 ∣ avg_100 : 31681.539192 ∣ critic_nllloss : 26267.744141 ∣ critic_ganloss : -757.748712 ∣ generator_nllloss : 5290.664844 ∣ generator_ganloss : 880.408398 ∣  [  std_z : 0.98  real_sub_fake : 2902.24 ]
[  epoch 0005/0040] 2100/4800, lr:1.0e-04 ∣ avg_100 : 31680.237962 ∣ critic_nllloss : 26405.477930 ∣ critic_ganloss : -769.489514 ∣ generator_nllloss : 5343.012891 ∣ generator_ganloss : 754.280347 ∣  [  std_z : 0.98  real_sub_fake : 3127.51 ]
[  epoch 0005/0040] 2110/4800, lr:1.0e-04 ∣ avg_100 : 31682.683730 ∣ critic_nllloss : 26444.553516 ∣ critic_ganloss : -770.703101 ∣ generator_nllloss : 5243.943359 ∣ generator_ganloss : 721.912964 ∣  [  std_z : 0.98  real_sub_fake : 2940.78 ]
[  epoch 0005/0040] 2120/4800, lr:1.0e-04 ∣ avg_100 : 31684.967057 ∣ critic_nllloss : 26609.984375 ∣ critic_ganloss : -748.319739 ∣ generator_nllloss : 5362.963281 ∣ generator_ganloss : 743.746362 ∣  [  std_z : 0.98  real_sub_fake : 2638.53 ]
[  epoch 0005/0040] 2130/4800, lr:1.0e-04 ∣ avg_100 : 31683.917186 ∣ critic_nllloss : 26564.860156 ∣ critic_ganloss : -872.670496 ∣ generator_nllloss : 5290.228125 ∣ generator_ganloss : 710.072266 ∣  [  std_z : 0.98  real_sub_fake : 3490.20 ]
[  epoch 0005/0040] 2140/4800, lr:1.0e-04 ∣ avg_100 : 31687.432750 ∣ critic_nllloss : 26470.661914 ∣ critic_ganloss : -707.815186 ∣ generator_nllloss : 5358.163672 ∣ generator_ganloss : 770.739771 ∣  [  std_z : 0.98  real_sub_fake : 3037.92 ]
[  epoch 0005/0040] 2150/4800, lr:1.0e-04 ∣ avg_100 : 31686.615143 ∣ critic_nllloss : 26283.075195 ∣ critic_ganloss : -622.056485 ∣ generator_nllloss : 5235.946094 ∣ generator_ganloss : 742.439575 ∣  [  std_z : 0.96  real_sub_fake : 1985.68 ]
[  epoch 0005/0040] 2160/4800, lr:1.0e-04 ∣ avg_100 : 31684.151399 ∣ critic_nllloss : 26457.863281 ∣ critic_ganloss : -722.567834 ∣ generator_nllloss : 5271.783984 ∣ generator_ganloss : 785.520020 ∣  [  std_z : 0.98  real_sub_fake : 2659.59 ]
[  epoch 0005/0040] 2170/4800, lr:1.0e-04 ∣ avg_100 : 31680.966697 ∣ critic_nllloss : 26233.168359 ∣ critic_ganloss : -758.956000 ∣ generator_nllloss : 5262.017969 ∣ generator_ganloss : 777.169067 ∣  [  std_z : 0.99  real_sub_fake : 3272.57 ]
[  epoch 0005/0040] 2180/4800, lr:1.0e-04 ∣ avg_100 : 31677.209574 ∣ critic_nllloss : 26424.424609 ∣ critic_ganloss : -737.801929 ∣ generator_nllloss : 5241.344531 ∣ generator_ganloss : 773.458203 ∣  [  std_z : 0.99  real_sub_fake : 2720.72 ]
[  epoch 0005/0040] 2190/4800, lr:1.0e-04 ∣ avg_100 : 31674.101871 ∣ critic_nllloss : 26482.728125 ∣ critic_ganloss : -767.158459 ∣ generator_nllloss : 5275.753711 ∣ generator_ganloss : 761.630273 ∣  [  std_z : 0.98  real_sub_fake : 3257.90 ]
[  epoch 0005/0040] 2200/4800, lr:1.0e-04 ∣ avg_100 : 31675.236129 ∣ critic_nllloss : 26563.708789 ∣ critic_ganloss : -822.275134 ∣ generator_nllloss : 5289.340234 ∣ generator_ganloss : 762.656812 ∣  [  std_z : 0.97  real_sub_fake : 2651.78 ]
[  epoch 0005/0040] 2210/4800, lr:1.0e-04 ∣ avg_100 : 31670.486937 ∣ critic_nllloss : 26372.196484 ∣ critic_ganloss : -857.502588 ∣ generator_nllloss : 5159.038281 ∣ generator_ganloss : 844.432446 ∣  [  std_z : 0.97  real_sub_fake : 3365.42 ]
[  epoch 0005/0040] 2220/4800, lr:1.0e-04 ∣ avg_100 : 31670.730093 ∣ critic_nllloss : 26493.332813 ∣ critic_ganloss : -1021.508337 ∣ generator_nllloss : 5395.646680 ∣ generator_ganloss : 882.353369 ∣     [  std_z : 0.98  real_sub_fake : 3572.10 ]
[  epoch 0005/0040] 2230/4800, lr:1.0e-04 ∣ avg_100 : 31670.285081 ∣ critic_nllloss : 26485.188281 ∣ critic_ganloss : -755.247797 ∣ generator_nllloss : 5291.328320 ∣ generator_ganloss : 921.639551 ∣  [  std_z : 0.98  real_sub_fake : 3308.91 ]
[  epoch 0005/0040] 2240/4800, lr:1.0e-04 ∣ avg_100 : 31667.798830 ∣ critic_nllloss : 26549.501563 ∣ critic_ganloss : -736.862445 ∣ generator_nllloss : 5268.970703 ∣ generator_ganloss : 869.200977 ∣  [  std_z : 0.98  real_sub_fake : 2903.13 ]
[  epoch 0005/0040] 2250/4800, lr:1.0e-04 ∣ avg_100 : 31666.872332 ∣ critic_nllloss : 26309.013867 ∣ critic_ganloss : -717.722119 ∣ generator_nllloss : 5154.966602 ∣ generator_ganloss : 877.889063 ∣  [  std_z : 0.98  real_sub_fake : 2840.25 ]
[  epoch 0005/0040] 2260/4800, lr:1.0e-04 ∣ avg_100 : 31667.448681 ∣ critic_nllloss : 26212.122266 ∣ critic_ganloss : -670.601425 ∣ generator_nllloss : 5242.608594 ∣ generator_ganloss : 908.855811 ∣  [  std_z : 0.97  real_sub_fake : 2321.66 ]
[  epoch 0005/0040] 2270/4800, lr:1.0e-04 ∣ avg_100 : 31662.104160 ∣ critic_nllloss : 26120.113086 ∣ critic_ganloss : -886.974225 ∣ generator_nllloss : 5244.327734 ∣ generator_ganloss : 831.363232 ∣  [  std_z : 0.97  real_sub_fake : 3221.27 ]
[  epoch 0005/0040] 2280/4800, lr:1.0e-04 ∣ avg_100 : 31657.935966 ∣ critic_nllloss : 26306.344531 ∣ critic_ganloss : -755.448767 ∣ generator_nllloss : 5216.841797 ∣ generator_ganloss : 782.477759 ∣  [  std_z : 0.98  real_sub_fake : 3042.05 ]
[  epoch 0005/0040] 2290/4800, lr:1.0e-04 ∣ avg_100 : 31658.904839 ∣ critic_nllloss : 26340.719336 ∣ critic_ganloss : -803.594958 ∣ generator_nllloss : 5292.422852 ∣ generator_ganloss : 833.547168 ∣  [  std_z : 0.97  real_sub_fake : 3171.82 ]
[  epoch 0005/0040] 2300/4800, lr:1.0e-04 ∣ avg_100 : 31659.472233 ∣ critic_nllloss : 26477.500586 ∣ critic_ganloss : -690.951782 ∣ generator_nllloss : 5372.694141 ∣ generator_ganloss : 776.411597 ∣  [  std_z : 0.97  real_sub_fake : 3003.38 ]
[  epoch 0005/0040] 2310/4800, lr:1.0e-04 ∣ avg_100 : 31658.730478 ∣ critic_nllloss : 26400.441797 ∣ critic_ganloss : -816.141058 ∣ generator_nllloss : 5260.624414 ∣ generator_ganloss : 743.029956 ∣  [  std_z : 0.97  real_sub_fake : 2798.57 ]
[  epoch 0005/0040] 2320/4800, lr:1.0e-04 ∣ avg_100 : 31657.572963 ∣ critic_nllloss : 26366.662305 ∣ critic_ganloss : -762.762103 ∣ generator_nllloss : 5382.402930 ∣ generator_ganloss : 749.691992 ∣  [  std_z : 0.98  real_sub_fake : 3248.68 ]
[  epoch 0005/0040] 2330/4800, lr:1.0e-04 ∣ avg_100 : 31651.938320 ∣ critic_nllloss : 26416.893555 ∣ critic_ganloss : -855.471143 ∣ generator_nllloss : 5303.451172 ∣ generator_ganloss : 796.035156 ∣  [  std_z : 0.98  real_sub_fake : 2699.50 ]
[  epoch 0005/0040] 2340/4800, lr:1.0e-04 ∣ avg_100 : 31652.252014 ∣ critic_nllloss : 26252.898242 ∣ critic_ganloss : -575.197260 ∣ generator_nllloss : 5334.846289 ∣ generator_ganloss : 805.798682 ∣  [  std_z : 0.98  real_sub_fake : 2697.80 ]
[  epoch 0005/0040] 2350/4800, lr:1.0e-04 ∣ avg_100 : 31651.959753 ∣ critic_nllloss : 26352.848828 ∣ critic_ganloss : -702.528156 ∣ generator_nllloss : 5302.500000 ∣ generator_ganloss : 779.624146 ∣  [  std_z : 0.97  real_sub_fake : 2556.07 ]
[  epoch 0005/0040] 2360/4800, lr:1.0e-04 ∣ avg_100 : 31653.817253 ∣ critic_nllloss : 26444.876563 ∣ critic_ganloss : -782.831158 ∣ generator_nllloss : 5242.436523 ∣ generator_ganloss : 869.113672 ∣  [  std_z : 0.97  real_sub_fake : 2884.82 ]
[  epoch 0005/0040] 2370/4800, lr:1.0e-04 ∣ avg_100 : 31653.252553 ∣ critic_nllloss : 26411.245117 ∣ critic_ganloss : -1009.799780 ∣ generator_nllloss : 5244.989062 ∣ generator_ganloss : 930.711523 ∣     [  std_z : 0.97  real_sub_fake : 3729.60 ]
[  epoch 0005/0040] 2380/4800, lr:1.0e-04 ∣ avg_100 : 31661.451131 ∣ critic_nllloss : 26401.029883 ∣ critic_ganloss : -681.322595 ∣ generator_nllloss : 5294.526563 ∣ generator_ganloss : 973.040430 ∣  [  std_z : 0.98  real_sub_fake : 3184.07 ]
[  epoch 0005/0040] 2390/4800, lr:1.0e-04 ∣ avg_100 : 31661.983813 ∣ critic_nllloss : 26345.633594 ∣ critic_ganloss : -491.264719 ∣ generator_nllloss : 5226.300781 ∣ generator_ganloss : 911.480176 ∣  [  std_z : 0.97  real_sub_fake : 1622.94 ]
[  epoch 0005/0040] 2400/4800, lr:1.0e-04 ∣ avg_100 : 31662.139842 ∣ critic_nllloss : 26349.627930 ∣ critic_ganloss : -739.113873 ∣ generator_nllloss : 5189.613672 ∣ generator_ganloss : 768.303833 ∣  [  std_z : 0.99  real_sub_fake : 2518.28 ]
[  epoch 0005/0040] 2410/4800, lr:1.0e-04 ∣ avg_100 : 31661.553823 ∣ critic_nllloss : 26303.486328 ∣ critic_ganloss : -704.824628 ∣ generator_nllloss : 5262.166797 ∣ generator_ganloss : 720.803394 ∣  [  std_z : 1.00  real_sub_fake : 3209.98 ]
[  epoch 0005/0040] 2420/4800, lr:1.0e-04 ∣ avg_100 : 31661.922048 ∣ critic_nllloss : 26638.935547 ∣ critic_ganloss : -875.990118 ∣ generator_nllloss : 5367.732031 ∣ generator_ganloss : 715.449634 ∣  [  std_z : 0.99  real_sub_fake : 2700.72 ]
[  epoch 0005/0040] 2430/4800, lr:1.0e-04 ∣ avg_100 : 31663.642386 ∣ critic_nllloss : 26526.476562 ∣ critic_ganloss : -705.371588 ∣ generator_nllloss : 5373.522070 ∣ generator_ganloss : 808.157715 ∣  [  std_z : 0.97  real_sub_fake : 3501.65 ]
[  epoch 0005/0040] 2440/4800, lr:1.0e-04 ∣ avg_100 : 31665.208819 ∣ critic_nllloss : 26510.047266 ∣ critic_ganloss : -628.125562 ∣ generator_nllloss : 5229.544141 ∣ generator_ganloss : 794.497852 ∣  [  std_z : 0.96  real_sub_fake : 1857.17 ]
[  epoch 0005/0040] 2450/4800, lr:1.0e-04 ∣ avg_100 : 31664.939229 ∣ critic_nllloss : 26343.816797 ∣ critic_ganloss : -790.749170 ∣ generator_nllloss : 5267.648047 ∣ generator_ganloss : 787.776562 ∣  [  std_z : 0.97  real_sub_fake : 2745.07 ]
[  epoch 0005/0040] 2460/4800, lr:1.0e-04 ∣ avg_100 : 31669.516845 ∣ critic_nllloss : 26514.397852 ∣ critic_ganloss : -711.115894 ∣ generator_nllloss : 5341.476562 ∣ generator_ganloss : 850.832520 ∣  [  std_z : 0.99  real_sub_fake : 3585.19 ]
[  epoch 0005/0040] 2470/4800, lr:1.0e-04 ∣ avg_100 : 31672.156268 ∣ critic_nllloss : 26485.837305 ∣ critic_ganloss : -895.696527 ∣ generator_nllloss : 5226.163672 ∣ generator_ganloss : 849.096240 ∣  [  std_z : 0.99  real_sub_fake : 2921.07 ]
[  epoch 0005/0040] 2480/4800, lr:1.0e-04 ∣ avg_100 : 31673.741039 ∣ critic_nllloss : 26402.494727 ∣ critic_ganloss : -884.982776 ∣ generator_nllloss : 5384.805859 ∣ generator_ganloss : 793.201611 ∣  [  std_z : 0.98  real_sub_fake : 3463.66 ]
[  epoch 0005/0040] 2490/4800, lr:1.0e-04 ∣ avg_100 : 31678.260496 ∣ critic_nllloss : 26595.575000 ∣ critic_ganloss : -854.860095 ∣ generator_nllloss : 5301.627344 ∣ generator_ganloss : 834.752734 ∣  [  std_z : 0.98  real_sub_fake : 3367.13 ]
[  epoch 0005/0040] 2500/4800, lr:1.0e-04 ∣ avg_100 : 31680.872596 ∣ critic_nllloss : 26589.040430 ∣ critic_ganloss : -851.313824 ∣ generator_nllloss : 5349.590039 ∣ generator_ganloss : 818.212842 ∣  [  std_z : 0.99  real_sub_fake : 3484.30 ]
[  epoch 0005/0040] 2510/4800, lr:1.0e-04 ∣ avg_100 : 31680.840608 ∣ critic_nllloss : 26276.222266 ∣ critic_ganloss : -624.486844 ∣ generator_nllloss : 5197.810547 ∣ generator_ganloss : 888.285596 ∣  [  std_z : 0.99  real_sub_fake : 2177.04 ]
[  epoch 0005/0040] 2520/4800, lr:1.0e-04 ∣ avg_100 : 31682.539023 ∣ critic_nllloss : 26690.737305 ∣ critic_ganloss : -707.797235 ∣ generator_nllloss : 5263.673047 ∣ generator_ganloss : 823.892432 ∣  [  std_z : 1.00  real_sub_fake : 2677.07 ]
[  epoch 0005/0040] 2530/4800, lr:1.0e-04 ∣ avg_100 : 31686.381149 ∣ critic_nllloss : 26570.020898 ∣ critic_ganloss : -755.349188 ∣ generator_nllloss : 5248.939648 ∣ generator_ganloss : 944.999219 ∣  [  std_z : 0.99  real_sub_fake : 2747.15 ]
[  epoch 0005/0040] 2540/4800, lr:1.0e-04 ∣ avg_100 : 31691.775343 ∣ critic_nllloss : 26418.673242 ∣ critic_ganloss : -810.081378 ∣ generator_nllloss : 5353.892383 ∣ generator_ganloss : 985.132178 ∣  [  std_z : 0.97  real_sub_fake : 3303.23 ]
[  epoch 0005/0040] 2550/4800, lr:1.0e-04 ∣ avg_100 : 31696.216413 ∣ critic_nllloss : 26257.436719 ∣ critic_ganloss : -679.520721 ∣ generator_nllloss : 5308.808789 ∣ generator_ganloss : 1016.259961 ∣     [  std_z : 0.96  real_sub_fake : 2710.03 ]
[  epoch 0005/0040] 2560/4800, lr:1.0e-04 ∣ avg_100 : 31698.640443 ∣ critic_nllloss : 26411.571680 ∣ critic_ganloss : -698.975891 ∣ generator_nllloss : 5273.514063 ∣ generator_ganloss : 924.529199 ∣  [  std_z : 0.98  real_sub_fake : 2619.95 ]
[  epoch 0005/0040] 2570/4800, lr:1.0e-04 ∣ avg_100 : 31697.171512 ∣ critic_nllloss : 26319.577930 ∣ critic_ganloss : -961.459723 ∣ generator_nllloss : 5292.767578 ∣ generator_ganloss : 857.112012 ∣  [  std_z : 0.98  real_sub_fake : 3469.87 ]
[  epoch 0005/0040] 2580/4800, lr:1.0e-04 ∣ avg_100 : 31696.254948 ∣ critic_nllloss : 26368.475391 ∣ critic_ganloss : -728.900049 ∣ generator_nllloss : 5327.006641 ∣ generator_ganloss : 916.277686 ∣  [  std_z : 0.99  real_sub_fake : 2967.66 ]
[  epoch 0005/0040] 2590/4800, lr:1.0e-04 ∣ avg_100 : 31692.630111 ∣ critic_nllloss : 26419.083008 ∣ critic_ganloss : -899.637042 ∣ generator_nllloss : 5240.528516 ∣ generator_ganloss : 895.388867 ∣  [  std_z : 0.97  real_sub_fake : 3350.08 ]
[  epoch 0005/0040] 2600/4800, lr:1.0e-04 ∣ avg_100 : 31690.613567 ∣ critic_nllloss : 26259.923047 ∣ critic_ganloss : -913.125739 ∣ generator_nllloss : 5197.142187 ∣ generator_ganloss : 848.082568 ∣  [  std_z : 0.96  real_sub_fake : 3715.77 ]
[  epoch 0005/0040] 2610/4800, lr:1.0e-04 ∣ avg_100 : 31689.117580 ∣ critic_nllloss : 26270.393555 ∣ critic_ganloss : -928.647247 ∣ generator_nllloss : 5196.909570 ∣ generator_ganloss : 823.851147 ∣  [  std_z : 0.98  real_sub_fake : 3506.71 ]
[  epoch 0005/0040] 2620/4800, lr:1.0e-04 ∣ avg_100 : 31687.105715 ∣ critic_nllloss : 26488.839258 ∣ critic_ganloss : -605.858792 ∣ generator_nllloss : 5240.187695 ∣ generator_ganloss : 723.339014 ∣  [  std_z : 0.98  real_sub_fake : 2475.01 ]
[  epoch 0005/0040] 2630/4800, lr:1.0e-04 ∣ avg_100 : 31685.439530 ∣ critic_nllloss : 26291.545898 ∣ critic_ganloss : -665.865814 ∣ generator_nllloss : 5275.588281 ∣ generator_ganloss : 695.224170 ∣  [  std_z : 0.99  real_sub_fake : 2396.63 ]
[  epoch 0005/0040] 2640/4800, lr:1.0e-04 ∣ avg_100 : 31680.101898 ∣ critic_nllloss : 26293.125195 ∣ critic_ganloss : -855.948297 ∣ generator_nllloss : 5298.372461 ∣ generator_ganloss : 614.191992 ∣  [  std_z : 0.99  real_sub_fake : 3362.74 ]
[  epoch 0005/0040] 2650/4800, lr:1.0e-04 ∣ avg_100 : 31673.939016 ∣ critic_nllloss : 26310.299805 ∣ critic_ganloss : -894.601575 ∣ generator_nllloss : 5284.293164 ∣ generator_ganloss : 625.008911 ∣  [  std_z : 1.00  real_sub_fake : 3113.87 ]
[  epoch 0005/0040] 2660/4800, lr:1.0e-04 ∣ avg_100 : 31674.397332 ∣ critic_nllloss : 26489.095703 ∣ critic_ganloss : -930.066577 ∣ generator_nllloss : 5298.890625 ∣ generator_ganloss : 636.952808 ∣  [  std_z : 0.97  real_sub_fake : 3850.97 ]
[  epoch 0005/0040] 2670/4800, lr:1.0e-04 ∣ avg_100 : 31667.780483 ∣ critic_nllloss : 26356.178516 ∣ critic_ganloss : -908.829785 ∣ generator_nllloss : 5149.045117 ∣ generator_ganloss : 619.545410 ∣  [  std_z : 0.98  real_sub_fake : 3312.15 ]
[  epoch 0005/0040] 2680/4800, lr:1.0e-04 ∣ avg_100 : 31666.921701 ∣ critic_nllloss : 26398.959766 ∣ critic_ganloss : -697.811188 ∣ generator_nllloss : 5316.243750 ∣ generator_ganloss : 580.953491 ∣  [  std_z : 0.97  real_sub_fake : 2987.58 ]
[  epoch 0005/0040] 2690/4800, lr:1.0e-04 ∣ avg_100 : 31659.841965 ∣ critic_nllloss : 26111.865820 ∣ critic_ganloss : -735.847971 ∣ generator_nllloss : 5197.503906 ∣ generator_ganloss : 590.051025 ∣  [  std_z : 0.97  real_sub_fake : 2404.01 ]
[  epoch 0005/0040] 2700/4800, lr:1.0e-04 ∣ avg_100 : 31658.068820 ∣ critic_nllloss : 26421.386328 ∣ critic_ganloss : -822.715143 ∣ generator_nllloss : 5302.175391 ∣ generator_ganloss : 684.685767 ∣  [  std_z : 0.99  real_sub_fake : 3478.87 ]
[  epoch 0005/0040] 2710/4800, lr:1.0e-04 ∣ avg_100 : 31660.645166 ∣ critic_nllloss : 26479.401953 ∣ critic_ganloss : -847.355804 ∣ generator_nllloss : 5323.916406 ∣ generator_ganloss : 729.047974 ∣  [  std_z : 0.98  real_sub_fake : 3046.50 ]
[  epoch 0005/0040] 2720/4800, lr:1.0e-04 ∣ avg_100 : 31658.995129 ∣ critic_nllloss : 26412.987500 ∣ critic_ganloss : -995.078979 ∣ generator_nllloss : 5201.569141 ∣ generator_ganloss : 765.451245 ∣  [  std_z : 0.97  real_sub_fake : 3833.80 ]
[  epoch 0005/0040] 2730/4800, lr:1.0e-04 ∣ avg_100 : 31656.506904 ∣ critic_nllloss : 26310.859570 ∣ critic_ganloss : -1051.142889 ∣ generator_nllloss : 5299.255078 ∣ generator_ganloss : 903.995020 ∣     [  std_z : 0.98  real_sub_fake : 3863.55 ]
[  epoch 0005/0040] 2740/4800, lr:1.0e-04 ∣ avg_100 : 31657.216004 ∣ critic_nllloss : 26446.816211 ∣ critic_ganloss : -788.965131 ∣ generator_nllloss : 5317.780664 ∣ generator_ganloss : 799.199878 ∣  [  std_z : 0.99  real_sub_fake : 3804.48 ]
[  epoch 0005/0040] 2750/4800, lr:1.0e-04 ∣ avg_100 : 31658.387060 ∣ critic_nllloss : 26486.758789 ∣ critic_ganloss : -689.319525 ∣ generator_nllloss : 5390.509570 ∣ generator_ganloss : 567.360693 ∣  [  std_z : 0.99  real_sub_fake : 2378.94 ]
[  epoch 0005/0040] 2760/4800, lr:1.0e-04 ∣ avg_100 : 31661.169788 ∣ critic_nllloss : 26627.886133 ∣ critic_ganloss : -731.481775 ∣ generator_nllloss : 5325.217188 ∣ generator_ganloss : 572.948535 ∣  [  std_z : 0.96  real_sub_fake : 2675.98 ]
[  epoch 0005/0040] 2770/4800, lr:1.0e-04 ∣ avg_100 : 31658.715710 ∣ critic_nllloss : 26164.842383 ∣ critic_ganloss : -715.561176 ∣ generator_nllloss : 5332.473828 ∣ generator_ganloss : 654.249829 ∣  [  std_z : 0.95  real_sub_fake : 2692.93 ]
[  epoch 0005/0040] 2780/4800, lr:1.0e-04 ∣ avg_100 : 31659.627752 ∣ critic_nllloss : 26414.212891 ∣ critic_ganloss : -840.563776 ∣ generator_nllloss : 5240.657812 ∣ generator_ganloss : 710.537769 ∣  [  std_z : 0.97  real_sub_fake : 2815.07 ]
[  epoch 0005/0040] 2790/4800, lr:1.0e-04 ∣ avg_100 : 31660.649607 ∣ critic_nllloss : 26562.103906 ∣ critic_ganloss : -1044.950922 ∣ generator_nllloss : 5288.549219 ∣ generator_ganloss : 807.141309 ∣     [  std_z : 1.00  real_sub_fake : 3994.61 ]
[  epoch 0005/0040] 2800/4800, lr:1.0e-04 ∣ avg_100 : 31661.357367 ∣ critic_nllloss : 26513.522266 ∣ critic_ganloss : -908.062396 ∣ generator_nllloss : 5292.600195 ∣ generator_ganloss : 789.581641 ∣  [  std_z : 1.00  real_sub_fake : 3872.06 ]
[  epoch 0005/0040] 2810/4800, lr:1.0e-04 ∣ avg_100 : 31663.024092 ∣ critic_nllloss : 26249.804883 ∣ critic_ganloss : -722.967847 ∣ generator_nllloss : 5231.762695 ∣ generator_ganloss : 906.911035 ∣  [  std_z : 0.99  real_sub_fake : 2668.83 ]
[  epoch 0005/0040] 2820/4800, lr:1.0e-04 ∣ avg_100 : 31664.036662 ∣ critic_nllloss : 26550.550195 ∣ critic_ganloss : -831.623743 ∣ generator_nllloss : 5321.436328 ∣ generator_ganloss : 869.058838 ∣  [  std_z : 0.97  real_sub_fake : 2957.47 ]
[  epoch 0005/0040] 2830/4800, lr:1.0e-04 ∣ avg_100 : 31671.924993 ∣ critic_nllloss : 26518.193359 ∣ critic_ganloss : -818.486914 ∣ generator_nllloss : 5266.195703 ∣ generator_ganloss : 972.481055 ∣  [  std_z : 0.96  real_sub_fake : 3494.04 ]
[  epoch 0005/0040] 2840/4800, lr:1.0e-04 ∣ avg_100 : 31680.894220 ∣ critic_nllloss : 26666.665820 ∣ critic_ganloss : -911.891260 ∣ generator_nllloss : 5311.735352 ∣ generator_ganloss : 997.467871 ∣  [  std_z : 0.98  real_sub_fake : 3574.35 ]
[  epoch 0005/0040] 2850/4800, lr:1.0e-04 ∣ avg_100 : 31684.205434 ∣ critic_nllloss : 26348.600586 ∣ critic_ganloss : -770.977686 ∣ generator_nllloss : 5268.909375 ∣ generator_ganloss : 1000.647998 ∣     [  std_z : 0.99  real_sub_fake : 2968.55 ]
[  epoch 0005/0040] 2860/4800, lr:1.0e-04 ∣ avg_100 : 31686.661890 ∣ critic_nllloss : 26416.374023 ∣ critic_ganloss : -976.618665 ∣ generator_nllloss : 5342.578320 ∣ generator_ganloss : 905.340283 ∣  [  std_z : 0.99  real_sub_fake : 3677.10 ]
[  epoch 0005/0040] 2870/4800, lr:1.0e-04 ∣ avg_100 : 31686.725809 ∣ critic_nllloss : 26287.661133 ∣ critic_ganloss : -898.006030 ∣ generator_nllloss : 5267.135742 ∣ generator_ganloss : 822.222656 ∣  [  std_z : 0.98  real_sub_fake : 3377.71 ]
[  epoch 0005/0040] 2880/4800, lr:1.0e-04 ∣ avg_100 : 31687.378056 ∣ critic_nllloss : 26421.938281 ∣ critic_ganloss : -790.091174 ∣ generator_nllloss : 5289.780078 ∣ generator_ganloss : 725.139404 ∣  [  std_z : 0.97  real_sub_fake : 3070.37 ]
[  epoch 0005/0040] 2890/4800, lr:1.0e-04 ∣ avg_100 : 31687.873908 ∣ critic_nllloss : 26338.394141 ∣ critic_ganloss : -1118.857355 ∣ generator_nllloss : 5396.133203 ∣ generator_ganloss : 822.256250 ∣     [  std_z : 0.96  real_sub_fake : 3897.10 ]
[  epoch 0005/0040] 2900/4800, lr:1.0e-04 ∣ avg_100 : 31686.026779 ∣ critic_nllloss : 26409.234766 ∣ critic_ganloss : -995.619507 ∣ generator_nllloss : 5276.238281 ∣ generator_ganloss : 805.040430 ∣  [  std_z : 0.97  real_sub_fake : 4430.65 ]
[  epoch 0005/0040] 2910/4800, lr:1.0e-04 ∣ avg_100 : 31691.829472 ∣ critic_nllloss : 26555.184570 ∣ critic_ganloss : -812.181885 ∣ generator_nllloss : 5353.969922 ∣ generator_ganloss : 736.966016 ∣  [  std_z : 0.99  real_sub_fake : 2987.83 ]
[  epoch 0005/0040] 2920/4800, lr:1.0e-04 ∣ avg_100 : 31691.016732 ∣ critic_nllloss : 26262.983984 ∣ critic_ganloss : -894.957343 ∣ generator_nllloss : 5300.057813 ∣ generator_ganloss : 698.779639 ∣  [  std_z : 0.99  real_sub_fake : 3086.69 ]
[  epoch 0005/0040] 2930/4800, lr:1.0e-04 ∣ avg_100 : 31692.665319 ∣ critic_nllloss : 26178.475195 ∣ critic_ganloss : -831.113977 ∣ generator_nllloss : 5229.046094 ∣ generator_ganloss : 777.811230 ∣  [  std_z : 0.99  real_sub_fake : 3520.89 ]
[  epoch 0005/0040] 2940/4800, lr:1.0e-04 ∣ avg_100 : 31697.513951 ∣ critic_nllloss : 26564.329883 ∣ critic_ganloss : -1071.817706 ∣ generator_nllloss : 5442.070703 ∣ generator_ganloss : 790.553735 ∣     [  std_z : 0.98  real_sub_fake : 3804.52 ]
[  epoch 0005/0040] 2950/4800, lr:1.0e-04 ∣ avg_100 : 31699.296668 ∣ critic_nllloss : 26438.953711 ∣ critic_ganloss : -847.413947 ∣ generator_nllloss : 5326.882227 ∣ generator_ganloss : 726.345923 ∣  [  std_z : 0.97  real_sub_fake : 3704.92 ]
[  epoch 0005/0040] 2960/4800, lr:1.0e-04 ∣ avg_100 : 31699.871163 ∣ critic_nllloss : 26568.727344 ∣ critic_ganloss : -859.965448 ∣ generator_nllloss : 5352.463672 ∣ generator_ganloss : 735.961426 ∣  [  std_z : 0.97  real_sub_fake : 3343.36 ]
[  epoch 0005/0040] 2970/4800, lr:1.0e-04 ∣ avg_100 : 31699.393114 ∣ critic_nllloss : 26342.707617 ∣ critic_ganloss : -868.739459 ∣ generator_nllloss : 5293.684375 ∣ generator_ganloss : 733.314966 ∣  [  std_z : 0.96  real_sub_fake : 3136.99 ]
[  epoch 0005/0040] 2980/4800, lr:1.0e-04 ∣ avg_100 : 31699.669574 ∣ critic_nllloss : 26387.568164 ∣ critic_ganloss : -944.623529 ∣ generator_nllloss : 5338.841992 ∣ generator_ganloss : 862.321826 ∣  [  std_z : 0.97  real_sub_fake : 3096.92 ]
[  epoch 0005/0040] 2990/4800, lr:1.0e-04 ∣ avg_100 : 31699.768975 ∣ critic_nllloss : 26338.665820 ∣ critic_ganloss : -690.299902 ∣ generator_nllloss : 5212.880078 ∣ generator_ganloss : 769.381152 ∣  [  std_z : 0.99  real_sub_fake : 3793.68 ]
[  epoch 0005/0040] 3000/4800, lr:1.0e-04 ∣ avg_100 : 31698.868178 ∣ critic_nllloss : 26501.717969 ∣ critic_ganloss : -857.855603 ∣ generator_nllloss : 5246.874219 ∣ generator_ganloss : 720.517236 ∣  [  std_z : 1.01  real_sub_fake : 2507.01 ]
[  epoch 0005/0040] 3010/4800, lr:1.0e-04 ∣ avg_100 : 31692.656206 ∣ critic_nllloss : 26310.363281 ∣ critic_ganloss : -799.020947 ∣ generator_nllloss : 5292.913281 ∣ generator_ganloss : 665.361621 ∣  [  std_z : 1.00  real_sub_fake : 3570.51 ]
[  epoch 0005/0040] 3020/4800, lr:1.0e-04 ∣ avg_100 : 31687.802172 ∣ critic_nllloss : 26351.731055 ∣ critic_ganloss : -738.228461 ∣ generator_nllloss : 5275.350000 ∣ generator_ganloss : 652.218701 ∣  [  std_z : 0.98  real_sub_fake : 2727.33 ]
[  epoch 0005/0040] 3030/4800, lr:1.0e-04 ∣ avg_100 : 31682.304729 ∣ critic_nllloss : 26473.994922 ∣ critic_ganloss : -946.494647 ∣ generator_nllloss : 5337.578906 ∣ generator_ganloss : 638.707983 ∣  [  std_z : 0.97  real_sub_fake : 3266.08 ]
[  epoch 0005/0040] 3040/4800, lr:1.0e-04 ∣ avg_100 : 31682.856214 ∣ critic_nllloss : 26534.022656 ∣ critic_ganloss : -978.628931 ∣ generator_nllloss : 5313.853906 ∣ generator_ganloss : 778.704419 ∣  [  std_z : 0.97  real_sub_fake : 3659.46 ]
[  epoch 0005/0040] 3050/4800, lr:1.0e-04 ∣ avg_100 : 31682.023151 ∣ critic_nllloss : 26465.942969 ∣ critic_ganloss : -841.313831 ∣ generator_nllloss : 5307.966406 ∣ generator_ganloss : 840.943799 ∣  [  std_z : 0.98  real_sub_fake : 3586.15 ]
[  epoch 0005/0040] 3060/4800, lr:1.0e-04 ∣ avg_100 : 31684.156451 ∣ critic_nllloss : 26652.276172 ∣ critic_ganloss : -870.501624 ∣ generator_nllloss : 5280.491016 ∣ generator_ganloss : 770.234985 ∣  [  std_z : 0.99  real_sub_fake : 3093.69 ]
[  epoch 0005/0040] 3070/4800, lr:1.0e-04 ∣ avg_100 : 31686.780603 ∣ critic_nllloss : 26425.411133 ∣ critic_ganloss : -681.367224 ∣ generator_nllloss : 5290.316602 ∣ generator_ganloss : 845.067529 ∣  [  std_z : 0.99  real_sub_fake : 2665.72 ]
[  epoch 0005/0040] 3080/4800, lr:1.0e-04 ∣ avg_100 : 31687.069880 ∣ critic_nllloss : 26280.903906 ∣ critic_ganloss : -619.620746 ∣ generator_nllloss : 5234.506250 ∣ generator_ganloss : 954.689355 ∣  [  std_z : 0.99  real_sub_fake : 2417.09 ]
[  epoch 0005/0040] 3090/4800, lr:1.0e-04 ∣ avg_100 : 31687.319262 ∣ critic_nllloss : 26288.750000 ∣ critic_ganloss : -780.218756 ∣ generator_nllloss : 5247.521094 ∣ generator_ganloss : 949.954492 ∣  [  std_z : 0.98  real_sub_fake : 2814.90 ]
[  epoch 0005/0040] 3100/4800, lr:1.0e-04 ∣ avg_100 : 31687.808522 ∣ critic_nllloss : 26302.006250 ∣ critic_ganloss : -772.203595 ∣ generator_nllloss : 5217.525977 ∣ generator_ganloss : 1034.879004 ∣     [  std_z : 0.97  real_sub_fake : 3235.51 ]
[  epoch 0005/0040] 3110/4800, lr:1.0e-04 ∣ avg_100 : 31688.129060 ∣ critic_nllloss : 26380.242969 ∣ critic_ganloss : -963.040936 ∣ generator_nllloss : 5290.379883 ∣ generator_ganloss : 964.178662 ∣  [  std_z : 0.98  real_sub_fake : 3405.64 ]
[  epoch 0005/0040] 3120/4800, lr:1.0e-04 ∣ avg_100 : 31685.561318 ∣ critic_nllloss : 26491.096484 ∣ critic_ganloss : -1049.401971 ∣ generator_nllloss : 5380.792773 ∣ generator_ganloss : 889.112793 ∣     [  std_z : 0.99  real_sub_fake : 4112.48 ]
[  epoch 0005/0040] 3130/4800, lr:1.0e-04 ∣ avg_100 : 31688.493895 ∣ critic_nllloss : 26333.022070 ∣ critic_ganloss : -675.559418 ∣ generator_nllloss : 5326.289453 ∣ generator_ganloss : 1001.995654 ∣     [  std_z : 0.99  real_sub_fake : 3159.41 ]
[  epoch 0005/0040] 3140/4800, lr:1.0e-04 ∣ avg_100 : 31685.943408 ∣ critic_nllloss : 26225.116406 ∣ critic_ganloss : -817.750366 ∣ generator_nllloss : 5268.352734 ∣ generator_ganloss : 960.982666 ∣  [  std_z : 0.97  real_sub_fake : 2207.54 ]
[  epoch 0005/0040] 3150/4800, lr:1.0e-04 ∣ avg_100 : 31684.589758 ∣ critic_nllloss : 26418.297852 ∣ critic_ganloss : -1025.262482 ∣ generator_nllloss : 5248.802344 ∣ generator_ganloss : 862.201611 ∣     [  std_z : 0.97  real_sub_fake : 4357.51 ]
[  epoch 0005/0040] 3160/4800, lr:1.0e-04 ∣ avg_100 : 31681.752294 ∣ critic_nllloss : 26303.217578 ∣ critic_ganloss : -948.436951 ∣ generator_nllloss : 5359.178516 ∣ generator_ganloss : 794.893921 ∣  [  std_z : 0.97  real_sub_fake : 3577.33 ]
[  epoch 0005/0040] 3170/4800, lr:1.0e-04 ∣ avg_100 : 31681.400928 ∣ critic_nllloss : 26357.710547 ∣ critic_ganloss : -857.431073 ∣ generator_nllloss : 5294.727344 ∣ generator_ganloss : 683.256006 ∣  [  std_z : 0.99  real_sub_fake : 3412.78 ]
[  epoch 0005/0040] 3180/4800, lr:1.0e-04 ∣ avg_100 : 31679.003508 ∣ critic_nllloss : 26337.622852 ∣ critic_ganloss : -887.801678 ∣ generator_nllloss : 5371.703906 ∣ generator_ganloss : 640.158301 ∣  [  std_z : 0.99  real_sub_fake : 3390.15 ]
[  epoch 0005/0040] 3190/4800, lr:1.0e-04 ∣ avg_100 : 31676.051922 ∣ critic_nllloss : 26302.543945 ∣ critic_ganloss : -704.663141 ∣ generator_nllloss : 5205.291406 ∣ generator_ganloss : 654.622852 ∣  [  std_z : 0.98  real_sub_fake : 2869.80 ]
[  epoch 0005/0040] 3200/4800, lr:1.0e-04 ∣ avg_100 : 31673.900206 ∣ critic_nllloss : 26497.713672 ∣ critic_ganloss : -853.062384 ∣ generator_nllloss : 5266.994531 ∣ generator_ganloss : 666.613330 ∣  [  std_z : 0.98  real_sub_fake : 3195.63 ]
[  epoch 0005/0040] 3210/4800, lr:1.0e-04 ∣ avg_100 : 31678.369205 ∣ critic_nllloss : 26595.265430 ∣ critic_ganloss : -634.949188 ∣ generator_nllloss : 5328.187109 ∣ generator_ganloss : 676.561157 ∣  [  std_z : 0.98  real_sub_fake : 2604.85 ]
[  epoch 0005/0040] 3220/4800, lr:1.0e-04 ∣ avg_100 : 31674.247502 ∣ critic_nllloss : 26239.358203 ∣ critic_ganloss : -792.774207 ∣ generator_nllloss : 5276.658594 ∣ generator_ganloss : 614.411670 ∣  [  std_z : 0.97  real_sub_fake : 2608.10 ]
[  epoch 0005/0040] 3230/4800, lr:1.0e-04 ∣ avg_100 : 31668.307971 ∣ critic_nllloss : 26379.800977 ∣ critic_ganloss : -902.940259 ∣ generator_nllloss : 5252.946875 ∣ generator_ganloss : 619.147656 ∣  [  std_z : 0.97  real_sub_fake : 3633.34 ]
[  epoch 0005/0040] 3240/4800, lr:1.0e-04 ∣ avg_100 : 31663.351139 ∣ critic_nllloss : 26382.545312 ∣ critic_ganloss : -835.842542 ∣ generator_nllloss : 5247.413086 ∣ generator_ganloss : 661.011719 ∣  [  std_z : 0.98  real_sub_fake : 3568.47 ]
[  epoch 0005/0040] 3250/4800, lr:1.0e-04 ∣ avg_100 : 31662.503593 ∣ critic_nllloss : 26413.398633 ∣ critic_ganloss : -849.955609 ∣ generator_nllloss : 5305.958594 ∣ generator_ganloss : 669.991187 ∣  [  std_z : 0.98  real_sub_fake : 2934.25 ]
[  epoch 0005/0040] 3260/4800, lr:1.0e-04 ∣ avg_100 : 31661.615800 ∣ critic_nllloss : 26417.597656 ∣ critic_ganloss : -795.275702 ∣ generator_nllloss : 5249.834375 ∣ generator_ganloss : 732.049609 ∣  [  std_z : 0.97  real_sub_fake : 3166.59 ]
[  epoch 0005/0040] 3270/4800, lr:1.0e-04 ∣ avg_100 : 31665.600547 ∣ critic_nllloss : 26451.188867 ∣ critic_ganloss : -682.184607 ∣ generator_nllloss : 5265.875391 ∣ generator_ganloss : 672.424902 ∣  [  std_z : 0.98  real_sub_fake : 2657.75 ]
[  epoch 0005/0040] 3280/4800, lr:1.0e-04 ∣ avg_100 : 31662.246434 ∣ critic_nllloss : 26259.182031 ∣ critic_ganloss : -894.886377 ∣ generator_nllloss : 5176.016602 ∣ generator_ganloss : 674.491699 ∣  [  std_z : 0.98  real_sub_fake : 3510.59 ]
[  epoch 0005/0040] 3290/4800, lr:1.0e-04 ∣ avg_100 : 31661.999282 ∣ critic_nllloss : 26428.582227 ∣ critic_ganloss : -832.417084 ∣ generator_nllloss : 5324.572852 ∣ generator_ganloss : 717.641211 ∣  [  std_z : 0.99  real_sub_fake : 2916.59 ]
[  epoch 0005/0040] 3300/4800, lr:1.0e-04 ∣ avg_100 : 31658.959740 ∣ critic_nllloss : 26393.794336 ∣ critic_ganloss : -680.037994 ∣ generator_nllloss : 5256.113281 ∣ generator_ganloss : 661.830786 ∣  [  std_z : 0.99  real_sub_fake : 3224.74 ]
[  epoch 0005/0040] 3310/4800, lr:1.0e-04 ∣ avg_100 : 31655.291899 ∣ critic_nllloss : 26147.338281 ∣ critic_ganloss : -738.594556 ∣ generator_nllloss : 5166.544922 ∣ generator_ganloss : 645.882300 ∣  [  std_z : 0.99  real_sub_fake : 2556.85 ]
[  epoch 0005/0040] 3320/4800, lr:1.0e-04 ∣ avg_100 : 31653.743449 ∣ critic_nllloss : 26418.458398 ∣ critic_ganloss : -736.106873 ∣ generator_nllloss : 5247.858594 ∣ generator_ganloss : 650.940039 ∣  [  std_z : 0.98  real_sub_fake : 2769.46 ]
[  epoch 0005/0040] 3330/4800, lr:1.0e-04 ∣ avg_100 : 31653.085598 ∣ critic_nllloss : 26430.135742 ∣ critic_ganloss : -869.331000 ∣ generator_nllloss : 5341.282812 ∣ generator_ganloss : 693.036084 ∣  [  std_z : 0.99  real_sub_fake : 3294.71 ]
[  epoch 0005/0040] 3340/4800, lr:1.0e-04 ∣ avg_100 : 31650.019875 ∣ critic_nllloss : 26357.154883 ∣ critic_ganloss : -930.779462 ∣ generator_nllloss : 5301.177344 ∣ generator_ganloss : 784.220923 ∣  [  std_z : 0.98  real_sub_fake : 3626.91 ]
[  epoch 0005/0040] 3350/4800, lr:1.0e-04 ∣ avg_100 : 31649.279410 ∣ critic_nllloss : 26339.960742 ∣ critic_ganloss : -807.177924 ∣ generator_nllloss : 5336.549805 ∣ generator_ganloss : 789.065649 ∣  [  std_z : 0.98  real_sub_fake : 2839.78 ]
[  epoch 0005/0040] 3360/4800, lr:1.0e-04 ∣ avg_100 : 31650.086182 ∣ critic_nllloss : 26364.079492 ∣ critic_ganloss : -611.968707 ∣ generator_nllloss : 5281.010938 ∣ generator_ganloss : 821.151050 ∣  [  std_z : 0.98  real_sub_fake : 2705.05 ]
[  epoch 0005/0040] 3370/4800, lr:1.0e-04 ∣ avg_100 : 31651.434414 ∣ critic_nllloss : 26369.965430 ∣ critic_ganloss : -756.876990 ∣ generator_nllloss : 5313.197070 ∣ generator_ganloss : 785.683618 ∣  [  std_z : 0.98  real_sub_fake : 2645.44 ]
[  epoch 0005/0040] 3380/4800, lr:1.0e-04 ∣ avg_100 : 31648.400078 ∣ critic_nllloss : 26476.050391 ∣ critic_ganloss : -952.327649 ∣ generator_nllloss : 5282.504687 ∣ generator_ganloss : 877.613281 ∣  [  std_z : 0.97  real_sub_fake : 3530.30 ]
[  epoch 0005/0040] 3390/4800, lr:1.0e-04 ∣ avg_100 : 31642.103732 ∣ critic_nllloss : 26300.873047 ∣ critic_ganloss : -1035.199524 ∣ generator_nllloss : 5268.176367 ∣ generator_ganloss : 828.665332 ∣     [  std_z : 0.97  real_sub_fake : 4147.98 ]
[  epoch 0005/0040] 3400/4800, lr:1.0e-04 ∣ avg_100 : 31642.616900 ∣ critic_nllloss : 26495.578711 ∣ critic_ganloss : -1008.024115 ∣ generator_nllloss : 5333.401172 ∣ generator_ganloss : 798.792578 ∣     [  std_z : 0.99  real_sub_fake : 3535.52 ]
[  epoch 0005/0040] 3410/4800, lr:1.0e-04 ∣ avg_100 : 31646.905523 ∣ critic_nllloss : 26467.236523 ∣ critic_ganloss : -782.555951 ∣ generator_nllloss : 5340.318359 ∣ generator_ganloss : 985.495312 ∣  [  std_z : 0.99  real_sub_fake : 3138.04 ]
[  epoch 0005/0040] 3420/4800, lr:1.0e-04 ∣ avg_100 : 31643.152846 ∣ critic_nllloss : 26150.493359 ∣ critic_ganloss : -805.480969 ∣ generator_nllloss : 5281.967578 ∣ generator_ganloss : 843.879395 ∣  [  std_z : 0.97  real_sub_fake : 3056.04 ]
[  epoch 0005/0040] 3430/4800, lr:1.0e-04 ∣ avg_100 : 31640.724930 ∣ critic_nllloss : 26530.598828 ∣ critic_ganloss : -957.741559 ∣ generator_nllloss : 5367.658789 ∣ generator_ganloss : 819.477124 ∣  [  std_z : 0.97  real_sub_fake : 3569.64 ]
[  epoch 0005/0040] 3440/4800, lr:1.0e-04 ∣ avg_100 : 31635.521232 ∣ critic_nllloss : 26297.963672 ∣ critic_ganloss : -921.920642 ∣ generator_nllloss : 5256.187500 ∣ generator_ganloss : 753.363306 ∣  [  std_z : 0.97  real_sub_fake : 3801.36 ]
[  epoch 0005/0040] 3450/4800, lr:1.0e-04 ∣ avg_100 : 31636.319335 ∣ critic_nllloss : 26531.237500 ∣ critic_ganloss : -815.642242 ∣ generator_nllloss : 5282.821094 ∣ generator_ganloss : 689.886206 ∣  [  std_z : 0.98  real_sub_fake : 3124.79 ]
[  epoch 0005/0040] 3460/4800, lr:1.0e-04 ∣ avg_100 : 31629.852643 ∣ critic_nllloss : 26392.830273 ∣ critic_ganloss : -1012.939166 ∣ generator_nllloss : 5305.969531 ∣ generator_ganloss : 663.061230 ∣     [  std_z : 0.98  real_sub_fake : 3631.03 ]
[  epoch 0005/0040] 3470/4800, lr:1.0e-04 ∣ avg_100 : 31627.916789 ∣ critic_nllloss : 26348.026953 ∣ critic_ganloss : -960.892700 ∣ generator_nllloss : 5260.417773 ∣ generator_ganloss : 824.263232 ∣  [  std_z : 0.99  real_sub_fake : 3943.29 ]
[  epoch 0005/0040] 3480/4800, lr:1.0e-04 ∣ avg_100 : 31629.361644 ∣ critic_nllloss : 26489.574805 ∣ critic_ganloss : -907.224243 ∣ generator_nllloss : 5365.912695 ∣ generator_ganloss : 891.741650 ∣  [  std_z : 1.00  real_sub_fake : 3529.08 ]
[  epoch 0005/0040] 3490/4800, lr:1.0e-04 ∣ avg_100 : 31630.315447 ∣ critic_nllloss : 26493.895898 ∣ critic_ganloss : -761.224127 ∣ generator_nllloss : 5302.275391 ∣ generator_ganloss : 937.528174 ∣  [  std_z : 1.00  real_sub_fake : 2982.07 ]
[  epoch 0005/0040] 3500/4800, lr:1.0e-04 ∣ avg_100 : 31627.021518 ∣ critic_nllloss : 26234.332813 ∣ critic_ganloss : -821.152130 ∣ generator_nllloss : 5267.394727 ∣ generator_ganloss : 895.561133 ∣  [  std_z : 0.98  real_sub_fake : 2932.19 ]
[  epoch 0005/0040] 3510/4800, lr:1.0e-04 ∣ avg_100 : 31624.322403 ∣ critic_nllloss : 26200.761133 ∣ critic_ganloss : -830.960931 ∣ generator_nllloss : 5228.966602 ∣ generator_ganloss : 869.153320 ∣  [  std_z : 0.97  real_sub_fake : 3454.44 ]
[  epoch 0005/0040] 3520/4800, lr:1.0e-04 ∣ avg_100 : 31621.305013 ∣ critic_nllloss : 26704.775977 ∣ critic_ganloss : -1010.256342 ∣ generator_nllloss : 5275.672656 ∣ generator_ganloss : 798.574243 ∣     [  std_z : 0.98  real_sub_fake : 3502.16 ]
[  epoch 0005/0040] 3530/4800, lr:1.0e-04 ∣ avg_100 : 31615.653211 ∣ critic_nllloss : 26241.999609 ∣ critic_ganloss : -869.190796 ∣ generator_nllloss : 5283.664844 ∣ generator_ganloss : 786.956665 ∣  [  std_z : 0.97  real_sub_fake : 3931.23 ]
[  epoch 0005/0040] 3540/4800, lr:1.0e-04 ∣ avg_100 : 31611.519154 ∣ critic_nllloss : 26398.858398 ∣ critic_ganloss : -907.974805 ∣ generator_nllloss : 5277.613477 ∣ generator_ganloss : 765.713672 ∣  [  std_z : 0.97  real_sub_fake : 3128.11 ]
[  epoch 0005/0040] 3550/4800, lr:1.0e-04 ∣ avg_100 : 31608.116080 ∣ critic_nllloss : 26443.039062 ∣ critic_ganloss : -937.060974 ∣ generator_nllloss : 5282.290820 ∣ generator_ganloss : 774.408423 ∣  [  std_z : 0.98  real_sub_fake : 3575.95 ]
[  epoch 0005/0040] 3560/4800, lr:1.0e-04 ∣ avg_100 : 31607.373837 ∣ critic_nllloss : 26514.130469 ∣ critic_ganloss : -829.019666 ∣ generator_nllloss : 5329.763477 ∣ generator_ganloss : 821.540503 ∣  [  std_z : 0.98  real_sub_fake : 3040.54 ]
[  epoch 0005/0040] 3570/4800, lr:1.0e-04 ∣ avg_100 : 31610.634202 ∣ critic_nllloss : 26489.883008 ∣ critic_ganloss : -837.867365 ∣ generator_nllloss : 5354.011719 ∣ generator_ganloss : 828.006909 ∣  [  std_z : 0.98  real_sub_fake : 3473.65 ]
[  epoch 0005/0040] 3580/4800, lr:1.0e-04 ∣ avg_100 : 31610.290862 ∣ critic_nllloss : 26480.678906 ∣ critic_ganloss : -779.554877 ∣ generator_nllloss : 5324.704492 ∣ generator_ganloss : 822.697168 ∣  [  std_z : 0.98  real_sub_fake : 2951.21 ]
[  epoch 0005/0040] 3590/4800, lr:1.0e-04 ∣ avg_100 : 31607.917097 ∣ critic_nllloss : 26231.710938 ∣ critic_ganloss : -813.102496 ∣ generator_nllloss : 5242.849219 ∣ generator_ganloss : 756.529175 ∣  [  std_z : 0.99  real_sub_fake : 2852.13 ]
[  epoch 0005/0040] 3600/4800, lr:1.0e-04 ∣ avg_100 : 31610.060018 ∣ critic_nllloss : 26342.842187 ∣ critic_ganloss : -768.860413 ∣ generator_nllloss : 5261.489062 ∣ generator_ganloss : 770.843359 ∣  [  std_z : 0.99  real_sub_fake : 3087.02 ]
[  epoch 0005/0040] 3610/4800, lr:1.0e-04 ∣ avg_100 : 31610.557545 ∣ critic_nllloss : 26328.774414 ∣ critic_ganloss : -918.731714 ∣ generator_nllloss : 5209.513477 ∣ generator_ganloss : 792.703540 ∣  [  std_z : 0.97  real_sub_fake : 3428.11 ]
[  epoch 0005/0040] 3620/4800, lr:1.0e-04 ∣ avg_100 : 31605.337528 ∣ critic_nllloss : 26193.700000 ∣ critic_ganloss : -821.714587 ∣ generator_nllloss : 5231.618359 ∣ generator_ganloss : 720.901709 ∣  [  std_z : 0.98  real_sub_fake : 3636.13 ]
[  epoch 0005/0040] 3630/4800, lr:1.0e-04 ∣ avg_100 : 31603.665029 ∣ critic_nllloss : 26280.537500 ∣ critic_ganloss : -844.817413 ∣ generator_nllloss : 5301.470312 ∣ generator_ganloss : 692.052197 ∣  [  std_z : 0.98  real_sub_fake : 2828.27 ]
[  epoch 0005/0040] 3640/4800, lr:1.0e-04 ∣ avg_100 : 31605.350065 ∣ critic_nllloss : 26425.641211 ∣ critic_ganloss : -866.626764 ∣ generator_nllloss : 5265.717188 ∣ generator_ganloss : 693.513330 ∣  [  std_z : 0.99  real_sub_fake : 3428.98 ]
[  epoch 0005/0040] 3650/4800, lr:1.0e-04 ∣ avg_100 : 31607.328937 ∣ critic_nllloss : 26280.218164 ∣ critic_ganloss : -827.779724 ∣ generator_nllloss : 5338.361719 ∣ generator_ganloss : 732.087354 ∣  [  std_z : 0.97  real_sub_fake : 3128.66 ]
[  epoch 0005/0040] 3660/4800, lr:1.0e-04 ∣ avg_100 : 31609.533578 ∣ critic_nllloss : 26464.233203 ∣ critic_ganloss : -856.041187 ∣ generator_nllloss : 5336.406250 ∣ generator_ganloss : 770.738379 ∣  [  std_z : 0.96  real_sub_fake : 3125.30 ]
[  epoch 0005/0040] 3670/4800, lr:1.0e-04 ∣ avg_100 : 31611.388670 ∣ critic_nllloss : 26200.223047 ∣ critic_ganloss : -670.032001 ∣ generator_nllloss : 5118.291406 ∣ generator_ganloss : 752.966016 ∣  [  std_z : 0.97  real_sub_fake : 3104.16 ]
[  epoch 0005/0040] 3680/4800, lr:1.0e-04 ∣ avg_100 : 31609.682178 ∣ critic_nllloss : 26343.992773 ∣ critic_ganloss : -882.354144 ∣ generator_nllloss : 5239.131445 ∣ generator_ganloss : 726.926514 ∣  [  std_z : 0.98  real_sub_fake : 2905.49 ]
[  epoch 0005/0040] 3690/4800, lr:1.0e-04 ∣ avg_100 : 31610.614262 ∣ critic_nllloss : 26315.293945 ∣ critic_ganloss : -1020.624518 ∣ generator_nllloss : 5220.203125 ∣ generator_ganloss : 741.908618 ∣     [  std_z : 0.99  real_sub_fake : 4086.05 ]
[  epoch 0005/0040] 3700/4800, lr:1.0e-04 ∣ avg_100 : 31608.195002 ∣ critic_nllloss : 26189.825586 ∣ critic_ganloss : -813.276038 ∣ generator_nllloss : 5191.691406 ∣ generator_ganloss : 775.365454 ∣  [  std_z : 1.00  real_sub_fake : 2950.70 ]
[  epoch 0005/0040] 3710/4800, lr:1.0e-04 ∣ avg_100 : 31608.177500 ∣ critic_nllloss : 26413.038672 ∣ critic_ganloss : -970.384418 ∣ generator_nllloss : 5386.124219 ∣ generator_ganloss : 854.481885 ∣  [  std_z : 0.99  real_sub_fake : 3803.47 ]
[  epoch 0005/0040] 3720/4800, lr:1.0e-04 ∣ avg_100 : 31610.175877 ∣ critic_nllloss : 26189.558008 ∣ critic_ganloss : -771.975909 ∣ generator_nllloss : 5271.632227 ∣ generator_ganloss : 895.552246 ∣  [  std_z : 0.99  real_sub_fake : 3229.07 ]
[  epoch 0005/0040] 3730/4800, lr:1.0e-04 ∣ avg_100 : 31611.092143 ∣ critic_nllloss : 26273.502344 ∣ critic_ganloss : -892.740961 ∣ generator_nllloss : 5323.205664 ∣ generator_ganloss : 850.626270 ∣  [  std_z : 0.96  real_sub_fake : 3249.64 ]
[  epoch 0005/0040] 3740/4800, lr:1.0e-04 ∣ avg_100 : 31607.355318 ∣ critic_nllloss : 26220.225781 ∣ critic_ganloss : -840.602142 ∣ generator_nllloss : 5200.125195 ∣ generator_ganloss : 821.400342 ∣  [  std_z : 0.97  real_sub_fake : 3594.68 ]
[  epoch 0005/0040] 3750/4800, lr:1.0e-04 ∣ avg_100 : 31602.967151 ∣ critic_nllloss : 26178.099414 ∣ critic_ganloss : -926.900836 ∣ generator_nllloss : 5246.060938 ∣ generator_ganloss : 819.233301 ∣  [  std_z : 0.97  real_sub_fake : 3278.05 ]
[  epoch 0005/0040] 3760/4800, lr:1.0e-04 ∣ avg_100 : 31601.711654 ∣ critic_nllloss : 26355.330078 ∣ critic_ganloss : -829.792236 ∣ generator_nllloss : 5256.831445 ∣ generator_ganloss : 886.651074 ∣  [  std_z : 0.99  real_sub_fake : 3081.89 ]
[  epoch 0005/0040] 3770/4800, lr:1.0e-04 ∣ avg_100 : 31605.007239 ∣ critic_nllloss : 26371.910352 ∣ critic_ganloss : -818.455310 ∣ generator_nllloss : 5329.869922 ∣ generator_ganloss : 882.238428 ∣  [  std_z : 1.00  real_sub_fake : 3072.79 ]
[  epoch 0005/0040] 3780/4800, lr:1.0e-04 ∣ avg_100 : 31606.469245 ∣ critic_nllloss : 26287.458008 ∣ critic_ganloss : -713.730249 ∣ generator_nllloss : 5315.303516 ∣ generator_ganloss : 782.014014 ∣  [  std_z : 0.98  real_sub_fake : 3047.07 ]
[  epoch 0005/0040] 3790/4800, lr:1.0e-04 ∣ avg_100 : 31607.002113 ∣ critic_nllloss : 26239.081445 ∣ critic_ganloss : -738.518561 ∣ generator_nllloss : 5288.513867 ∣ generator_ganloss : 877.053613 ∣  [  std_z : 0.97  real_sub_fake : 2568.32 ]
[  epoch 0005/0040] 3800/4800, lr:1.0e-04 ∣ avg_100 : 31605.973906 ∣ critic_nllloss : 26235.629688 ∣ critic_ganloss : -789.603833 ∣ generator_nllloss : 5296.748242 ∣ generator_ganloss : 842.046875 ∣  [  std_z : 0.96  real_sub_fake : 3198.68 ]
[  epoch 0005/0040] 3810/4800, lr:1.0e-04 ∣ avg_100 : 31606.748060 ∣ critic_nllloss : 26374.202344 ∣ critic_ganloss : -715.607300 ∣ generator_nllloss : 5258.813672 ∣ generator_ganloss : 825.517456 ∣  [  std_z : 0.97  real_sub_fake : 2532.07 ]
[  epoch 0005/0040] 3820/4800, lr:1.0e-04 ∣ avg_100 : 31602.437215 ∣ critic_nllloss : 26224.334570 ∣ critic_ganloss : -870.217426 ∣ generator_nllloss : 5309.760156 ∣ generator_ganloss : 814.459814 ∣  [  std_z : 0.98  real_sub_fake : 3368.01 ]
[  epoch 0005/0040] 3830/4800, lr:1.0e-04 ∣ avg_100 : 31596.276588 ∣ critic_nllloss : 26258.820703 ∣ critic_ganloss : -996.042908 ∣ generator_nllloss : 5184.408203 ∣ generator_ganloss : 875.134473 ∣  [  std_z : 0.99  real_sub_fake : 3719.55 ]
[  epoch 0005/0040] 3840/4800, lr:1.0e-04 ∣ avg_100 : 31590.572251 ∣ critic_nllloss : 26193.589062 ∣ critic_ganloss : -928.561133 ∣ generator_nllloss : 5295.164453 ∣ generator_ganloss : 933.351709 ∣  [  std_z : 0.98  real_sub_fake : 3663.65 ]
[  epoch 0005/0040] 3850/4800, lr:1.0e-04 ∣ avg_100 : 31594.494316 ∣ critic_nllloss : 26375.873828 ∣ critic_ganloss : -394.390625 ∣ generator_nllloss : 5306.045898 ∣ generator_ganloss : 951.857666 ∣  [  std_z : 0.98  real_sub_fake : 2287.23 ]
[  epoch 0005/0040] 3860/4800, lr:1.0e-04 ∣ avg_100 : 31596.791818 ∣ critic_nllloss : 26303.500391 ∣ critic_ganloss : -523.947235 ∣ generator_nllloss : 5289.902734 ∣ generator_ganloss : 847.968335 ∣  [  std_z : 0.96  real_sub_fake : 1496.86 ]
[  epoch 0005/0040] 3870/4800, lr:1.0e-04 ∣ avg_100 : 31599.546956 ∣ critic_nllloss : 26455.263672 ∣ critic_ganloss : -778.545374 ∣ generator_nllloss : 5299.841602 ∣ generator_ganloss : 777.967310 ∣  [  std_z : 0.97  real_sub_fake : 2801.56 ]
[  epoch 0005/0040] 3880/4800, lr:1.0e-04 ∣ avg_100 : 31598.820496 ∣ critic_nllloss : 26314.337305 ∣ critic_ganloss : -858.420953 ∣ generator_nllloss : 5304.083008 ∣ generator_ganloss : 814.121289 ∣  [  std_z : 0.99  real_sub_fake : 3553.17 ]
[  epoch 0005/0040] 3890/4800, lr:1.0e-04 ∣ avg_100 : 31600.447971 ∣ critic_nllloss : 26201.266211 ∣ critic_ganloss : -850.964532 ∣ generator_nllloss : 5326.133594 ∣ generator_ganloss : 924.238477 ∣  [  std_z : 1.00  real_sub_fake : 2943.57 ]
[  epoch 0005/0040] 3900/4800, lr:1.0e-04 ∣ avg_100 : 31603.159619 ∣ critic_nllloss : 26401.206055 ∣ critic_ganloss : -819.299323 ∣ generator_nllloss : 5260.948633 ∣ generator_ganloss : 923.203418 ∣  [  std_z : 0.99  real_sub_fake : 3549.61 ]
[  epoch 0005/0040] 3910/4800, lr:1.0e-04 ∣ avg_100 : 31600.802675 ∣ critic_nllloss : 26274.471289 ∣ critic_ganloss : -797.985431 ∣ generator_nllloss : 5251.030859 ∣ generator_ganloss : 870.727441 ∣  [  std_z : 0.97  real_sub_fake : 2949.66 ]
[  epoch 0005/0040] 3920/4800, lr:1.0e-04 ∣ avg_100 : 31602.956408 ∣ critic_nllloss : 26282.929297 ∣ critic_ganloss : -768.522540 ∣ generator_nllloss : 5232.602734 ∣ generator_ganloss : 835.227881 ∣  [  std_z : 0.96  real_sub_fake : 2986.96 ]
[  epoch 0005/0040] 3930/4800, lr:1.0e-04 ∣ avg_100 : 31607.472713 ∣ critic_nllloss : 26503.395313 ∣ critic_ganloss : -961.900916 ∣ generator_nllloss : 5401.926172 ∣ generator_ganloss : 862.428516 ∣  [  std_z : 0.99  real_sub_fake : 3344.45 ]
[  epoch 0005/0040] 3940/4800, lr:1.0e-04 ∣ avg_100 : 31609.086310 ∣ critic_nllloss : 26403.680664 ∣ critic_ganloss : -807.801044 ∣ generator_nllloss : 5350.874805 ∣ generator_ganloss : 939.741895 ∣  [  std_z : 0.99  real_sub_fake : 3343.36 ]
[  epoch 0005/0040] 3950/4800, lr:1.0e-04 ∣ avg_100 : 31611.823764 ∣ critic_nllloss : 26477.668750 ∣ critic_ganloss : -760.848541 ∣ generator_nllloss : 5229.457227 ∣ generator_ganloss : 972.235840 ∣  [  std_z : 1.00  real_sub_fake : 3242.85 ]
[  epoch 0005/0040] 3960/4800, lr:1.0e-04 ∣ avg_100 : 31611.445691 ∣ critic_nllloss : 26453.126367 ∣ critic_ganloss : -869.214685 ∣ generator_nllloss : 5265.601562 ∣ generator_ganloss : 909.866504 ∣  [  std_z : 0.99  real_sub_fake : 3043.64 ]
[  epoch 0005/0040] 3970/4800, lr:1.0e-04 ∣ avg_100 : 31612.858545 ∣ critic_nllloss : 26389.439844 ∣ critic_ganloss : -893.468323 ∣ generator_nllloss : 5294.339453 ∣ generator_ganloss : 851.941870 ∣  [  std_z : 0.98  real_sub_fake : 3346.91 ]
[  epoch 0005/0040] 3980/4800, lr:1.0e-04 ∣ avg_100 : 31614.016282 ∣ critic_nllloss : 26462.244727 ∣ critic_ganloss : -896.629712 ∣ generator_nllloss : 5343.608008 ∣ generator_ganloss : 850.659131 ∣  [  std_z : 0.96  real_sub_fake : 3577.30 ]
[  epoch 0005/0040] 3990/4800, lr:1.0e-04 ∣ avg_100 : 31615.029835 ∣ critic_nllloss : 26298.178125 ∣ critic_ganloss : -738.070319 ∣ generator_nllloss : 5299.606250 ∣ generator_ganloss : 872.268408 ∣  [  std_z : 0.97  real_sub_fake : 2681.62 ]
[  epoch 0005/0040] 4000/4800, lr:1.0e-04 ∣ avg_100 : 31616.020007 ∣ critic_nllloss : 26501.168555 ∣ critic_ganloss : -912.984363 ∣ generator_nllloss : 5257.877148 ∣ generator_ganloss : 864.209668 ∣  [  std_z : 1.00  real_sub_fake : 3630.54 ]
[  epoch 0005/0040] 4010/4800, lr:1.0e-04 ∣ avg_100 : 31620.010543 ∣ critic_nllloss : 26577.940820 ∣ critic_ganloss : -833.049292 ∣ generator_nllloss : 5280.203320 ∣ generator_ganloss : 843.575977 ∣  [  std_z : 1.01  real_sub_fake : 3226.17 ]
[  epoch 0005/0040] 4020/4800, lr:1.0e-04 ∣ avg_100 : 31619.801297 ∣ critic_nllloss : 26187.768945 ∣ critic_ganloss : -642.827509 ∣ generator_nllloss : 5146.586328 ∣ generator_ganloss : 828.618994 ∣  [  std_z : 0.99  real_sub_fake : 2499.21 ]
[  epoch 0005/0040] 4030/4800, lr:1.0e-04 ∣ avg_100 : 31621.501044 ∣ critic_nllloss : 26347.983203 ∣ critic_ganloss : -769.760968 ∣ generator_nllloss : 5294.271484 ∣ generator_ganloss : 801.268164 ∣  [  std_z : 0.99  real_sub_fake : 3315.39 ]
[  epoch 0005/0040] 4040/4800, lr:1.0e-04 ∣ avg_100 : 31619.627110 ∣ critic_nllloss : 26304.325586 ∣ critic_ganloss : -890.486432 ∣ generator_nllloss : 5268.667188 ∣ generator_ganloss : 778.052295 ∣  [  std_z : 0.98  real_sub_fake : 2922.35 ]
[  epoch 0005/0040] 4050/4800, lr:1.0e-04 ∣ avg_100 : 31619.296615 ∣ critic_nllloss : 26426.193750 ∣ critic_ganloss : -808.554828 ∣ generator_nllloss : 5307.162695 ∣ generator_ganloss : 815.688159 ∣  [  std_z : 0.97  real_sub_fake : 2881.47 ]
[  epoch 0005/0040] 4060/4800, lr:1.0e-04 ∣ avg_100 : 31619.635643 ∣ critic_nllloss : 26466.197852 ∣ critic_ganloss : -855.106177 ∣ generator_nllloss : 5317.910156 ∣ generator_ganloss : 937.401514 ∣  [  std_z : 0.97  real_sub_fake : 3253.40 ]
[  epoch 0005/0040] 4070/4800, lr:1.0e-04 ∣ avg_100 : 31618.540725 ∣ critic_nllloss : 26287.860742 ∣ critic_ganloss : -758.333978 ∣ generator_nllloss : 5228.103320 ∣ generator_ganloss : 1012.306250 ∣     [  std_z : 0.98  real_sub_fake : 3419.03 ]
[  epoch 0005/0040] 4080/4800, lr:1.0e-04 ∣ avg_100 : 31621.380658 ∣ critic_nllloss : 26380.662891 ∣ critic_ganloss : -513.156165 ∣ generator_nllloss : 5237.679297 ∣ generator_ganloss : 1029.286035 ∣     [  std_z : 0.98  real_sub_fake : 2534.23 ]
[  epoch 0005/0040] 4090/4800, lr:1.0e-04 ∣ avg_100 : 31624.406918 ∣ critic_nllloss : 26255.761328 ∣ critic_ganloss : -489.469028 ∣ generator_nllloss : 5246.591016 ∣ generator_ganloss : 995.749512 ∣  [  std_z : 0.98  real_sub_fake : 1346.48 ]
[  epoch 0005/0040] 4100/4800, lr:1.0e-04 ∣ avg_100 : 31627.656235 ∣ critic_nllloss : 26544.433594 ∣ critic_ganloss : -533.371280 ∣ generator_nllloss : 5273.334766 ∣ generator_ganloss : 822.742236 ∣  [  std_z : 1.00  real_sub_fake : 1730.39 ]
[  epoch 0005/0040] 4110/4800, lr:1.0e-04 ∣ avg_100 : 31629.898949 ∣ critic_nllloss : 26385.029687 ∣ critic_ganloss : -586.230670 ∣ generator_nllloss : 5289.042969 ∣ generator_ganloss : 808.189990 ∣  [  std_z : 0.99  real_sub_fake : 2364.07 ]
[  epoch 0005/0040] 4120/4800, lr:1.0e-04 ∣ avg_100 : 31633.884700 ∣ critic_nllloss : 26599.969922 ∣ critic_ganloss : -651.257129 ∣ generator_nllloss : 5331.738867 ∣ generator_ganloss : 829.723535 ∣  [  std_z : 1.00  real_sub_fake : 2386.90 ]
[  epoch 0005/0040] 4130/4800, lr:1.0e-04 ∣ avg_100 : 31630.771382 ∣ critic_nllloss : 26321.160352 ∣ critic_ganloss : -773.993762 ∣ generator_nllloss : 5229.820508 ∣ generator_ganloss : 897.428809 ∣  [  std_z : 0.98  real_sub_fake : 2643.45 ]
[  epoch 0005/0040] 4140/4800, lr:1.0e-04 ∣ avg_100 : 31630.774400 ∣ critic_nllloss : 26140.341602 ∣ critic_ganloss : -694.758032 ∣ generator_nllloss : 5260.430859 ∣ generator_ganloss : 930.988818 ∣  [  std_z : 0.97  real_sub_fake : 2793.81 ]
[  epoch 0005/0040] 4150/4800, lr:1.0e-04 ∣ avg_100 : 31632.243687 ∣ critic_nllloss : 26281.831445 ∣ critic_ganloss : -878.123297 ∣ generator_nllloss : 5243.788477 ∣ generator_ganloss : 1003.471387 ∣     [  std_z : 0.97  real_sub_fake : 2968.41 ]
[  epoch 0005/0040] 4160/4800, lr:1.0e-04 ∣ avg_100 : 31638.867284 ∣ critic_nllloss : 26395.234570 ∣ critic_ganloss : -565.535132 ∣ generator_nllloss : 5311.908984 ∣ generator_ganloss : 1029.604346 ∣     [  std_z : 0.99  real_sub_fake : 3059.94 ]
[  epoch 0005/0040] 4170/4800, lr:1.0e-04 ∣ avg_100 : 31643.116497 ∣ critic_nllloss : 26274.952734 ∣ critic_ganloss : -681.576282 ∣ generator_nllloss : 5327.591406 ∣ generator_ganloss : 982.216309 ∣  [  std_z : 1.00  real_sub_fake : 2087.33 ]
[  epoch 0005/0040] 4180/4800, lr:1.0e-04 ∣ avg_100 : 31644.729971 ∣ critic_nllloss : 26298.663086 ∣ critic_ganloss : -770.549164 ∣ generator_nllloss : 5232.308203 ∣ generator_ganloss : 862.608594 ∣  [  std_z : 0.98  real_sub_fake : 3243.57 ]
[  epoch 0005/0040] 4190/4800, lr:1.0e-04 ∣ avg_100 : 31650.316876 ∣ critic_nllloss : 26578.816016 ∣ critic_ganloss : -756.241827 ∣ generator_nllloss : 5336.921289 ∣ generator_ganloss : 856.990088 ∣  [  std_z : 0.97  real_sub_fake : 3039.77 ]
[  epoch 0005/0040] 4200/4800, lr:1.0e-04 ∣ avg_100 : 31651.590775 ∣ critic_nllloss : 26558.035938 ∣ critic_ganloss : -845.047614 ∣ generator_nllloss : 5174.401172 ∣ generator_ganloss : 818.259570 ∣  [  std_z : 0.97  real_sub_fake : 2721.59 ]
[  epoch 0005/0040] 4210/4800, lr:1.0e-04 ∣ avg_100 : 31648.672128 ∣ critic_nllloss : 26203.132227 ∣ critic_ganloss : -766.170551 ∣ generator_nllloss : 5298.950781 ∣ generator_ganloss : 937.287402 ∣  [  std_z : 0.99  real_sub_fake : 3211.24 ]
[  epoch 0005/0040] 4220/4800, lr:1.0e-04 ∣ avg_100 : 31651.541215 ∣ critic_nllloss : 26284.324414 ∣ critic_ganloss : -802.360144 ∣ generator_nllloss : 5333.656250 ∣ generator_ganloss : 808.942432 ∣  [  std_z : 1.00  real_sub_fake : 2948.66 ]
[  epoch 0005/0040] 4230/4800, lr:1.0e-04 ∣ avg_100 : 31654.451849 ∣ critic_nllloss : 26264.211133 ∣ critic_ganloss : -789.576001 ∣ generator_nllloss : 5337.605859 ∣ generator_ganloss : 827.777686 ∣  [  std_z : 0.99  real_sub_fake : 2908.70 ]
[  epoch 0005/0040] 4240/4800, lr:1.0e-04 ∣ avg_100 : 31659.139993 ∣ critic_nllloss : 26500.174609 ∣ critic_ganloss : -665.981232 ∣ generator_nllloss : 5215.787695 ∣ generator_ganloss : 873.960840 ∣  [  std_z : 0.97  real_sub_fake : 2726.33 ]
[  epoch 0005/0040] 4250/4800, lr:1.0e-04 ∣ avg_100 : 31662.332689 ∣ critic_nllloss : 26378.676953 ∣ critic_ganloss : -654.246906 ∣ generator_nllloss : 5283.450586 ∣ generator_ganloss : 850.781738 ∣  [  std_z : 0.96  real_sub_fake : 2775.56 ]
[  epoch 0005/0040] 4260/4800, lr:1.0e-04 ∣ avg_100 : 31662.874689 ∣ critic_nllloss : 26317.558594 ∣ critic_ganloss : -841.532812 ∣ generator_nllloss : 5271.107227 ∣ generator_ganloss : 911.272949 ∣  [  std_z : 0.97  real_sub_fake : 2769.75 ]
[  epoch 0005/0040] 4270/4800, lr:1.0e-04 ∣ avg_100 : 31663.189889 ∣ critic_nllloss : 26376.480078 ∣ critic_ganloss : -838.163452 ∣ generator_nllloss : 5216.836914 ∣ generator_ganloss : 983.671045 ∣  [  std_z : 1.00  real_sub_fake : 3057.97 ]
[  epoch 0005/0040] 4280/4800, lr:1.0e-04 ∣ avg_100 : 31670.676551 ∣ critic_nllloss : 26339.911719 ∣ critic_ganloss : -698.036334 ∣ generator_nllloss : 5344.291797 ∣ generator_ganloss : 977.302930 ∣  [  std_z : 1.00  real_sub_fake : 3251.85 ]
[  epoch 0005/0040] 4290/4800, lr:1.0e-04 ∣ avg_100 : 31672.774796 ∣ critic_nllloss : 26439.425781 ∣ critic_ganloss : -875.512823 ∣ generator_nllloss : 5302.000000 ∣ generator_ganloss : 982.290820 ∣  [  std_z : 0.99  real_sub_fake : 3077.43 ]
[  epoch 0005/0040] 4300/4800, lr:1.0e-04 ∣ avg_100 : 31677.123600 ∣ critic_nllloss : 26468.786523 ∣ critic_ganloss : -793.274109 ∣ generator_nllloss : 5300.466797 ∣ generator_ganloss : 1090.601611 ∣     [  std_z : 0.96  real_sub_fake : 3048.71 ]
[  epoch 0005/0040] 4310/4800, lr:1.0e-04 ∣ avg_100 : 31684.480696 ∣ critic_nllloss : 26339.064844 ∣ critic_ganloss : -707.728931 ∣ generator_nllloss : 5268.666602 ∣ generator_ganloss : 1056.878027 ∣     [  std_z : 0.96  real_sub_fake : 2835.42 ]
[  epoch 0005/0040] 4320/4800, lr:1.0e-04 ∣ avg_100 : 31690.007852 ∣ critic_nllloss : 26542.670703 ∣ critic_ganloss : -770.832642 ∣ generator_nllloss : 5333.407812 ∣ generator_ganloss : 1028.619824 ∣     [  std_z : 0.99  real_sub_fake : 2754.85 ]
[  epoch 0005/0040] 4330/4800, lr:1.0e-04 ∣ avg_100 : 31689.737538 ∣ critic_nllloss : 26148.445508 ∣ critic_ganloss : -745.100916 ∣ generator_nllloss : 5269.753125 ∣ generator_ganloss : 894.994531 ∣  [  std_z : 0.99  real_sub_fake : 3066.30 ]
[  epoch 0005/0040] 4340/4800, lr:1.0e-04 ∣ avg_100 : 31696.091079 ∣ critic_nllloss : 26576.368945 ∣ critic_ganloss : -687.882819 ∣ generator_nllloss : 5332.838867 ∣ generator_ganloss : 925.802783 ∣  [  std_z : 0.99  real_sub_fake : 2671.97 ]
[  epoch 0005/0040] 4350/4800, lr:1.0e-04 ∣ avg_100 : 31697.199218 ∣ critic_nllloss : 26370.744336 ∣ critic_ganloss : -845.163843 ∣ generator_nllloss : 5330.538672 ∣ generator_ganloss : 913.093066 ∣  [  std_z : 0.97  real_sub_fake : 2899.64 ]
[  epoch 0005/0040] 4360/4800, lr:1.0e-04 ∣ avg_100 : 31698.024661 ∣ critic_nllloss : 26320.278125 ∣ critic_ganloss : -661.118854 ∣ generator_nllloss : 5270.160547 ∣ generator_ganloss : 1007.497266 ∣     [  std_z : 0.97  real_sub_fake : 3017.32 ]
[  epoch 0005/0040] 4370/4800, lr:1.0e-04 ∣ avg_100 : 31699.320596 ∣ critic_nllloss : 26224.468750 ∣ critic_ganloss : -574.573419 ∣ generator_nllloss : 5199.494727 ∣ generator_ganloss : 992.172559 ∣  [  std_z : 0.98  real_sub_fake : 2111.07 ]
[  epoch 0005/0040] 4380/4800, lr:1.0e-04 ∣ avg_100 : 31700.371719 ∣ critic_nllloss : 26266.602734 ∣ critic_ganloss : -563.990765 ∣ generator_nllloss : 5246.631250 ∣ generator_ganloss : 839.709717 ∣  [  std_z : 1.00  real_sub_fake : 2676.37 ]
[  epoch 0005/0040] 4390/4800, lr:1.0e-04 ∣ avg_100 : 31705.277137 ∣ critic_nllloss : 26324.784766 ∣ critic_ganloss : -466.062726 ∣ generator_nllloss : 5244.919141 ∣ generator_ganloss : 749.415918 ∣  [  std_z : 1.00  real_sub_fake : 1806.71 ]
[  epoch 0005/0040] 4400/4800, lr:1.0e-04 ∣ avg_100 : 31704.684134 ∣ critic_nllloss : 26126.694922 ∣ critic_ganloss : -552.767249 ∣ generator_nllloss : 5288.906250 ∣ generator_ganloss : 697.614087 ∣  [  std_z : 0.99  real_sub_fake : 1570.02 ]
[  epoch 0005/0040] 4410/4800, lr:1.0e-04 ∣ avg_100 : 31701.362623 ∣ critic_nllloss : 26372.658984 ∣ critic_ganloss : -632.500519 ∣ generator_nllloss : 5233.516016 ∣ generator_ganloss : 704.668701 ∣  [  std_z : 0.98  real_sub_fake : 2427.23 ]
[  epoch 0005/0040] 4420/4800, lr:1.0e-04 ∣ avg_100 : 31705.123197 ∣ critic_nllloss : 26465.649219 ∣ critic_ganloss : -626.133502 ∣ generator_nllloss : 5276.854102 ∣ generator_ganloss : 730.546924 ∣  [  std_z : 0.98  real_sub_fake : 2397.74 ]
[  epoch 0005/0040] 4430/4800, lr:1.0e-04 ∣ avg_100 : 31702.319226 ∣ critic_nllloss : 26219.452344 ∣ critic_ganloss : -712.095117 ∣ generator_nllloss : 5201.725781 ∣ generator_ganloss : 770.513013 ∣  [  std_z : 0.97  real_sub_fake : 2731.72 ]
[  epoch 0005/0040] 4440/4800, lr:1.0e-04 ∣ avg_100 : 31704.548840 ∣ critic_nllloss : 26206.907227 ∣ critic_ganloss : -700.928644 ∣ generator_nllloss : 5285.805273 ∣ generator_ganloss : 816.771387 ∣  [  std_z : 0.97  real_sub_fake : 2823.37 ]
[  epoch 0005/0040] 4450/4800, lr:1.0e-04 ∣ avg_100 : 31703.851365 ∣ critic_nllloss : 26375.820117 ∣ critic_ganloss : -812.405280 ∣ generator_nllloss : 5245.003516 ∣ generator_ganloss : 810.136743 ∣  [  std_z : 0.98  real_sub_fake : 2962.43 ]
[  epoch 0005/0040] 4460/4800, lr:1.0e-04 ∣ avg_100 : 31706.569194 ∣ critic_nllloss : 26376.893945 ∣ critic_ganloss : -833.493005 ∣ generator_nllloss : 5246.607031 ∣ generator_ganloss : 830.696753 ∣  [  std_z : 0.99  real_sub_fake : 2966.56 ]
[  epoch 0005/0040] 4470/4800, lr:1.0e-04 ∣ avg_100 : 31713.939935 ∣ critic_nllloss : 26588.794336 ∣ critic_ganloss : -517.854425 ∣ generator_nllloss : 5285.723047 ∣ generator_ganloss : 852.226465 ∣  [  std_z : 1.00  real_sub_fake : 2508.96 ]
[  epoch 0005/0040] 4480/4800, lr:1.0e-04 ∣ avg_100 : 31713.352097 ∣ critic_nllloss : 26301.647852 ∣ critic_ganloss : -584.100360 ∣ generator_nllloss : 5248.592188 ∣ generator_ganloss : 815.081445 ∣  [  std_z : 0.98  real_sub_fake : 2053.63 ]
[  epoch 0005/0040] 4490/4800, lr:1.0e-04 ∣ avg_100 : 31710.387119 ∣ critic_nllloss : 26372.494141 ∣ critic_ganloss : -840.917932 ∣ generator_nllloss : 5294.680664 ∣ generator_ganloss : 849.720605 ∣  [  std_z : 0.98  real_sub_fake : 2963.10 ]
[  epoch 0005/0040] 4500/4800, lr:1.0e-04 ∣ avg_100 : 31709.414013 ∣ critic_nllloss : 26252.754688 ∣ critic_ganloss : -807.362415 ∣ generator_nllloss : 5176.258984 ∣ generator_ganloss : 857.174707 ∣  [  std_z : 0.98  real_sub_fake : 3174.55 ]
[  epoch 0005/0040] 4510/4800, lr:1.0e-04 ∣ avg_100 : 31714.062897 ∣ critic_nllloss : 26501.710742 ∣ critic_ganloss : -656.131879 ∣ generator_nllloss : 5272.154688 ∣ generator_ganloss : 815.075000 ∣  [  std_z : 0.98  real_sub_fake : 2703.58 ]
[  epoch 0005/0040] 4520/4800, lr:1.0e-04 ∣ avg_100 : 31713.009701 ∣ critic_nllloss : 26421.691797 ∣ critic_ganloss : -805.377698 ∣ generator_nllloss : 5223.895312 ∣ generator_ganloss : 823.237476 ∣  [  std_z : 0.98  real_sub_fake : 2914.82 ]
[  epoch 0005/0040] 4530/4800, lr:1.0e-04 ∣ avg_100 : 31716.737823 ∣ critic_nllloss : 26393.078516 ∣ critic_ganloss : -876.738409 ∣ generator_nllloss : 5370.870313 ∣ generator_ganloss : 929.032129 ∣  [  std_z : 0.98  real_sub_fake : 3307.61 ]
[  epoch 0005/0040] 4540/4800, lr:1.0e-04 ∣ avg_100 : 31719.508789 ∣ critic_nllloss : 26259.669336 ∣ critic_ganloss : -697.371484 ∣ generator_nllloss : 5238.726562 ∣ generator_ganloss : 1010.282959 ∣     [  std_z : 0.97  real_sub_fake : 2816.85 ]
[  epoch 0005/0040] 4550/4800, lr:1.0e-04 ∣ avg_100 : 31725.042922 ∣ critic_nllloss : 26599.762305 ∣ critic_ganloss : -839.600665 ∣ generator_nllloss : 5329.366992 ∣ generator_ganloss : 1026.561914 ∣     [  std_z : 0.98  real_sub_fake : 2878.90 ]
[  epoch 0005/0040] 4560/4800, lr:1.0e-04 ∣ avg_100 : 31725.824740 ∣ critic_nllloss : 26361.010352 ∣ critic_ganloss : -691.171472 ∣ generator_nllloss : 5288.637500 ∣ generator_ganloss : 956.120264 ∣  [  std_z : 0.98  real_sub_fake : 3462.72 ]
[  epoch 0005/0040] 4570/4800, lr:1.0e-04 ∣ avg_100 : 31725.574893 ∣ critic_nllloss : 26373.865625 ∣ critic_ganloss : -818.013092 ∣ generator_nllloss : 5324.779883 ∣ generator_ganloss : 928.417090 ∣  [  std_z : 0.98  real_sub_fake : 2399.76 ]
[  epoch 0005/0040] 4580/4800, lr:1.0e-04 ∣ avg_100 : 31727.840188 ∣ critic_nllloss : 26456.246094 ∣ critic_ganloss : -621.217609 ∣ generator_nllloss : 5376.419922 ∣ generator_ganloss : 863.606836 ∣  [  std_z : 0.97  real_sub_fake : 3222.20 ]
[  epoch 0005/0040] 4590/4800, lr:1.0e-04 ∣ avg_100 : 31730.955222 ∣ critic_nllloss : 26366.870312 ∣ critic_ganloss : -620.292395 ∣ generator_nllloss : 5229.637891 ∣ generator_ganloss : 753.274438 ∣  [  std_z : 0.97  real_sub_fake : 1964.81 ]
[  epoch 0005/0040] 4600/4800, lr:1.0e-04 ∣ avg_100 : 31731.905426 ∣ critic_nllloss : 26413.008203 ∣ critic_ganloss : -709.161371 ∣ generator_nllloss : 5257.171289 ∣ generator_ganloss : 740.316504 ∣  [  std_z : 0.99  real_sub_fake : 2558.48 ]
[  epoch 0005/0040] 4610/4800, lr:1.0e-04 ∣ avg_100 : 31735.180806 ∣ critic_nllloss : 26361.734570 ∣ critic_ganloss : -801.613422 ∣ generator_nllloss : 5372.080273 ∣ generator_ganloss : 807.596240 ∣  [  std_z : 0.99  real_sub_fake : 3165.71 ]
[  epoch 0005/0040] 4620/4800, lr:1.0e-04 ∣ avg_100 : 31738.452218 ∣ critic_nllloss : 26261.187695 ∣ critic_ganloss : -718.798669 ∣ generator_nllloss : 5299.327930 ∣ generator_ganloss : 809.929736 ∣  [  std_z : 0.99  real_sub_fake : 3019.73 ]
[  epoch 0005/0040] 4630/4800, lr:1.0e-04 ∣ avg_100 : 31739.305542 ∣ critic_nllloss : 26327.745898 ∣ critic_ganloss : -777.861499 ∣ generator_nllloss : 5212.215625 ∣ generator_ganloss : 752.475000 ∣  [  std_z : 0.98  real_sub_fake : 3003.41 ]
[  epoch 0005/0040] 4640/4800, lr:1.0e-04 ∣ avg_100 : 31738.820603 ∣ critic_nllloss : 26332.674609 ∣ critic_ganloss : -795.927362 ∣ generator_nllloss : 5229.248438 ∣ generator_ganloss : 703.755347 ∣  [  std_z : 0.99  real_sub_fake : 2986.60 ]
[  epoch 0005/0040] 4650/4800, lr:1.0e-04 ∣ avg_100 : 31736.923442 ∣ critic_nllloss : 26217.642773 ∣ critic_ganloss : -794.143274 ∣ generator_nllloss : 5287.727148 ∣ generator_ganloss : 621.944800 ∣  [  std_z : 0.99  real_sub_fake : 3081.62 ]
[  epoch 0005/0040] 4660/4800, lr:1.0e-04 ∣ avg_100 : 31736.557061 ∣ critic_nllloss : 26478.075000 ∣ critic_ganloss : -829.310504 ∣ generator_nllloss : 5327.672656 ∣ generator_ganloss : 702.261377 ∣  [  std_z : 1.00  real_sub_fake : 3045.37 ]
[  epoch 0005/0040] 4670/4800, lr:1.0e-04 ∣ avg_100 : 31735.803307 ∣ critic_nllloss : 26024.894336 ∣ critic_ganloss : -739.848566 ∣ generator_nllloss : 5295.613086 ∣ generator_ganloss : 745.414185 ∣  [  std_z : 0.98  real_sub_fake : 2744.71 ]
[  epoch 0005/0040] 4680/4800, lr:1.0e-04 ∣ avg_100 : 31738.442382 ∣ critic_nllloss : 26420.882422 ∣ critic_ganloss : -757.246289 ∣ generator_nllloss : 5203.357422 ∣ generator_ganloss : 824.610498 ∣  [  std_z : 0.98  real_sub_fake : 2932.94 ]
[  epoch 0005/0040] 4690/4800, lr:1.0e-04 ∣ avg_100 : 31741.267339 ∣ critic_nllloss : 26356.611523 ∣ critic_ganloss : -912.049420 ∣ generator_nllloss : 5224.086328 ∣ generator_ganloss : 870.628516 ∣  [  std_z : 0.97  real_sub_fake : 3467.52 ]
[  epoch 0005/0040] 4700/4800, lr:1.0e-04 ∣ avg_100 : 31745.385076 ∣ critic_nllloss : 26297.473438 ∣ critic_ganloss : -665.921674 ∣ generator_nllloss : 5232.648828 ∣ generator_ganloss : 891.179492 ∣  [  std_z : 0.98  real_sub_fake : 2884.65 ]
[  epoch 0005/0040] 4710/4800, lr:1.0e-04 ∣ avg_100 : 31747.959497 ∣ critic_nllloss : 26397.076562 ∣ critic_ganloss : -594.284259 ∣ generator_nllloss : 5291.635352 ∣ generator_ganloss : 846.274829 ∣  [  std_z : 1.00  real_sub_fake : 1992.41 ]
[  epoch 0005/0040] 4720/4800, lr:1.0e-04 ∣ avg_100 : 31750.471403 ∣ critic_nllloss : 26330.309766 ∣ critic_ganloss : -587.838983 ∣ generator_nllloss : 5265.673437 ∣ generator_ganloss : 827.812915 ∣  [  std_z : 0.99  real_sub_fake : 2790.42 ]
[  epoch 0005/0040] 4730/4800, lr:1.0e-04 ∣ avg_100 : 31752.238759 ∣ critic_nllloss : 26437.013281 ∣ critic_ganloss : -781.702759 ∣ generator_nllloss : 5298.982422 ∣ generator_ganloss : 777.035962 ∣  [  std_z : 0.98  real_sub_fake : 2477.96 ]
[  epoch 0005/0040] 4740/4800, lr:1.0e-04 ∣ avg_100 : 31754.004499 ∣ critic_nllloss : 26275.620312 ∣ critic_ganloss : -784.967554 ∣ generator_nllloss : 5226.008203 ∣ generator_ganloss : 861.062207 ∣  [  std_z : 0.98  real_sub_fake : 2907.83 ]
[  epoch 0005/0040] 4750/4800, lr:1.0e-04 ∣ avg_100 : 31761.352916 ∣ critic_nllloss : 26353.570117 ∣ critic_ganloss : -501.743399 ∣ generator_nllloss : 5192.176953 ∣ generator_ganloss : 1007.330859 ∣     [  std_z : 0.99  real_sub_fake : 2354.28 ]
[  epoch 0005/0040] 4760/4800, lr:1.0e-04 ∣ avg_100 : 31767.478135 ∣ critic_nllloss : 26275.826172 ∣ critic_ganloss : -317.545108 ∣ generator_nllloss : 5300.590820 ∣ generator_ganloss : 1022.670410 ∣     [  std_z : 0.99  real_sub_fake : 1167.60 ]
[  epoch 0005/0040] 4770/4800, lr:1.0e-04 ∣ avg_100 : 31771.040034 ∣ critic_nllloss : 26322.871484 ∣ critic_ganloss : -500.133289 ∣ generator_nllloss : 5337.075000 ∣ generator_ganloss : 961.940088 ∣  [  std_z : 0.99  real_sub_fake : 1547.64 ]
[  epoch 0005/0040] 4780/4800, lr:1.0e-04 ∣ avg_100 : 31772.751543 ∣ critic_nllloss : 26299.697852 ∣ critic_ganloss : -555.523523 ∣ generator_nllloss : 5193.126758 ∣ generator_ganloss : 904.895068 ∣  [  std_z : 0.97  real_sub_fake : 2379.46 ]
[  epoch 0005/0040] 4790/4800, lr:1.0e-04 ∣ avg_100 : 31773.340637 ∣ critic_nllloss : 26395.774805 ∣ critic_ganloss : -741.849438 ∣ generator_nllloss : 5340.533203 ∣ generator_ganloss : 730.581226 ∣  [  std_z : 0.97  real_sub_fake : 2773.28 ]
[  epoch 0005/0040] 4800/4800, lr:1.0e-04 ∣ avg_100 : 31773.324620 ∣ critic_nllloss : 26291.247070 ∣ critic_ganloss : -776.271808 ∣ generator_nllloss : 5242.902930 ∣ generator_ganloss : 825.341064 ∣  [  std_z : 0.97  real_sub_fake : 2977.62 ]
[    val 005    ] Done! KLD: 0.034279: 0.027042y, 0:02:00, total: 1 day, 3:27:59                    
[  epoch 0006/0040] 0010/4800, lr:1.0e-04 ∣ avg_100 : 31771.617957 ∣ critic_nllloss : 26410.290625 ∣ critic_ganloss : -940.477301 ∣ generator_nllloss : 5230.066406 ∣ generator_ganloss : 872.380127 ∣  [  std_z : 0.99  real_sub_fake : 3362.06 ]
[  epoch 0006/0040] 0020/4800, lr:1.0e-04 ∣ avg_100 : 31773.557315 ∣ critic_nllloss : 26304.209180 ∣ critic_ganloss : -768.431122 ∣ generator_nllloss : 5164.733594 ∣ generator_ganloss : 971.761279 ∣  [  std_z : 0.99  real_sub_fake : 3201.46 ]
[  epoch 0006/0040] 0030/4800, lr:1.0e-04 ∣ avg_100 : 31778.433318 ∣ critic_nllloss : 26333.962109 ∣ critic_ganloss : -634.499750 ∣ generator_nllloss : 5221.324023 ∣ generator_ganloss : 889.134375 ∣  [  std_z : 1.00  real_sub_fake : 2424.04 ]
[  epoch 0006/0040] 0040/4800, lr:1.0e-04 ∣ avg_100 : 31780.653131 ∣ critic_nllloss : 26414.499219 ∣ critic_ganloss : -744.719788 ∣ generator_nllloss : 5273.554492 ∣ generator_ganloss : 772.191504 ∣  [  std_z : 0.99  real_sub_fake : 2995.65 ]
[  epoch 0006/0040] 0050/4800, lr:1.0e-04 ∣ avg_100 : 31776.679915 ∣ critic_nllloss : 26406.683984 ∣ critic_ganloss : -689.910895 ∣ generator_nllloss : 5305.141016 ∣ generator_ganloss : 820.151025 ∣  [  std_z : 0.99  real_sub_fake : 2627.40 ]
[  epoch 0006/0040] 0060/4800, lr:1.0e-04 ∣ avg_100 : 31776.402276 ∣ critic_nllloss : 26510.878516 ∣ critic_ganloss : -679.587805 ∣ generator_nllloss : 5277.367773 ∣ generator_ganloss : 781.001831 ∣  [  std_z : 0.98  real_sub_fake : 2934.21 ]
[  epoch 0006/0040] 0070/4800, lr:1.0e-04 ∣ avg_100 : 31778.366680 ∣ critic_nllloss : 26527.746094 ∣ critic_ganloss : -784.839960 ∣ generator_nllloss : 5408.480859 ∣ generator_ganloss : 799.580615 ∣  [  std_z : 0.98  real_sub_fake : 2648.29 ]
[  epoch 0006/0040] 0080/4800, lr:1.0e-04 ∣ avg_100 : 31778.201434 ∣ critic_nllloss : 26327.148633 ∣ critic_ganloss : -731.840564 ∣ generator_nllloss : 5190.595312 ∣ generator_ganloss : 771.692651 ∣  [  std_z : 0.98  real_sub_fake : 2671.42 ]
[  epoch 0006/0040] 0090/4800, lr:1.0e-04 ∣ avg_100 : 31781.887195 ∣ critic_nllloss : 26515.875000 ∣ critic_ganloss : -645.709161 ∣ generator_nllloss : 5320.989258 ∣ generator_ganloss : 778.094775 ∣  [  std_z : 0.99  real_sub_fake : 2993.99 ]
[  epoch 0006/0040] 0100/4800, lr:1.0e-04 ∣ avg_100 : 31777.858081 ∣ critic_nllloss : 26210.782227 ∣ critic_ganloss : -751.558466 ∣ generator_nllloss : 5136.734375 ∣ generator_ganloss : 767.189307 ∣  [  std_z : 0.97  real_sub_fake : 2401.16 ]
[  epoch 0006/0040] 0110/4800, lr:1.0e-04 ∣ avg_100 : 31777.667005 ∣ critic_nllloss : 26222.898242 ∣ critic_ganloss : -704.196979 ∣ generator_nllloss : 5234.935938 ∣ generator_ganloss : 825.499316 ∣  [  std_z : 0.97  real_sub_fake : 2756.88 ]
[  epoch 0006/0040] 0120/4800, lr:1.0e-04 ∣ avg_100 : 31780.919848 ∣ critic_nllloss : 26404.079297 ∣ critic_ganloss : -608.861432 ∣ generator_nllloss : 5335.403711 ∣ generator_ganloss : 776.900098 ∣  [  std_z : 0.99  real_sub_fake : 2882.93 ]
[  epoch 0006/0040] 0130/4800, lr:1.0e-04 ∣ avg_100 : 31780.995147 ∣ critic_nllloss : 26404.869922 ∣ critic_ganloss : -723.188937 ∣ generator_nllloss : 5384.416211 ∣ generator_ganloss : 747.281763 ∣  [  std_z : 0.99  real_sub_fake : 2185.13 ]
[  epoch 0006/0040] 0140/4800, lr:1.0e-04 ∣ avg_100 : 31776.575949 ∣ critic_nllloss : 26284.660742 ∣ critic_ganloss : -767.893750 ∣ generator_nllloss : 5294.625586 ∣ generator_ganloss : 633.184009 ∣  [  std_z : 0.98  real_sub_fake : 3262.89 ]
[  epoch 0006/0040] 0150/4800, lr:1.0e-04 ∣ avg_100 : 31771.090214 ∣ critic_nllloss : 26341.221680 ∣ critic_ganloss : -853.553345 ∣ generator_nllloss : 5172.873047 ∣ generator_ganloss : 709.398364 ∣  [  std_z : 0.97  real_sub_fake : 2765.34 ]
[  epoch 0006/0040] 0160/4800, lr:1.0e-04 ∣ avg_100 : 31770.551473 ∣ critic_nllloss : 26424.571289 ∣ critic_ganloss : -836.554181 ∣ generator_nllloss : 5322.614453 ∣ generator_ganloss : 794.874048 ∣  [  std_z : 0.98  real_sub_fake : 3509.29 ]
[  epoch 0006/0040] 0170/4800, lr:1.0e-04 ∣ avg_100 : 31771.453853 ∣ critic_nllloss : 26217.413867 ∣ critic_ganloss : -616.862482 ∣ generator_nllloss : 5303.942578 ∣ generator_ganloss : 827.996924 ∣  [  std_z : 0.99  real_sub_fake : 2512.41 ]
[  epoch 0006/0040] 0180/4800, lr:1.0e-04 ∣ avg_100 : 31768.110443 ∣ critic_nllloss : 26068.397852 ∣ critic_ganloss : -661.069788 ∣ generator_nllloss : 5215.677930 ∣ generator_ganloss : 802.535156 ∣  [  std_z : 0.98  real_sub_fake : 2134.71 ]
[  epoch 0006/0040] 0190/4800, lr:1.0e-04 ∣ avg_100 : 31766.743686 ∣ critic_nllloss : 26584.941992 ∣ critic_ganloss : -1048.863983 ∣ generator_nllloss : 5267.113672 ∣ generator_ganloss : 792.115063 ∣     [  std_z : 0.99  real_sub_fake : 4046.50 ]
[  epoch 0006/0040] 0200/4800, lr:1.0e-04 ∣ avg_100 : 31762.529154 ∣ critic_nllloss : 26187.398438 ∣ critic_ganloss : -962.763165 ∣ generator_nllloss : 5177.967578 ∣ generator_ganloss : 886.214941 ∣  [  std_z : 0.99  real_sub_fake : 3872.41 ]
[  epoch 0006/0040] 0210/4800, lr:1.0e-04 ∣ avg_100 : 31761.029560 ∣ critic_nllloss : 26331.042383 ∣ critic_ganloss : -780.206561 ∣ generator_nllloss : 5281.539258 ∣ generator_ganloss : 886.336328 ∣  [  std_z : 1.00  real_sub_fake : 3172.29 ]
[  epoch 0006/0040] 0220/4800, lr:1.0e-04 ∣ avg_100 : 31762.530378 ∣ critic_nllloss : 26448.117969 ∣ critic_ganloss : -955.191101 ∣ generator_nllloss : 5302.135156 ∣ generator_ganloss : 875.166602 ∣  [  std_z : 0.99  real_sub_fake : 3267.20 ]
[  epoch 0006/0040] 0230/4800, lr:1.0e-04 ∣ avg_100 : 31763.076540 ∣ critic_nllloss : 26260.602148 ∣ critic_ganloss : -750.563654 ∣ generator_nllloss : 5304.308984 ∣ generator_ganloss : 914.030566 ∣  [  std_z : 0.97  real_sub_fake : 3143.15 ]
[  epoch 0006/0040] 0240/4800, lr:1.0e-04 ∣ avg_100 : 31764.684043 ∣ critic_nllloss : 26224.259180 ∣ critic_ganloss : -783.537885 ∣ generator_nllloss : 5298.343164 ∣ generator_ganloss : 882.244531 ∣  [  std_z : 0.97  real_sub_fake : 2960.56 ]
[  epoch 0006/0040] 0250/4800, lr:1.0e-04 ∣ avg_100 : 31764.813291 ∣ critic_nllloss : 26360.777344 ∣ critic_ganloss : -753.082397 ∣ generator_nllloss : 5305.904688 ∣ generator_ganloss : 839.814868 ∣  [  std_z : 0.98  real_sub_fake : 3433.07 ]
[  epoch 0006/0040] 0260/4800, lr:1.0e-04 ∣ avg_100 : 31765.506752 ∣ critic_nllloss : 26632.076758 ∣ critic_ganloss : -850.833093 ∣ generator_nllloss : 5401.946484 ∣ generator_ganloss : 752.559375 ∣  [  std_z : 0.99  real_sub_fake : 2770.39 ]
[  epoch 0006/0040] 0270/4800, lr:1.0e-04 ∣ avg_100 : 31761.011839 ∣ critic_nllloss : 26226.176563 ∣ critic_ganloss : -869.107721 ∣ generator_nllloss : 5212.236133 ∣ generator_ganloss : 751.140039 ∣  [  std_z : 0.99  real_sub_fake : 3116.02 ]
[  epoch 0006/0040] 0280/4800, lr:1.0e-04 ∣ avg_100 : 31759.956710 ∣ critic_nllloss : 26642.154492 ∣ critic_ganloss : -799.956561 ∣ generator_nllloss : 5353.630078 ∣ generator_ganloss : 833.131104 ∣  [  std_z : 0.98  real_sub_fake : 3390.28 ]
[  epoch 0006/0040] 0290/4800, lr:1.0e-04 ∣ avg_100 : 31755.038196 ∣ critic_nllloss : 26185.200977 ∣ critic_ganloss : -767.163184 ∣ generator_nllloss : 5235.062891 ∣ generator_ganloss : 863.680811 ∣  [  std_z : 0.96  real_sub_fake : 2797.94 ]
[  epoch 0006/0040] 0300/4800, lr:1.0e-04 ∣ avg_100 : 31748.709808 ∣ critic_nllloss : 26075.724023 ∣ critic_ganloss : -747.830945 ∣ generator_nllloss : 5259.510156 ∣ generator_ganloss : 886.897266 ∣  [  std_z : 0.97  real_sub_fake : 2959.00 ]
[  epoch 0006/0040] 0310/4800, lr:1.0e-04 ∣ avg_100 : 31743.991517 ∣ critic_nllloss : 26000.818164 ∣ critic_ganloss : -722.875574 ∣ generator_nllloss : 5188.600781 ∣ generator_ganloss : 957.659473 ∣  [  std_z : 0.99  real_sub_fake : 2555.71 ]
[  epoch 0006/0040] 0320/4800, lr:1.0e-04 ∣ avg_100 : 31738.751061 ∣ critic_nllloss : 26194.115430 ∣ critic_ganloss : -714.474652 ∣ generator_nllloss : 5137.267383 ∣ generator_ganloss : 969.221387 ∣  [  std_z : 1.00  real_sub_fake : 3084.53 ]
[  epoch 0006/0040] 0330/4800, lr:1.0e-04 ∣ avg_100 : 31741.059808 ∣ critic_nllloss : 26604.121680 ∣ critic_ganloss : -912.385046 ∣ generator_nllloss : 5285.766211 ∣ generator_ganloss : 927.787793 ∣  [  std_z : 0.99  real_sub_fake : 3302.21 ]
[  epoch 0006/0040] 0340/4800, lr:1.0e-04 ∣ avg_100 : 31739.068772 ∣ critic_nllloss : 26226.715820 ∣ critic_ganloss : -915.555878 ∣ generator_nllloss : 5206.385938 ∣ generator_ganloss : 920.353809 ∣  [  std_z : 0.98  real_sub_fake : 3580.62 ]
[  epoch 0006/0040] 0350/4800, lr:1.0e-04 ∣ avg_100 : 31743.723145 ∣ critic_nllloss : 26508.888086 ∣ critic_ganloss : -691.182812 ∣ generator_nllloss : 5298.374219 ∣ generator_ganloss : 1000.325781 ∣     [  std_z : 0.98  real_sub_fake : 2356.81 ]
[  epoch 0006/0040] 0360/4800, lr:1.0e-04 ∣ avg_100 : 31740.002215 ∣ critic_nllloss : 26305.548438 ∣ critic_ganloss : -728.893787 ∣ generator_nllloss : 5264.325586 ∣ generator_ganloss : 958.139502 ∣  [  std_z : 0.99  real_sub_fake : 3138.85 ]
[  epoch 0006/0040] 0370/4800, lr:1.0e-04 ∣ avg_100 : 31737.273666 ∣ critic_nllloss : 26164.988477 ∣ critic_ganloss : -708.032690 ∣ generator_nllloss : 5179.159570 ∣ generator_ganloss : 994.213916 ∣  [  std_z : 1.00  real_sub_fake : 2615.54 ]
[  epoch 0006/0040] 0380/4800, lr:1.0e-04 ∣ avg_100 : 31740.232834 ∣ critic_nllloss : 26393.054883 ∣ critic_ganloss : -777.981702 ∣ generator_nllloss : 5339.975977 ∣ generator_ganloss : 963.898389 ∣  [  std_z : 1.00  real_sub_fake : 3067.01 ]
[  epoch 0006/0040] 0390/4800, lr:1.0e-04 ∣ avg_100 : 31736.658342 ∣ critic_nllloss : 26177.656836 ∣ critic_ganloss : -569.214838 ∣ generator_nllloss : 5203.625391 ∣ generator_ganloss : 846.968994 ∣  [  std_z : 0.98  real_sub_fake : 2582.81 ]
[  epoch 0006/0040] 0400/4800, lr:1.0e-04 ∣ avg_100 : 31736.930121 ∣ critic_nllloss : 26511.866016 ∣ critic_ganloss : -755.860437 ∣ generator_nllloss : 5211.032227 ∣ generator_ganloss : 765.789111 ∣  [  std_z : 0.97  real_sub_fake : 2200.90 ]
[  epoch 0006/0040] 0410/4800, lr:1.0e-04 ∣ avg_100 : 31736.920957 ∣ critic_nllloss : 26242.812695 ∣ critic_ganloss : -653.240814 ∣ generator_nllloss : 5329.965234 ∣ generator_ganloss : 752.746411 ∣  [  std_z : 0.96  real_sub_fake : 2949.74 ]
[  epoch 0006/0040] 0420/4800, lr:1.0e-04 ∣ avg_100 : 31736.623061 ∣ critic_nllloss : 26295.161914 ∣ critic_ganloss : -692.166553 ∣ generator_nllloss : 5241.016992 ∣ generator_ganloss : 750.760986 ∣  [  std_z : 0.98  real_sub_fake : 2380.66 ]
[  epoch 0006/0040] 0430/4800, lr:1.0e-04 ∣ avg_100 : 31736.433528 ∣ critic_nllloss : 26273.294141 ∣ critic_ganloss : -870.917340 ∣ generator_nllloss : 5311.641992 ∣ generator_ganloss : 907.046582 ∣  [  std_z : 1.00  real_sub_fake : 3025.77 ]
[  epoch 0006/0040] 0440/4800, lr:1.0e-04 ∣ avg_100 : 31733.725593 ∣ critic_nllloss : 26226.196289 ∣ critic_ganloss : -740.622729 ∣ generator_nllloss : 5128.876562 ∣ generator_ganloss : 1038.698242 ∣     [  std_z : 0.99  real_sub_fake : 3355.40 ]
[  epoch 0006/0040] 0450/4800, lr:1.0e-04 ∣ avg_100 : 31732.982178 ∣ critic_nllloss : 26201.285156 ∣ critic_ganloss : -709.527539 ∣ generator_nllloss : 5243.542969 ∣ generator_ganloss : 1049.020361 ∣     [  std_z : 0.98  real_sub_fake : 2490.63 ]
[  epoch 0006/0040] 0460/4800, lr:1.0e-04 ∣ avg_100 : 31733.464301 ∣ critic_nllloss : 26270.425195 ∣ critic_ganloss : -713.938550 ∣ generator_nllloss : 5175.750781 ∣ generator_ganloss : 974.380762 ∣  [  std_z : 0.98  real_sub_fake : 3292.67 ]
[  epoch 0006/0040] 0470/4800, lr:1.0e-04 ∣ avg_100 : 31731.945076 ∣ critic_nllloss : 26306.818164 ∣ critic_ganloss : -889.923425 ∣ generator_nllloss : 5300.773438 ∣ generator_ganloss : 869.233984 ∣  [  std_z : 0.98  real_sub_fake : 2807.67 ]
[  epoch 0006/0040] 0480/4800, lr:1.0e-04 ∣ avg_100 : 31729.540183 ∣ critic_nllloss : 26356.202734 ∣ critic_ganloss : -738.926672 ∣ generator_nllloss : 5196.989453 ∣ generator_ganloss : 908.715234 ∣  [  std_z : 0.98  real_sub_fake : 2936.02 ]
[  epoch 0006/0040] 0490/4800, lr:1.0e-04 ∣ avg_100 : 31728.175405 ∣ critic_nllloss : 26316.632617 ∣ critic_ganloss : -837.215729 ∣ generator_nllloss : 5308.408984 ∣ generator_ganloss : 923.900098 ∣  [  std_z : 0.99  real_sub_fake : 3096.79 ]
[  epoch 0006/0040] 0500/4800, lr:1.0e-04 ∣ avg_100 : 31726.453212 ∣ critic_nllloss : 26328.856836 ∣ critic_ganloss : -736.592194 ∣ generator_nllloss : 5299.194531 ∣ generator_ganloss : 1002.902344 ∣     [  std_z : 1.00  real_sub_fake : 2760.02 ]
[  epoch 0006/0040] 0510/4800, lr:1.0e-04 ∣ avg_100 : 31723.499982 ∣ critic_nllloss : 26330.304492 ∣ critic_ganloss : -923.797693 ∣ generator_nllloss : 5254.675391 ∣ generator_ganloss : 1000.375391 ∣     [  std_z : 0.98  real_sub_fake : 3540.75 ]
[  epoch 0006/0040] 0520/4800, lr:1.0e-04 ∣ avg_100 : 31716.459629 ∣ critic_nllloss : 26173.783008 ∣ critic_ganloss : -892.380286 ∣ generator_nllloss : 5140.905469 ∣ generator_ganloss : 1007.522168 ∣     [  std_z : 0.97  real_sub_fake : 3706.38 ]
[  epoch 0006/0040] 0530/4800, lr:1.0e-04 ∣ avg_100 : 31719.433006 ∣ critic_nllloss : 26321.169141 ∣ critic_ganloss : -788.983105 ∣ generator_nllloss : 5329.041602 ∣ generator_ganloss : 1004.202344 ∣     [  std_z : 0.98  real_sub_fake : 2731.43 ]
[  epoch 0006/0040] 0540/4800, lr:1.0e-04 ∣ avg_100 : 31712.358224 ∣ critic_nllloss : 26237.370312 ∣ critic_ganloss : -894.700671 ∣ generator_nllloss : 5203.138086 ∣ generator_ganloss : 893.841895 ∣  [  std_z : 1.01  real_sub_fake : 3692.57 ]
[  epoch 0006/0040] 0550/4800, lr:1.0e-04 ∣ avg_100 : 31711.396360 ∣ critic_nllloss : 26485.014648 ∣ critic_ganloss : -930.947565 ∣ generator_nllloss : 5341.100781 ∣ generator_ganloss : 777.857886 ∣  [  std_z : 1.00  real_sub_fake : 3432.48 ]
[  epoch 0006/0040] 0560/4800, lr:1.0e-04 ∣ avg_100 : 31712.402082 ∣ critic_nllloss : 26665.155078 ∣ critic_ganloss : -759.856567 ∣ generator_nllloss : 5371.800000 ∣ generator_ganloss : 760.290820 ∣  [  std_z : 0.99  real_sub_fake : 3035.62 ]
[  epoch 0006/0040] 0570/4800, lr:1.0e-04 ∣ avg_100 : 31707.208709 ∣ critic_nllloss : 26148.723047 ∣ critic_ganloss : -804.581329 ∣ generator_nllloss : 5246.034570 ∣ generator_ganloss : 732.049023 ∣  [  std_z : 0.98  real_sub_fake : 3147.56 ]
[  epoch 0006/0040] 0580/4800, lr:1.0e-04 ∣ avg_100 : 31705.749733 ∣ critic_nllloss : 26427.611719 ∣ critic_ganloss : -769.554907 ∣ generator_nllloss : 5264.285352 ∣ generator_ganloss : 720.713135 ∣  [  std_z : 0.98  real_sub_fake : 3080.45 ]
[  epoch 0006/0040] 0590/4800, lr:1.0e-04 ∣ avg_100 : 31702.348933 ∣ critic_nllloss : 26146.408594 ∣ critic_ganloss : -648.966742 ∣ generator_nllloss : 5231.925977 ∣ generator_ganloss : 783.609253 ∣  [  std_z : 0.98  real_sub_fake : 2487.49 ]
[  epoch 0006/0040] 0600/4800, lr:1.0e-04 ∣ avg_100 : 31701.072313 ∣ critic_nllloss : 26176.148242 ∣ critic_ganloss : -827.598254 ∣ generator_nllloss : 5228.012109 ∣ generator_ganloss : 856.223975 ∣  [  std_z : 1.00  real_sub_fake : 2885.98 ]
[  epoch 0006/0040] 0610/4800, lr:1.0e-04 ∣ avg_100 : 31700.769193 ∣ critic_nllloss : 26404.490039 ∣ critic_ganloss : -852.943182 ∣ generator_nllloss : 5268.718359 ∣ generator_ganloss : 827.765918 ∣  [  std_z : 0.99  real_sub_fake : 3309.54 ]
[  epoch 0006/0040] 0620/4800, lr:1.0e-04 ∣ avg_100 : 31694.843633 ∣ critic_nllloss : 26200.212695 ∣ critic_ganloss : -959.813013 ∣ generator_nllloss : 5254.210742 ∣ generator_ganloss : 759.750317 ∣  [  std_z : 0.97  real_sub_fake : 3848.78 ]
[  epoch 0006/0040] 0630/4800, lr:1.0e-04 ∣ avg_100 : 31696.149395 ∣ critic_nllloss : 26269.811914 ∣ critic_ganloss : -737.381689 ∣ generator_nllloss : 5258.431250 ∣ generator_ganloss : 819.310742 ∣  [  std_z : 0.98  real_sub_fake : 3164.52 ]
[  epoch 0006/0040] 0640/4800, lr:1.0e-04 ∣ avg_100 : 31694.616546 ∣ critic_nllloss : 26330.463477 ∣ critic_ganloss : -913.925592 ∣ generator_nllloss : 5262.186719 ∣ generator_ganloss : 776.545801 ∣  [  std_z : 0.99  real_sub_fake : 3045.24 ]
[  epoch 0006/0040] 0650/4800, lr:1.0e-04 ∣ avg_100 : 31693.960624 ∣ critic_nllloss : 26269.435156 ∣ critic_ganloss : -697.281732 ∣ generator_nllloss : 5253.934180 ∣ generator_ganloss : 726.875220 ∣  [  std_z : 0.98  real_sub_fake : 3202.60 ]
[  epoch 0006/0040] 0660/4800, lr:1.0e-04 ∣ avg_100 : 31695.394404 ∣ critic_nllloss : 26582.130078 ∣ critic_ganloss : -842.220343 ∣ generator_nllloss : 5299.664453 ∣ generator_ganloss : 724.508545 ∣  [  std_z : 0.98  real_sub_fake : 2932.48 ]
[  epoch 0006/0040] 0670/4800, lr:1.0e-04 ∣ avg_100 : 31687.821622 ∣ critic_nllloss : 26259.601367 ∣ critic_ganloss : -850.864478 ∣ generator_nllloss : 5257.409570 ∣ generator_ganloss : 785.464819 ∣  [  std_z : 0.97  real_sub_fake : 3263.53 ]
[  epoch 0006/0040] 0680/4800, lr:1.0e-04 ∣ avg_100 : 31684.420134 ∣ critic_nllloss : 26229.914844 ∣ critic_ganloss : -699.054980 ∣ generator_nllloss : 5201.959961 ∣ generator_ganloss : 708.252515 ∣  [  std_z : 0.97  real_sub_fake : 2899.33 ]
[  epoch 0006/0040] 0690/4800, lr:1.0e-04 ∣ avg_100 : 31684.209520 ∣ critic_nllloss : 26314.004297 ∣ critic_ganloss : -738.247272 ∣ generator_nllloss : 5321.396289 ∣ generator_ganloss : 757.762744 ∣  [  std_z : 0.98  real_sub_fake : 2897.55 ]
[  epoch 0006/0040] 0700/4800, lr:1.0e-04 ∣ avg_100 : 31685.372711 ∣ critic_nllloss : 26504.452148 ∣ critic_ganloss : -881.512811 ∣ generator_nllloss : 5289.671094 ∣ generator_ganloss : 682.534595 ∣  [  std_z : 0.98  real_sub_fake : 3233.73 ]
[  epoch 0006/0040] 0710/4800, lr:1.0e-04 ∣ avg_100 : 31680.545577 ∣ critic_nllloss : 26288.534375 ∣ critic_ganloss : -845.568628 ∣ generator_nllloss : 5223.673633 ∣ generator_ganloss : 783.455786 ∣  [  std_z : 0.98  real_sub_fake : 3349.57 ]
[  epoch 0006/0040] 0720/4800, lr:1.0e-04 ∣ avg_100 : 31682.162932 ∣ critic_nllloss : 26314.260937 ∣ critic_ganloss : -653.094720 ∣ generator_nllloss : 5276.094531 ∣ generator_ganloss : 887.921680 ∣  [  std_z : 0.99  real_sub_fake : 2301.34 ]
[  epoch 0006/0040] 0730/4800, lr:1.0e-04 ∣ avg_100 : 31682.885858 ∣ critic_nllloss : 26424.154102 ∣ critic_ganloss : -708.161438 ∣ generator_nllloss : 5294.703320 ∣ generator_ganloss : 877.839160 ∣  [  std_z : 0.99  real_sub_fake : 3126.06 ]
[  epoch 0006/0040] 0740/4800, lr:1.0e-04 ∣ avg_100 : 31681.341620 ∣ critic_nllloss : 26323.000195 ∣ critic_ganloss : -744.091534 ∣ generator_nllloss : 5260.287109 ∣ generator_ganloss : 817.687744 ∣  [  std_z : 0.97  real_sub_fake : 2557.44 ]
[  epoch 0006/0040] 0750/4800, lr:1.0e-04 ∣ avg_100 : 31678.174996 ∣ critic_nllloss : 26431.938086 ∣ critic_ganloss : -779.867578 ∣ generator_nllloss : 5317.993945 ∣ generator_ganloss : 829.363721 ∣  [  std_z : 0.97  real_sub_fake : 2993.95 ]
[  epoch 0006/0040] 0760/4800, lr:1.0e-04 ∣ avg_100 : 31675.472923 ∣ critic_nllloss : 26222.550586 ∣ critic_ganloss : -628.241296 ∣ generator_nllloss : 5199.537305 ∣ generator_ganloss : 850.542725 ∣  [  std_z : 0.97  real_sub_fake : 2502.80 ]
[  epoch 0006/0040] 0770/4800, lr:1.0e-04 ∣ avg_100 : 31677.232156 ∣ critic_nllloss : 26576.479687 ∣ critic_ganloss : -711.677625 ∣ generator_nllloss : 5297.064258 ∣ generator_ganloss : 823.106494 ∣  [  std_z : 0.99  real_sub_fake : 2823.50 ]
[  epoch 0006/0040] 0780/4800, lr:1.0e-04 ∣ avg_100 : 31672.723987 ∣ critic_nllloss : 26331.215820 ∣ critic_ganloss : -888.408356 ∣ generator_nllloss : 5356.267773 ∣ generator_ganloss : 825.163135 ∣  [  std_z : 0.99  real_sub_fake : 2914.83 ]
[  epoch 0006/0040] 0790/4800, lr:1.0e-04 ∣ avg_100 : 31672.457880 ∣ critic_nllloss : 26289.762695 ∣ critic_ganloss : -628.593494 ∣ generator_nllloss : 5240.532031 ∣ generator_ganloss : 801.178296 ∣  [  std_z : 0.99  real_sub_fake : 3227.22 ]
[  epoch 0006/0040] 0800/4800, lr:1.0e-04 ∣ avg_100 : 31675.135245 ∣ critic_nllloss : 26464.091406 ∣ critic_ganloss : -604.469092 ∣ generator_nllloss : 5246.457031 ∣ generator_ganloss : 862.991748 ∣  [  std_z : 0.99  real_sub_fake : 1785.27 ]
[  epoch 0006/0040] 0810/4800, lr:1.0e-04 ∣ avg_100 : 31675.518103 ∣ critic_nllloss : 26487.206445 ∣ critic_ganloss : -899.955334 ∣ generator_nllloss : 5404.633008 ∣ generator_ganloss : 786.199390 ∣  [  std_z : 0.99  real_sub_fake : 3248.41 ]
[  epoch 0006/0040] 0820/4800, lr:1.0e-04 ∣ avg_100 : 31674.054082 ∣ critic_nllloss : 26005.645508 ∣ critic_ganloss : -655.386029 ∣ generator_nllloss : 5283.480078 ∣ generator_ganloss : 871.505029 ∣  [  std_z : 0.98  real_sub_fake : 2977.66 ]
[  epoch 0006/0040] 0830/4800, lr:1.0e-04 ∣ avg_100 : 31674.487463 ∣ critic_nllloss : 26283.335938 ∣ critic_ganloss : -819.294214 ∣ generator_nllloss : 5239.037305 ∣ generator_ganloss : 854.834082 ∣  [  std_z : 0.98  real_sub_fake : 2440.29 ]
[  epoch 0006/0040] 0840/4800, lr:1.0e-04 ∣ avg_100 : 31673.731020 ∣ critic_nllloss : 26157.957617 ∣ critic_ganloss : -777.710199 ∣ generator_nllloss : 5210.697266 ∣ generator_ganloss : 803.162109 ∣  [  std_z : 0.99  real_sub_fake : 3735.32 ]
[  epoch 0006/0040] 0850/4800, lr:1.0e-04 ∣ avg_100 : 31675.720640 ∣ critic_nllloss : 26250.527734 ∣ critic_ganloss : -701.147711 ∣ generator_nllloss : 5211.826563 ∣ generator_ganloss : 770.926831 ∣  [  std_z : 0.99  real_sub_fake : 2690.41 ]
[  epoch 0006/0040] 0860/4800, lr:1.0e-04 ∣ avg_100 : 31673.453313 ∣ critic_nllloss : 26208.529883 ∣ critic_ganloss : -736.846878 ∣ generator_nllloss : 5258.003516 ∣ generator_ganloss : 722.279321 ∣  [  std_z : 0.99  real_sub_fake : 2213.82 ]
[  epoch 0006/0040] 0870/4800, lr:1.0e-04 ∣ avg_100 : 31673.710448 ∣ critic_nllloss : 26279.087305 ∣ critic_ganloss : -839.922797 ∣ generator_nllloss : 5219.834180 ∣ generator_ganloss : 692.787793 ∣  [  std_z : 0.99  real_sub_fake : 3790.54 ]
[  epoch 0006/0040] 0880/4800, lr:1.0e-04 ∣ avg_100 : 31670.825746 ∣ critic_nllloss : 26217.901758 ∣ critic_ganloss : -679.684314 ∣ generator_nllloss : 5214.880078 ∣ generator_ganloss : 650.036377 ∣  [  std_z : 0.99  real_sub_fake : 2469.23 ]
[  epoch 0006/0040] 0890/4800, lr:1.0e-04 ∣ avg_100 : 31671.455234 ∣ critic_nllloss : 26463.337109 ∣ critic_ganloss : -855.903516 ∣ generator_nllloss : 5270.826172 ∣ generator_ganloss : 723.965942 ∣  [  std_z : 0.99  real_sub_fake : 3126.14 ]
[  epoch 0006/0040] 0900/4800, lr:1.0e-04 ∣ avg_100 : 31671.186455 ∣ critic_nllloss : 26289.314648 ∣ critic_ganloss : -634.323517 ∣ generator_nllloss : 5304.929297 ∣ generator_ganloss : 768.581738 ∣  [  std_z : 0.98  real_sub_fake : 2687.72 ]
[  epoch 0006/0040] 0910/4800, lr:1.0e-04 ∣ avg_100 : 31665.937769 ∣ critic_nllloss : 26118.143555 ∣ critic_ganloss : -630.240747 ∣ generator_nllloss : 5188.332422 ∣ generator_ganloss : 739.598657 ∣  [  std_z : 0.98  real_sub_fake : 2429.68 ]
[  epoch 0006/0040] 0920/4800, lr:1.0e-04 ∣ avg_100 : 31664.970283 ∣ critic_nllloss : 26377.674219 ∣ critic_ganloss : -735.673444 ∣ generator_nllloss : 5281.817578 ∣ generator_ganloss : 815.390234 ∣  [  std_z : 0.98  real_sub_fake : 2487.21 ]
[  epoch 0006/0040] 0930/4800, lr:1.0e-04 ∣ avg_100 : 31661.837097 ∣ critic_nllloss : 26083.761719 ∣ critic_ganloss : -688.814221 ∣ generator_nllloss : 5181.795313 ∣ generator_ganloss : 841.267529 ∣  [  std_z : 0.97  real_sub_fake : 2757.38 ]
[  epoch 0006/0040] 0940/4800, lr:1.0e-04 ∣ avg_100 : 31663.190076 ∣ critic_nllloss : 26283.592383 ∣ critic_ganloss : -708.478174 ∣ generator_nllloss : 5261.285937 ∣ generator_ganloss : 876.620898 ∣  [  std_z : 0.99  real_sub_fake : 2700.52 ]
[  epoch 0006/0040] 0950/4800, lr:1.0e-04 ∣ avg_100 : 31659.534281 ∣ critic_nllloss : 26313.623047 ∣ critic_ganloss : -733.235223 ∣ generator_nllloss : 5210.932813 ∣ generator_ganloss : 894.434326 ∣  [  std_z : 0.99  real_sub_fake : 2841.98 ]
[  epoch 0006/0040] 0960/4800, lr:1.0e-04 ∣ avg_100 : 31655.457178 ∣ critic_nllloss : 26377.494922 ∣ critic_ganloss : -731.646252 ∣ generator_nllloss : 5331.684766 ∣ generator_ganloss : 896.298633 ∣  [  std_z : 0.99  real_sub_fake : 2706.83 ]
[  epoch 0006/0040] 0970/4800, lr:1.0e-04 ∣ avg_100 : 31651.374546 ∣ critic_nllloss : 26240.727148 ∣ critic_ganloss : -678.724481 ∣ generator_nllloss : 5298.955078 ∣ generator_ganloss : 852.532324 ∣  [  std_z : 0.98  real_sub_fake : 3003.03 ]
[  epoch 0006/0040] 0980/4800, lr:1.0e-04 ∣ avg_100 : 31650.272605 ∣ critic_nllloss : 26345.138672 ∣ critic_ganloss : -666.918030 ∣ generator_nllloss : 5269.612500 ∣ generator_ganloss : 784.168896 ∣  [  std_z : 0.98  real_sub_fake : 2129.33 ]
[  epoch 0006/0040] 0990/4800, lr:1.0e-04 ∣ avg_100 : 31649.533268 ∣ critic_nllloss : 26342.640625 ∣ critic_ganloss : -674.409576 ∣ generator_nllloss : 5217.805078 ∣ generator_ganloss : 765.070020 ∣  [  std_z : 0.98  real_sub_fake : 2815.59 ]
[  epoch 0006/0040] 1000/4800, lr:1.0e-04 ∣ avg_100 : 31652.480808 ∣ critic_nllloss : 26369.090430 ∣ critic_ganloss : -599.074841 ∣ generator_nllloss : 5297.621094 ∣ generator_ganloss : 810.336548 ∣  [  std_z : 0.98  real_sub_fake : 2320.27 ]
[  epoch 0006/0040] 1010/4800, lr:1.0e-04 ∣ avg_100 : 31651.303274 ∣ critic_nllloss : 26292.324219 ∣ critic_ganloss : -791.958533 ∣ generator_nllloss : 5188.527344 ∣ generator_ganloss : 765.613452 ∣  [  std_z : 0.99  real_sub_fake : 2734.15 ]
[  epoch 0006/0040] 1020/4800, lr:1.0e-04 ∣ avg_100 : 31651.014895 ∣ critic_nllloss : 26264.577539 ∣ critic_ganloss : -654.908032 ∣ generator_nllloss : 5243.572266 ∣ generator_ganloss : 790.193188 ∣  [  std_z : 1.00  real_sub_fake : 3075.14 ]
[  epoch 0006/0040] 1030/4800, lr:1.0e-04 ∣ avg_100 : 31649.947363 ∣ critic_nllloss : 26363.763867 ∣ critic_ganloss : -747.189398 ∣ generator_nllloss : 5313.741016 ∣ generator_ganloss : 772.852051 ∣  [  std_z : 0.99  real_sub_fake : 2420.44 ]
[  epoch 0006/0040] 1040/4800, lr:1.0e-04 ∣ avg_100 : 31648.199816 ∣ critic_nllloss : 26275.730469 ∣ critic_ganloss : -820.101141 ∣ generator_nllloss : 5272.083789 ∣ generator_ganloss : 813.057666 ∣  [  std_z : 0.97  real_sub_fake : 3140.82 ]
[  epoch 0006/0040] 1050/4800, lr:1.0e-04 ∣ avg_100 : 31648.417926 ∣ critic_nllloss : 26398.826758 ∣ critic_ganloss : -627.347394 ∣ generator_nllloss : 5285.132422 ∣ generator_ganloss : 807.264355 ∣  [  std_z : 0.97  real_sub_fake : 2823.19 ]
[  epoch 0006/0040] 1060/4800, lr:1.0e-04 ∣ avg_100 : 31650.878656 ∣ critic_nllloss : 26639.436914 ∣ critic_ganloss : -604.449551 ∣ generator_nllloss : 5374.676562 ∣ generator_ganloss : 726.069409 ∣  [  std_z : 0.98  real_sub_fake : 1863.94 ]
[  epoch 0006/0040] 1070/4800, lr:1.0e-04 ∣ avg_100 : 31650.525492 ∣ critic_nllloss : 26525.018750 ∣ critic_ganloss : -731.224878 ∣ generator_nllloss : 5346.308203 ∣ generator_ganloss : 775.549121 ∣  [  std_z : 0.98  real_sub_fake : 2977.72 ]
[  epoch 0006/0040] 1080/4800, lr:1.0e-04 ∣ avg_100 : 31654.601569 ∣ critic_nllloss : 26383.573437 ∣ critic_ganloss : -450.878522 ∣ generator_nllloss : 5256.592383 ∣ generator_ganloss : 775.916455 ∣  [  std_z : 0.98  real_sub_fake : 2171.98 ]
[  epoch 0006/0040] 1090/4800, lr:1.0e-04 ∣ avg_100 : 31654.530832 ∣ critic_nllloss : 26413.793750 ∣ critic_ganloss : -521.883472 ∣ generator_nllloss : 5372.858594 ∣ generator_ganloss : 697.407227 ∣  [  std_z : 0.99  real_sub_fake : 1507.33 ]
[  epoch 0006/0040] 1100/4800, lr:1.0e-04 ∣ avg_100 : 31652.136900 ∣ critic_nllloss : 25837.069727 ∣ critic_ganloss : -581.406537 ∣ generator_nllloss : 5157.654297 ∣ generator_ganloss : 710.436816 ∣  [  std_z : 0.98  real_sub_fake : 2260.51 ]
[  epoch 0006/0040] 1110/4800, lr:1.0e-04 ∣ avg_100 : 31654.520722 ∣ critic_nllloss : 26546.442383 ∣ critic_ganloss : -847.342291 ∣ generator_nllloss : 5270.562305 ∣ generator_ganloss : 847.856323 ∣  [  std_z : 0.99  real_sub_fake : 3026.27 ]
[  epoch 0006/0040] 1120/4800, lr:1.0e-04 ∣ avg_100 : 31650.954001 ∣ critic_nllloss : 26141.464648 ∣ critic_ganloss : -737.408759 ∣ generator_nllloss : 5226.729102 ∣ generator_ganloss : 920.064502 ∣  [  std_z : 0.98  real_sub_fake : 2843.52 ]
[  epoch 0006/0040] 1130/4800, lr:1.0e-04 ∣ avg_100 : 31651.531180 ∣ critic_nllloss : 26251.068555 ∣ critic_ganloss : -573.720972 ∣ generator_nllloss : 5261.603516 ∣ generator_ganloss : 932.145752 ∣  [  std_z : 0.99  real_sub_fake : 2453.15 ]
[  epoch 0006/0040] 1140/4800, lr:1.0e-04 ∣ avg_100 : 31652.438720 ∣ critic_nllloss : 26140.822852 ∣ critic_ganloss : -758.510565 ∣ generator_nllloss : 5298.485352 ∣ generator_ganloss : 854.532959 ∣  [  std_z : 0.99  real_sub_fake : 2735.35 ]
[  epoch 0006/0040] 1150/4800, lr:1.0e-04 ∣ avg_100 : 31656.134352 ∣ critic_nllloss : 26236.549414 ∣ critic_ganloss : -717.501471 ∣ generator_nllloss : 5261.894922 ∣ generator_ganloss : 958.560156 ∣  [  std_z : 0.98  real_sub_fake : 2800.20 ]
[  epoch 0006/0040] 1160/4800, lr:1.0e-04 ∣ avg_100 : 31661.218811 ∣ critic_nllloss : 26508.335547 ∣ critic_ganloss : -673.026056 ∣ generator_nllloss : 5239.416797 ∣ generator_ganloss : 1139.225195 ∣     [  std_z : 0.98  real_sub_fake : 2455.31 ]
[  epoch 0006/0040] 1170/4800, lr:1.0e-04 ∣ avg_100 : 31663.577072 ∣ critic_nllloss : 26309.805469 ∣ critic_ganloss : -571.291016 ∣ generator_nllloss : 5193.147852 ∣ generator_ganloss : 1036.654687 ∣     [  std_z : 0.97  real_sub_fake : 2528.85 ]
[  epoch 0006/0040] 1180/4800, lr:1.0e-04 ∣ avg_100 : 31665.597814 ∣ critic_nllloss : 26123.604102 ∣ critic_ganloss : -593.080182 ∣ generator_nllloss : 5204.134766 ∣ generator_ganloss : 892.956641 ∣  [  std_z : 0.98  real_sub_fake : 2043.18 ]
[  epoch 0006/0040] 1190/4800, lr:1.0e-04 ∣ avg_100 : 31667.285977 ∣ critic_nllloss : 26350.148242 ∣ critic_ganloss : -744.688977 ∣ generator_nllloss : 5229.378320 ∣ generator_ganloss : 929.285449 ∣  [  std_z : 0.98  real_sub_fake : 2895.39 ]
[  epoch 0006/0040] 1200/4800, lr:1.0e-04 ∣ avg_100 : 31674.666549 ∣ critic_nllloss : 26355.179688 ∣ critic_ganloss : -625.296381 ∣ generator_nllloss : 5318.041992 ∣ generator_ganloss : 978.949756 ∣  [  std_z : 1.00  real_sub_fake : 2456.35 ]
[  epoch 0006/0040] 1210/4800, lr:1.0e-04 ∣ avg_100 : 31674.630326 ∣ critic_nllloss : 26292.146680 ∣ critic_ganloss : -674.526172 ∣ generator_nllloss : 5227.885742 ∣ generator_ganloss : 869.582813 ∣  [  std_z : 0.98  real_sub_fake : 2566.04 ]
[  epoch 0006/0040] 1220/4800, lr:1.0e-04 ∣ avg_100 : 31675.187357 ∣ critic_nllloss : 26359.334375 ∣ critic_ganloss : -832.765875 ∣ generator_nllloss : 5253.126758 ∣ generator_ganloss : 946.236426 ∣  [  std_z : 0.97  real_sub_fake : 3205.51 ]
[  epoch 0006/0040] 1230/4800, lr:1.0e-04 ∣ avg_100 : 31675.491550 ∣ critic_nllloss : 26313.009766 ∣ critic_ganloss : -777.719183 ∣ generator_nllloss : 5238.438867 ∣ generator_ganloss : 985.067920 ∣  [  std_z : 0.97  real_sub_fake : 2902.44 ]
[  epoch 0006/0040] 1240/4800, lr:1.0e-04 ∣ avg_100 : 31676.157538 ∣ critic_nllloss : 26464.160352 ∣ critic_ganloss : -1005.543823 ∣ generator_nllloss : 5273.098242 ∣ generator_ganloss : 956.193066 ∣     [  std_z : 0.99  real_sub_fake : 3761.56 ]
[  epoch 0006/0040] 1250/4800, lr:1.0e-04 ∣ avg_100 : 31677.549497 ∣ critic_nllloss : 26421.314648 ∣ critic_ganloss : -696.359375 ∣ generator_nllloss : 5212.917578 ∣ generator_ganloss : 954.737549 ∣  [  std_z : 1.00  real_sub_fake : 2977.79 ]
[  epoch 0006/0040] 1260/4800, lr:1.0e-04 ∣ avg_100 : 31675.949483 ∣ critic_nllloss : 26335.712695 ∣ critic_ganloss : -676.749762 ∣ generator_nllloss : 5295.442187 ∣ generator_ganloss : 821.342969 ∣  [  std_z : 0.99  real_sub_fake : 2465.23 ]
[  epoch 0006/0040] 1270/4800, lr:1.0e-04 ∣ avg_100 : 31679.830279 ∣ critic_nllloss : 26385.171875 ∣ critic_ganloss : -753.438165 ∣ generator_nllloss : 5202.424219 ∣ generator_ganloss : 874.366699 ∣  [  std_z : 0.99  real_sub_fake : 2741.59 ]
[  epoch 0006/0040] 1280/4800, lr:1.0e-04 ∣ avg_100 : 31680.022922 ∣ critic_nllloss : 26462.344922 ∣ critic_ganloss : -649.314996 ∣ generator_nllloss : 5280.111328 ∣ generator_ganloss : 955.082129 ∣  [  std_z : 0.97  real_sub_fake : 2821.47 ]
[  epoch 0006/0040] 1290/4800, lr:1.0e-04 ∣ avg_100 : 31684.158802 ∣ critic_nllloss : 26394.756641 ∣ critic_ganloss : -661.527490 ∣ generator_nllloss : 5308.034375 ∣ generator_ganloss : 889.105957 ∣  [  std_z : 0.97  real_sub_fake : 2385.80 ]
[  epoch 0006/0040] 1300/4800, lr:1.0e-04 ∣ avg_100 : 31688.671665 ∣ critic_nllloss : 26606.544336 ∣ critic_ganloss : -826.475653 ∣ generator_nllloss : 5291.940625 ∣ generator_ganloss : 853.577490 ∣  [  std_z : 1.00  real_sub_fake : 2883.37 ]
[  epoch 0006/0040] 1310/4800, lr:1.0e-04 ∣ avg_100 : 31691.756661 ∣ critic_nllloss : 26287.085352 ∣ critic_ganloss : -761.181628 ∣ generator_nllloss : 5244.677344 ∣ generator_ganloss : 962.121387 ∣  [  std_z : 0.98  real_sub_fake : 2923.34 ]
[  epoch 0006/0040] 1320/4800, lr:1.0e-04 ∣ avg_100 : 31695.907717 ∣ critic_nllloss : 26452.404883 ∣ critic_ganloss : -755.375458 ∣ generator_nllloss : 5273.610937 ∣ generator_ganloss : 1030.594824 ∣     [  std_z : 0.98  real_sub_fake : 2725.44 ]
[  epoch 0006/0040] 1330/4800, lr:1.0e-04 ∣ avg_100 : 31696.307318 ∣ critic_nllloss : 26447.546875 ∣ critic_ganloss : -766.702808 ∣ generator_nllloss : 5268.251562 ∣ generator_ganloss : 996.155078 ∣  [  std_z : 0.97  real_sub_fake : 3436.49 ]
[  epoch 0006/0040] 1340/4800, lr:1.0e-04 ∣ avg_100 : 31696.503474 ∣ critic_nllloss : 26249.218359 ∣ critic_ganloss : -893.914142 ∣ generator_nllloss : 5213.452148 ∣ generator_ganloss : 888.758984 ∣  [  std_z : 0.99  real_sub_fake : 3054.96 ]
[  epoch 0006/0040] 1350/4800, lr:1.0e-04 ∣ avg_100 : 31689.754759 ∣ critic_nllloss : 26104.562891 ∣ critic_ganloss : -768.805420 ∣ generator_nllloss : 5251.059375 ∣ generator_ganloss : 854.716895 ∣  [  std_z : 0.99  real_sub_fake : 3220.60 ]
[  epoch 0006/0040] 1360/4800, lr:1.0e-04 ∣ avg_100 : 31686.942881 ∣ critic_nllloss : 26217.047461 ∣ critic_ganloss : -755.638422 ∣ generator_nllloss : 5198.832031 ∣ generator_ganloss : 857.690869 ∣  [  std_z : 0.99  real_sub_fake : 2904.64 ]
[  epoch 0006/0040] 1370/4800, lr:1.0e-04 ∣ avg_100 : 31686.084471 ∣ critic_nllloss : 26146.490625 ∣ critic_ganloss : -666.170667 ∣ generator_nllloss : 5197.655859 ∣ generator_ganloss : 866.512451 ∣  [  std_z : 0.97  real_sub_fake : 2834.21 ]
[  epoch 0006/0040] 1380/4800, lr:1.0e-04 ∣ avg_100 : 31680.614934 ∣ critic_nllloss : 26037.083008 ∣ critic_ganloss : -662.096442 ∣ generator_nllloss : 5229.754492 ∣ generator_ganloss : 767.252759 ∣  [  std_z : 0.96  real_sub_fake : 2370.90 ]
[  epoch 0006/0040] 1390/4800, lr:1.0e-04 ∣ avg_100 : 31678.452260 ∣ critic_nllloss : 26309.585352 ∣ critic_ganloss : -801.835022 ∣ generator_nllloss : 5208.730469 ∣ generator_ganloss : 726.288257 ∣  [  std_z : 0.98  real_sub_fake : 2824.24 ]
[  epoch 0006/0040] 1400/4800, lr:1.0e-04 ∣ avg_100 : 31677.760773 ∣ critic_nllloss : 26299.490625 ∣ critic_ganloss : -694.391437 ∣ generator_nllloss : 5306.254492 ∣ generator_ganloss : 752.324512 ∣  [  std_z : 0.99  real_sub_fake : 2723.18 ]
[  epoch 0006/0040] 1410/4800, lr:1.0e-04 ∣ avg_100 : 31673.959905 ∣ critic_nllloss : 26108.614453 ∣ critic_ganloss : -765.658643 ∣ generator_nllloss : 5230.014453 ∣ generator_ganloss : 719.226392 ∣  [  std_z : 1.00  real_sub_fake : 2942.31 ]
[  epoch 0006/0040] 1420/4800, lr:1.0e-04 ∣ avg_100 : 31673.467462 ∣ critic_nllloss : 26280.793164 ∣ critic_ganloss : -741.276166 ∣ generator_nllloss : 5271.075195 ∣ generator_ganloss : 734.936865 ∣  [  std_z : 0.99  real_sub_fake : 3041.54 ]
[  epoch 0006/0040] 1430/4800, lr:1.0e-04 ∣ avg_100 : 31673.300567 ∣ critic_nllloss : 26280.023438 ∣ critic_ganloss : -699.165759 ∣ generator_nllloss : 5290.830078 ∣ generator_ganloss : 732.688159 ∣  [  std_z : 0.98  real_sub_fake : 2711.13 ]
[  epoch 0006/0040] 1440/4800, lr:1.0e-04 ∣ avg_100 : 31670.142923 ∣ critic_nllloss : 26136.886914 ∣ critic_ganloss : -755.373376 ∣ generator_nllloss : 5194.670703 ∣ generator_ganloss : 761.199707 ∣  [  std_z : 0.96  real_sub_fake : 2702.77 ]
[  epoch 0006/0040] 1450/4800, lr:1.0e-04 ∣ avg_100 : 31670.103438 ∣ critic_nllloss : 26408.018945 ∣ critic_ganloss : -699.051654 ∣ generator_nllloss : 5268.450391 ∣ generator_ganloss : 802.954736 ∣  [  std_z : 0.97  real_sub_fake : 2909.02 ]
[  epoch 0006/0040] 1460/4800, lr:1.0e-04 ∣ avg_100 : 31666.085095 ∣ critic_nllloss : 26186.250586 ∣ critic_ganloss : -905.135046 ∣ generator_nllloss : 5236.096484 ∣ generator_ganloss : 787.571851 ∣  [  std_z : 0.99  real_sub_fake : 3157.75 ]
[  epoch 0006/0040] 1470/4800, lr:1.0e-04 ∣ avg_100 : 31666.853805 ∣ critic_nllloss : 26192.113281 ∣ critic_ganloss : -660.131366 ∣ generator_nllloss : 5294.021484 ∣ generator_ganloss : 837.769800 ∣  [  std_z : 0.99  real_sub_fake : 2729.63 ]
[  epoch 0006/0040] 1480/4800, lr:1.0e-04 ∣ avg_100 : 31666.418291 ∣ critic_nllloss : 26243.473438 ∣ critic_ganloss : -597.482025 ∣ generator_nllloss : 5151.682031 ∣ generator_ganloss : 881.755957 ∣  [  std_z : 0.99  real_sub_fake : 2477.81 ]
[  epoch 0006/0040] 1490/4800, lr:1.0e-04 ∣ avg_100 : 31667.253085 ∣ critic_nllloss : 26358.592383 ∣ critic_ganloss : -734.294891 ∣ generator_nllloss : 5277.407422 ∣ generator_ganloss : 893.500391 ∣  [  std_z : 1.00  real_sub_fake : 2502.23 ]
[  epoch 0006/0040] 1500/4800, lr:1.0e-04 ∣ avg_100 : 31668.214932 ∣ critic_nllloss : 26436.491602 ∣ critic_ganloss : -697.760010 ∣ generator_nllloss : 5334.237109 ∣ generator_ganloss : 917.577539 ∣  [  std_z : 0.98  real_sub_fake : 2945.54 ]
[  epoch 0006/0040] 1510/4800, lr:1.0e-04 ∣ avg_100 : 31668.175287 ∣ critic_nllloss : 26244.208789 ∣ critic_ganloss : -729.601862 ∣ generator_nllloss : 5307.863086 ∣ generator_ganloss : 835.123071 ∣  [  std_z : 0.98  real_sub_fake : 2580.88 ]
[  epoch 0006/0040] 1520/4800, lr:1.0e-04 ∣ avg_100 : 31668.355716 ∣ critic_nllloss : 26271.075781 ∣ critic_ganloss : -816.442786 ∣ generator_nllloss : 5242.241211 ∣ generator_ganloss : 750.999048 ∣  [  std_z : 0.97  real_sub_fake : 2964.23 ]
[  epoch 0006/0040] 1530/4800, lr:1.0e-04 ∣ avg_100 : 31666.593377 ∣ critic_nllloss : 26263.495117 ∣ critic_ganloss : -663.221527 ∣ generator_nllloss : 5378.706055 ∣ generator_ganloss : 710.216406 ∣  [  std_z : 0.99  real_sub_fake : 2851.18 ]
[  epoch 0006/0040] 1540/4800, lr:1.0e-04 ∣ avg_100 : 31667.824008 ∣ critic_nllloss : 26216.671289 ∣ critic_ganloss : -717.447638 ∣ generator_nllloss : 5285.109766 ∣ generator_ganloss : 778.379321 ∣  [  std_z : 0.99  real_sub_fake : 2461.13 ]
[  epoch 0006/0040] 1550/4800, lr:1.0e-04 ∣ avg_100 : 31668.813076 ∣ critic_nllloss : 26383.974609 ∣ critic_ganloss : -748.455988 ∣ generator_nllloss : 5279.398438 ∣ generator_ganloss : 857.015479 ∣  [  std_z : 0.99  real_sub_fake : 3297.24 ]
[  epoch 0006/0040] 1560/4800, lr:1.0e-04 ∣ avg_100 : 31664.543583 ∣ critic_nllloss : 26219.649219 ∣ critic_ganloss : -578.675885 ∣ generator_nllloss : 5203.080664 ∣ generator_ganloss : 766.386060 ∣  [  std_z : 0.98  real_sub_fake : 2193.04 ]
[  epoch 0006/0040] 1570/4800, lr:1.0e-04 ∣ avg_100 : 31665.856256 ∣ critic_nllloss : 26226.848242 ∣ critic_ganloss : -790.718408 ∣ generator_nllloss : 5291.476758 ∣ generator_ganloss : 725.886060 ∣  [  std_z : 0.98  real_sub_fake : 2362.51 ]
[  epoch 0006/0040] 1580/4800, lr:1.0e-04 ∣ avg_100 : 31664.757305 ∣ critic_nllloss : 26300.848047 ∣ critic_ganloss : -958.971216 ∣ generator_nllloss : 5266.578320 ∣ generator_ganloss : 924.705029 ∣  [  std_z : 0.98  real_sub_fake : 3816.43 ]
[  epoch 0006/0040] 1590/4800, lr:1.0e-04 ∣ avg_100 : 31670.538540 ∣ critic_nllloss : 26446.014453 ∣ critic_ganloss : -680.543170 ∣ generator_nllloss : 5354.815820 ∣ generator_ganloss : 970.813428 ∣  [  std_z : 0.98  real_sub_fake : 3142.87 ]
[  epoch 0006/0040] 1600/4800, lr:1.0e-04 ∣ avg_100 : 31673.363833 ∣ critic_nllloss : 26318.642578 ∣ critic_ganloss : -703.163379 ∣ generator_nllloss : 5228.081055 ∣ generator_ganloss : 871.755176 ∣  [  std_z : 0.97  real_sub_fake : 2351.30 ]
[  epoch 0006/0040] 1610/4800, lr:1.0e-04 ∣ avg_100 : 31674.301064 ∣ critic_nllloss : 26446.896680 ∣ critic_ganloss : -756.591821 ∣ generator_nllloss : 5231.759570 ∣ generator_ganloss : 819.689795 ∣  [  std_z : 0.99  real_sub_fake : 2747.15 ]
[  epoch 0006/0040] 1620/4800, lr:1.0e-04 ∣ avg_100 : 31674.566677 ∣ critic_nllloss : 26164.235156 ∣ critic_ganloss : -909.784503 ∣ generator_nllloss : 5161.437891 ∣ generator_ganloss : 865.033447 ∣  [  std_z : 0.99  real_sub_fake : 3529.54 ]
[  epoch 0006/0040] 1630/4800, lr:1.0e-04 ∣ avg_100 : 31673.963596 ∣ critic_nllloss : 26357.458594 ∣ critic_ganloss : -973.650696 ∣ generator_nllloss : 5292.990625 ∣ generator_ganloss : 873.065576 ∣  [  std_z : 1.00  real_sub_fake : 3873.26 ]
[  epoch 0006/0040] 1640/4800, lr:1.0e-04 ∣ avg_100 : 31673.012004 ∣ critic_nllloss : 26282.616797 ∣ critic_ganloss : -1055.428186 ∣ generator_nllloss : 5259.017773 ∣ generator_ganloss : 873.904834 ∣     [  std_z : 0.98  real_sub_fake : 3908.11 ]
[  epoch 0006/0040] 1650/4800, lr:1.0e-04 ∣ avg_100 : 31675.093349 ∣ critic_nllloss : 26328.951172 ∣ critic_ganloss : -614.106885 ∣ generator_nllloss : 5286.379883 ∣ generator_ganloss : 759.873169 ∣  [  std_z : 0.97  real_sub_fake : 2985.14 ]
[  epoch 0006/0040] 1660/4800, lr:1.0e-04 ∣ avg_100 : 31675.533311 ∣ critic_nllloss : 26278.481250 ∣ critic_ganloss : -566.930447 ∣ generator_nllloss : 5351.526172 ∣ generator_ganloss : 745.001953 ∣  [  std_z : 0.98  real_sub_fake : 1826.12 ]
[  epoch 0006/0040] 1670/4800, lr:1.0e-04 ∣ avg_100 : 31676.624491 ∣ critic_nllloss : 26348.441992 ∣ critic_ganloss : -611.709332 ∣ generator_nllloss : 5164.616016 ∣ generator_ganloss : 659.380664 ∣  [  std_z : 0.98  real_sub_fake : 2420.61 ]
[  epoch 0006/0040] 1680/4800, lr:1.0e-04 ∣ avg_100 : 31677.516916 ∣ critic_nllloss : 26316.358398 ∣ critic_ganloss : -773.704517 ∣ generator_nllloss : 5201.604688 ∣ generator_ganloss : 786.056250 ∣  [  std_z : 1.01  real_sub_fake : 2609.05 ]
[  epoch 0006/0040] 1690/4800, lr:1.0e-04 ∣ avg_100 : 31676.708777 ∣ critic_nllloss : 26370.369141 ∣ critic_ganloss : -829.971722 ∣ generator_nllloss : 5276.539844 ∣ generator_ganloss : 757.164893 ∣  [  std_z : 1.01  real_sub_fake : 3779.06 ]
[  epoch 0006/0040] 1700/4800, lr:1.0e-04 ∣ avg_100 : 31675.809125 ∣ critic_nllloss : 26259.354492 ∣ critic_ganloss : -787.550439 ∣ generator_nllloss : 5342.292578 ∣ generator_ganloss : 691.083228 ∣  [  std_z : 0.98  real_sub_fake : 2583.53 ]
[  epoch 0006/0040] 1710/4800, lr:1.0e-04 ∣ avg_100 : 31674.556399 ∣ critic_nllloss : 26255.941797 ∣ critic_ganloss : -907.492322 ∣ generator_nllloss : 5291.606250 ∣ generator_ganloss : 684.766821 ∣  [  std_z : 0.96  real_sub_fake : 3180.77 ]
[  epoch 0006/0040] 1720/4800, lr:1.0e-04 ∣ avg_100 : 31669.625124 ∣ critic_nllloss : 26126.233008 ∣ critic_ganloss : -807.031537 ∣ generator_nllloss : 5131.817773 ∣ generator_ganloss : 881.035693 ∣  [  std_z : 0.96  real_sub_fake : 3528.69 ]
[  epoch 0006/0040] 1730/4800, lr:1.0e-04 ∣ avg_100 : 31666.801324 ∣ critic_nllloss : 26349.073633 ∣ critic_ganloss : -776.390454 ∣ generator_nllloss : 5193.273438 ∣ generator_ganloss : 840.198486 ∣  [  std_z : 0.99  real_sub_fake : 3090.15 ]
[  epoch 0006/0040] 1740/4800, lr:1.0e-04 ∣ avg_100 : 31665.580619 ∣ critic_nllloss : 26322.696875 ∣ critic_ganloss : -815.473566 ∣ generator_nllloss : 5239.398438 ∣ generator_ganloss : 788.191260 ∣  [  std_z : 1.00  real_sub_fake : 2870.43 ]
[  epoch 0006/0040] 1750/4800, lr:1.0e-04 ∣ avg_100 : 31664.561266 ∣ critic_nllloss : 26368.936133 ∣ critic_ganloss : -728.165997 ∣ generator_nllloss : 5367.210352 ∣ generator_ganloss : 689.512427 ∣  [  std_z : 1.00  real_sub_fake : 3033.05 ]
[  epoch 0006/0040] 1760/4800, lr:1.0e-04 ∣ avg_100 : 31662.834145 ∣ critic_nllloss : 26228.542383 ∣ critic_ganloss : -662.183899 ∣ generator_nllloss : 5238.321680 ∣ generator_ganloss : 666.997070 ∣  [  std_z : 0.98  real_sub_fake : 2703.28 ]
[  epoch 0006/0040] 1770/4800, lr:1.0e-04 ∣ avg_100 : 31659.569057 ∣ critic_nllloss : 26353.398633 ∣ critic_ganloss : -603.143494 ∣ generator_nllloss : 5266.102930 ∣ generator_ganloss : 642.105859 ∣  [  std_z : 0.98  real_sub_fake : 2258.27 ]
[  epoch 0006/0040] 1780/4800, lr:1.0e-04 ∣ avg_100 : 31657.433882 ∣ critic_nllloss : 26346.599805 ∣ critic_ganloss : -738.528680 ∣ generator_nllloss : 5164.144336 ∣ generator_ganloss : 638.505420 ∣  [  std_z : 0.98  real_sub_fake : 2696.36 ]
[  epoch 0006/0040] 1790/4800, lr:1.0e-04 ∣ avg_100 : 31656.042844 ∣ critic_nllloss : 26226.580859 ∣ critic_ganloss : -711.880115 ∣ generator_nllloss : 5252.150391 ∣ generator_ganloss : 796.924609 ∣  [  std_z : 0.98  real_sub_fake : 2517.99 ]
[  epoch 0006/0040] 1800/4800, lr:1.0e-04 ∣ avg_100 : 31652.515107 ∣ critic_nllloss : 26294.666602 ∣ critic_ganloss : -743.314496 ∣ generator_nllloss : 5260.827734 ∣ generator_ganloss : 804.117603 ∣  [  std_z : 0.99  real_sub_fake : 3076.25 ]
[  epoch 0006/0040] 1810/4800, lr:1.0e-04 ∣ avg_100 : 31650.553454 ∣ critic_nllloss : 26178.495703 ∣ critic_ganloss : -677.359064 ∣ generator_nllloss : 5241.672070 ∣ generator_ganloss : 839.109473 ∣  [  std_z : 0.98  real_sub_fake : 2681.17 ]
[  epoch 0006/0040] 1820/4800, lr:1.0e-04 ∣ avg_100 : 31652.249526 ∣ critic_nllloss : 26354.954688 ∣ critic_ganloss : -769.936890 ∣ generator_nllloss : 5274.500391 ∣ generator_ganloss : 815.333594 ∣  [  std_z : 0.97  real_sub_fake : 2902.81 ]
[  epoch 0006/0040] 1830/4800, lr:1.0e-04 ∣ avg_100 : 31655.755584 ∣ critic_nllloss : 26507.205859 ∣ critic_ganloss : -794.749750 ∣ generator_nllloss : 5355.910352 ∣ generator_ganloss : 840.152441 ∣  [  std_z : 0.98  real_sub_fake : 2936.90 ]
[  epoch 0006/0040] 1840/4800, lr:1.0e-04 ∣ avg_100 : 31657.023652 ∣ critic_nllloss : 26176.648242 ∣ critic_ganloss : -707.174573 ∣ generator_nllloss : 5174.015430 ∣ generator_ganloss : 877.424463 ∣  [  std_z : 0.98  real_sub_fake : 3073.86 ]
[  epoch 0006/0040] 1850/4800, lr:1.0e-04 ∣ avg_100 : 31656.737618 ∣ critic_nllloss : 26180.096094 ∣ critic_ganloss : -724.147571 ∣ generator_nllloss : 5196.227734 ∣ generator_ganloss : 851.353760 ∣  [  std_z : 0.99  real_sub_fake : 2481.49 ]
[  epoch 0006/0040] 1860/4800, lr:1.0e-04 ∣ avg_100 : 31657.250872 ∣ critic_nllloss : 26202.410156 ∣ critic_ganloss : -709.062189 ∣ generator_nllloss : 5157.999023 ∣ generator_ganloss : 851.944287 ∣  [  std_z : 1.00  real_sub_fake : 2751.01 ]
[  epoch 0006/0040] 1870/4800, lr:1.0e-04 ∣ avg_100 : 31662.231780 ∣ critic_nllloss : 26454.638672 ∣ critic_ganloss : -758.042352 ∣ generator_nllloss : 5285.343945 ∣ generator_ganloss : 867.937012 ∣  [  std_z : 1.00  real_sub_fake : 2936.99 ]
[  epoch 0006/0040] 1880/4800, lr:1.0e-04 ∣ avg_100 : 31664.639331 ∣ critic_nllloss : 26331.422852 ∣ critic_ganloss : -892.203552 ∣ generator_nllloss : 5320.703516 ∣ generator_ganloss : 883.966162 ∣  [  std_z : 0.98  real_sub_fake : 3146.73 ]
[  epoch 0006/0040] 1890/4800, lr:1.0e-04 ∣ avg_100 : 31666.390824 ∣ critic_nllloss : 26318.647461 ∣ critic_ganloss : -803.539954 ∣ generator_nllloss : 5294.662891 ∣ generator_ganloss : 967.604687 ∣  [  std_z : 0.98  real_sub_fake : 3423.91 ]
[  epoch 0006/0040] 1900/4800, lr:1.0e-04 ∣ avg_100 : 31666.667809 ∣ critic_nllloss : 26418.771875 ∣ critic_ganloss : -880.359399 ∣ generator_nllloss : 5232.809375 ∣ generator_ganloss : 984.978760 ∣  [  std_z : 0.98  real_sub_fake : 2877.42 ]
[  epoch 0006/0040] 1910/4800, lr:1.0e-04 ∣ avg_100 : 31672.010576 ∣ critic_nllloss : 26312.603711 ∣ critic_ganloss : -572.240002 ∣ generator_nllloss : 5245.539453 ∣ generator_ganloss : 964.207422 ∣  [  std_z : 0.98  real_sub_fake : 3060.99 ]
[  epoch 0006/0040] 1920/4800, lr:1.0e-04 ∣ avg_100 : 31674.369475 ∣ critic_nllloss : 26263.625586 ∣ critic_ganloss : -489.465756 ∣ generator_nllloss : 5325.822266 ∣ generator_ganloss : 875.116455 ∣  [  std_z : 0.99  real_sub_fake : 1558.11 ]
[  epoch 0006/0040] 1930/4800, lr:1.0e-04 ∣ avg_100 : 31676.854725 ∣ critic_nllloss : 26197.823437 ∣ critic_ganloss : -647.904797 ∣ generator_nllloss : 5237.744922 ∣ generator_ganloss : 878.871777 ∣  [  std_z : 1.00  real_sub_fake : 2070.59 ]
[  epoch 0006/0040] 1940/4800, lr:1.0e-04 ∣ avg_100 : 31677.074136 ∣ critic_nllloss : 26259.863867 ∣ critic_ganloss : -657.663666 ∣ generator_nllloss : 5227.008594 ∣ generator_ganloss : 905.753320 ∣  [  std_z : 0.98  real_sub_fake : 2675.06 ]
[  epoch 0006/0040] 1950/4800, lr:1.0e-04 ∣ avg_100 : 31678.452268 ∣ critic_nllloss : 26299.334375 ∣ critic_ganloss : -698.107422 ∣ generator_nllloss : 5267.982422 ∣ generator_ganloss : 954.358740 ∣  [  std_z : 0.98  real_sub_fake : 2675.97 ]
[  epoch 0006/0040] 1960/4800, lr:1.0e-04 ∣ avg_100 : 31673.148897 ∣ critic_nllloss : 26139.699805 ∣ critic_ganloss : -854.925629 ∣ generator_nllloss : 5189.181641 ∣ generator_ganloss : 869.539160 ∣  [  std_z : 0.98  real_sub_fake : 3007.17 ]
[  epoch 0006/0040] 1970/4800, lr:1.0e-04 ∣ avg_100 : 31671.315047 ∣ critic_nllloss : 26356.817188 ∣ critic_ganloss : -843.297815 ∣ generator_nllloss : 5190.009375 ∣ generator_ganloss : 826.576367 ∣  [  std_z : 0.99  real_sub_fake : 3549.82 ]
[  epoch 0006/0040] 1980/4800, lr:1.0e-04 ∣ avg_100 : 31670.195562 ∣ critic_nllloss : 26207.066406 ∣ critic_ganloss : -682.269019 ∣ generator_nllloss : 5307.140625 ∣ generator_ganloss : 788.115479 ∣  [  std_z : 1.00  real_sub_fake : 2769.98 ]
[  epoch 0006/0040] 1990/4800, lr:1.0e-04 ∣ avg_100 : 31669.767337 ∣ critic_nllloss : 26310.254883 ∣ critic_ganloss : -720.294385 ∣ generator_nllloss : 5294.898047 ∣ generator_ganloss : 723.425098 ∣  [  std_z : 0.99  real_sub_fake : 2627.90 ]
[  epoch 0006/0040] 2000/4800, lr:1.0e-04 ∣ avg_100 : 31666.796110 ∣ critic_nllloss : 26125.238867 ∣ critic_ganloss : -504.795575 ∣ generator_nllloss : 5230.710547 ∣ generator_ganloss : 729.696753 ∣  [  std_z : 0.98  real_sub_fake : 2415.41 ]
[  epoch 0006/0040] 2010/4800, lr:1.0e-04 ∣ avg_100 : 31671.268954 ∣ critic_nllloss : 26419.971875 ∣ critic_ganloss : -590.192914 ∣ generator_nllloss : 5273.685547 ∣ generator_ganloss : 798.326343 ∣  [  std_z : 0.99  real_sub_fake : 1587.34 ]
[  epoch 0006/0040] 2020/4800, lr:1.0e-04 ∣ avg_100 : 31669.477042 ∣ critic_nllloss : 26214.463477 ∣ critic_ganloss : -706.737616 ∣ generator_nllloss : 5197.095312 ∣ generator_ganloss : 759.422583 ∣  [  std_z : 1.00  real_sub_fake : 2772.88 ]
[  epoch 0006/0040] 2030/4800, lr:1.0e-04 ∣ avg_100 : 31671.165615 ∣ critic_nllloss : 26354.219141 ∣ critic_ganloss : -666.074982 ∣ generator_nllloss : 5311.710938 ∣ generator_ganloss : 872.169727 ∣  [  std_z : 1.00  real_sub_fake : 2399.34 ]
[  epoch 0006/0040] 2040/4800, lr:1.0e-04 ∣ avg_100 : 31671.262073 ∣ critic_nllloss : 26298.590430 ∣ critic_ganloss : -792.300696 ∣ generator_nllloss : 5219.529492 ∣ generator_ganloss : 824.597412 ∣  [  std_z : 0.98  real_sub_fake : 3202.73 ]
[  epoch 0006/0040] 2050/4800, lr:1.0e-04 ∣ avg_100 : 31670.756828 ∣ critic_nllloss : 26287.235742 ∣ critic_ganloss : -597.695734 ∣ generator_nllloss : 5322.613477 ∣ generator_ganloss : 801.198120 ∣  [  std_z : 0.97  real_sub_fake : 2734.10 ]
[  epoch 0006/0040] 2060/4800, lr:1.0e-04 ∣ avg_100 : 31663.841884 ∣ critic_nllloss : 26253.566406 ∣ critic_ganloss : -643.731982 ∣ generator_nllloss : 5194.711523 ∣ generator_ganloss : 639.692969 ∣  [  std_z : 0.98  real_sub_fake : 2246.57 ]
[  epoch 0006/0040] 2070/4800, lr:1.0e-04 ∣ avg_100 : 31657.423005 ∣ critic_nllloss : 26184.703516 ∣ critic_ganloss : -792.223480 ∣ generator_nllloss : 5179.555469 ∣ generator_ganloss : 701.727783 ∣  [  std_z : 0.99  real_sub_fake : 2683.79 ]
[  epoch 0006/0040] 2080/4800, lr:1.0e-04 ∣ avg_100 : 31650.898129 ∣ critic_nllloss : 26089.135937 ∣ critic_ganloss : -729.600067 ∣ generator_nllloss : 5177.046094 ∣ generator_ganloss : 776.134204 ∣  [  std_z : 0.99  real_sub_fake : 3111.79 ]
[  epoch 0006/0040] 2090/4800, lr:1.0e-04 ∣ avg_100 : 31645.810385 ∣ critic_nllloss : 26255.862109 ∣ critic_ganloss : -763.900098 ∣ generator_nllloss : 5184.460938 ∣ generator_ganloss : 776.978760 ∣  [  std_z : 1.00  real_sub_fake : 2717.52 ]
[  epoch 0006/0040] 2100/4800, lr:1.0e-04 ∣ avg_100 : 31648.034644 ∣ critic_nllloss : 26151.033203 ∣ critic_ganloss : -721.177875 ∣ generator_nllloss : 5174.060547 ∣ generator_ganloss : 742.264307 ∣  [  std_z : 0.99  real_sub_fake : 3043.36 ]
[  epoch 0006/0040] 2110/4800, lr:1.0e-04 ∣ avg_100 : 31645.097473 ∣ critic_nllloss : 26089.572656 ∣ critic_ganloss : -630.884778 ∣ generator_nllloss : 5279.373828 ∣ generator_ganloss : 785.739917 ∣  [  std_z : 0.98  real_sub_fake : 2443.74 ]
[  epoch 0006/0040] 2120/4800, lr:1.0e-04 ∣ avg_100 : 31644.724422 ∣ critic_nllloss : 26194.396094 ∣ critic_ganloss : -560.119580 ∣ generator_nllloss : 5148.523242 ∣ generator_ganloss : 730.744678 ∣  [  std_z : 0.97  real_sub_fake : 2070.49 ]
[  epoch 0006/0040] 2130/4800, lr:1.0e-04 ∣ avg_100 : 31641.474379 ∣ critic_nllloss : 26206.281641 ∣ critic_ganloss : -615.123718 ∣ generator_nllloss : 5184.643359 ∣ generator_ganloss : 770.291284 ∣  [  std_z : 0.99  real_sub_fake : 2521.74 ]
[  epoch 0006/0040] 2140/4800, lr:1.0e-04 ∣ avg_100 : 31642.004567 ∣ critic_nllloss : 26309.595508 ∣ critic_ganloss : -687.809680 ∣ generator_nllloss : 5225.765234 ∣ generator_ganloss : 740.798291 ∣  [  std_z : 1.00  real_sub_fake : 2415.15 ]
[  epoch 0006/0040] 2150/4800, lr:1.0e-04 ∣ avg_100 : 31639.585343 ∣ critic_nllloss : 26315.996484 ∣ critic_ganloss : -892.752808 ∣ generator_nllloss : 5246.634961 ∣ generator_ganloss : 827.701953 ∣  [  std_z : 1.00  real_sub_fake : 3654.25 ]
[  epoch 0006/0040] 2160/4800, lr:1.0e-04 ∣ avg_100 : 31632.538283 ∣ critic_nllloss : 26321.543555 ∣ critic_ganloss : -965.897174 ∣ generator_nllloss : 5311.163867 ∣ generator_ganloss : 842.435254 ∣  [  std_z : 0.98  real_sub_fake : 3201.94 ]
[  epoch 0006/0040] 2170/4800, lr:1.0e-04 ∣ avg_100 : 31632.026249 ∣ critic_nllloss : 26376.208984 ∣ critic_ganloss : -638.259088 ∣ generator_nllloss : 5245.707227 ∣ generator_ganloss : 933.456494 ∣  [  std_z : 0.97  real_sub_fake : 3008.58 ]
[  epoch 0006/0040] 2180/4800, lr:1.0e-04 ∣ avg_100 : 31632.618531 ∣ critic_nllloss : 26176.713867 ∣ critic_ganloss : -533.006326 ∣ generator_nllloss : 5225.729102 ∣ generator_ganloss : 817.406885 ∣  [  std_z : 0.97  real_sub_fake : 1917.31 ]
[  epoch 0006/0040] 2190/4800, lr:1.0e-04 ∣ avg_100 : 31631.841720 ∣ critic_nllloss : 26383.110156 ∣ critic_ganloss : -700.815613 ∣ generator_nllloss : 5171.080859 ∣ generator_ganloss : 833.066504 ∣  [  std_z : 1.00  real_sub_fake : 2302.21 ]
[  epoch 0006/0040] 2200/4800, lr:1.0e-04 ∣ avg_100 : 31630.192011 ∣ critic_nllloss : 26361.816016 ∣ critic_ganloss : -719.285999 ∣ generator_nllloss : 5349.127930 ∣ generator_ganloss : 870.246240 ∣  [  std_z : 1.01  real_sub_fake : 2769.43 ]
[  epoch 0006/0040] 2210/4800, lr:1.0e-04 ∣ avg_100 : 31631.288495 ∣ critic_nllloss : 26107.149609 ∣ critic_ganloss : -632.783478 ∣ generator_nllloss : 5303.867773 ∣ generator_ganloss : 1046.503516 ∣     [  std_z : 0.98  real_sub_fake : 2805.97 ]
[  epoch 0006/0040] 2220/4800, lr:1.0e-04 ∣ avg_100 : 31632.398044 ∣ critic_nllloss : 26439.588281 ∣ critic_ganloss : -861.447998 ∣ generator_nllloss : 5310.796094 ∣ generator_ganloss : 947.950244 ∣  [  std_z : 0.96  real_sub_fake : 2555.43 ]
[  epoch 0006/0040] 2230/4800, lr:1.0e-04 ∣ avg_100 : 31633.189381 ∣ critic_nllloss : 26219.522461 ∣ critic_ganloss : -499.373566 ∣ generator_nllloss : 5214.247070 ∣ generator_ganloss : 903.535059 ∣  [  std_z : 0.96  real_sub_fake : 2649.44 ]
[  epoch 0006/0040] 2240/4800, lr:1.0e-04 ∣ avg_100 : 31634.592075 ∣ critic_nllloss : 26328.494922 ∣ critic_ganloss : -597.138034 ∣ generator_nllloss : 5296.525977 ∣ generator_ganloss : 800.294409 ∣  [  std_z : 0.99  real_sub_fake : 1989.42 ]
[  epoch 0006/0040] 2250/4800, lr:1.0e-04 ∣ avg_100 : 31633.194612 ∣ critic_nllloss : 26323.017578 ∣ critic_ganloss : -688.213300 ∣ generator_nllloss : 5306.707617 ∣ generator_ganloss : 811.352197 ∣  [  std_z : 1.01  real_sub_fake : 2589.01 ]
[  epoch 0006/0040] 2260/4800, lr:1.0e-04 ∣ avg_100 : 31631.706553 ∣ critic_nllloss : 26193.837305 ∣ critic_ganloss : -679.597614 ∣ generator_nllloss : 5260.851367 ∣ generator_ganloss : 851.851123 ∣  [  std_z : 0.99  real_sub_fake : 2783.27 ]
[  epoch 0006/0040] 2270/4800, lr:1.0e-04 ∣ avg_100 : 31629.943506 ∣ critic_nllloss : 26172.498437 ∣ critic_ganloss : -801.961700 ∣ generator_nllloss : 5259.135938 ∣ generator_ganloss : 902.547266 ∣  [  std_z : 0.97  real_sub_fake : 2754.10 ]
[  epoch 0006/0040] 2280/4800, lr:1.0e-04 ∣ avg_100 : 31622.582183 ∣ critic_nllloss : 26141.464258 ∣ critic_ganloss : -913.779962 ∣ generator_nllloss : 5148.499609 ∣ generator_ganloss : 935.907129 ∣  [  std_z : 0.97  real_sub_fake : 3715.18 ]
[  epoch 0006/0040] 2290/4800, lr:1.0e-04 ∣ avg_100 : 31618.985936 ∣ critic_nllloss : 26113.933398 ∣ critic_ganloss : -708.036176 ∣ generator_nllloss : 5250.342383 ∣ generator_ganloss : 914.505176 ∣  [  std_z : 0.97  real_sub_fake : 2597.17 ]
[  epoch 0006/0040] 2300/4800, lr:1.0e-04 ∣ avg_100 : 31613.092013 ∣ critic_nllloss : 26126.585742 ∣ critic_ganloss : -779.904694 ∣ generator_nllloss : 5180.741602 ∣ generator_ganloss : 808.771924 ∣  [  std_z : 0.98  real_sub_fake : 3146.44 ]
[  epoch 0006/0040] 2310/4800, lr:1.0e-04 ∣ avg_100 : 31611.101577 ∣ critic_nllloss : 26214.506250 ∣ critic_ganloss : -845.268683 ∣ generator_nllloss : 5271.807031 ∣ generator_ganloss : 892.614258 ∣  [  std_z : 1.00  real_sub_fake : 3311.47 ]
[  epoch 0006/0040] 2320/4800, lr:1.0e-04 ∣ avg_100 : 31609.383015 ∣ critic_nllloss : 26469.493164 ∣ critic_ganloss : -868.697064 ∣ generator_nllloss : 5299.577148 ∣ generator_ganloss : 929.005664 ∣  [  std_z : 0.99  real_sub_fake : 3212.67 ]
[  epoch 0006/0040] 2330/4800, lr:1.0e-04 ∣ avg_100 : 31609.755014 ∣ critic_nllloss : 26305.066992 ∣ critic_ganloss : -513.294687 ∣ generator_nllloss : 5277.878906 ∣ generator_ganloss : 912.799414 ∣  [  std_z : 0.98  real_sub_fake : 2389.88 ]
[  epoch 0006/0040] 2340/4800, lr:1.0e-04 ∣ avg_100 : 31611.972759 ∣ critic_nllloss : 26300.481445 ∣ critic_ganloss : -772.169342 ∣ generator_nllloss : 5253.999219 ∣ generator_ganloss : 896.978516 ∣  [  std_z : 0.97  real_sub_fake : 2733.25 ]
[  epoch 0006/0040] 2350/4800, lr:1.0e-04 ∣ avg_100 : 31612.713573 ∣ critic_nllloss : 26243.234375 ∣ critic_ganloss : -861.205933 ∣ generator_nllloss : 5269.613477 ∣ generator_ganloss : 863.973242 ∣  [  std_z : 0.97  real_sub_fake : 3112.81 ]
[  epoch 0006/0040] 2360/4800, lr:1.0e-04 ∣ avg_100 : 31612.824628 ∣ critic_nllloss : 26334.972461 ∣ critic_ganloss : -775.968909 ∣ generator_nllloss : 5234.548437 ∣ generator_ganloss : 735.485498 ∣  [  std_z : 0.99  real_sub_fake : 3262.63 ]
[  epoch 0006/0040] 2370/4800, lr:1.0e-04 ∣ avg_100 : 31609.387394 ∣ critic_nllloss : 25988.099805 ∣ critic_ganloss : -712.196301 ∣ generator_nllloss : 5166.507031 ∣ generator_ganloss : 758.354346 ∣  [  std_z : 1.01  real_sub_fake : 2692.79 ]
[  epoch 0006/0040] 2380/4800, lr:1.0e-04 ∣ avg_100 : 31609.171946 ∣ critic_nllloss : 26218.423047 ∣ critic_ganloss : -752.430878 ∣ generator_nllloss : 5156.372266 ∣ generator_ganloss : 728.084570 ∣  [  std_z : 1.00  real_sub_fake : 2707.04 ]
[  epoch 0006/0040] 2390/4800, lr:1.0e-04 ∣ avg_100 : 31609.632867 ∣ critic_nllloss : 26377.575586 ∣ critic_ganloss : -954.287811 ∣ generator_nllloss : 5244.361328 ∣ generator_ganloss : 821.212012 ∣  [  std_z : 1.01  real_sub_fake : 3617.45 ]
[  epoch 0006/0040] 2400/4800, lr:1.0e-04 ∣ avg_100 : 31604.964908 ∣ critic_nllloss : 26220.770313 ∣ critic_ganloss : -1109.932776 ∣ generator_nllloss : 5147.988281 ∣ generator_ganloss : 938.056494 ∣     [  std_z : 0.98  real_sub_fake : 4079.27 ]
[  epoch 0006/0040] 2410/4800, lr:1.0e-04 ∣ avg_100 : 31608.209657 ∣ critic_nllloss : 26419.262109 ∣ critic_ganloss : -1144.937775 ∣ generator_nllloss : 5425.785547 ∣ generator_ganloss : 916.561670 ∣     [  std_z : 0.98  real_sub_fake : 4605.63 ]
[  epoch 0006/0040] 2420/4800, lr:1.0e-04 ∣ avg_100 : 31605.018438 ∣ critic_nllloss : 26132.827539 ∣ critic_ganloss : -928.983411 ∣ generator_nllloss : 5128.339258 ∣ generator_ganloss : 894.223730 ∣  [  std_z : 0.98  real_sub_fake : 3823.10 ]
[  epoch 0006/0040] 2430/4800, lr:1.0e-04 ∣ avg_100 : 31601.436642 ∣ critic_nllloss : 26061.844727 ∣ critic_ganloss : -840.299060 ∣ generator_nllloss : 5251.581836 ∣ generator_ganloss : 773.068848 ∣  [  std_z : 0.99  real_sub_fake : 2905.71 ]
[  epoch 0006/0040] 2440/4800, lr:1.0e-04 ∣ avg_100 : 31602.272410 ∣ critic_nllloss : 26336.322852 ∣ critic_ganloss : -993.305414 ∣ generator_nllloss : 5266.317187 ∣ generator_ganloss : 811.626147 ∣  [  std_z : 0.99  real_sub_fake : 3555.13 ]
[  epoch 0006/0040] 2450/4800, lr:1.0e-04 ∣ avg_100 : 31599.122599 ∣ critic_nllloss : 26318.979883 ∣ critic_ganloss : -1014.272327 ∣ generator_nllloss : 5299.405859 ∣ generator_ganloss : 861.277881 ∣     [  std_z : 0.98  real_sub_fake : 3744.44 ]
[  epoch 0006/0040] 2460/4800, lr:1.0e-04 ∣ avg_100 : 31601.909220 ∣ critic_nllloss : 26356.927539 ∣ critic_ganloss : -868.809796 ∣ generator_nllloss : 5279.366016 ∣ generator_ganloss : 815.962207 ∣  [  std_z : 0.98  real_sub_fake : 3960.36 ]
[  epoch 0006/0040] 2470/4800, lr:1.0e-04 ∣ avg_100 : 31597.675193 ∣ critic_nllloss : 26237.008008 ∣ critic_ganloss : -1011.952954 ∣ generator_nllloss : 5334.727734 ∣ generator_ganloss : 680.587695 ∣     [  std_z : 0.98  real_sub_fake : 3593.57 ]
[  epoch 0006/0040] 2480/4800, lr:1.0e-04 ∣ avg_100 : 31593.851753 ∣ critic_nllloss : 26277.633398 ∣ critic_ganloss : -979.047400 ∣ generator_nllloss : 5335.194531 ∣ generator_ganloss : 663.304883 ∣  [  std_z : 0.98  real_sub_fake : 3833.41 ]
[  epoch 0006/0040] 2490/4800, lr:1.0e-04 ∣ avg_100 : 31590.471489 ∣ critic_nllloss : 26346.527734 ∣ critic_ganloss : -740.454761 ∣ generator_nllloss : 5211.529883 ∣ generator_ganloss : 639.576099 ∣  [  std_z : 0.98  real_sub_fake : 2931.67 ]
[  epoch 0006/0040] 2500/4800, lr:1.0e-04 ∣ avg_100 : 31583.408502 ∣ critic_nllloss : 26319.912305 ∣ critic_ganloss : -892.185181 ∣ generator_nllloss : 5262.921484 ∣ generator_ganloss : 593.598877 ∣  [  std_z : 0.99  real_sub_fake : 3215.55 ]
[  epoch 0006/0040] 2510/4800, lr:1.0e-04 ∣ avg_100 : 31578.946842 ∣ critic_nllloss : 26153.731250 ∣ critic_ganloss : -801.595337 ∣ generator_nllloss : 5246.716016 ∣ generator_ganloss : 612.575171 ∣  [  std_z : 0.97  real_sub_fake : 3607.37 ]
[  epoch 0006/0040] 2520/4800, lr:1.0e-04 ∣ avg_100 : 31578.574424 ∣ critic_nllloss : 26204.424609 ∣ critic_ganloss : -751.053162 ∣ generator_nllloss : 5287.863867 ∣ generator_ganloss : 669.396143 ∣  [  std_z : 0.97  real_sub_fake : 2337.87 ]
[  epoch 0006/0040] 2530/4800, lr:1.0e-04 ∣ avg_100 : 31575.592592 ∣ critic_nllloss : 26167.405078 ∣ critic_ganloss : -709.633270 ∣ generator_nllloss : 5243.037891 ∣ generator_ganloss : 690.203174 ∣  [  std_z : 0.98  real_sub_fake : 3065.36 ]
[  epoch 0006/0040] 2540/4800, lr:1.0e-04 ∣ avg_100 : 31577.606131 ∣ critic_nllloss : 26364.168164 ∣ critic_ganloss : -571.583340 ∣ generator_nllloss : 5312.016016 ∣ generator_ganloss : 659.465796 ∣  [  std_z : 0.99  real_sub_fake : 2373.32 ]
[  epoch 0006/0040] 2550/4800, lr:1.0e-04 ∣ avg_100 : 31574.290412 ∣ critic_nllloss : 26286.185742 ∣ critic_ganloss : -776.651746 ∣ generator_nllloss : 5223.589063 ∣ generator_ganloss : 707.237524 ∣  [  std_z : 0.99  real_sub_fake : 2226.26 ]
[  epoch 0006/0040] 2560/4800, lr:1.0e-04 ∣ avg_100 : 31574.335082 ∣ critic_nllloss : 26263.653906 ∣ critic_ganloss : -749.274872 ∣ generator_nllloss : 5316.269336 ∣ generator_ganloss : 784.258716 ∣  [  std_z : 1.00  real_sub_fake : 3209.67 ]
[  epoch 0006/0040] 2570/4800, lr:1.0e-04 ∣ avg_100 : 31572.265493 ∣ critic_nllloss : 26055.411133 ∣ critic_ganloss : -845.569788 ∣ generator_nllloss : 5191.883398 ∣ generator_ganloss : 844.808984 ∣  [  std_z : 0.97  real_sub_fake : 3170.48 ]
[  epoch 0006/0040] 2580/4800, lr:1.0e-04 ∣ avg_100 : 31571.118758 ∣ critic_nllloss : 26174.685547 ∣ critic_ganloss : -829.346991 ∣ generator_nllloss : 5213.998438 ∣ generator_ganloss : 859.149756 ∣  [  std_z : 0.97  real_sub_fake : 3225.92 ]
[  epoch 0006/0040] 2590/4800, lr:1.0e-04 ∣ avg_100 : 31568.411614 ∣ critic_nllloss : 26198.063086 ∣ critic_ganloss : -595.158893 ∣ generator_nllloss : 5221.297070 ∣ generator_ganloss : 996.184863 ∣  [  std_z : 0.99  real_sub_fake : 2525.62 ]
[  epoch 0006/0040] 2600/4800, lr:1.0e-04 ∣ avg_100 : 31569.663313 ∣ critic_nllloss : 26386.667578 ∣ critic_ganloss : -728.585217 ∣ generator_nllloss : 5287.349414 ∣ generator_ganloss : 895.053516 ∣  [  std_z : 1.00  real_sub_fake : 2808.99 ]
[  epoch 0006/0040] 2610/4800, lr:1.0e-04 ∣ avg_100 : 31571.330434 ∣ critic_nllloss : 26529.383203 ∣ critic_ganloss : -719.451013 ∣ generator_nllloss : 5274.161719 ∣ generator_ganloss : 824.372412 ∣  [  std_z : 1.00  real_sub_fake : 2701.47 ]
[  epoch 0006/0040] 2620/4800, lr:1.0e-04 ∣ avg_100 : 31575.990596 ∣ critic_nllloss : 26383.976758 ∣ critic_ganloss : -752.853333 ∣ generator_nllloss : 5324.752734 ∣ generator_ganloss : 791.062012 ∣  [  std_z : 1.00  real_sub_fake : 2676.60 ]
[  epoch 0006/0040] 2630/4800, lr:1.0e-04 ∣ avg_100 : 31574.374660 ∣ critic_nllloss : 26181.555859 ∣ critic_ganloss : -850.277673 ∣ generator_nllloss : 5222.885547 ∣ generator_ganloss : 834.106836 ∣  [  std_z : 0.97  real_sub_fake : 3367.63 ]
[  epoch 0006/0040] 2640/4800, lr:1.0e-04 ∣ avg_100 : 31581.324987 ∣ critic_nllloss : 26421.780664 ∣ critic_ganloss : -734.459631 ∣ generator_nllloss : 5420.343750 ∣ generator_ganloss : 947.479102 ∣  [  std_z : 0.97  real_sub_fake : 2961.96 ]
[  epoch 0006/0040] 2650/4800, lr:1.0e-04 ∣ avg_100 : 31580.892781 ∣ critic_nllloss : 26067.569141 ∣ critic_ganloss : -532.114734 ∣ generator_nllloss : 5284.026172 ∣ generator_ganloss : 898.396191 ∣  [  std_z : 0.97  real_sub_fake : 2016.79 ]
[  epoch 0006/0040] 2660/4800, lr:1.0e-04 ∣ avg_100 : 31578.071702 ∣ critic_nllloss : 26074.617773 ∣ critic_ganloss : -566.605856 ∣ generator_nllloss : 5218.015820 ∣ generator_ganloss : 799.943262 ∣  [  std_z : 0.99  real_sub_fake : 2148.26 ]
[  epoch 0006/0040] 2670/4800, lr:1.0e-04 ∣ avg_100 : 31577.667525 ∣ critic_nllloss : 26278.234766 ∣ critic_ganloss : -719.168988 ∣ generator_nllloss : 5191.776758 ∣ generator_ganloss : 769.469067 ∣  [  std_z : 1.00  real_sub_fake : 2588.26 ]
[  epoch 0006/0040] 2680/4800, lr:1.0e-04 ∣ avg_100 : 31579.526724 ∣ critic_nllloss : 26344.718164 ∣ critic_ganloss : -835.940320 ∣ generator_nllloss : 5329.200781 ∣ generator_ganloss : 878.256152 ∣  [  std_z : 0.99  real_sub_fake : 3239.06 ]
[  epoch 0006/0040] 2690/4800, lr:1.0e-04 ∣ avg_100 : 31580.968719 ∣ critic_nllloss : 26251.707617 ∣ critic_ganloss : -702.971350 ∣ generator_nllloss : 5168.084570 ∣ generator_ganloss : 1001.480762 ∣     [  std_z : 0.98  real_sub_fake : 2551.68 ]
[  epoch 0006/0040] 2700/4800, lr:1.0e-04 ∣ avg_100 : 31586.459070 ∣ critic_nllloss : 26559.826758 ∣ critic_ganloss : -761.835620 ∣ generator_nllloss : 5300.083789 ∣ generator_ganloss : 956.140088 ∣  [  std_z : 0.97  real_sub_fake : 2823.10 ]
[  epoch 0006/0040] 2710/4800, lr:1.0e-04 ∣ avg_100 : 31589.304344 ∣ critic_nllloss : 26148.326172 ∣ critic_ganloss : -644.497345 ∣ generator_nllloss : 5152.975781 ∣ generator_ganloss : 952.545313 ∣  [  std_z : 0.98  real_sub_fake : 2870.40 ]
[  epoch 0006/0040] 2720/4800, lr:1.0e-04 ∣ avg_100 : 31591.054644 ∣ critic_nllloss : 26179.220313 ∣ critic_ganloss : -832.602173 ∣ generator_nllloss : 5186.705469 ∣ generator_ganloss : 973.761328 ∣  [  std_z : 1.02  real_sub_fake : 2697.51 ]
[  epoch 0006/0040] 2730/4800, lr:1.0e-04 ∣ avg_100 : 31593.083156 ∣ critic_nllloss : 26273.996680 ∣ critic_ganloss : -609.086859 ∣ generator_nllloss : 5202.767773 ∣ generator_ganloss : 941.328662 ∣  [  std_z : 1.01  real_sub_fake : 3049.95 ]
[  epoch 0006/0040] 2740/4800, lr:1.0e-04 ∣ avg_100 : 31590.104933 ∣ critic_nllloss : 25860.325977 ∣ critic_ganloss : -689.727863 ∣ generator_nllloss : 5183.521094 ∣ generator_ganloss : 882.871582 ∣  [  std_z : 0.99  real_sub_fake : 2238.18 ]
[  epoch 0006/0040] 2750/4800, lr:1.0e-04 ∣ avg_100 : 31586.857210 ∣ critic_nllloss : 26047.796094 ∣ critic_ganloss : -852.975940 ∣ generator_nllloss : 5308.522461 ∣ generator_ganloss : 869.377930 ∣  [  std_z : 0.96  real_sub_fake : 3348.17 ]
[  epoch 0006/0040] 2760/4800, lr:1.0e-04 ∣ avg_100 : 31587.321445 ∣ critic_nllloss : 26344.702930 ∣ critic_ganloss : -973.036542 ∣ generator_nllloss : 5292.340820 ∣ generator_ganloss : 854.093555 ∣  [  std_z : 0.96  real_sub_fake : 3526.75 ]
[  epoch 0006/0040] 2770/4800, lr:1.0e-04 ∣ avg_100 : 31586.746463 ∣ critic_nllloss : 26224.643359 ∣ critic_ganloss : -670.721503 ∣ generator_nllloss : 5233.714453 ∣ generator_ganloss : 813.329443 ∣  [  std_z : 0.99  real_sub_fake : 3157.01 ]
[  epoch 0006/0040] 2780/4800, lr:1.0e-04 ∣ avg_100 : 31586.422486 ∣ critic_nllloss : 26048.807031 ∣ critic_ganloss : -520.151038 ∣ generator_nllloss : 5176.870703 ∣ generator_ganloss : 672.796484 ∣  [  std_z : 0.99  real_sub_fake : 2131.32 ]
[  epoch 0006/0040] 2790/4800, lr:1.0e-04 ∣ avg_100 : 31585.548134 ∣ critic_nllloss : 26141.464844 ∣ critic_ganloss : -635.452072 ∣ generator_nllloss : 5347.988477 ∣ generator_ganloss : 622.339258 ∣  [  std_z : 0.98  real_sub_fake : 1881.77 ]
[  epoch 0006/0040] 2800/4800, lr:1.0e-04 ∣ avg_100 : 31584.604137 ∣ critic_nllloss : 26259.270508 ∣ critic_ganloss : -623.119794 ∣ generator_nllloss : 5241.059180 ∣ generator_ganloss : 644.687817 ∣  [  std_z : 0.97  real_sub_fake : 3093.85 ]
[  epoch 0006/0040] 2810/4800, lr:1.0e-04 ∣ avg_100 : 31585.385343 ∣ critic_nllloss : 26205.446289 ∣ critic_ganloss : -517.616150 ∣ generator_nllloss : 5267.932422 ∣ generator_ganloss : 704.276270 ∣  [  std_z : 0.98  real_sub_fake : 1492.07 ]
[  epoch 0006/0040] 2820/4800, lr:1.0e-04 ∣ avg_100 : 31585.449867 ∣ critic_nllloss : 26537.775000 ∣ critic_ganloss : -793.646381 ∣ generator_nllloss : 5297.299609 ∣ generator_ganloss : 639.875977 ∣  [  std_z : 1.00  real_sub_fake : 2754.45 ]
[  epoch 0006/0040] 2830/4800, lr:1.0e-04 ∣ avg_100 : 31580.310728 ∣ critic_nllloss : 26217.174219 ∣ critic_ganloss : -712.690973 ∣ generator_nllloss : 5201.892187 ∣ generator_ganloss : 688.229565 ∣  [  std_z : 1.00  real_sub_fake : 3554.79 ]
[  epoch 0006/0040] 2840/4800, lr:1.0e-04 ∣ avg_100 : 31582.371003 ∣ critic_nllloss : 26440.628125 ∣ critic_ganloss : -709.476361 ∣ generator_nllloss : 5351.065625 ∣ generator_ganloss : 644.723682 ∣  [  std_z : 0.99  real_sub_fake : 2078.57 ]
[  epoch 0006/0040] 2850/4800, lr:1.0e-04 ∣ avg_100 : 31582.301389 ∣ critic_nllloss : 26322.264258 ∣ critic_ganloss : -810.165033 ∣ generator_nllloss : 5277.102734 ∣ generator_ganloss : 707.366626 ∣  [  std_z : 0.98  real_sub_fake : 2991.88 ]
[  epoch 0006/0040] 2860/4800, lr:1.0e-04 ∣ avg_100 : 31584.749369 ∣ critic_nllloss : 26286.661719 ∣ critic_ganloss : -651.160132 ∣ generator_nllloss : 5328.202539 ∣ generator_ganloss : 784.385156 ∣  [  std_z : 0.99  real_sub_fake : 2672.81 ]
[  epoch 0006/0040] 2870/4800, lr:1.0e-04 ∣ avg_100 : 31579.877996 ∣ critic_nllloss : 26279.867969 ∣ critic_ganloss : -837.351843 ∣ generator_nllloss : 5149.770703 ∣ generator_ganloss : 770.453149 ∣  [  std_z : 0.99  real_sub_fake : 3019.38 ]
[  epoch 0006/0040] 2880/4800, lr:1.0e-04 ∣ avg_100 : 31582.139241 ∣ critic_nllloss : 26356.863867 ∣ critic_ganloss : -738.471381 ∣ generator_nllloss : 5258.390820 ∣ generator_ganloss : 993.230127 ∣  [  std_z : 1.00  real_sub_fake : 3455.99 ]
[  epoch 0006/0040] 2890/4800, lr:1.0e-04 ∣ avg_100 : 31583.162137 ∣ critic_nllloss : 26310.150977 ∣ critic_ganloss : -610.597495 ∣ generator_nllloss : 5277.552734 ∣ generator_ganloss : 902.558496 ∣  [  std_z : 0.99  real_sub_fake : 1925.01 ]
[  epoch 0006/0040] 2900/4800, lr:1.0e-04 ∣ avg_100 : 31582.955962 ∣ critic_nllloss : 26314.215820 ∣ critic_ganloss : -639.483990 ∣ generator_nllloss : 5265.833984 ∣ generator_ganloss : 795.017285 ∣  [  std_z : 0.98  real_sub_fake : 2443.21 ]
[  epoch 0006/0040] 2910/4800, lr:1.0e-04 ∣ avg_100 : 31577.762861 ∣ critic_nllloss : 26009.374414 ∣ critic_ganloss : -656.530945 ∣ generator_nllloss : 5202.288281 ∣ generator_ganloss : 875.668750 ∣  [  std_z : 0.97  real_sub_fake : 2458.04 ]
[  epoch 0006/0040] 2920/4800, lr:1.0e-04 ∣ avg_100 : 31574.164715 ∣ critic_nllloss : 26229.647852 ∣ critic_ganloss : -777.895972 ∣ generator_nllloss : 5288.863672 ∣ generator_ganloss : 874.668359 ∣  [  std_z : 0.99  real_sub_fake : 2829.43 ]
[  epoch 0006/0040] 2930/4800, lr:1.0e-04 ∣ avg_100 : 31575.254855 ∣ critic_nllloss : 26299.074609 ∣ critic_ganloss : -830.899213 ∣ generator_nllloss : 5389.917578 ∣ generator_ganloss : 917.456396 ∣  [  std_z : 1.00  real_sub_fake : 3193.73 ]
[  epoch 0006/0040] 2940/4800, lr:1.0e-04 ∣ avg_100 : 31575.578806 ∣ critic_nllloss : 26277.594922 ∣ critic_ganloss : -788.270215 ∣ generator_nllloss : 5313.229102 ∣ generator_ganloss : 964.803369 ∣  [  std_z : 0.98  real_sub_fake : 3289.23 ]
[  epoch 0006/0040] 2950/4800, lr:1.0e-04 ∣ avg_100 : 31573.337219 ∣ critic_nllloss : 26223.473828 ∣ critic_ganloss : -772.538550 ∣ generator_nllloss : 5207.831641 ∣ generator_ganloss : 940.642578 ∣  [  std_z : 0.97  real_sub_fake : 3070.27 ]
[  epoch 0006/0040] 2960/4800, lr:1.0e-04 ∣ avg_100 : 31577.344845 ∣ critic_nllloss : 26305.020898 ∣ critic_ganloss : -708.359772 ∣ generator_nllloss : 5290.049414 ∣ generator_ganloss : 857.547021 ∣  [  std_z : 0.97  real_sub_fake : 2604.23 ]
[  epoch 0006/0040] 2970/4800, lr:1.0e-04 ∣ avg_100 : 31578.640394 ∣ critic_nllloss : 26299.277734 ∣ critic_ganloss : -723.044360 ∣ generator_nllloss : 5204.128125 ∣ generator_ganloss : 879.298535 ∣  [  std_z : 0.99  real_sub_fake : 2667.68 ]
[  epoch 0006/0040] 2980/4800, lr:1.0e-04 ∣ avg_100 : 31577.147205 ∣ critic_nllloss : 26141.158594 ∣ critic_ganloss : -751.692194 ∣ generator_nllloss : 5181.408203 ∣ generator_ganloss : 899.859961 ∣  [  std_z : 0.99  real_sub_fake : 2881.72 ]
[  epoch 0006/0040] 2990/4800, lr:1.0e-04 ∣ avg_100 : 31576.883547 ∣ critic_nllloss : 26212.150391 ∣ critic_ganloss : -776.923462 ∣ generator_nllloss : 5195.337305 ∣ generator_ganloss : 951.353564 ∣  [  std_z : 0.99  real_sub_fake : 3001.02 ]
[  epoch 0006/0040] 3000/4800, lr:1.0e-04 ∣ avg_100 : 31579.195727 ∣ critic_nllloss : 26151.807031 ∣ critic_ganloss : -679.735291 ∣ generator_nllloss : 5287.208984 ∣ generator_ganloss : 1052.787939 ∣     [  std_z : 0.97  real_sub_fake : 2864.62 ]
[  epoch 0006/0040] 3010/4800, lr:1.0e-04 ∣ avg_100 : 31581.310077 ∣ critic_nllloss : 26448.484570 ∣ critic_ganloss : -648.017145 ∣ generator_nllloss : 5261.003125 ∣ generator_ganloss : 1051.755225 ∣     [  std_z : 0.97  real_sub_fake : 2515.20 ]
[  epoch 0006/0040] 3020/4800, lr:1.0e-04 ∣ avg_100 : 31581.667066 ∣ critic_nllloss : 26025.020703 ∣ critic_ganloss : -684.285083 ∣ generator_nllloss : 5139.469727 ∣ generator_ganloss : 1019.737305 ∣     [  std_z : 0.99  real_sub_fake : 2442.93 ]
[  epoch 0006/0040] 3030/4800, lr:1.0e-04 ∣ avg_100 : 31580.583131 ∣ critic_nllloss : 26290.487500 ∣ critic_ganloss : -749.920190 ∣ generator_nllloss : 5291.041211 ∣ generator_ganloss : 932.022852 ∣  [  std_z : 1.01  real_sub_fake : 2784.50 ]
[  epoch 0006/0040] 3040/4800, lr:1.0e-04 ∣ avg_100 : 31585.341268 ∣ critic_nllloss : 26319.678516 ∣ critic_ganloss : -536.398853 ∣ generator_nllloss : 5316.002344 ∣ generator_ganloss : 926.948340 ∣  [  std_z : 0.99  real_sub_fake : 2300.55 ]
[  epoch 0006/0040] 3050/4800, lr:1.0e-04 ∣ avg_100 : 31584.963972 ∣ critic_nllloss : 26318.277734 ∣ critic_ganloss : -636.850204 ∣ generator_nllloss : 5212.503711 ∣ generator_ganloss : 881.690723 ∣  [  std_z : 0.97  real_sub_fake : 2075.89 ]
[  epoch 0006/0040] 3060/4800, lr:1.0e-04 ∣ avg_100 : 31585.550818 ∣ critic_nllloss : 26076.005078 ∣ critic_ganloss : -765.316028 ∣ generator_nllloss : 5263.311719 ∣ generator_ganloss : 928.922754 ∣  [  std_z : 0.97  real_sub_fake : 2897.76 ]
[  epoch 0006/0040] 3070/4800, lr:1.0e-04 ∣ avg_100 : 31591.342052 ∣ critic_nllloss : 26288.027148 ∣ critic_ganloss : -685.159641 ∣ generator_nllloss : 5237.423047 ∣ generator_ganloss : 1012.596191 ∣     [  std_z : 0.99  real_sub_fake : 3056.29 ]
[  epoch 0006/0040] 3080/4800, lr:1.0e-04 ∣ avg_100 : 31598.013172 ∣ critic_nllloss : 26129.914062 ∣ critic_ganloss : -489.996683 ∣ generator_nllloss : 5276.295117 ∣ generator_ganloss : 1063.615576 ∣     [  std_z : 0.99  real_sub_fake : 1631.58 ]
[  epoch 0006/0040] 3090/4800, lr:1.0e-04 ∣ avg_100 : 31602.580629 ∣ critic_nllloss : 26347.063477 ∣ critic_ganloss : -689.207080 ∣ generator_nllloss : 5241.708984 ∣ generator_ganloss : 1010.582080 ∣     [  std_z : 0.99  real_sub_fake : 2427.49 ]
[  epoch 0006/0040] 3100/4800, lr:1.0e-04 ∣ avg_100 : 31607.101998 ∣ critic_nllloss : 26259.797070 ∣ critic_ganloss : -772.362671 ∣ generator_nllloss : 5327.854688 ∣ generator_ganloss : 983.028027 ∣  [  std_z : 0.97  real_sub_fake : 2987.85 ]
[  epoch 0006/0040] 3110/4800, lr:1.0e-04 ∣ avg_100 : 31608.597802 ∣ critic_nllloss : 26079.309180 ∣ critic_ganloss : -640.984003 ∣ generator_nllloss : 5212.671484 ∣ generator_ganloss : 1022.385352 ∣     [  std_z : 0.97  real_sub_fake : 2504.25 ]
[  epoch 0006/0040] 3120/4800, lr:1.0e-04 ∣ avg_100 : 31613.353964 ∣ critic_nllloss : 26420.577930 ∣ critic_ganloss : -760.502698 ∣ generator_nllloss : 5300.161328 ∣ generator_ganloss : 1028.924023 ∣     [  std_z : 1.00  real_sub_fake : 2821.30 ]
[  epoch 0006/0040] 3130/4800, lr:1.0e-04 ∣ avg_100 : 31616.694115 ∣ critic_nllloss : 26279.220898 ∣ critic_ganloss : -683.083008 ∣ generator_nllloss : 5255.382617 ∣ generator_ganloss : 1028.587158 ∣     [  std_z : 1.00  real_sub_fake : 3019.33 ]
[  epoch 0006/0040] 3140/4800, lr:1.0e-04 ∣ avg_100 : 31620.363815 ∣ critic_nllloss : 26371.895313 ∣ critic_ganloss : -690.452545 ∣ generator_nllloss : 5217.786328 ∣ generator_ganloss : 1056.090283 ∣     [  std_z : 1.00  real_sub_fake : 2388.57 ]
[  epoch 0006/0040] 3150/4800, lr:1.0e-04 ∣ avg_100 : 31621.491886 ∣ critic_nllloss : 26046.848633 ∣ critic_ganloss : -688.927905 ∣ generator_nllloss : 5334.129492 ∣ generator_ganloss : 918.337451 ∣  [  std_z : 0.98  real_sub_fake : 2706.12 ]
[  epoch 0006/0040] 3160/4800, lr:1.0e-04 ∣ avg_100 : 31628.904634 ∣ critic_nllloss : 26375.613672 ∣ critic_ganloss : -378.463910 ∣ generator_nllloss : 5358.085742 ∣ generator_ganloss : 895.284814 ∣  [  std_z : 0.97  real_sub_fake : 1604.86 ]
[  epoch 0006/0040] 3170/4800, lr:1.0e-04 ∣ avg_100 : 31628.069226 ∣ critic_nllloss : 26169.900391 ∣ critic_ganloss : -342.313550 ∣ generator_nllloss : 5191.592969 ∣ generator_ganloss : 814.393042 ∣  [  std_z : 0.97  real_sub_fake : 1181.27 ]
[  epoch 0006/0040] 3180/4800, lr:1.0e-04 ∣ avg_100 : 31632.572650 ∣ critic_nllloss : 26397.498633 ∣ critic_ganloss : -372.404135 ∣ generator_nllloss : 5326.769727 ∣ generator_ganloss : 785.321680 ∣  [  std_z : 0.98  real_sub_fake : 1242.38 ]
[  epoch 0006/0040] 3190/4800, lr:1.0e-04 ∣ avg_100 : 31634.253081 ∣ critic_nllloss : 26124.708594 ∣ critic_ganloss : -326.597791 ∣ generator_nllloss : 5236.598437 ∣ generator_ganloss : 819.775781 ∣  [  std_z : 0.99  real_sub_fake : 1478.50 ]
[  epoch 0006/0040] 3200/4800, lr:1.0e-04 ∣ avg_100 : 31634.028855 ∣ critic_nllloss : 26095.252539 ∣ critic_ganloss : -367.419754 ∣ generator_nllloss : 5239.253516 ∣ generator_ganloss : 872.395215 ∣  [  std_z : 0.99  real_sub_fake : 1260.67 ]
[  epoch 0006/0040] 3210/4800, lr:1.0e-04 ∣ avg_100 : 31632.379164 ∣ critic_nllloss : 26180.852148 ∣ critic_ganloss : -497.540826 ∣ generator_nllloss : 5137.393750 ∣ generator_ganloss : 839.063281 ∣  [  std_z : 0.99  real_sub_fake : 1644.75 ]
[  epoch 0006/0040] 3220/4800, lr:1.0e-04 ∣ avg_100 : 31631.273731 ∣ critic_nllloss : 26118.798047 ∣ critic_ganloss : -452.593796 ∣ generator_nllloss : 5219.929297 ∣ generator_ganloss : 840.209766 ∣  [  std_z : 0.98  real_sub_fake : 1906.05 ]
[  epoch 0006/0040] 3230/4800, lr:1.0e-04 ∣ avg_100 : 31628.577391 ∣ critic_nllloss : 26144.313477 ∣ critic_ganloss : -565.864819 ∣ generator_nllloss : 5165.763281 ∣ generator_ganloss : 824.085083 ∣  [  std_z : 0.98  real_sub_fake : 1907.07 ]
[  epoch 0006/0040] 3240/4800, lr:1.0e-04 ∣ avg_100 : 31626.938171 ∣ critic_nllloss : 26119.487109 ∣ critic_ganloss : -548.480014 ∣ generator_nllloss : 5193.658984 ∣ generator_ganloss : 899.589209 ∣  [  std_z : 0.98  real_sub_fake : 2090.34 ]
[  epoch 0006/0040] 3250/4800, lr:1.0e-04 ∣ avg_100 : 31628.201705 ∣ critic_nllloss : 26137.886328 ∣ critic_ganloss : -422.904514 ∣ generator_nllloss : 5221.730859 ∣ generator_ganloss : 942.504834 ∣  [  std_z : 0.97  real_sub_fake : 1895.27 ]
[  epoch 0006/0040] 3260/4800, lr:1.0e-04 ∣ avg_100 : 31630.360671 ∣ critic_nllloss : 26186.511914 ∣ critic_ganloss : -539.947687 ∣ generator_nllloss : 5302.828711 ∣ generator_ganloss : 893.445850 ∣  [  std_z : 0.98  real_sub_fake : 1879.44 ]
[  epoch 0006/0040] 3270/4800, lr:1.0e-04 ∣ avg_100 : 31633.946172 ∣ critic_nllloss : 26257.665625 ∣ critic_ganloss : -580.902997 ∣ generator_nllloss : 5357.475391 ∣ generator_ganloss : 856.532007 ∣  [  std_z : 0.98  real_sub_fake : 2321.73 ]
[  epoch 0006/0040] 3280/4800, lr:1.0e-04 ∣ avg_100 : 31641.193868 ∣ critic_nllloss : 26368.397852 ∣ critic_ganloss : -600.118170 ∣ generator_nllloss : 5313.713477 ∣ generator_ganloss : 954.867529 ∣  [  std_z : 1.00  real_sub_fake : 2070.60 ]
[  epoch 0006/0040] 3290/4800, lr:1.0e-04 ∣ avg_100 : 31645.170376 ∣ critic_nllloss : 26248.060742 ∣ critic_ganloss : -529.035956 ∣ generator_nllloss : 5224.745508 ∣ generator_ganloss : 1024.625244 ∣     [  std_z : 0.99  real_sub_fake : 2158.62 ]
[  epoch 0006/0040] 3300/4800, lr:1.0e-04 ∣ avg_100 : 31647.470014 ∣ critic_nllloss : 26178.677344 ∣ critic_ganloss : -770.842798 ∣ generator_nllloss : 5171.356641 ∣ generator_ganloss : 986.967188 ∣  [  std_z : 0.98  real_sub_fake : 2827.33 ]
[  epoch 0006/0040] 3310/4800, lr:1.0e-04 ∣ avg_100 : 31654.110359 ∣ critic_nllloss : 26385.592383 ∣ critic_ganloss : -495.431851 ∣ generator_nllloss : 5246.768945 ∣ generator_ganloss : 1060.763867 ∣     [  std_z : 0.99  real_sub_fake : 1742.65 ]
[  epoch 0006/0040] 3320/4800, lr:1.0e-04 ∣ avg_100 : 31655.562246 ∣ critic_nllloss : 26313.180469 ∣ critic_ganloss : -547.386511 ∣ generator_nllloss : 5240.241992 ∣ generator_ganloss : 968.531641 ∣  [  std_z : 0.99  real_sub_fake : 2037.51 ]
[  epoch 0006/0040] 3330/4800, lr:1.0e-04 ∣ avg_100 : 31656.124917 ∣ critic_nllloss : 26145.073242 ∣ critic_ganloss : -529.623096 ∣ generator_nllloss : 5310.417188 ∣ generator_ganloss : 1112.850391 ∣     [  std_z : 0.99  real_sub_fake : 2273.98 ]
[  epoch 0006/0040] 3340/4800, lr:1.0e-04 ∣ avg_100 : 31659.806240 ∣ critic_nllloss : 25971.094727 ∣ critic_ganloss : -394.157693 ∣ generator_nllloss : 5230.865234 ∣ generator_ganloss : 1239.619873 ∣     [  std_z : 0.97  real_sub_fake : 1618.32 ]
[  epoch 0006/0040] 3350/4800, lr:1.0e-04 ∣ avg_100 : 31664.657539 ∣ critic_nllloss : 26160.761133 ∣ critic_ganloss : -598.740179 ∣ generator_nllloss : 5302.901172 ∣ generator_ganloss : 1135.822998 ∣     [  std_z : 0.97  real_sub_fake : 1952.26 ]
[  epoch 0006/0040] 3360/4800, lr:1.0e-04 ∣ avg_100 : 31668.411266 ∣ critic_nllloss : 26300.920312 ∣ critic_ganloss : -787.232001 ∣ generator_nllloss : 5306.067773 ∣ generator_ganloss : 1084.654053 ∣     [  std_z : 0.98  real_sub_fake : 3268.83 ]
[  epoch 0006/0040] 3370/4800, lr:1.0e-04 ∣ avg_100 : 31674.910300 ∣ critic_nllloss : 26315.615039 ∣ critic_ganloss : -838.052783 ∣ generator_nllloss : 5321.726562 ∣ generator_ganloss : 1051.379443 ∣     [  std_z : 0.99  real_sub_fake : 3242.34 ]
[  epoch 0006/0040] 3380/4800, lr:1.0e-04 ∣ avg_100 : 31676.788212 ∣ critic_nllloss : 26134.024023 ∣ critic_ganloss : -861.385345 ∣ generator_nllloss : 5243.932031 ∣ generator_ganloss : 1021.669482 ∣     [  std_z : 0.99  real_sub_fake : 3376.34 ]
[  epoch 0006/0040] 3390/4800, lr:1.0e-04 ∣ avg_100 : 31679.091258 ∣ critic_nllloss : 26234.371289 ∣ critic_ganloss : -834.176538 ∣ generator_nllloss : 5303.649609 ∣ generator_ganloss : 1015.321436 ∣     [  std_z : 0.98  real_sub_fake : 3224.91 ]
[  epoch 0006/0040] 3400/4800, lr:1.0e-04 ∣ avg_100 : 31683.282931 ∣ critic_nllloss : 26079.159570 ∣ critic_ganloss : -571.065210 ∣ generator_nllloss : 5169.770898 ∣ generator_ganloss : 938.184277 ∣  [  std_z : 0.98  real_sub_fake : 2542.29 ]
[  epoch 0006/0040] 3410/4800, lr:1.0e-04 ∣ avg_100 : 31682.625536 ∣ critic_nllloss : 26067.753711 ∣ critic_ganloss : -631.640674 ∣ generator_nllloss : 5227.093750 ∣ generator_ganloss : 887.725293 ∣  [  std_z : 0.97  real_sub_fake : 2109.56 ]
[  epoch 0006/0040] 3420/4800, lr:1.0e-04 ∣ avg_100 : 31686.843315 ∣ critic_nllloss : 26307.343359 ∣ critic_ganloss : -772.727429 ∣ generator_nllloss : 5284.630469 ∣ generator_ganloss : 828.938623 ∣  [  std_z : 0.98  real_sub_fake : 2813.01 ]
[  epoch 0006/0040] 3430/4800, lr:1.0e-04 ∣ avg_100 : 31689.049519 ∣ critic_nllloss : 26128.885937 ∣ critic_ganloss : -727.259332 ∣ generator_nllloss : 5248.715625 ∣ generator_ganloss : 816.474536 ∣  [  std_z : 0.98  real_sub_fake : 3010.22 ]
[  epoch 0006/0040] 3440/4800, lr:1.0e-04 ∣ avg_100 : 31692.811569 ∣ critic_nllloss : 26262.782227 ∣ critic_ganloss : -645.551910 ∣ generator_nllloss : 5264.220117 ∣ generator_ganloss : 915.715332 ∣  [  std_z : 0.98  real_sub_fake : 2551.88 ]
[  epoch 0006/0040] 3450/4800, lr:1.0e-04 ∣ avg_100 : 31698.447176 ∣ critic_nllloss : 26467.268750 ∣ critic_ganloss : -634.773914 ∣ generator_nllloss : 5264.702148 ∣ generator_ganloss : 931.755029 ∣  [  std_z : 0.98  real_sub_fake : 2186.59 ]
[  epoch 0006/0040] 3460/4800, lr:1.0e-04 ∣ avg_100 : 31699.906478 ∣ critic_nllloss : 26270.769531 ∣ critic_ganloss : -620.831610 ∣ generator_nllloss : 5216.425586 ∣ generator_ganloss : 863.012646 ∣  [  std_z : 0.99  real_sub_fake : 2768.61 ]
[  epoch 0006/0040] 3470/4800, lr:1.0e-04 ∣ avg_100 : 31704.450801 ∣ critic_nllloss : 26272.422070 ∣ critic_ganloss : -653.966150 ∣ generator_nllloss : 5211.471875 ∣ generator_ganloss : 864.875000 ∣  [  std_z : 0.98  real_sub_fake : 2168.56 ]
[  epoch 0006/0040] 3480/4800, lr:1.0e-04 ∣ avg_100 : 31707.288689 ∣ critic_nllloss : 26289.822461 ∣ critic_ganloss : -818.681708 ∣ generator_nllloss : 5255.975000 ∣ generator_ganloss : 853.758447 ∣  [  std_z : 0.97  real_sub_fake : 3160.23 ]
[  epoch 0006/0040] 3490/4800, lr:1.0e-04 ∣ avg_100 : 31712.061238 ∣ critic_nllloss : 26518.513281 ∣ critic_ganloss : -789.791602 ∣ generator_nllloss : 5331.750781 ∣ generator_ganloss : 873.961377 ∣  [  std_z : 0.98  real_sub_fake : 2836.19 ]
[  epoch 0006/0040] 3500/4800, lr:1.0e-04 ∣ avg_100 : 31718.721992 ∣ critic_nllloss : 26208.713867 ∣ critic_ganloss : -520.462329 ∣ generator_nllloss : 5303.723242 ∣ generator_ganloss : 958.348145 ∣  [  std_z : 0.99  real_sub_fake : 2422.23 ]
[  epoch 0006/0040] 3510/4800, lr:1.0e-04 ∣ avg_100 : 31726.504337 ∣ critic_nllloss : 26273.452148 ∣ critic_ganloss : -528.975479 ∣ generator_nllloss : 5202.965234 ∣ generator_ganloss : 1042.219629 ∣     [  std_z : 0.99  real_sub_fake : 1748.87 ]
[  epoch 0006/0040] 3520/4800, lr:1.0e-04 ∣ avg_100 : 31727.371672 ∣ critic_nllloss : 25976.191406 ∣ critic_ganloss : -555.735675 ∣ generator_nllloss : 5230.334766 ∣ generator_ganloss : 846.574512 ∣  [  std_z : 0.99  real_sub_fake : 2510.86 ]
[  epoch 0006/0040] 3530/4800, lr:1.0e-04 ∣ avg_100 : 31730.956759 ∣ critic_nllloss : 26312.744141 ∣ critic_ganloss : -709.133636 ∣ generator_nllloss : 5218.359766 ∣ generator_ganloss : 927.551318 ∣  [  std_z : 0.99  real_sub_fake : 2295.18 ]
[  epoch 0006/0040] 3540/4800, lr:1.0e-04 ∣ avg_100 : 31728.314486 ∣ critic_nllloss : 26219.891016 ∣ critic_ganloss : -833.745490 ∣ generator_nllloss : 5213.003906 ∣ generator_ganloss : 900.689893 ∣  [  std_z : 0.98  real_sub_fake : 3186.89 ]
[  epoch 0006/0040] 3550/4800, lr:1.0e-04 ∣ avg_100 : 31728.208129 ∣ critic_nllloss : 26040.431055 ∣ critic_ganloss : -831.672412 ∣ generator_nllloss : 5257.510938 ∣ generator_ganloss : 963.455322 ∣  [  std_z : 0.98  real_sub_fake : 3355.49 ]
[  epoch 0006/0040] 3560/4800, lr:1.0e-04 ∣ avg_100 : 31729.591801 ∣ critic_nllloss : 26300.403125 ∣ critic_ganloss : -696.259033 ∣ generator_nllloss : 5306.759766 ∣ generator_ganloss : 842.370410 ∣  [  std_z : 0.98  real_sub_fake : 3212.17 ]
[  epoch 0006/0040] 3570/4800, lr:1.0e-04 ∣ avg_100 : 31735.807201 ∣ critic_nllloss : 26203.281445 ∣ critic_ganloss : -533.203818 ∣ generator_nllloss : 5336.858398 ∣ generator_ganloss : 861.137646 ∣  [  std_z : 0.99  real_sub_fake : 1597.44 ]
[  epoch 0006/0040] 3580/4800, lr:1.0e-04 ∣ avg_100 : 31738.242968 ∣ critic_nllloss : 26305.249414 ∣ critic_ganloss : -714.574506 ∣ generator_nllloss : 5267.885938 ∣ generator_ganloss : 803.502686 ∣  [  std_z : 0.99  real_sub_fake : 2808.05 ]
[  epoch 0006/0040] 3590/4800, lr:1.0e-04 ∣ avg_100 : 31735.491295 ∣ critic_nllloss : 26230.153320 ∣ critic_ganloss : -638.959198 ∣ generator_nllloss : 5195.627148 ∣ generator_ganloss : 758.397461 ∣  [  std_z : 0.99  real_sub_fake : 2432.71 ]
[  epoch 0006/0040] 3600/4800, lr:1.0e-04 ∣ avg_100 : 31732.622056 ∣ critic_nllloss : 26221.549805 ∣ critic_ganloss : -692.378156 ∣ generator_nllloss : 5276.312109 ∣ generator_ganloss : 748.077686 ∣  [  std_z : 0.98  real_sub_fake : 2379.44 ]
[  epoch 0006/0040] 3610/4800, lr:1.0e-04 ∣ avg_100 : 31731.011945 ∣ critic_nllloss : 26247.411719 ∣ critic_ganloss : -636.416809 ∣ generator_nllloss : 5271.855859 ∣ generator_ganloss : 864.604492 ∣  [  std_z : 0.98  real_sub_fake : 2703.41 ]
[  epoch 0006/0040] 3620/4800, lr:1.0e-04 ∣ avg_100 : 31731.213265 ∣ critic_nllloss : 26193.900195 ∣ critic_ganloss : -520.475793 ∣ generator_nllloss : 5242.950977 ∣ generator_ganloss : 850.694727 ∣  [  std_z : 1.00  real_sub_fake : 2116.09 ]
[  epoch 0006/0040] 3630/4800, lr:1.0e-04 ∣ avg_100 : 31733.401435 ∣ critic_nllloss : 26109.283594 ∣ critic_ganloss : -639.480219 ∣ generator_nllloss : 5282.342188 ∣ generator_ganloss : 854.941992 ∣  [  std_z : 0.99  real_sub_fake : 2148.81 ]
[  epoch 0006/0040] 3640/4800, lr:1.0e-04 ∣ avg_100 : 31729.240642 ∣ critic_nllloss : 26212.890234 ∣ critic_ganloss : -671.402692 ∣ generator_nllloss : 5200.184961 ∣ generator_ganloss : 897.392090 ∣  [  std_z : 0.98  real_sub_fake : 2776.70 ]
[  epoch 0006/0040] 3650/4800, lr:1.0e-04 ∣ avg_100 : 31728.674947 ∣ critic_nllloss : 26203.855273 ∣ critic_ganloss : -691.271887 ∣ generator_nllloss : 5233.672656 ∣ generator_ganloss : 915.051270 ∣  [  std_z : 0.98  real_sub_fake : 2581.06 ]
[  epoch 0006/0040] 3660/4800, lr:1.0e-04 ∣ avg_100 : 31728.420358 ∣ critic_nllloss : 26160.643945 ∣ critic_ganloss : -838.114557 ∣ generator_nllloss : 5237.090820 ∣ generator_ganloss : 940.891846 ∣  [  std_z : 0.98  real_sub_fake : 2845.52 ]
[  epoch 0006/0040] 3670/4800, lr:1.0e-04 ∣ avg_100 : 31735.121295 ∣ critic_nllloss : 26300.158008 ∣ critic_ganloss : -235.204955 ∣ generator_nllloss : 5226.119531 ∣ generator_ganloss : 899.332764 ∣  [  std_z : 0.98  real_sub_fake : 1936.35 ]
[  epoch 0006/0040] 3680/4800, lr:1.0e-04 ∣ avg_100 : 31741.761617 ∣ critic_nllloss : 26260.533203 ∣ critic_ganloss : -145.891603 ∣ generator_nllloss : 5265.557031 ∣ generator_ganloss : 1000.068311 ∣     [  std_z : 0.99  real_sub_fake : 378.91 ]
[  epoch 0006/0040] 3690/4800, lr:1.0e-04 ∣ avg_100 : 31747.732011 ∣ critic_nllloss : 26293.527930 ∣ critic_ganloss : -193.079120 ∣ generator_nllloss : 5294.095508 ∣ generator_ganloss : 920.796680 ∣  [  std_z : 0.98  real_sub_fake : 516.47 ]
[  epoch 0006/0040] 3700/4800, lr:1.0e-04 ∣ avg_100 : 31748.458838 ∣ critic_nllloss : 26363.443164 ∣ critic_ganloss : -350.463229 ∣ generator_nllloss : 5271.644336 ∣ generator_ganloss : 842.273486 ∣  [  std_z : 0.98  real_sub_fake : 1034.23 ]
[  epoch 0006/0040] 3710/4800, lr:1.0e-04 ∣ avg_100 : 31754.993463 ∣ critic_nllloss : 26626.260156 ∣ critic_ganloss : -568.334918 ∣ generator_nllloss : 5337.267578 ∣ generator_ganloss : 867.619629 ∣  [  std_z : 1.00  real_sub_fake : 1930.68 ]
[  epoch 0006/0040] 3720/4800, lr:1.0e-04 ∣ avg_100 : 31759.946073 ∣ critic_nllloss : 26138.950781 ∣ critic_ganloss : -460.931824 ∣ generator_nllloss : 5258.505664 ∣ generator_ganloss : 1065.821289 ∣     [  std_z : 0.99  real_sub_fake : 1994.72 ]
[  epoch 0006/0040] 3730/4800, lr:1.0e-04 ∣ avg_100 : 31766.019929 ∣ critic_nllloss : 26429.949219 ∣ critic_ganloss : -443.141391 ∣ generator_nllloss : 5316.914453 ∣ generator_ganloss : 1112.669531 ∣     [  std_z : 0.98  real_sub_fake : 1552.53 ]
[  epoch 0006/0040] 3740/4800, lr:1.0e-04 ∣ avg_100 : 31775.055657 ∣ critic_nllloss : 26157.081250 ∣ critic_ganloss : -349.271793 ∣ generator_nllloss : 5263.172266 ∣ generator_ganloss : 1069.581934 ∣     [  std_z : 0.97  real_sub_fake : 1525.40 ]
[  epoch 0006/0040] 3750/4800, lr:1.0e-04 ∣ avg_100 : 31784.088111 ∣ critic_nllloss : 26203.646875 ∣ critic_ganloss : -343.757809 ∣ generator_nllloss : 5257.963477 ∣ generator_ganloss : 1158.113330 ∣     [  std_z : 0.98  real_sub_fake : 1211.10 ]
[  epoch 0006/0040] 3760/4800, lr:1.0e-04 ∣ avg_100 : 31791.026824 ∣ critic_nllloss : 26305.721484 ∣ critic_ganloss : -425.648331 ∣ generator_nllloss : 5185.743750 ∣ generator_ganloss : 1146.155225 ∣     [  std_z : 1.01  real_sub_fake : 1628.67 ]
[  epoch 0006/0040] 3770/4800, lr:1.0e-04 ∣ avg_100 : 31794.964382 ∣ critic_nllloss : 26356.218359 ∣ critic_ganloss : -640.988513 ∣ generator_nllloss : 5228.252148 ∣ generator_ganloss : 1051.239551 ∣     [  std_z : 1.01  real_sub_fake : 2108.95 ]
[  epoch 0006/0040] 3780/4800, lr:1.0e-04 ∣ avg_100 : 31797.211013 ∣ critic_nllloss : 26029.645117 ∣ critic_ganloss : -676.366846 ∣ generator_nllloss : 5245.316602 ∣ generator_ganloss : 1004.391406 ∣     [  std_z : 0.98  real_sub_fake : 2650.87 ]
[  epoch 0006/0040] 3790/4800, lr:1.0e-04 ∣ avg_100 : 31798.836237 ∣ critic_nllloss : 26473.564844 ∣ critic_ganloss : -913.934277 ∣ generator_nllloss : 5284.346875 ∣ generator_ganloss : 794.885400 ∣  [  std_z : 0.98  real_sub_fake : 3279.07 ]
[  epoch 0006/0040] 3800/4800, lr:1.0e-04 ∣ avg_100 : 31797.244157 ∣ critic_nllloss : 26068.015039 ∣ critic_ganloss : -652.698138 ∣ generator_nllloss : 5282.293750 ∣ generator_ganloss : 665.079077 ∣  [  std_z : 0.97  real_sub_fake : 2631.79 ]
[  epoch 0006/0040] 3810/4800, lr:1.0e-04 ∣ avg_100 : 31793.686337 ∣ critic_nllloss : 26234.451172 ∣ critic_ganloss : -655.136707 ∣ generator_nllloss : 5211.601758 ∣ generator_ganloss : 513.340625 ∣  [  std_z : 0.98  real_sub_fake : 2301.05 ]
[  epoch 0006/0040] 3820/4800, lr:1.0e-04 ∣ avg_100 : 31790.495961 ∣ critic_nllloss : 26098.817578 ∣ critic_ganloss : -465.747797 ∣ generator_nllloss : 5219.084180 ∣ generator_ganloss : 510.112646 ∣  [  std_z : 0.99  real_sub_fake : 2079.00 ]
[  epoch 0006/0040] 3830/4800, lr:1.0e-04 ∣ avg_100 : 31791.262591 ∣ critic_nllloss : 26419.740820 ∣ critic_ganloss : -704.135449 ∣ generator_nllloss : 5264.925000 ∣ generator_ganloss : 490.737622 ∣  [  std_z : 1.00  real_sub_fake : 2336.84 ]
[  epoch 0006/0040] 3840/4800, lr:1.0e-04 ∣ avg_100 : 31786.516991 ∣ critic_nllloss : 26299.925977 ∣ critic_ganloss : -848.516473 ∣ generator_nllloss : 5215.626953 ∣ generator_ganloss : 585.344629 ∣  [  std_z : 0.99  real_sub_fake : 3367.98 ]
[  epoch 0006/0040] 3850/4800, lr:1.0e-04 ∣ avg_100 : 31782.678359 ∣ critic_nllloss : 26142.341211 ∣ critic_ganloss : -832.855499 ∣ generator_nllloss : 5260.553320 ∣ generator_ganloss : 542.666309 ∣  [  std_z : 0.98  real_sub_fake : 3440.35 ]
[  epoch 0006/0040] 3860/4800, lr:1.0e-04 ∣ avg_100 : 31773.783001 ∣ critic_nllloss : 26026.376758 ∣ critic_ganloss : -834.750293 ∣ generator_nllloss : 5175.868555 ∣ generator_ganloss : 491.058545 ∣  [  std_z : 0.97  real_sub_fake : 2871.85 ]
[  epoch 0006/0040] 3870/4800, lr:1.0e-04 ∣ avg_100 : 31768.751022 ∣ critic_nllloss : 26065.478906 ∣ critic_ganloss : -1044.446576 ∣ generator_nllloss : 5229.398633 ∣ generator_ganloss : 609.111035 ∣     [  std_z : 0.99  real_sub_fake : 4259.34 ]
[  epoch 0006/0040] 3880/4800, lr:1.0e-04 ∣ avg_100 : 31764.956859 ∣ critic_nllloss : 26505.029687 ∣ critic_ganloss : -1012.490814 ∣ generator_nllloss : 5372.301172 ∣ generator_ganloss : 625.757104 ∣     [  std_z : 1.00  real_sub_fake : 4122.19 ]
[  epoch 0006/0040] 3890/4800, lr:1.0e-04 ∣ avg_100 : 31756.938161 ∣ critic_nllloss : 26235.563867 ∣ critic_ganloss : -938.062061 ∣ generator_nllloss : 5145.409766 ∣ generator_ganloss : 634.883398 ∣  [  std_z : 1.00  real_sub_fake : 3438.84 ]
[  epoch 0006/0040] 3900/4800, lr:1.0e-04 ∣ avg_100 : 31752.006673 ∣ critic_nllloss : 26327.737891 ∣ critic_ganloss : -1050.882874 ∣ generator_nllloss : 5344.792773 ∣ generator_ganloss : 620.786475 ∣     [  std_z : 0.99  real_sub_fake : 4203.68 ]
[  epoch 0006/0040] 3910/4800, lr:1.0e-04 ∣ avg_100 : 31753.534247 ∣ critic_nllloss : 26327.934570 ∣ critic_ganloss : -688.635956 ∣ generator_nllloss : 5345.683398 ∣ generator_ganloss : 598.575854 ∣  [  std_z : 0.98  real_sub_fake : 2497.86 ]
[  epoch 0006/0040] 3920/4800, lr:1.0e-04 ∣ avg_100 : 31752.283825 ∣ critic_nllloss : 26413.707422 ∣ critic_ganloss : -863.083142 ∣ generator_nllloss : 5319.440820 ∣ generator_ganloss : 620.176611 ∣  [  std_z : 0.97  real_sub_fake : 3013.17 ]
[  epoch 0006/0040] 3930/4800, lr:1.0e-04 ∣ avg_100 : 31747.030307 ∣ critic_nllloss : 25991.694727 ∣ critic_ganloss : -809.162341 ∣ generator_nllloss : 5245.741797 ∣ generator_ganloss : 821.923389 ∣  [  std_z : 0.99  real_sub_fake : 3416.28 ]
[  epoch 0006/0040] 3940/4800, lr:1.0e-04 ∣ avg_100 : 31741.225483 ∣ critic_nllloss : 26011.605469 ∣ critic_ganloss : -835.795435 ∣ generator_nllloss : 5173.755664 ∣ generator_ganloss : 837.309082 ∣  [  std_z : 1.00  real_sub_fake : 2766.97 ]
[  epoch 0006/0040] 3950/4800, lr:1.0e-04 ∣ avg_100 : 31738.955268 ∣ critic_nllloss : 26382.009570 ∣ critic_ganloss : -1161.953784 ∣ generator_nllloss : 5298.745898 ∣ generator_ganloss : 853.586377 ∣     [  std_z : 1.00  real_sub_fake : 4261.72 ]
[  epoch 0006/0040] 3960/4800, lr:1.0e-04 ∣ avg_100 : 31733.384395 ∣ critic_nllloss : 26267.381641 ∣ critic_ganloss : -1122.056482 ∣ generator_nllloss : 5152.858789 ∣ generator_ganloss : 888.986279 ∣     [  std_z : 0.98  real_sub_fake : 4872.57 ]
[  epoch 0006/0040] 3970/4800, lr:1.0e-04 ∣ avg_100 : 31729.687504 ∣ critic_nllloss : 26225.016602 ∣ critic_ganloss : -1029.077679 ∣ generator_nllloss : 5265.928125 ∣ generator_ganloss : 828.103906 ∣     [  std_z : 0.98  real_sub_fake : 3644.59 ]
[  epoch 0006/0040] 3980/4800, lr:1.0e-04 ∣ avg_100 : 31729.983854 ∣ critic_nllloss : 26297.282227 ∣ critic_ganloss : -896.433313 ∣ generator_nllloss : 5344.212500 ∣ generator_ganloss : 755.308105 ∣  [  std_z : 0.99  real_sub_fake : 3390.03 ]
[  epoch 0006/0040] 3990/4800, lr:1.0e-04 ∣ avg_100 : 31727.838422 ∣ critic_nllloss : 26221.241602 ∣ critic_ganloss : -800.991675 ∣ generator_nllloss : 5155.601172 ∣ generator_ganloss : 791.523535 ∣  [  std_z : 1.00  real_sub_fake : 3685.49 ]
[  epoch 0006/0040] 4000/4800, lr:1.0e-04 ∣ avg_100 : 31725.406691 ∣ critic_nllloss : 26192.933008 ∣ critic_ganloss : -729.805133 ∣ generator_nllloss : 5265.918555 ∣ generator_ganloss : 839.849121 ∣  [  std_z : 0.99  real_sub_fake : 2405.76 ]
[  epoch 0006/0040] 4010/4800, lr:1.0e-04 ∣ avg_100 : 31717.675214 ∣ critic_nllloss : 26173.491602 ∣ critic_ganloss : -829.492285 ∣ generator_nllloss : 5229.334180 ∣ generator_ganloss : 766.744531 ∣  [  std_z : 0.98  real_sub_fake : 3377.98 ]
[  epoch 0006/0040] 4020/4800, lr:1.0e-04 ∣ avg_100 : 31714.954561 ∣ critic_nllloss : 26221.320898 ∣ critic_ganloss : -937.714355 ∣ generator_nllloss : 5208.006641 ∣ generator_ganloss : 736.264209 ∣  [  std_z : 0.99  real_sub_fake : 3364.67 ]
[  epoch 0006/0040] 4030/4800, lr:1.0e-04 ∣ avg_100 : 31710.976340 ∣ critic_nllloss : 26265.414844 ∣ critic_ganloss : -944.408160 ∣ generator_nllloss : 5282.205664 ∣ generator_ganloss : 762.596924 ∣  [  std_z : 0.99  real_sub_fake : 3700.86 ]
[  epoch 0006/0040] 4040/4800, lr:1.0e-04 ∣ avg_100 : 31705.291795 ∣ critic_nllloss : 26208.553711 ∣ critic_ganloss : -804.602008 ∣ generator_nllloss : 5295.758008 ∣ generator_ganloss : 758.066138 ∣  [  std_z : 0.98  real_sub_fake : 3104.80 ]
[  epoch 0006/0040] 4050/4800, lr:1.0e-04 ∣ avg_100 : 31702.454565 ∣ critic_nllloss : 26183.914648 ∣ critic_ganloss : -629.920172 ∣ generator_nllloss : 5255.220312 ∣ generator_ganloss : 682.684204 ∣  [  std_z : 0.97  real_sub_fake : 2658.49 ]
[  epoch 0006/0040] 4060/4800, lr:1.0e-04 ∣ avg_100 : 31699.262052 ∣ critic_nllloss : 26168.643555 ∣ critic_ganloss : -836.895270 ∣ generator_nllloss : 5180.623828 ∣ generator_ganloss : 671.300073 ∣  [  std_z : 0.99  real_sub_fake : 2703.70 ]
[  epoch 0006/0040] 4070/4800, lr:1.0e-04 ∣ avg_100 : 31692.009967 ∣ critic_nllloss : 26103.311719 ∣ critic_ganloss : -876.667969 ∣ generator_nllloss : 5185.387891 ∣ generator_ganloss : 715.646606 ∣  [  std_z : 1.01  real_sub_fake : 3491.24 ]
[  epoch 0006/0040] 4080/4800, lr:1.0e-04 ∣ avg_100 : 31687.430355 ∣ critic_nllloss : 26225.207227 ∣ critic_ganloss : -777.379504 ∣ generator_nllloss : 5280.459375 ∣ generator_ganloss : 793.579785 ∣  [  std_z : 1.01  real_sub_fake : 2938.93 ]
[  epoch 0006/0040] 4090/4800, lr:1.0e-04 ∣ avg_100 : 31681.702525 ∣ critic_nllloss : 26084.891406 ∣ critic_ganloss : -768.224042 ∣ generator_nllloss : 5239.918750 ∣ generator_ganloss : 780.778320 ∣  [  std_z : 0.98  real_sub_fake : 2967.55 ]
[  epoch 0006/0040] 4100/4800, lr:1.0e-04 ∣ avg_100 : 31679.526753 ∣ critic_nllloss : 26397.345703 ∣ critic_ganloss : -859.924054 ∣ generator_nllloss : 5262.135352 ∣ generator_ganloss : 781.182910 ∣  [  std_z : 0.97  real_sub_fake : 3671.89 ]
[  epoch 0006/0040] 4110/4800, lr:1.0e-04 ∣ avg_100 : 31675.397492 ∣ critic_nllloss : 26156.982812 ∣ critic_ganloss : -926.146124 ∣ generator_nllloss : 5192.042578 ∣ generator_ganloss : 837.576709 ∣  [  std_z : 0.97  real_sub_fake : 3503.56 ]
[  epoch 0006/0040] 4120/4800, lr:1.0e-04 ∣ avg_100 : 31669.072370 ∣ critic_nllloss : 26170.408594 ∣ critic_ganloss : -884.098895 ∣ generator_nllloss : 5209.374219 ∣ generator_ganloss : 860.964404 ∣  [  std_z : 0.99  real_sub_fake : 3031.29 ]
[  epoch 0006/0040] 4130/4800, lr:1.0e-04 ∣ avg_100 : 31664.266487 ∣ critic_nllloss : 26101.201758 ∣ critic_ganloss : -817.259827 ∣ generator_nllloss : 5263.744531 ∣ generator_ganloss : 851.832959 ∣  [  std_z : 0.99  real_sub_fake : 3927.43 ]
[  epoch 0006/0040] 4140/4800, lr:1.0e-04 ∣ avg_100 : 31662.832502 ∣ critic_nllloss : 26186.024023 ∣ critic_ganloss : -414.256155 ∣ generator_nllloss : 5244.998438 ∣ generator_ganloss : 795.154541 ∣  [  std_z : 0.99  real_sub_fake : 1436.17 ]
[  epoch 0006/0040] 4150/4800, lr:1.0e-04 ∣ avg_100 : 31663.224835 ∣ critic_nllloss : 26348.254492 ∣ critic_ganloss : -566.403723 ∣ generator_nllloss : 5221.543164 ∣ generator_ganloss : 646.227002 ∣  [  std_z : 0.99  real_sub_fake : 2072.06 ]
[  epoch 0006/0040] 4160/4800, lr:1.0e-04 ∣ avg_100 : 31653.808203 ∣ critic_nllloss : 25990.018750 ∣ critic_ganloss : -623.811203 ∣ generator_nllloss : 5184.288477 ∣ generator_ganloss : 758.361182 ∣  [  std_z : 0.97  real_sub_fake : 2301.88 ]
[  epoch 0006/0040] 4170/4800, lr:1.0e-04 ∣ avg_100 : 31652.614839 ∣ critic_nllloss : 26294.885937 ∣ critic_ganloss : -684.311481 ∣ generator_nllloss : 5295.870898 ∣ generator_ganloss : 807.791064 ∣  [  std_z : 0.96  real_sub_fake : 2527.44 ]
[  epoch 0006/0040] 4180/4800, lr:1.0e-04 ∣ avg_100 : 31646.766899 ∣ critic_nllloss : 26246.947070 ∣ critic_ganloss : -728.591400 ∣ generator_nllloss : 5216.644141 ∣ generator_ganloss : 817.392090 ∣  [  std_z : 0.98  real_sub_fake : 3128.09 ]
[  epoch 0006/0040] 4190/4800, lr:1.0e-04 ∣ avg_100 : 31644.552719 ∣ critic_nllloss : 26318.848047 ∣ critic_ganloss : -770.413385 ∣ generator_nllloss : 5258.924805 ∣ generator_ganloss : 825.707568 ∣  [  std_z : 0.99  real_sub_fake : 2709.64 ]
[  epoch 0006/0040] 4200/4800, lr:1.0e-04 ∣ avg_100 : 31642.721429 ∣ critic_nllloss : 26397.445898 ∣ critic_ganloss : -786.679236 ∣ generator_nllloss : 5256.654883 ∣ generator_ganloss : 788.930957 ∣  [  std_z : 1.00  real_sub_fake : 2836.43 ]
[  epoch 0006/0040] 4210/4800, lr:1.0e-04 ∣ avg_100 : 31641.193373 ∣ critic_nllloss : 26132.880469 ∣ critic_ganloss : -728.662213 ∣ generator_nllloss : 5248.653711 ∣ generator_ganloss : 854.090771 ∣  [  std_z : 0.99  real_sub_fake : 2764.66 ]
[  epoch 0006/0040] 4220/4800, lr:1.0e-04 ∣ avg_100 : 31639.424414 ∣ critic_nllloss : 26325.042383 ∣ critic_ganloss : -933.860876 ∣ generator_nllloss : 5280.263477 ∣ generator_ganloss : 878.002393 ∣  [  std_z : 0.98  real_sub_fake : 3742.78 ]
[  epoch 0006/0040] 4230/4800, lr:1.0e-04 ∣ avg_100 : 31638.152262 ∣ critic_nllloss : 26132.869531 ∣ critic_ganloss : -765.151813 ∣ generator_nllloss : 5288.678516 ∣ generator_ganloss : 784.685669 ∣  [  std_z : 0.97  real_sub_fake : 2817.42 ]
[  epoch 0006/0040] 4240/4800, lr:1.0e-04 ∣ avg_100 : 31634.318801 ∣ critic_nllloss : 26018.137109 ∣ critic_ganloss : -784.486273 ∣ generator_nllloss : 5274.276758 ∣ generator_ganloss : 772.981543 ∣  [  std_z : 0.98  real_sub_fake : 3376.08 ]
[  epoch 0006/0040] 4250/4800, lr:1.0e-04 ∣ avg_100 : 31633.172254 ∣ critic_nllloss : 26156.733203 ∣ critic_ganloss : -556.503101 ∣ generator_nllloss : 5296.600781 ∣ generator_ganloss : 867.731934 ∣  [  std_z : 0.98  real_sub_fake : 2323.49 ]
[  epoch 0006/0040] 4260/4800, lr:1.0e-04 ∣ avg_100 : 31633.251194 ∣ critic_nllloss : 26283.641016 ∣ critic_ganloss : -523.089014 ∣ generator_nllloss : 5246.429688 ∣ generator_ganloss : 843.751074 ∣  [  std_z : 0.99  real_sub_fake : 1656.22 ]
[  epoch 0006/0040] 4270/4800, lr:1.0e-04 ∣ avg_100 : 31628.037481 ∣ critic_nllloss : 26187.250977 ∣ critic_ganloss : -777.422198 ∣ generator_nllloss : 5178.721875 ∣ generator_ganloss : 780.848096 ∣  [  std_z : 1.00  real_sub_fake : 2637.15 ]
[  epoch 0006/0040] 4280/4800, lr:1.0e-04 ∣ avg_100 : 31622.114699 ∣ critic_nllloss : 26241.724023 ∣ critic_ganloss : -726.735498 ∣ generator_nllloss : 5221.294336 ∣ generator_ganloss : 708.299683 ∣  [  std_z : 0.99  real_sub_fake : 3353.11 ]
[  epoch 0006/0040] 4290/4800, lr:1.0e-04 ∣ avg_100 : 31617.540562 ∣ critic_nllloss : 26283.801172 ∣ critic_ganloss : -794.003571 ∣ generator_nllloss : 5342.525977 ∣ generator_ganloss : 678.658252 ∣  [  std_z : 0.98  real_sub_fake : 2825.69 ]
[  epoch 0006/0040] 4300/4800, lr:1.0e-04 ∣ avg_100 : 31614.156566 ∣ critic_nllloss : 26077.156250 ∣ critic_ganloss : -734.748212 ∣ generator_nllloss : 5232.294141 ∣ generator_ganloss : 653.056519 ∣  [  std_z : 0.98  real_sub_fake : 2926.12 ]
[  epoch 0006/0040] 4310/4800, lr:1.0e-04 ∣ avg_100 : 31604.388415 ∣ critic_nllloss : 26103.337500 ∣ critic_ganloss : -738.375354 ∣ generator_nllloss : 5236.985156 ∣ generator_ganloss : 618.930957 ∣  [  std_z : 1.00  real_sub_fake : 2542.80 ]
[  epoch 0006/0040] 4320/4800, lr:1.0e-04 ∣ avg_100 : 31600.142990 ∣ critic_nllloss : 26197.943750 ∣ critic_ganloss : -633.897961 ∣ generator_nllloss : 5297.166602 ∣ generator_ganloss : 688.812695 ∣  [  std_z : 1.00  real_sub_fake : 2701.13 ]
[  epoch 0006/0040] 4330/4800, lr:1.0e-04 ∣ avg_100 : 31594.177172 ∣ critic_nllloss : 26219.534570 ∣ critic_ganloss : -718.741339 ∣ generator_nllloss : 5268.735937 ∣ generator_ganloss : 672.606763 ∣  [  std_z : 0.98  real_sub_fake : 2575.26 ]
[  epoch 0006/0040] 4340/4800, lr:1.0e-04 ∣ avg_100 : 31586.383818 ∣ critic_nllloss : 26114.590234 ∣ critic_ganloss : -816.027167 ∣ generator_nllloss : 5215.045703 ∣ generator_ganloss : 754.477979 ∣  [  std_z : 0.97  real_sub_fake : 3200.86 ]
[  epoch 0006/0040] 4350/4800, lr:1.0e-04 ∣ avg_100 : 31577.868603 ∣ critic_nllloss : 26043.251953 ∣ critic_ganloss : -728.035034 ∣ generator_nllloss : 5177.296875 ∣ generator_ganloss : 656.709888 ∣  [  std_z : 0.98  real_sub_fake : 2919.96 ]
[  epoch 0006/0040] 4360/4800, lr:1.0e-04 ∣ avg_100 : 31569.400730 ∣ critic_nllloss : 26143.465430 ∣ critic_ganloss : -967.408069 ∣ generator_nllloss : 5237.876953 ∣ generator_ganloss : 643.688525 ∣  [  std_z : 0.99  real_sub_fake : 3324.73 ]
[  epoch 0006/0040] 4370/4800, lr:1.0e-04 ∣ avg_100 : 31562.568702 ∣ critic_nllloss : 26225.499219 ∣ critic_ganloss : -967.774902 ∣ generator_nllloss : 5184.461523 ∣ generator_ganloss : 725.279614 ∣  [  std_z : 0.99  real_sub_fake : 4023.46 ]
[  epoch 0006/0040] 4380/4800, lr:1.0e-04 ∣ avg_100 : 31559.127480 ∣ critic_nllloss : 26142.561523 ∣ critic_ganloss : -729.358002 ∣ generator_nllloss : 5128.500000 ∣ generator_ganloss : 652.414453 ∣  [  std_z : 0.98  real_sub_fake : 2706.44 ]
[  epoch 0006/0040] 4390/4800, lr:1.0e-04 ∣ avg_100 : 31555.432192 ∣ critic_nllloss : 26181.112500 ∣ critic_ganloss : -679.974500 ∣ generator_nllloss : 5174.827734 ∣ generator_ganloss : 673.671265 ∣  [  std_z : 0.99  real_sub_fake : 2354.30 ]
[  epoch 0006/0040] 4400/4800, lr:1.0e-04 ∣ avg_100 : 31552.330300 ∣ critic_nllloss : 26127.339453 ∣ critic_ganloss : -768.608881 ∣ generator_nllloss : 5201.354102 ∣ generator_ganloss : 745.775610 ∣  [  std_z : 0.99  real_sub_fake : 2986.11 ]
[  epoch 0006/0040] 4410/4800, lr:1.0e-04 ∣ avg_100 : 31549.630771 ∣ critic_nllloss : 26226.438867 ∣ critic_ganloss : -893.839178 ∣ generator_nllloss : 5194.329687 ∣ generator_ganloss : 754.049780 ∣  [  std_z : 0.99  real_sub_fake : 3219.58 ]
[  epoch 0006/0040] 4420/4800, lr:1.0e-04 ∣ avg_100 : 31546.926532 ∣ critic_nllloss : 25996.239063 ∣ critic_ganloss : -722.083673 ∣ generator_nllloss : 5239.051953 ∣ generator_ganloss : 864.553857 ∣  [  std_z : 0.98  real_sub_fake : 3527.95 ]
[  epoch 0006/0040] 4430/4800, lr:1.0e-04 ∣ avg_100 : 31548.684676 ∣ critic_nllloss : 26228.413672 ∣ critic_ganloss : -702.613910 ∣ generator_nllloss : 5314.401563 ∣ generator_ganloss : 802.429761 ∣  [  std_z : 0.99  real_sub_fake : 2207.05 ]
[  epoch 0006/0040] 4440/4800, lr:1.0e-04 ∣ avg_100 : 31543.938070 ∣ critic_nllloss : 26004.099609 ∣ critic_ganloss : -629.001630 ∣ generator_nllloss : 5187.639453 ∣ generator_ganloss : 759.767773 ∣  [  std_z : 0.99  real_sub_fake : 2691.81 ]
[  epoch 0006/0040] 4450/4800, lr:1.0e-04 ∣ avg_100 : 31541.834175 ∣ critic_nllloss : 26262.939648 ∣ critic_ganloss : -540.146588 ∣ generator_nllloss : 5283.945312 ∣ generator_ganloss : 811.824121 ∣  [  std_z : 0.99  real_sub_fake : 2074.75 ]
[  epoch 0006/0040] 4460/4800, lr:1.0e-04 ∣ avg_100 : 31543.492269 ∣ critic_nllloss : 26423.146484 ∣ critic_ganloss : -723.128259 ∣ generator_nllloss : 5349.883203 ∣ generator_ganloss : 845.284180 ∣  [  std_z : 0.98  real_sub_fake : 2488.58 ]
[  epoch 0006/0040] 4470/4800, lr:1.0e-04 ∣ avg_100 : 31544.115816 ∣ critic_nllloss : 26180.001758 ∣ critic_ganloss : -605.830121 ∣ generator_nllloss : 5281.488672 ∣ generator_ganloss : 901.497168 ∣  [  std_z : 0.98  real_sub_fake : 3047.79 ]
[  epoch 0006/0040] 4480/4800, lr:1.0e-04 ∣ avg_100 : 31541.555988 ∣ critic_nllloss : 26049.335156 ∣ critic_ganloss : -746.356699 ∣ generator_nllloss : 5163.467773 ∣ generator_ganloss : 858.445117 ∣  [  std_z : 0.98  real_sub_fake : 2405.94 ]
[  epoch 0006/0040] 4490/4800, lr:1.0e-04 ∣ avg_100 : 31539.276710 ∣ critic_nllloss : 26259.662695 ∣ critic_ganloss : -662.720044 ∣ generator_nllloss : 5241.960352 ∣ generator_ganloss : 867.603125 ∣  [  std_z : 0.99  real_sub_fake : 2754.50 ]
[  epoch 0006/0040] 4500/4800, lr:1.0e-04 ∣ avg_100 : 31537.957939 ∣ critic_nllloss : 26365.354297 ∣ critic_ganloss : -595.702979 ∣ generator_nllloss : 5268.456641 ∣ generator_ganloss : 780.337842 ∣  [  std_z : 0.99  real_sub_fake : 2092.87 ]
[  epoch 0006/0040] 4510/4800, lr:1.0e-04 ∣ avg_100 : 31533.833898 ∣ critic_nllloss : 26010.858984 ∣ critic_ganloss : -444.071478 ∣ generator_nllloss : 5218.590234 ∣ generator_ganloss : 791.879712 ∣  [  std_z : 0.99  real_sub_fake : 1704.64 ]
[  epoch 0006/0040] 4520/4800, lr:1.0e-04 ∣ avg_100 : 31533.985930 ∣ critic_nllloss : 26188.973828 ∣ critic_ganloss : -690.934564 ∣ generator_nllloss : 5261.098828 ∣ generator_ganloss : 753.430078 ∣  [  std_z : 0.98  real_sub_fake : 2337.28 ]
[  epoch 0006/0040] 4530/4800, lr:1.0e-04 ∣ avg_100 : 31531.528523 ∣ critic_nllloss : 26300.551172 ∣ critic_ganloss : -880.797803 ∣ generator_nllloss : 5305.673242 ∣ generator_ganloss : 778.354272 ∣  [  std_z : 0.97  real_sub_fake : 3565.75 ]
[  epoch 0006/0040] 4540/4800, lr:1.0e-04 ∣ avg_100 : 31529.738275 ∣ critic_nllloss : 26252.276758 ∣ critic_ganloss : -999.700549 ∣ generator_nllloss : 5317.523438 ∣ generator_ganloss : 750.714893 ∣  [  std_z : 0.98  real_sub_fake : 3694.70 ]
[  epoch 0006/0040] 4550/4800, lr:1.0e-04 ∣ avg_100 : 31530.854938 ∣ critic_nllloss : 26341.230664 ∣ critic_ganloss : -785.651740 ∣ generator_nllloss : 5290.884961 ∣ generator_ganloss : 694.927319 ∣  [  std_z : 0.99  real_sub_fake : 3257.98 ]
[  epoch 0006/0040] 4560/4800, lr:1.0e-04 ∣ avg_100 : 31528.312224 ∣ critic_nllloss : 26299.342969 ∣ critic_ganloss : -731.914496 ∣ generator_nllloss : 5205.697266 ∣ generator_ganloss : 725.877075 ∣  [  std_z : 0.99  real_sub_fake : 2652.53 ]
[  epoch 0006/0040] 4570/4800, lr:1.0e-04 ∣ avg_100 : 31526.725943 ∣ critic_nllloss : 26276.237500 ∣ critic_ganloss : -635.335272 ∣ generator_nllloss : 5311.118359 ∣ generator_ganloss : 757.425049 ∣  [  std_z : 0.98  real_sub_fake : 2932.36 ]
[  epoch 0006/0040] 4580/4800, lr:1.0e-04 ∣ avg_100 : 31521.802394 ∣ critic_nllloss : 26052.830078 ∣ critic_ganloss : -864.851056 ∣ generator_nllloss : 5191.751953 ∣ generator_ganloss : 789.977612 ∣  [  std_z : 0.97  real_sub_fake : 2599.01 ]
[  epoch 0006/0040] 4590/4800, lr:1.0e-04 ∣ avg_100 : 31518.674059 ∣ critic_nllloss : 26148.705078 ∣ critic_ganloss : -853.437469 ∣ generator_nllloss : 5206.792969 ∣ generator_ganloss : 730.324683 ∣  [  std_z : 0.99  real_sub_fake : 3878.97 ]
[  epoch 0006/0040] 4600/4800, lr:1.0e-04 ∣ avg_100 : 31512.304843 ∣ critic_nllloss : 26075.870312 ∣ critic_ganloss : -1009.301050 ∣ generator_nllloss : 5209.098047 ∣ generator_ganloss : 640.972534 ∣     [  std_z : 1.00  real_sub_fake : 3500.83 ]
[  epoch 0006/0040] 4610/4800, lr:1.0e-04 ∣ avg_100 : 31506.996676 ∣ critic_nllloss : 26248.474805 ∣ critic_ganloss : -1064.592664 ∣ generator_nllloss : 5318.815039 ∣ generator_ganloss : 713.941406 ∣     [  std_z : 0.99  real_sub_fake : 3842.06 ]
[  epoch 0006/0040] 4620/4800, lr:1.0e-04 ∣ avg_100 : 31502.822457 ∣ critic_nllloss : 26190.396094 ∣ critic_ganloss : -702.332581 ∣ generator_nllloss : 5171.519336 ∣ generator_ganloss : 690.065332 ∣  [  std_z : 0.98  real_sub_fake : 3486.11 ]
[  epoch 0006/0040] 4630/4800, lr:1.0e-04 ∣ avg_100 : 31496.894306 ∣ critic_nllloss : 26158.332617 ∣ critic_ganloss : -866.884503 ∣ generator_nllloss : 5196.295703 ∣ generator_ganloss : 526.528589 ∣  [  std_z : 1.00  real_sub_fake : 2941.55 ]
[  epoch 0006/0040] 4640/4800, lr:1.0e-04 ∣ avg_100 : 31491.218663 ∣ critic_nllloss : 26070.866406 ∣ critic_ganloss : -886.831879 ∣ generator_nllloss : 5292.680859 ∣ generator_ganloss : 594.784912 ∣  [  std_z : 1.00  real_sub_fake : 3497.58 ]
[  epoch 0006/0040] 4650/4800, lr:1.0e-04 ∣ avg_100 : 31484.109405 ∣ critic_nllloss : 26031.612695 ∣ critic_ganloss : -965.390283 ∣ generator_nllloss : 5237.230469 ∣ generator_ganloss : 646.928662 ∣  [  std_z : 0.99  real_sub_fake : 3332.67 ]
[  epoch 0006/0040] 4660/4800, lr:1.0e-04 ∣ avg_100 : 31482.465024 ∣ critic_nllloss : 26143.794141 ∣ critic_ganloss : -724.024762 ∣ generator_nllloss : 5225.021680 ∣ generator_ganloss : 691.282886 ∣  [  std_z : 0.97  real_sub_fake : 3238.24 ]
[  epoch 0006/0040] 4670/4800, lr:1.0e-04 ∣ avg_100 : 31472.465803 ∣ critic_nllloss : 26227.403125 ∣ critic_ganloss : -984.559442 ∣ generator_nllloss : 5212.130078 ∣ generator_ganloss : 735.509546 ∣  [  std_z : 0.97  real_sub_fake : 3366.12 ]
[  epoch 0006/0040] 4680/4800, lr:1.0e-04 ∣ avg_100 : 31459.729291 ∣ critic_nllloss : 26064.486328 ∣ critic_ganloss : -933.490845 ∣ generator_nllloss : 5188.141016 ∣ generator_ganloss : 787.479199 ∣  [  std_z : 0.99  real_sub_fake : 3616.06 ]
[  epoch 0006/0040] 4690/4800, lr:1.0e-04 ∣ avg_100 : 31450.438061 ∣ critic_nllloss : 26312.497266 ∣ critic_ganloss : -824.858405 ∣ generator_nllloss : 5235.436328 ∣ generator_ganloss : 663.142773 ∣  [  std_z : 1.01  real_sub_fake : 3538.70 ]
[  epoch 0006/0040] 4700/4800, lr:1.0e-04 ∣ avg_100 : 31443.238690 ∣ critic_nllloss : 26274.668750 ∣ critic_ganloss : -852.416370 ∣ generator_nllloss : 5322.646680 ∣ generator_ganloss : 662.061646 ∣  [  std_z : 0.99  real_sub_fake : 3167.51 ]
[  epoch 0006/0040] 4710/4800, lr:1.0e-04 ∣ avg_100 : 31433.270223 ∣ critic_nllloss : 26189.421484 ∣ critic_ganloss : -874.738409 ∣ generator_nllloss : 5164.361328 ∣ generator_ganloss : 786.921313 ∣  [  std_z : 0.96  real_sub_fake : 3234.95 ]
[  epoch 0006/0040] 4720/4800, lr:1.0e-04 ∣ avg_100 : 31428.698250 ∣ critic_nllloss : 26264.124609 ∣ critic_ganloss : -807.421045 ∣ generator_nllloss : 5297.191992 ∣ generator_ganloss : 791.253101 ∣  [  std_z : 0.97  real_sub_fake : 3248.03 ]
[  epoch 0006/0040] 4730/4800, lr:1.0e-04 ∣ avg_100 : 31418.291898 ∣ critic_nllloss : 26149.555273 ∣ critic_ganloss : -753.654504 ∣ generator_nllloss : 5171.019922 ∣ generator_ganloss : 808.835938 ∣  [  std_z : 0.98  real_sub_fake : 2719.75 ]
[  epoch 0006/0040] 4740/4800, lr:1.0e-04 ∣ avg_100 : 31413.951894 ∣ critic_nllloss : 26274.980859 ∣ critic_ganloss : -671.572284 ∣ generator_nllloss : 5284.075781 ∣ generator_ganloss : 819.078882 ∣  [  std_z : 1.00  real_sub_fake : 2961.70 ]
[  epoch 0006/0040] 4750/4800, lr:1.0e-04 ∣ avg_100 : 31407.787471 ∣ critic_nllloss : 26316.064844 ∣ critic_ganloss : -697.023920 ∣ generator_nllloss : 5273.317969 ∣ generator_ganloss : 767.164624 ∣  [  std_z : 1.01  real_sub_fake : 2482.86 ]
[  epoch 0006/0040] 4760/4800, lr:1.0e-04 ∣ avg_100 : 31398.379387 ∣ critic_nllloss : 25884.642773 ∣ critic_ganloss : -542.172504 ∣ generator_nllloss : 5221.942187 ∣ generator_ganloss : 706.751294 ∣  [  std_z : 0.98  real_sub_fake : 2262.42 ]
[  epoch 0006/0040] 4770/4800, lr:1.0e-04 ∣ avg_100 : 31390.285771 ∣ critic_nllloss : 26073.127930 ∣ critic_ganloss : -737.552960 ∣ generator_nllloss : 5142.427148 ∣ generator_ganloss : 707.357861 ∣  [  std_z : 0.96  real_sub_fake : 2456.84 ]
[  epoch 0006/0040] 4780/4800, lr:1.0e-04 ∣ avg_100 : 31391.896737 ∣ critic_nllloss : 26264.004883 ∣ critic_ganloss : -566.176813 ∣ generator_nllloss : 5337.951563 ∣ generator_ganloss : 728.303174 ∣  [  std_z : 0.97  real_sub_fake : 2679.64 ]
[  epoch 0006/0040] 4790/4800, lr:1.0e-04 ∣ avg_100 : 31391.557229 ∣ critic_nllloss : 26189.567969 ∣ critic_ganloss : -564.112994 ∣ generator_nllloss : 5223.146875 ∣ generator_ganloss : 756.310205 ∣  [  std_z : 0.98  real_sub_fake : 2091.10 ]
[  epoch 0006/0040] 4800/4800, lr:1.0e-04 ∣ avg_100 : 31393.168505 ∣ critic_nllloss : 26143.270508 ∣ critic_ganloss : -654.561322 ∣ generator_nllloss : 5275.303320 ∣ generator_ganloss : 759.804810 ∣  [  std_z : 0.99  real_sub_fake : 2358.90 ]
[    val 006    ] Done! KLD: 0.026527: 0.0160340:13, total: 1 day, 3:27:19                  
[  epoch 0007/0040] 0010/4800, lr:1.0e-04 ∣ avg_100 : 31396.219862 ∣ critic_nllloss : 26219.232031 ∣ critic_ganloss : -641.351837 ∣ generator_nllloss : 5190.924219 ∣ generator_ganloss : 840.588135 ∣  [  std_z : 1.00  real_sub_fake : 2485.68 ]
[  epoch 0007/0040] 0020/4800, lr:1.0e-04 ∣ avg_100 : 31395.581008 ∣ critic_nllloss : 26079.666797 ∣ critic_ganloss : -785.087653 ∣ generator_nllloss : 5146.418555 ∣ generator_ganloss : 857.383594 ∣  [  std_z : 0.99  real_sub_fake : 2800.79 ]
[  epoch 0007/0040] 0030/4800, lr:1.0e-04 ∣ avg_100 : 31396.872922 ∣ critic_nllloss : 26135.396484 ∣ critic_ganloss : -728.476501 ∣ generator_nllloss : 5313.544141 ∣ generator_ganloss : 879.995215 ∣  [  std_z : 0.98  real_sub_fake : 2931.76 ]
[  epoch 0007/0040] 0040/4800, lr:1.0e-04 ∣ avg_100 : 31402.567571 ∣ critic_nllloss : 26303.476172 ∣ critic_ganloss : -660.319788 ∣ generator_nllloss : 5310.600391 ∣ generator_ganloss : 868.089209 ∣  [  std_z : 0.98  real_sub_fake : 2546.13 ]
[  epoch 0007/0040] 0050/4800, lr:1.0e-04 ∣ avg_100 : 31410.266713 ∣ critic_nllloss : 26225.820117 ∣ critic_ganloss : -516.360925 ∣ generator_nllloss : 5225.631641 ∣ generator_ganloss : 947.528760 ∣  [  std_z : 0.99  real_sub_fake : 2210.65 ]
[  epoch 0007/0040] 0060/4800, lr:1.0e-04 ∣ avg_100 : 31419.894482 ∣ critic_nllloss : 26354.069531 ∣ critic_ganloss : -669.349677 ∣ generator_nllloss : 5207.080273 ∣ generator_ganloss : 929.530322 ∣  [  std_z : 0.99  real_sub_fake : 2145.85 ]
[  epoch 0007/0040] 0070/4800, lr:1.0e-04 ∣ avg_100 : 31425.677267 ∣ critic_nllloss : 26106.044141 ∣ critic_ganloss : -771.906976 ∣ generator_nllloss : 5219.439453 ∣ generator_ganloss : 884.243848 ∣  [  std_z : 0.98  real_sub_fake : 3089.43 ]
[  epoch 0007/0040] 0080/4800, lr:1.0e-04 ∣ avg_100 : 31425.328711 ∣ critic_nllloss : 26105.070312 ∣ critic_ganloss : -725.034979 ∣ generator_nllloss : 5243.194531 ∣ generator_ganloss : 832.511719 ∣  [  std_z : 1.00  real_sub_fake : 2722.88 ]
[  epoch 0007/0040] 0090/4800, lr:1.0e-04 ∣ avg_100 : 31431.851858 ∣ critic_nllloss : 26239.650000 ∣ critic_ganloss : -607.256262 ∣ generator_nllloss : 5263.645508 ∣ generator_ganloss : 834.070410 ∣  [  std_z : 1.00  real_sub_fake : 2236.45 ]
[  epoch 0007/0040] 0100/4800, lr:1.0e-04 ∣ avg_100 : 31432.106162 ∣ critic_nllloss : 25932.374414 ∣ critic_ganloss : -596.653522 ∣ generator_nllloss : 5166.214258 ∣ generator_ganloss : 765.929492 ∣  [  std_z : 0.98  real_sub_fake : 2568.33 ]
[  epoch 0007/0040] 0110/4800, lr:1.0e-04 ∣ avg_100 : 31430.177090 ∣ critic_nllloss : 26281.315625 ∣ critic_ganloss : -815.500903 ∣ generator_nllloss : 5174.947266 ∣ generator_ganloss : 749.888672 ∣  [  std_z : 0.99  real_sub_fake : 2780.01 ]
[  epoch 0007/0040] 0120/4800, lr:1.0e-04 ∣ avg_100 : 31429.600995 ∣ critic_nllloss : 26248.988477 ∣ critic_ganloss : -914.805188 ∣ generator_nllloss : 5270.308008 ∣ generator_ganloss : 828.140918 ∣  [  std_z : 1.00  real_sub_fake : 3486.55 ]
[  epoch 0007/0040] 0130/4800, lr:1.0e-04 ∣ avg_100 : 31432.073815 ∣ critic_nllloss : 25943.278125 ∣ critic_ganloss : -523.729007 ∣ generator_nllloss : 5288.415430 ∣ generator_ganloss : 789.515063 ∣  [  std_z : 1.00  real_sub_fake : 2729.84 ]
[  epoch 0007/0040] 0140/4800, lr:1.0e-04 ∣ avg_100 : 31436.503324 ∣ critic_nllloss : 26001.742188 ∣ critic_ganloss : -311.406747 ∣ generator_nllloss : 5179.780078 ∣ generator_ganloss : 759.710107 ∣  [  std_z : 0.98  real_sub_fake : 874.51 ]
[  epoch 0007/0040] 0150/4800, lr:1.0e-04 ∣ avg_100 : 31439.578525 ∣ critic_nllloss : 26164.869727 ∣ critic_ganloss : -487.829596 ∣ generator_nllloss : 5324.570703 ∣ generator_ganloss : 678.297339 ∣  [  std_z : 0.97  real_sub_fake : 1485.74 ]
[  epoch 0007/0040] 0160/4800, lr:1.0e-04 ∣ avg_100 : 31441.590335 ∣ critic_nllloss : 26179.447266 ∣ critic_ganloss : -704.071240 ∣ generator_nllloss : 5238.419336 ∣ generator_ganloss : 674.555908 ∣  [  std_z : 0.97  real_sub_fake : 2453.54 ]
[  epoch 0007/0040] 0170/4800, lr:1.0e-04 ∣ avg_100 : 31448.048739 ∣ critic_nllloss : 26440.913672 ∣ critic_ganloss : -578.346588 ∣ generator_nllloss : 5324.356250 ∣ generator_ganloss : 748.887988 ∣  [  std_z : 1.00  real_sub_fake : 2627.59 ]
[  epoch 0007/0040] 0180/4800, lr:1.0e-04 ∣ avg_100 : 31447.048105 ∣ critic_nllloss : 26097.383984 ∣ critic_ganloss : -627.222278 ∣ generator_nllloss : 5124.106250 ∣ generator_ganloss : 806.038159 ∣  [  std_z : 1.00  real_sub_fake : 2264.03 ]
[  epoch 0007/0040] 0190/4800, lr:1.0e-04 ∣ avg_100 : 31446.212375 ∣ critic_nllloss : 25979.406836 ∣ critic_ganloss : -652.928699 ∣ generator_nllloss : 5144.605078 ∣ generator_ganloss : 812.718408 ∣  [  std_z : 0.98  real_sub_fake : 2415.91 ]
[  epoch 0007/0040] 0200/4800, lr:1.0e-04 ∣ avg_100 : 31445.883122 ∣ critic_nllloss : 26154.410547 ∣ critic_ganloss : -618.930725 ∣ generator_nllloss : 5239.673437 ∣ generator_ganloss : 760.816992 ∣  [  std_z : 1.00  real_sub_fake : 2546.19 ]
[  epoch 0007/0040] 0210/4800, lr:1.0e-04 ∣ avg_100 : 31446.031515 ∣ critic_nllloss : 26254.155664 ∣ critic_ganloss : -814.577173 ∣ generator_nllloss : 5153.895508 ∣ generator_ganloss : 761.443311 ∣  [  std_z : 0.99  real_sub_fake : 3231.16 ]
[  epoch 0007/0040] 0220/4800, lr:1.0e-04 ∣ avg_100 : 31449.217927 ∣ critic_nllloss : 26222.764453 ∣ critic_ganloss : -747.833447 ∣ generator_nllloss : 5220.967578 ∣ generator_ganloss : 850.620020 ∣  [  std_z : 0.99  real_sub_fake : 2721.26 ]
[  epoch 0007/0040] 0230/4800, lr:1.0e-04 ∣ avg_100 : 31448.633546 ∣ critic_nllloss : 25958.527734 ∣ critic_ganloss : -585.354315 ∣ generator_nllloss : 5156.630273 ∣ generator_ganloss : 777.567456 ∣  [  std_z : 0.98  real_sub_fake : 2508.64 ]
[  epoch 0007/0040] 0240/4800, lr:1.0e-04 ∣ avg_100 : 31451.278674 ∣ critic_nllloss : 26169.973242 ∣ critic_ganloss : -597.004736 ∣ generator_nllloss : 5337.053711 ∣ generator_ganloss : 812.266455 ∣  [  std_z : 0.99  real_sub_fake : 2000.20 ]
[  epoch 0007/0040] 0250/4800, lr:1.0e-04 ∣ avg_100 : 31453.109770 ∣ critic_nllloss : 26260.890039 ∣ critic_ganloss : -502.862891 ∣ generator_nllloss : 5135.722266 ∣ generator_ganloss : 781.259253 ∣  [  std_z : 0.99  real_sub_fake : 2513.43 ]
[  epoch 0007/0040] 0260/4800, lr:1.0e-04 ∣ avg_100 : 31459.588135 ∣ critic_nllloss : 26436.381445 ∣ critic_ganloss : -611.670529 ∣ generator_nllloss : 5229.282422 ∣ generator_ganloss : 777.515332 ∣  [  std_z : 1.00  real_sub_fake : 1958.99 ]
[  epoch 0007/0040] 0270/4800, lr:1.0e-04 ∣ avg_100 : 31463.388194 ∣ critic_nllloss : 26189.286328 ∣ critic_ganloss : -594.999359 ∣ generator_nllloss : 5208.284375 ∣ generator_ganloss : 705.112793 ∣  [  std_z : 0.98  real_sub_fake : 2549.16 ]
[  epoch 0007/0040] 0280/4800, lr:1.0e-04 ∣ avg_100 : 31466.044243 ∣ critic_nllloss : 26173.829297 ∣ critic_ganloss : -259.162506 ∣ generator_nllloss : 5238.185938 ∣ generator_ganloss : 634.619043 ∣  [  std_z : 0.99  real_sub_fake : 1229.10 ]
[  epoch 0007/0040] 0290/4800, lr:1.0e-04 ∣ avg_100 : 31468.953424 ∣ critic_nllloss : 26110.912891 ∣ critic_ganloss : -345.650702 ∣ generator_nllloss : 5215.485742 ∣ generator_ganloss : 647.534570 ∣  [  std_z : 0.98  real_sub_fake : 900.61 ]
[  epoch 0007/0040] 0300/4800, lr:1.0e-04 ∣ avg_100 : 31470.041253 ∣ critic_nllloss : 26234.659766 ∣ critic_ganloss : -413.628561 ∣ generator_nllloss : 5264.060742 ∣ generator_ganloss : 604.430933 ∣  [  std_z : 0.99  real_sub_fake : 1544.47 ]
[  epoch 0007/0040] 0310/4800, lr:1.0e-04 ∣ avg_100 : 31473.389692 ∣ critic_nllloss : 26171.698633 ∣ critic_ganloss : -459.128738 ∣ generator_nllloss : 5188.557227 ∣ generator_ganloss : 694.172705 ∣  [  std_z : 0.98  real_sub_fake : 1784.83 ]
[  epoch 0007/0040] 0320/4800, lr:1.0e-04 ∣ avg_100 : 31476.659585 ∣ critic_nllloss : 26101.769141 ∣ critic_ganloss : -404.180731 ∣ generator_nllloss : 5277.176953 ∣ generator_ganloss : 708.872241 ∣  [  std_z : 0.99  real_sub_fake : 1418.50 ]
[  epoch 0007/0040] 0330/4800, lr:1.0e-04 ∣ avg_100 : 31478.498958 ∣ critic_nllloss : 26071.859180 ∣ critic_ganloss : -379.085794 ∣ generator_nllloss : 5207.681445 ∣ generator_ganloss : 683.001929 ∣  [  std_z : 0.99  real_sub_fake : 1620.38 ]
[  epoch 0007/0040] 0340/4800, lr:1.0e-04 ∣ avg_100 : 31477.848608 ∣ critic_nllloss : 26302.503320 ∣ critic_ganloss : -509.757712 ∣ generator_nllloss : 5253.813672 ∣ generator_ganloss : 700.326587 ∣  [  std_z : 0.99  real_sub_fake : 1706.42 ]
[  epoch 0007/0040] 0350/4800, lr:1.0e-04 ∣ avg_100 : 31474.938891 ∣ critic_nllloss : 26047.382031 ∣ critic_ganloss : -615.082660 ∣ generator_nllloss : 5240.963477 ∣ generator_ganloss : 685.386328 ∣  [  std_z : 1.00  real_sub_fake : 2250.14 ]
[  epoch 0007/0040] 0360/4800, lr:1.0e-04 ∣ avg_100 : 31478.812863 ∣ critic_nllloss : 26245.503906 ∣ critic_ganloss : -587.785651 ∣ generator_nllloss : 5326.887500 ∣ generator_ganloss : 711.648706 ∣  [  std_z : 1.00  real_sub_fake : 2165.27 ]
[  epoch 0007/0040] 0370/4800, lr:1.0e-04 ∣ avg_100 : 31477.262139 ∣ critic_nllloss : 26159.444531 ∣ critic_ganloss : -484.694501 ∣ generator_nllloss : 5198.162695 ∣ generator_ganloss : 686.251221 ∣  [  std_z : 0.98  real_sub_fake : 1864.50 ]
[  epoch 0007/0040] 0380/4800, lr:1.0e-04 ∣ avg_100 : 31477.275672 ∣ critic_nllloss : 26165.375391 ∣ critic_ganloss : -513.098987 ∣ generator_nllloss : 5241.667188 ∣ generator_ganloss : 659.801660 ∣  [  std_z : 0.97  real_sub_fake : 2045.11 ]
[  epoch 0007/0040] 0390/4800, lr:1.0e-04 ∣ avg_100 : 31476.480186 ∣ critic_nllloss : 26199.780273 ∣ critic_ganloss : -671.509778 ∣ generator_nllloss : 5305.500000 ∣ generator_ganloss : 719.747949 ∣  [  std_z : 0.98  real_sub_fake : 2295.26 ]
[  epoch 0007/0040] 0400/4800, lr:1.0e-04 ∣ avg_100 : 31477.868326 ∣ critic_nllloss : 26296.073633 ∣ critic_ganloss : -622.206915 ∣ generator_nllloss : 5329.964453 ∣ generator_ganloss : 791.335352 ∣  [  std_z : 1.01  real_sub_fake : 2593.32 ]
[  epoch 0007/0040] 0410/4800, lr:1.0e-04 ∣ avg_100 : 31477.114173 ∣ critic_nllloss : 25904.336914 ∣ critic_ganloss : -514.584802 ∣ generator_nllloss : 5227.921680 ∣ generator_ganloss : 813.873608 ∣  [  std_z : 1.00  real_sub_fake : 2156.16 ]
[  epoch 0007/0040] 0420/4800, lr:1.0e-04 ∣ avg_100 : 31481.639452 ∣ critic_nllloss : 26368.840820 ∣ critic_ganloss : -506.921280 ∣ generator_nllloss : 5322.258594 ∣ generator_ganloss : 817.797144 ∣  [  std_z : 0.98  real_sub_fake : 2099.30 ]
[  epoch 0007/0040] 0430/4800, lr:1.0e-04 ∣ avg_100 : 31485.285621 ∣ critic_nllloss : 26351.266797 ∣ critic_ganloss : -478.597379 ∣ generator_nllloss : 5198.851758 ∣ generator_ganloss : 734.177612 ∣  [  std_z : 0.97  real_sub_fake : 1653.16 ]
[  epoch 0007/0040] 0440/4800, lr:1.0e-04 ∣ avg_100 : 31491.207091 ∣ critic_nllloss : 26355.840820 ∣ critic_ganloss : -545.998520 ∣ generator_nllloss : 5323.498633 ∣ generator_ganloss : 739.715210 ∣  [  std_z : 0.99  real_sub_fake : 1914.97 ]
[  epoch 0007/0040] 0450/4800, lr:1.0e-04 ∣ avg_100 : 31489.235327 ∣ critic_nllloss : 26140.749609 ∣ critic_ganloss : -541.753485 ∣ generator_nllloss : 5188.161328 ∣ generator_ganloss : 780.228979 ∣  [  std_z : 1.00  real_sub_fake : 2026.20 ]
[  epoch 0007/0040] 0460/4800, lr:1.0e-04 ∣ avg_100 : 31486.924574 ∣ critic_nllloss : 26268.656055 ∣ critic_ganloss : -742.553546 ∣ generator_nllloss : 5234.944922 ∣ generator_ganloss : 858.610010 ∣  [  std_z : 1.00  real_sub_fake : 2455.61 ]
[  epoch 0007/0040] 0470/4800, lr:1.0e-04 ∣ avg_100 : 31488.873330 ∣ critic_nllloss : 26157.328711 ∣ critic_ganloss : -679.298187 ∣ generator_nllloss : 5259.442773 ∣ generator_ganloss : 826.801050 ∣  [  std_z : 0.98  real_sub_fake : 3053.56 ]
[  epoch 0007/0040] 0480/4800, lr:1.0e-04 ∣ avg_100 : 31490.071368 ∣ critic_nllloss : 26315.370312 ∣ critic_ganloss : -706.171600 ∣ generator_nllloss : 5306.281836 ∣ generator_ganloss : 648.905835 ∣  [  std_z : 0.97  real_sub_fake : 2858.42 ]
[  epoch 0007/0040] 0490/4800, lr:1.0e-04 ∣ avg_100 : 31489.180575 ∣ critic_nllloss : 26098.666016 ∣ critic_ganloss : -465.734583 ∣ generator_nllloss : 5237.937891 ∣ generator_ganloss : 551.033228 ∣  [  std_z : 0.97  real_sub_fake : 1758.46 ]
[  epoch 0007/0040] 0500/4800, lr:1.0e-04 ∣ avg_100 : 31491.334486 ∣ critic_nllloss : 26157.326758 ∣ critic_ganloss : -513.476620 ∣ generator_nllloss : 5294.922461 ∣ generator_ganloss : 504.377148 ∣  [  std_z : 1.00  real_sub_fake : 1928.85 ]
[  epoch 0007/0040] 0510/4800, lr:1.0e-04 ∣ avg_100 : 31491.420130 ∣ critic_nllloss : 26075.057031 ∣ critic_ganloss : -486.695581 ∣ generator_nllloss : 5134.330469 ∣ generator_ganloss : 506.750732 ∣  [  std_z : 1.01  real_sub_fake : 1751.14 ]
[  epoch 0007/0040] 0520/4800, lr:1.0e-04 ∣ avg_100 : 31487.584401 ∣ critic_nllloss : 25920.816602 ∣ critic_ganloss : -525.049719 ∣ generator_nllloss : 5232.030078 ∣ generator_ganloss : 538.655200 ∣  [  std_z : 0.99  real_sub_fake : 1817.46 ]
[  epoch 0007/0040] 0530/4800, lr:1.0e-04 ∣ avg_100 : 31486.530245 ∣ critic_nllloss : 26071.536914 ∣ critic_ganloss : -605.243561 ∣ generator_nllloss : 5217.187500 ∣ generator_ganloss : 653.239502 ∣  [  std_z : 0.97  real_sub_fake : 2516.22 ]
[  epoch 0007/0040] 0540/4800, lr:1.0e-04 ∣ avg_100 : 31488.309685 ∣ critic_nllloss : 26234.643945 ∣ critic_ganloss : -726.807172 ∣ generator_nllloss : 5329.055078 ∣ generator_ganloss : 609.138867 ∣  [  std_z : 0.97  real_sub_fake : 2598.65 ]
[  epoch 0007/0040] 0550/4800, lr:1.0e-04 ∣ avg_100 : 31490.591317 ∣ critic_nllloss : 26324.348242 ∣ critic_ganloss : -803.173804 ∣ generator_nllloss : 5163.546680 ∣ generator_ganloss : 692.665845 ∣  [  std_z : 0.99  real_sub_fake : 3677.33 ]
[  epoch 0007/0040] 0560/4800, lr:1.0e-04 ∣ avg_100 : 31492.722034 ∣ critic_nllloss : 26214.324023 ∣ critic_ganloss : -805.969421 ∣ generator_nllloss : 5293.629102 ∣ generator_ganloss : 568.710767 ∣  [  std_z : 1.01  real_sub_fake : 2638.03 ]
[  epoch 0007/0040] 0570/4800, lr:1.0e-04 ∣ avg_100 : 31494.820695 ∣ critic_nllloss : 26257.451562 ∣ critic_ganloss : -771.215424 ∣ generator_nllloss : 5233.566211 ∣ generator_ganloss : 657.529272 ∣  [  std_z : 0.99  real_sub_fake : 3114.18 ]
[  epoch 0007/0040] 0580/4800, lr:1.0e-04 ∣ avg_100 : 31498.805535 ∣ critic_nllloss : 26373.515234 ∣ critic_ganloss : -794.884589 ∣ generator_nllloss : 5275.534375 ∣ generator_ganloss : 738.436963 ∣  [  std_z : 0.98  real_sub_fake : 2849.03 ]
[  epoch 0007/0040] 0590/4800, lr:1.0e-04 ∣ avg_100 : 31504.001284 ∣ critic_nllloss : 26277.693359 ∣ critic_ganloss : -483.861676 ∣ generator_nllloss : 5236.419531 ∣ generator_ganloss : 838.960645 ∣  [  std_z : 0.97  real_sub_fake : 1967.45 ]
[  epoch 0007/0040] 0600/4800, lr:1.0e-04 ∣ avg_100 : 31508.995465 ∣ critic_nllloss : 26190.006641 ∣ critic_ganloss : -440.310565 ∣ generator_nllloss : 5236.281445 ∣ generator_ganloss : 819.300830 ∣  [  std_z : 0.98  real_sub_fake : 1677.86 ]
[  epoch 0007/0040] 0610/4800, lr:1.0e-04 ∣ avg_100 : 31511.206514 ∣ critic_nllloss : 26055.837500 ∣ critic_ganloss : -549.629065 ∣ generator_nllloss : 5163.476758 ∣ generator_ganloss : 832.398877 ∣  [  std_z : 1.00  real_sub_fake : 2081.66 ]
[  epoch 0007/0040] 0620/4800, lr:1.0e-04 ∣ avg_100 : 31510.991418 ∣ critic_nllloss : 26147.210352 ∣ critic_ganloss : -783.554987 ∣ generator_nllloss : 5177.780469 ∣ generator_ganloss : 814.815747 ∣  [  std_z : 0.99  real_sub_fake : 2821.36 ]
[  epoch 0007/0040] 0630/4800, lr:1.0e-04 ∣ avg_100 : 31507.561997 ∣ critic_nllloss : 26125.727539 ∣ critic_ganloss : -828.202698 ∣ generator_nllloss : 5277.684766 ∣ generator_ganloss : 724.479443 ∣  [  std_z : 0.98  real_sub_fake : 3348.60 ]
[  epoch 0007/0040] 0640/4800, lr:1.0e-04 ∣ avg_100 : 31504.682717 ∣ critic_nllloss : 26122.998633 ∣ critic_ganloss : -902.236523 ∣ generator_nllloss : 5139.663477 ∣ generator_ganloss : 674.151636 ∣  [  std_z : 0.97  real_sub_fake : 3183.09 ]
[  epoch 0007/0040] 0650/4800, lr:1.0e-04 ∣ avg_100 : 31501.920283 ∣ critic_nllloss : 26234.015625 ∣ critic_ganloss : -588.962659 ∣ generator_nllloss : 5270.831250 ∣ generator_ganloss : 626.434814 ∣  [  std_z : 0.99  real_sub_fake : 2625.65 ]
[  epoch 0007/0040] 0660/4800, lr:1.0e-04 ∣ avg_100 : 31496.013524 ∣ critic_nllloss : 26113.874805 ∣ critic_ganloss : -684.624146 ∣ generator_nllloss : 5210.397461 ∣ generator_ganloss : 664.861597 ∣  [  std_z : 1.00  real_sub_fake : 2502.21 ]
[  epoch 0007/0040] 0670/4800, lr:1.0e-04 ∣ avg_100 : 31493.907185 ∣ critic_nllloss : 26123.485742 ∣ critic_ganloss : -468.627856 ∣ generator_nllloss : 5224.369531 ∣ generator_ganloss : 667.296191 ∣  [  std_z : 1.00  real_sub_fake : 2082.87 ]
[  epoch 0007/0040] 0680/4800, lr:1.0e-04 ∣ avg_100 : 31493.878088 ∣ critic_nllloss : 26176.738281 ∣ critic_ganloss : -625.613626 ∣ generator_nllloss : 5150.487891 ∣ generator_ganloss : 620.369043 ∣  [  std_z : 0.99  real_sub_fake : 2127.95 ]
[  epoch 0007/0040] 0690/4800, lr:1.0e-04 ∣ avg_100 : 31492.143083 ∣ critic_nllloss : 26165.608789 ∣ critic_ganloss : -634.939844 ∣ generator_nllloss : 5285.803125 ∣ generator_ganloss : 716.533594 ∣  [  std_z : 0.98  real_sub_fake : 2686.27 ]
[  epoch 0007/0040] 0700/4800, lr:1.0e-04 ∣ avg_100 : 31486.623162 ∣ critic_nllloss : 26169.825781 ∣ critic_ganloss : -734.149115 ∣ generator_nllloss : 5215.970117 ∣ generator_ganloss : 614.806885 ∣  [  std_z : 0.98  real_sub_fake : 2493.85 ]
[  epoch 0007/0040] 0710/4800, lr:1.0e-04 ∣ avg_100 : 31482.215825 ∣ critic_nllloss : 26014.952734 ∣ critic_ganloss : -842.074536 ∣ generator_nllloss : 5219.317578 ∣ generator_ganloss : 744.327979 ∣  [  std_z : 0.97  real_sub_fake : 2864.77 ]
[  epoch 0007/0040] 0720/4800, lr:1.0e-04 ∣ avg_100 : 31480.931077 ∣ critic_nllloss : 26161.857031 ∣ critic_ganloss : -802.238025 ∣ generator_nllloss : 5218.389453 ∣ generator_ganloss : 806.084985 ∣  [  std_z : 0.98  real_sub_fake : 3583.42 ]
[  epoch 0007/0040] 0730/4800, lr:1.0e-04 ∣ avg_100 : 31483.252502 ∣ critic_nllloss : 26313.842578 ∣ critic_ganloss : -680.301965 ∣ generator_nllloss : 5255.610156 ∣ generator_ganloss : 846.772607 ∣  [  std_z : 0.99  real_sub_fake : 2589.92 ]
[  epoch 0007/0040] 0740/4800, lr:1.0e-04 ∣ avg_100 : 31484.873278 ∣ critic_nllloss : 26130.950391 ∣ critic_ganloss : -615.748499 ∣ generator_nllloss : 5271.199609 ∣ generator_ganloss : 696.490625 ∣  [  std_z : 1.00  real_sub_fake : 2301.77 ]
[  epoch 0007/0040] 0750/4800, lr:1.0e-04 ∣ avg_100 : 31485.845916 ∣ critic_nllloss : 26212.009961 ∣ critic_ganloss : -607.923004 ∣ generator_nllloss : 5286.972070 ∣ generator_ganloss : 747.595947 ∣  [  std_z : 0.99  real_sub_fake : 2019.83 ]
[  epoch 0007/0040] 0760/4800, lr:1.0e-04 ∣ avg_100 : 31489.956728 ∣ critic_nllloss : 26416.355469 ∣ critic_ganloss : -576.352905 ∣ generator_nllloss : 5294.372656 ∣ generator_ganloss : 775.708789 ∣  [  std_z : 0.98  real_sub_fake : 2422.02 ]
[  epoch 0007/0040] 0770/4800, lr:1.0e-04 ∣ avg_100 : 31484.468877 ∣ critic_nllloss : 25961.967187 ∣ critic_ganloss : -785.370520 ∣ generator_nllloss : 5199.356641 ∣ generator_ganloss : 784.707251 ∣  [  std_z : 0.98  real_sub_fake : 3000.88 ]
[  epoch 0007/0040] 0780/4800, lr:1.0e-04 ∣ avg_100 : 31487.238902 ∣ critic_nllloss : 26253.351367 ∣ critic_ganloss : -803.213159 ∣ generator_nllloss : 5271.640430 ∣ generator_ganloss : 724.932422 ∣  [  std_z : 0.99  real_sub_fake : 2915.33 ]
[  epoch 0007/0040] 0790/4800, lr:1.0e-04 ∣ avg_100 : 31488.724291 ∣ critic_nllloss : 26244.426172 ∣ critic_ganloss : -812.987506 ∣ generator_nllloss : 5221.566602 ∣ generator_ganloss : 727.918945 ∣  [  std_z : 0.99  real_sub_fake : 3229.83 ]
[  epoch 0007/0040] 0800/4800, lr:1.0e-04 ∣ avg_100 : 31494.911569 ∣ critic_nllloss : 26250.383594 ∣ critic_ganloss : -662.307739 ∣ generator_nllloss : 5246.551172 ∣ generator_ganloss : 700.740576 ∣  [  std_z : 0.99  real_sub_fake : 2536.97 ]
[  epoch 0007/0040] 0810/4800, lr:1.0e-04 ∣ avg_100 : 31497.845488 ∣ critic_nllloss : 26150.576758 ∣ critic_ganloss : -564.524561 ∣ generator_nllloss : 5186.409570 ∣ generator_ganloss : 737.568677 ∣  [  std_z : 0.99  real_sub_fake : 2251.87 ]
[  epoch 0007/0040] 0820/4800, lr:1.0e-04 ∣ avg_100 : 31500.368627 ∣ critic_nllloss : 26128.869141 ∣ critic_ganloss : -517.162036 ∣ generator_nllloss : 5230.181055 ∣ generator_ganloss : 760.073926 ∣  [  std_z : 1.00  real_sub_fake : 2066.36 ]
[  epoch 0007/0040] 0830/4800, lr:1.0e-04 ∣ avg_100 : 31507.460749 ∣ critic_nllloss : 26118.841016 ∣ critic_ganloss : -530.117880 ∣ generator_nllloss : 5303.464844 ∣ generator_ganloss : 831.296631 ∣  [  std_z : 0.99  real_sub_fake : 1903.46 ]
[  epoch 0007/0040] 0840/4800, lr:1.0e-04 ∣ avg_100 : 31509.699068 ∣ critic_nllloss : 26030.655664 ∣ critic_ganloss : -669.566495 ∣ generator_nllloss : 5107.296094 ∣ generator_ganloss : 826.947021 ∣  [  std_z : 0.98  real_sub_fake : 2456.23 ]
[  epoch 0007/0040] 0850/4800, lr:1.0e-04 ∣ avg_100 : 31519.311686 ∣ critic_nllloss : 26220.561523 ∣ critic_ganloss : -511.169861 ∣ generator_nllloss : 5333.079102 ∣ generator_ganloss : 869.172559 ∣  [  std_z : 0.99  real_sub_fake : 2152.37 ]
[  epoch 0007/0040] 0860/4800, lr:1.0e-04 ∣ avg_100 : 31520.963387 ∣ critic_nllloss : 26219.589062 ∣ critic_ganloss : -730.611145 ∣ generator_nllloss : 5247.492578 ∣ generator_ganloss : 764.773486 ∣  [  std_z : 0.99  real_sub_fake : 2936.19 ]
[  epoch 0007/0040] 0870/4800, lr:1.0e-04 ∣ avg_100 : 31522.856745 ∣ critic_nllloss : 26120.794141 ∣ critic_ganloss : -809.829779 ∣ generator_nllloss : 5297.914453 ∣ generator_ganloss : 770.940283 ∣  [  std_z : 0.98  real_sub_fake : 2747.70 ]
[  epoch 0007/0040] 0880/4800, lr:1.0e-04 ∣ avg_100 : 31525.695267 ∣ critic_nllloss : 26158.448633 ∣ critic_ganloss : -698.045129 ∣ generator_nllloss : 5179.469531 ∣ generator_ganloss : 750.594897 ∣  [  std_z : 0.98  real_sub_fake : 2586.77 ]
[  epoch 0007/0040] 0890/4800, lr:1.0e-04 ∣ avg_100 : 31527.487128 ∣ critic_nllloss : 26153.499414 ∣ critic_ganloss : -623.297156 ∣ generator_nllloss : 5228.821875 ∣ generator_ganloss : 806.379932 ∣  [  std_z : 0.99  real_sub_fake : 2562.14 ]
[  epoch 0007/0040] 0900/4800, lr:1.0e-04 ∣ avg_100 : 31528.090481 ∣ critic_nllloss : 26056.372461 ∣ critic_ganloss : -629.164410 ∣ generator_nllloss : 5197.325391 ∣ generator_ganloss : 842.762598 ∣  [  std_z : 1.00  real_sub_fake : 2404.46 ]
[  epoch 0007/0040] 0910/4800, lr:1.0e-04 ∣ avg_100 : 31527.495224 ∣ critic_nllloss : 26112.293359 ∣ critic_ganloss : -752.800311 ∣ generator_nllloss : 5111.329102 ∣ generator_ganloss : 735.617871 ∣  [  std_z : 1.00  real_sub_fake : 2928.57 ]
[  epoch 0007/0040] 0920/4800, lr:1.0e-04 ∣ avg_100 : 31522.631191 ∣ critic_nllloss : 26022.900781 ∣ critic_ganloss : -717.786823 ∣ generator_nllloss : 5184.567383 ∣ generator_ganloss : 569.064014 ∣  [  std_z : 1.00  real_sub_fake : 2840.31 ]
[  epoch 0007/0040] 0930/4800, lr:1.0e-04 ∣ avg_100 : 31520.377202 ∣ critic_nllloss : 26077.123242 ∣ critic_ganloss : -620.826166 ∣ generator_nllloss : 5241.663086 ∣ generator_ganloss : 452.397583 ∣  [  std_z : 0.97  real_sub_fake : 2505.83 ]
[  epoch 0007/0040] 0940/4800, lr:1.0e-04 ∣ avg_100 : 31515.527200 ∣ critic_nllloss : 26143.408984 ∣ critic_ganloss : -578.929364 ∣ generator_nllloss : 5256.015820 ∣ generator_ganloss : 401.067505 ∣  [  std_z : 0.97  real_sub_fake : 2056.86 ]
[  epoch 0007/0040] 0950/4800, lr:1.0e-04 ∣ avg_100 : 31510.730349 ∣ critic_nllloss : 26169.246289 ∣ critic_ganloss : -613.659875 ∣ generator_nllloss : 5225.791992 ∣ generator_ganloss : 398.460034 ∣  [  std_z : 0.99  real_sub_fake : 2118.70 ]
[  epoch 0007/0040] 0960/4800, lr:1.0e-04 ∣ avg_100 : 31508.938146 ∣ critic_nllloss : 26096.439258 ∣ critic_ganloss : -693.137390 ∣ generator_nllloss : 5144.377344 ∣ generator_ganloss : 544.264307 ∣  [  std_z : 1.00  real_sub_fake : 2851.75 ]
[  epoch 0007/0040] 0970/4800, lr:1.0e-04 ∣ avg_100 : 31509.658192 ∣ critic_nllloss : 26258.936523 ∣ critic_ganloss : -770.501489 ∣ generator_nllloss : 5184.401367 ∣ generator_ganloss : 584.528174 ∣  [  std_z : 1.01  real_sub_fake : 2795.31 ]
[  epoch 0007/0040] 0980/4800, lr:1.0e-04 ∣ avg_100 : 31500.639691 ∣ critic_nllloss : 25919.395898 ∣ critic_ganloss : -909.565149 ∣ generator_nllloss : 5153.560352 ∣ generator_ganloss : 698.841553 ∣  [  std_z : 0.98  real_sub_fake : 3698.85 ]
[  epoch 0007/0040] 0990/4800, lr:1.0e-04 ∣ avg_100 : 31502.001681 ∣ critic_nllloss : 26312.302930 ∣ critic_ganloss : -729.361908 ∣ generator_nllloss : 5314.720508 ∣ generator_ganloss : 843.449561 ∣  [  std_z : 0.98  real_sub_fake : 2399.47 ]
[  epoch 0007/0040] 1000/4800, lr:1.0e-04 ∣ avg_100 : 31503.941639 ∣ critic_nllloss : 26230.626758 ∣ critic_ganloss : -626.867566 ∣ generator_nllloss : 5282.167969 ∣ generator_ganloss : 831.885937 ∣  [  std_z : 0.98  real_sub_fake : 3043.06 ]
[  epoch 0007/0040] 1010/4800, lr:1.0e-04 ∣ avg_100 : 31501.504065 ∣ critic_nllloss : 26155.422461 ∣ critic_ganloss : -826.956891 ∣ generator_nllloss : 5288.733398 ∣ generator_ganloss : 748.436133 ∣  [  std_z : 0.99  real_sub_fake : 2949.03 ]
[  epoch 0007/0040] 1020/4800, lr:1.0e-04 ∣ avg_100 : 31504.117886 ∣ critic_nllloss : 26251.717187 ∣ critic_ganloss : -631.711285 ∣ generator_nllloss : 5202.162109 ∣ generator_ganloss : 737.595410 ∣  [  std_z : 0.99  real_sub_fake : 2328.07 ]
[  epoch 0007/0040] 1030/4800, lr:1.0e-04 ∣ avg_100 : 31502.239443 ∣ critic_nllloss : 26251.847461 ∣ critic_ganloss : -780.035144 ∣ generator_nllloss : 5209.624219 ∣ generator_ganloss : 731.178564 ∣  [  std_z : 0.99  real_sub_fake : 2682.93 ]
[  epoch 0007/0040] 1040/4800, lr:1.0e-04 ∣ avg_100 : 31498.357847 ∣ critic_nllloss : 26136.858203 ∣ critic_ganloss : -702.953351 ∣ generator_nllloss : 5198.013477 ∣ generator_ganloss : 801.768018 ∣  [  std_z : 0.99  real_sub_fake : 2943.36 ]
[  epoch 0007/0040] 1050/4800, lr:1.0e-04 ∣ avg_100 : 31496.938196 ∣ critic_nllloss : 26284.791797 ∣ critic_ganloss : -684.246143 ∣ generator_nllloss : 5283.903516 ∣ generator_ganloss : 856.205322 ∣  [  std_z : 1.00  real_sub_fake : 2646.21 ]
[  epoch 0007/0040] 1060/4800, lr:1.0e-04 ∣ avg_100 : 31494.688221 ∣ critic_nllloss : 26260.728711 ∣ critic_ganloss : -709.584570 ∣ generator_nllloss : 5239.422461 ∣ generator_ganloss : 805.766309 ∣  [  std_z : 1.00  real_sub_fake : 2937.35 ]
[  epoch 0007/0040] 1070/4800, lr:1.0e-04 ∣ avg_100 : 31501.199239 ∣ critic_nllloss : 26286.742383 ∣ critic_ganloss : -290.313707 ∣ generator_nllloss : 5255.094531 ∣ generator_ganloss : 837.399121 ∣  [  std_z : 0.99  real_sub_fake : 1452.82 ]
[  epoch 0007/0040] 1080/4800, lr:1.0e-04 ∣ avg_100 : 31506.822169 ∣ critic_nllloss : 26220.026562 ∣ critic_ganloss : -281.866733 ∣ generator_nllloss : 5259.998242 ∣ generator_ganloss : 819.876489 ∣  [  std_z : 0.96  real_sub_fake : 894.97 ]
[  epoch 0007/0040] 1090/4800, lr:1.0e-04 ∣ avg_100 : 31503.921986 ∣ critic_nllloss : 26083.549414 ∣ critic_ganloss : -422.152641 ∣ generator_nllloss : 5055.067969 ∣ generator_ganloss : 723.626562 ∣  [  std_z : 0.98  real_sub_fake : 1311.71 ]
[  epoch 0007/0040] 1100/4800, lr:1.0e-04 ∣ avg_100 : 31507.645893 ∣ critic_nllloss : 26162.871875 ∣ critic_ganloss : -515.444733 ∣ generator_nllloss : 5276.592188 ∣ generator_ganloss : 716.236035 ∣  [  std_z : 1.00  real_sub_fake : 1953.65 ]
[  epoch 0007/0040] 1110/4800, lr:1.0e-04 ∣ avg_100 : 31512.229102 ∣ critic_nllloss : 26225.165430 ∣ critic_ganloss : -487.824213 ∣ generator_nllloss : 5294.502344 ∣ generator_ganloss : 817.127979 ∣  [  std_z : 1.00  real_sub_fake : 2229.36 ]
[  epoch 0007/0040] 1120/4800, lr:1.0e-04 ∣ avg_100 : 31511.241311 ∣ critic_nllloss : 26020.573047 ∣ critic_ganloss : -587.567194 ∣ generator_nllloss : 5099.894141 ∣ generator_ganloss : 800.953125 ∣  [  std_z : 0.98  real_sub_fake : 1942.84 ]
[  epoch 0007/0040] 1130/4800, lr:1.0e-04 ∣ avg_100 : 31510.686001 ∣ critic_nllloss : 26255.066016 ∣ critic_ganloss : -796.507983 ∣ generator_nllloss : 5190.790234 ∣ generator_ganloss : 792.600391 ∣  [  std_z : 0.97  real_sub_fake : 2706.80 ]
[  epoch 0007/0040] 1140/4800, lr:1.0e-04 ∣ avg_100 : 31509.086829 ∣ critic_nllloss : 25956.752148 ∣ critic_ganloss : -545.649988 ∣ generator_nllloss : 5205.779102 ∣ generator_ganloss : 853.027197 ∣  [  std_z : 0.99  real_sub_fake : 2674.31 ]
[  epoch 0007/0040] 1150/4800, lr:1.0e-04 ∣ avg_100 : 31508.732822 ∣ critic_nllloss : 26090.849023 ∣ critic_ganloss : -567.875314 ∣ generator_nllloss : 5311.245703 ∣ generator_ganloss : 810.288037 ∣  [  std_z : 1.01  real_sub_fake : 1915.57 ]
[  epoch 0007/0040] 1160/4800, lr:1.0e-04 ∣ avg_100 : 31508.889462 ∣ critic_nllloss : 25909.351758 ∣ critic_ganloss : -530.408246 ∣ generator_nllloss : 5189.459375 ∣ generator_ganloss : 835.612402 ∣  [  std_z : 1.00  real_sub_fake : 2054.33 ]
[  epoch 0007/0040] 1170/4800, lr:1.0e-04 ∣ avg_100 : 31506.923448 ∣ critic_nllloss : 26236.275195 ∣ critic_ganloss : -566.115472 ∣ generator_nllloss : 5236.703516 ∣ generator_ganloss : 832.346655 ∣  [  std_z : 0.98  real_sub_fake : 2320.54 ]
[  epoch 0007/0040] 1180/4800, lr:1.0e-04 ∣ avg_100 : 31511.015459 ∣ critic_nllloss : 26333.889258 ∣ critic_ganloss : -558.350995 ∣ generator_nllloss : 5231.698438 ∣ generator_ganloss : 802.270483 ∣  [  std_z : 0.98  real_sub_fake : 2129.10 ]
[  epoch 0007/0040] 1190/4800, lr:1.0e-04 ∣ avg_100 : 31509.669899 ∣ critic_nllloss : 25977.853125 ∣ critic_ganloss : -661.030188 ∣ generator_nllloss : 5108.783594 ∣ generator_ganloss : 723.639111 ∣  [  std_z : 0.99  real_sub_fake : 2348.05 ]
[  epoch 0007/0040] 1200/4800, lr:1.0e-04 ∣ avg_100 : 31512.503762 ∣ critic_nllloss : 26167.257031 ∣ critic_ganloss : -333.725555 ∣ generator_nllloss : 5231.662500 ∣ generator_ganloss : 754.162549 ∣  [  std_z : 1.00  real_sub_fake : 1763.37 ]
[  epoch 0007/0040] 1210/4800, lr:1.0e-04 ∣ avg_100 : 31515.362054 ∣ critic_nllloss : 26169.000000 ∣ critic_ganloss : -477.887878 ∣ generator_nllloss : 5260.637109 ∣ generator_ganloss : 688.997266 ∣  [  std_z : 0.98  real_sub_fake : 1366.84 ]
[  epoch 0007/0040] 1220/4800, lr:1.0e-04 ∣ avg_100 : 31512.782846 ∣ critic_nllloss : 26030.725781 ∣ critic_ganloss : -647.006180 ∣ generator_nllloss : 5161.352344 ∣ generator_ganloss : 743.525854 ∣  [  std_z : 0.97  real_sub_fake : 2153.55 ]
[  epoch 0007/0040] 1230/4800, lr:1.0e-04 ∣ avg_100 : 31516.734907 ∣ critic_nllloss : 26135.462500 ∣ critic_ganloss : -600.742072 ∣ generator_nllloss : 5291.202539 ∣ generator_ganloss : 876.654346 ∣  [  std_z : 0.98  real_sub_fake : 2848.42 ]
[  epoch 0007/0040] 1240/4800, lr:1.0e-04 ∣ avg_100 : 31518.504508 ∣ critic_nllloss : 26273.971289 ∣ critic_ganloss : -561.545612 ∣ generator_nllloss : 5279.239844 ∣ generator_ganloss : 907.583203 ∣  [  std_z : 0.99  real_sub_fake : 2249.95 ]
[  epoch 0007/0040] 1250/4800, lr:1.0e-04 ∣ avg_100 : 31518.292999 ∣ critic_nllloss : 26120.898633 ∣ critic_ganloss : -607.366898 ∣ generator_nllloss : 5243.879492 ∣ generator_ganloss : 896.446533 ∣  [  std_z : 0.98  real_sub_fake : 1829.30 ]
[  epoch 0007/0040] 1260/4800, lr:1.0e-04 ∣ avg_100 : 31513.122633 ∣ critic_nllloss : 25959.166602 ∣ critic_ganloss : -635.812439 ∣ generator_nllloss : 5163.950781 ∣ generator_ganloss : 827.167187 ∣  [  std_z : 0.97  real_sub_fake : 2625.14 ]
[  epoch 0007/0040] 1270/4800, lr:1.0e-04 ∣ avg_100 : 31516.416590 ∣ critic_nllloss : 26285.543945 ∣ critic_ganloss : -554.031546 ∣ generator_nllloss : 5248.500586 ∣ generator_ganloss : 857.066797 ∣  [  std_z : 0.99  real_sub_fake : 2281.71 ]
[  epoch 0007/0040] 1280/4800, lr:1.0e-04 ∣ avg_100 : 31516.969275 ∣ critic_nllloss : 26200.746680 ∣ critic_ganloss : -518.248859 ∣ generator_nllloss : 5291.934570 ∣ generator_ganloss : 868.307910 ∣  [  std_z : 1.00  real_sub_fake : 1954.92 ]
[  epoch 0007/0040] 1290/4800, lr:1.0e-04 ∣ avg_100 : 31514.923902 ∣ critic_nllloss : 26138.506445 ∣ critic_ganloss : -666.258060 ∣ generator_nllloss : 5148.353906 ∣ generator_ganloss : 803.142920 ∣  [  std_z : 0.99  real_sub_fake : 2196.98 ]
[  epoch 0007/0040] 1300/4800, lr:1.0e-04 ∣ avg_100 : 31515.766198 ∣ critic_nllloss : 26208.578711 ∣ critic_ganloss : -483.949182 ∣ generator_nllloss : 5215.170313 ∣ generator_ganloss : 833.952588 ∣  [  std_z : 0.99  real_sub_fake : 2248.58 ]
[  epoch 0007/0040] 1310/4800, lr:1.0e-04 ∣ avg_100 : 31516.039396 ∣ critic_nllloss : 26166.659180 ∣ critic_ganloss : -495.149255 ∣ generator_nllloss : 5173.450977 ∣ generator_ganloss : 777.658765 ∣  [  std_z : 0.99  real_sub_fake : 1845.20 ]
[  epoch 0007/0040] 1320/4800, lr:1.0e-04 ∣ avg_100 : 31513.451758 ∣ critic_nllloss : 25962.115039 ∣ critic_ganloss : -599.733002 ∣ generator_nllloss : 5237.004297 ∣ generator_ganloss : 825.487451 ∣  [  std_z : 0.99  real_sub_fake : 2093.74 ]
[  epoch 0007/0040] 1330/4800, lr:1.0e-04 ∣ avg_100 : 31517.324749 ∣ critic_nllloss : 26313.144336 ∣ critic_ganloss : -447.465132 ∣ generator_nllloss : 5284.231250 ∣ generator_ganloss : 820.845410 ∣  [  std_z : 0.98  real_sub_fake : 2332.13 ]
[  epoch 0007/0040] 1340/4800, lr:1.0e-04 ∣ avg_100 : 31519.499653 ∣ critic_nllloss : 26332.796875 ∣ critic_ganloss : -440.770871 ∣ generator_nllloss : 5262.481641 ∣ generator_ganloss : 809.868604 ∣  [  std_z : 0.97  real_sub_fake : 1254.85 ]
[  epoch 0007/0040] 1350/4800, lr:1.0e-04 ∣ avg_100 : 31521.703737 ∣ critic_nllloss : 26201.152148 ∣ critic_ganloss : -541.864474 ∣ generator_nllloss : 5201.583398 ∣ generator_ganloss : 718.186572 ∣  [  std_z : 0.99  real_sub_fake : 2049.78 ]
[  epoch 0007/0040] 1360/4800, lr:1.0e-04 ∣ avg_100 : 31521.341591 ∣ critic_nllloss : 26239.141406 ∣ critic_ganloss : -538.380762 ∣ generator_nllloss : 5208.860352 ∣ generator_ganloss : 750.418799 ∣  [  std_z : 1.01  real_sub_fake : 2122.20 ]
[  epoch 0007/0040] 1370/4800, lr:1.0e-04 ∣ avg_100 : 31518.875420 ∣ critic_nllloss : 26061.644727 ∣ critic_ganloss : -586.010880 ∣ generator_nllloss : 5171.664844 ∣ generator_ganloss : 665.248169 ∣  [  std_z : 1.00  real_sub_fake : 2185.69 ]
[  epoch 0007/0040] 1380/4800, lr:1.0e-04 ∣ avg_100 : 31518.453556 ∣ critic_nllloss : 26210.835938 ∣ critic_ganloss : -614.442059 ∣ generator_nllloss : 5186.179297 ∣ generator_ganloss : 728.985645 ∣  [  std_z : 0.98  real_sub_fake : 2234.49 ]
[  epoch 0007/0040] 1390/4800, lr:1.0e-04 ∣ avg_100 : 31518.267182 ∣ critic_nllloss : 25968.077930 ∣ critic_ganloss : -367.713614 ∣ generator_nllloss : 5213.257422 ∣ generator_ganloss : 721.259375 ∣  [  std_z : 0.96  real_sub_fake : 1919.18 ]
[  epoch 0007/0040] 1400/4800, lr:1.0e-04 ∣ avg_100 : 31516.780906 ∣ critic_nllloss : 26200.645508 ∣ critic_ganloss : -419.136673 ∣ generator_nllloss : 5172.116016 ∣ generator_ganloss : 692.914062 ∣  [  std_z : 0.98  real_sub_fake : 1328.01 ]
[  epoch 0007/0040] 1410/4800, lr:1.0e-04 ∣ avg_100 : 31518.912974 ∣ critic_nllloss : 26171.157617 ∣ critic_ganloss : -459.733618 ∣ generator_nllloss : 5256.566797 ∣ generator_ganloss : 676.763354 ∣  [  std_z : 0.99  real_sub_fake : 1519.43 ]
[  epoch 0007/0040] 1420/4800, lr:1.0e-04 ∣ avg_100 : 31512.614973 ∣ critic_nllloss : 26002.668359 ∣ critic_ganloss : -585.635733 ∣ generator_nllloss : 5244.087305 ∣ generator_ganloss : 711.055298 ∣  [  std_z : 0.99  real_sub_fake : 2216.99 ]
[  epoch 0007/0040] 1430/4800, lr:1.0e-04 ∣ avg_100 : 31510.971347 ∣ critic_nllloss : 26048.541016 ∣ critic_ganloss : -504.634570 ∣ generator_nllloss : 5179.847461 ∣ generator_ganloss : 917.582227 ∣  [  std_z : 0.99  real_sub_fake : 2019.08 ]
[  epoch 0007/0040] 1440/4800, lr:1.0e-04 ∣ avg_100 : 31508.339918 ∣ critic_nllloss : 26119.445312 ∣ critic_ganloss : -652.193701 ∣ generator_nllloss : 5224.294336 ∣ generator_ganloss : 918.367334 ∣  [  std_z : 0.99  real_sub_fake : 2349.65 ]
[  epoch 0007/0040] 1450/4800, lr:1.0e-04 ∣ avg_100 : 31510.056980 ∣ critic_nllloss : 26292.814453 ∣ critic_ganloss : -796.759320 ∣ generator_nllloss : 5299.872266 ∣ generator_ganloss : 943.165234 ∣  [  std_z : 0.99  real_sub_fake : 3191.35 ]
[  epoch 0007/0040] 1460/4800, lr:1.0e-04 ∣ avg_100 : 31513.498711 ∣ critic_nllloss : 26140.417578 ∣ critic_ganloss : -364.527441 ∣ generator_nllloss : 5264.703320 ∣ generator_ganloss : 923.237109 ∣  [  std_z : 0.98  real_sub_fake : 1899.60 ]
[  epoch 0007/0040] 1470/4800, lr:1.0e-04 ∣ avg_100 : 31516.889106 ∣ critic_nllloss : 26230.733203 ∣ critic_ganloss : -429.537015 ∣ generator_nllloss : 5217.534375 ∣ generator_ganloss : 884.583301 ∣  [  std_z : 0.99  real_sub_fake : 1158.35 ]
[  epoch 0007/0040] 1480/4800, lr:1.0e-04 ∣ avg_100 : 31514.701111 ∣ critic_nllloss : 25957.220508 ∣ critic_ganloss : -578.986703 ∣ generator_nllloss : 5214.307617 ∣ generator_ganloss : 753.045459 ∣  [  std_z : 0.99  real_sub_fake : 2360.67 ]
[  epoch 0007/0040] 1490/4800, lr:1.0e-04 ∣ avg_100 : 31517.636730 ∣ critic_nllloss : 26094.207227 ∣ critic_ganloss : -417.222134 ∣ generator_nllloss : 5274.107813 ∣ generator_ganloss : 764.371484 ∣  [  std_z : 0.99  real_sub_fake : 1834.53 ]
[  epoch 0007/0040] 1500/4800, lr:1.0e-04 ∣ avg_100 : 31519.449821 ∣ critic_nllloss : 26128.990039 ∣ critic_ganloss : -463.535553 ∣ generator_nllloss : 5263.680664 ∣ generator_ganloss : 695.323730 ∣  [  std_z : 0.98  real_sub_fake : 1387.83 ]
[  epoch 0007/0040] 1510/4800, lr:1.0e-04 ∣ avg_100 : 31520.954787 ∣ critic_nllloss : 26031.128711 ∣ critic_ganloss : -576.039661 ∣ generator_nllloss : 5192.355664 ∣ generator_ganloss : 732.494531 ∣  [  std_z : 0.98  real_sub_fake : 2432.37 ]
[  epoch 0007/0040] 1520/4800, lr:1.0e-04 ∣ avg_100 : 31523.650179 ∣ critic_nllloss : 26102.081641 ∣ critic_ganloss : -617.277896 ∣ generator_nllloss : 5188.252344 ∣ generator_ganloss : 762.935254 ∣  [  std_z : 1.00  real_sub_fake : 2201.49 ]
[  epoch 0007/0040] 1530/4800, lr:1.0e-04 ∣ avg_100 : 31525.598944 ∣ critic_nllloss : 26087.867578 ∣ critic_ganloss : -596.884900 ∣ generator_nllloss : 5223.866406 ∣ generator_ganloss : 816.747827 ∣  [  std_z : 0.99  real_sub_fake : 2116.83 ]
[  epoch 0007/0040] 1540/4800, lr:1.0e-04 ∣ avg_100 : 31525.083535 ∣ critic_nllloss : 26095.761914 ∣ critic_ganloss : -657.798834 ∣ generator_nllloss : 5266.745313 ∣ generator_ganloss : 689.781396 ∣  [  std_z : 0.98  real_sub_fake : 2683.65 ]
[  epoch 0007/0040] 1550/4800, lr:1.0e-04 ∣ avg_100 : 31526.176826 ∣ critic_nllloss : 26192.066406 ∣ critic_ganloss : -616.671509 ∣ generator_nllloss : 5204.732031 ∣ generator_ganloss : 706.589087 ∣  [  std_z : 0.98  real_sub_fake : 2385.11 ]
[  epoch 0007/0040] 1560/4800, lr:1.0e-04 ∣ avg_100 : 31526.800439 ∣ critic_nllloss : 25974.796484 ∣ critic_ganloss : -548.926465 ∣ generator_nllloss : 5231.401953 ∣ generator_ganloss : 675.783789 ∣  [  std_z : 0.98  real_sub_fake : 2150.73 ]
[  epoch 0007/0040] 1570/4800, lr:1.0e-04 ∣ avg_100 : 31527.404210 ∣ critic_nllloss : 26154.548047 ∣ critic_ganloss : -604.650513 ∣ generator_nllloss : 5212.065430 ∣ generator_ganloss : 675.745850 ∣  [  std_z : 1.00  real_sub_fake : 2389.25 ]
[  epoch 0007/0040] 1580/4800, lr:1.0e-04 ∣ avg_100 : 31526.638741 ∣ critic_nllloss : 26226.391406 ∣ critic_ganloss : -631.786859 ∣ generator_nllloss : 5214.996680 ∣ generator_ganloss : 706.453809 ∣  [  std_z : 1.00  real_sub_fake : 2268.35 ]
[  epoch 0007/0040] 1590/4800, lr:1.0e-04 ∣ avg_100 : 31523.743318 ∣ critic_nllloss : 26162.587500 ∣ critic_ganloss : -613.485040 ∣ generator_nllloss : 5267.152539 ∣ generator_ganloss : 763.414551 ∣  [  std_z : 0.99  real_sub_fake : 2258.30 ]
[  epoch 0007/0040] 1600/4800, lr:1.0e-04 ∣ avg_100 : 31523.895327 ∣ critic_nllloss : 26345.112500 ∣ critic_ganloss : -613.525763 ∣ generator_nllloss : 5207.097461 ∣ generator_ganloss : 881.795068 ∣  [  std_z : 0.97  real_sub_fake : 2227.06 ]
[  epoch 0007/0040] 1610/4800, lr:1.0e-04 ∣ avg_100 : 31530.695672 ∣ critic_nllloss : 26232.356250 ∣ critic_ganloss : -297.155496 ∣ generator_nllloss : 5213.278516 ∣ generator_ganloss : 1033.639258 ∣     [  std_z : 0.99  real_sub_fake : 1965.18 ]
[  epoch 0007/0040] 1620/4800, lr:1.0e-04 ∣ avg_100 : 31539.363354 ∣ critic_nllloss : 26143.823828 ∣ critic_ganloss : -228.096823 ∣ generator_nllloss : 5232.749023 ∣ generator_ganloss : 1074.543750 ∣     [  std_z : 0.99  real_sub_fake : 541.55 ]
[  epoch 0007/0040] 1630/4800, lr:1.0e-04 ∣ avg_100 : 31543.506204 ∣ critic_nllloss : 25985.772070 ∣ critic_ganloss : -331.336441 ∣ generator_nllloss : 5136.074609 ∣ generator_ganloss : 923.463867 ∣  [  std_z : 1.00  real_sub_fake : 891.29 ]
[  epoch 0007/0040] 1640/4800, lr:1.0e-04 ∣ avg_100 : 31551.201763 ∣ critic_nllloss : 26306.325391 ∣ critic_ganloss : -525.670682 ∣ generator_nllloss : 5188.783203 ∣ generator_ganloss : 834.695166 ∣  [  std_z : 0.99  real_sub_fake : 1830.87 ]
[  epoch 0007/0040] 1650/4800, lr:1.0e-04 ∣ avg_100 : 31551.009376 ∣ critic_nllloss : 26134.729492 ∣ critic_ganloss : -658.946075 ∣ generator_nllloss : 5176.478906 ∣ generator_ganloss : 870.818018 ∣  [  std_z : 0.99  real_sub_fake : 2473.45 ]
[  epoch 0007/0040] 1660/4800, lr:1.0e-04 ∣ avg_100 : 31554.427377 ∣ critic_nllloss : 26018.719141 ∣ critic_ganloss : -563.022021 ∣ generator_nllloss : 5223.851953 ∣ generator_ganloss : 966.760742 ∣  [  std_z : 0.99  real_sub_fake : 2594.45 ]
[  epoch 0007/0040] 1670/4800, lr:1.0e-04 ∣ avg_100 : 31559.469735 ∣ critic_nllloss : 26210.953320 ∣ critic_ganloss : -546.829828 ∣ generator_nllloss : 5309.787305 ∣ generator_ganloss : 1076.848584 ∣     [  std_z : 0.99  real_sub_fake : 1786.36 ]
[  epoch 0007/0040] 1680/4800, lr:1.0e-04 ∣ avg_100 : 31565.404328 ∣ critic_nllloss : 26255.168359 ∣ critic_ganloss : -614.496893 ∣ generator_nllloss : 5219.232813 ∣ generator_ganloss : 1055.536670 ∣     [  std_z : 0.99  real_sub_fake : 2256.13 ]
[  epoch 0007/0040] 1690/4800, lr:1.0e-04 ∣ avg_100 : 31566.208674 ∣ critic_nllloss : 26148.450000 ∣ critic_ganloss : -638.321918 ∣ generator_nllloss : 5111.005078 ∣ generator_ganloss : 992.307129 ∣  [  std_z : 0.98  real_sub_fake : 2754.68 ]
[  epoch 0007/0040] 1700/4800, lr:1.0e-04 ∣ avg_100 : 31569.311361 ∣ critic_nllloss : 25972.338867 ∣ critic_ganloss : -524.063974 ∣ generator_nllloss : 5139.508984 ∣ generator_ganloss : 988.938477 ∣  [  std_z : 0.98  real_sub_fake : 2096.98 ]
[  epoch 0007/0040] 1710/4800, lr:1.0e-04 ∣ avg_100 : 31574.234919 ∣ critic_nllloss : 26019.607227 ∣ critic_ganloss : -586.267065 ∣ generator_nllloss : 5269.368359 ∣ generator_ganloss : 926.170996 ∣  [  std_z : 0.99  real_sub_fake : 1817.06 ]
[  epoch 0007/0040] 1720/4800, lr:1.0e-04 ∣ avg_100 : 31578.729010 ∣ critic_nllloss : 26186.226758 ∣ critic_ganloss : -615.268872 ∣ generator_nllloss : 5336.056641 ∣ generator_ganloss : 926.488037 ∣  [  std_z : 1.00  real_sub_fake : 2346.23 ]
[  epoch 0007/0040] 1730/4800, lr:1.0e-04 ∣ avg_100 : 31581.179211 ∣ critic_nllloss : 26313.566797 ∣ critic_ganloss : -570.885248 ∣ generator_nllloss : 5281.494531 ∣ generator_ganloss : 956.767383 ∣  [  std_z : 0.99  real_sub_fake : 2598.29 ]
[  epoch 0007/0040] 1740/4800, lr:1.0e-04 ∣ avg_100 : 31585.087260 ∣ critic_nllloss : 26159.114063 ∣ critic_ganloss : -483.742551 ∣ generator_nllloss : 5208.832812 ∣ generator_ganloss : 989.492725 ∣  [  std_z : 0.98  real_sub_fake : 1751.42 ]
[  epoch 0007/0040] 1750/4800, lr:1.0e-04 ∣ avg_100 : 31584.886495 ∣ critic_nllloss : 26106.451562 ∣ critic_ganloss : -597.922040 ∣ generator_nllloss : 5202.959375 ∣ generator_ganloss : 907.089551 ∣  [  std_z : 0.99  real_sub_fake : 2317.82 ]
[  epoch 0007/0040] 1760/4800, lr:1.0e-04 ∣ avg_100 : 31580.883899 ∣ critic_nllloss : 25960.876953 ∣ critic_ganloss : -589.561908 ∣ generator_nllloss : 5214.426367 ∣ generator_ganloss : 924.082959 ∣  [  std_z : 1.00  real_sub_fake : 2303.35 ]
[  epoch 0007/0040] 1770/4800, lr:1.0e-04 ∣ avg_100 : 31585.713374 ∣ critic_nllloss : 26129.820898 ∣ critic_ganloss : -691.763104 ∣ generator_nllloss : 5328.361328 ∣ generator_ganloss : 877.189014 ∣  [  std_z : 0.99  real_sub_fake : 2263.42 ]
[  epoch 0007/0040] 1780/4800, lr:1.0e-04 ∣ avg_100 : 31587.926873 ∣ critic_nllloss : 26124.764648 ∣ critic_ganloss : -632.171393 ∣ generator_nllloss : 5299.822656 ∣ generator_ganloss : 875.645020 ∣  [  std_z : 0.98  real_sub_fake : 2767.07 ]
[  epoch 0007/0040] 1790/4800, lr:1.0e-04 ∣ avg_100 : 31591.242899 ∣ critic_nllloss : 26130.001367 ∣ critic_ganloss : -557.766644 ∣ generator_nllloss : 5217.178125 ∣ generator_ganloss : 923.113965 ∣  [  std_z : 0.98  real_sub_fake : 1832.57 ]
[  epoch 0007/0040] 1800/4800, lr:1.0e-04 ∣ avg_100 : 31595.681630 ∣ critic_nllloss : 26158.151172 ∣ critic_ganloss : -351.422263 ∣ generator_nllloss : 5279.531641 ∣ generator_ganloss : 892.980176 ∣  [  std_z : 1.00  real_sub_fake : 1832.08 ]
[  epoch 0007/0040] 1810/4800, lr:1.0e-04 ∣ avg_100 : 31598.629385 ∣ critic_nllloss : 26148.811133 ∣ critic_ganloss : -463.986246 ∣ generator_nllloss : 5279.389648 ∣ generator_ganloss : 840.591357 ∣  [  std_z : 0.99  real_sub_fake : 1394.17 ]
[  epoch 0007/0040] 1820/4800, lr:1.0e-04 ∣ avg_100 : 31596.135624 ∣ critic_nllloss : 25992.658789 ∣ critic_ganloss : -638.576465 ∣ generator_nllloss : 5213.668750 ∣ generator_ganloss : 784.834961 ∣  [  std_z : 0.97  real_sub_fake : 2247.78 ]
[  epoch 0007/0040] 1830/4800, lr:1.0e-04 ∣ avg_100 : 31595.439725 ∣ critic_nllloss : 26228.323437 ∣ critic_ganloss : -585.323773 ∣ generator_nllloss : 5202.043750 ∣ generator_ganloss : 808.851270 ∣  [  std_z : 0.97  real_sub_fake : 2777.41 ]
[  epoch 0007/0040] 1840/4800, lr:1.0e-04 ∣ avg_100 : 31598.323778 ∣ critic_nllloss : 26197.702344 ∣ critic_ganloss : -619.137842 ∣ generator_nllloss : 5259.041016 ∣ generator_ganloss : 746.132056 ∣  [  std_z : 0.98  real_sub_fake : 2101.10 ]
[  epoch 0007/0040] 1850/4800, lr:1.0e-04 ∣ avg_100 : 31593.948107 ∣ critic_nllloss : 26220.154297 ∣ critic_ganloss : -628.362402 ∣ generator_nllloss : 5155.285937 ∣ generator_ganloss : 726.998389 ∣  [  std_z : 0.99  real_sub_fake : 2422.69 ]
[  epoch 0007/0040] 1860/4800, lr:1.0e-04 ∣ avg_100 : 31596.971594 ∣ critic_nllloss : 26259.755469 ∣ critic_ganloss : -496.143463 ∣ generator_nllloss : 5262.498242 ∣ generator_ganloss : 777.482422 ∣  [  std_z : 0.99  real_sub_fake : 2076.33 ]
[  epoch 0007/0040] 1870/4800, lr:1.0e-04 ∣ avg_100 : 31598.290252 ∣ critic_nllloss : 26044.370312 ∣ critic_ganloss : -570.600153 ∣ generator_nllloss : 5212.589063 ∣ generator_ganloss : 825.325684 ∣  [  std_z : 0.99  real_sub_fake : 1805.76 ]
[  epoch 0007/0040] 1880/4800, lr:1.0e-04 ∣ avg_100 : 31600.390405 ∣ critic_nllloss : 26164.773047 ∣ critic_ganloss : -606.287994 ∣ generator_nllloss : 5216.688086 ∣ generator_ganloss : 825.310107 ∣  [  std_z : 0.98  real_sub_fake : 2287.34 ]
[  epoch 0007/0040] 1890/4800, lr:1.0e-04 ∣ avg_100 : 31602.471063 ∣ critic_nllloss : 26159.563867 ∣ critic_ganloss : -500.530164 ∣ generator_nllloss : 5225.159766 ∣ generator_ganloss : 889.276416 ∣  [  std_z : 0.99  real_sub_fake : 2447.73 ]
[  epoch 0007/0040] 1900/4800, lr:1.0e-04 ∣ avg_100 : 31602.495491 ∣ critic_nllloss : 26070.754688 ∣ critic_ganloss : -682.327661 ∣ generator_nllloss : 5215.578516 ∣ generator_ganloss : 865.733301 ∣  [  std_z : 0.99  real_sub_fake : 2109.69 ]
[  epoch 0007/0040] 1910/4800, lr:1.0e-04 ∣ avg_100 : 31607.632301 ∣ critic_nllloss : 26319.781445 ∣ critic_ganloss : -679.172302 ∣ generator_nllloss : 5236.663477 ∣ generator_ganloss : 842.848340 ∣  [  std_z : 1.00  real_sub_fake : 2583.62 ]
[  epoch 0007/0040] 1920/4800, lr:1.0e-04 ∣ avg_100 : 31614.977392 ∣ critic_nllloss : 26233.893164 ∣ critic_ganloss : -463.576187 ∣ generator_nllloss : 5178.456641 ∣ generator_ganloss : 844.480908 ∣  [  std_z : 0.98  real_sub_fake : 2159.11 ]
[  epoch 0007/0040] 1930/4800, lr:1.0e-04 ∣ avg_100 : 31618.218386 ∣ critic_nllloss : 26001.576758 ∣ critic_ganloss : -556.422009 ∣ generator_nllloss : 5224.588867 ∣ generator_ganloss : 804.713477 ∣  [  std_z : 0.98  real_sub_fake : 1858.97 ]
[  epoch 0007/0040] 1940/4800, lr:1.0e-04 ∣ avg_100 : 31623.148124 ∣ critic_nllloss : 26202.088281 ∣ critic_ganloss : -497.944061 ∣ generator_nllloss : 5189.568164 ∣ generator_ganloss : 820.824414 ∣  [  std_z : 0.99  real_sub_fake : 2186.77 ]
[  epoch 0007/0040] 1950/4800, lr:1.0e-04 ∣ avg_100 : 31627.932275 ∣ critic_nllloss : 26253.624609 ∣ critic_ganloss : -667.118359 ∣ generator_nllloss : 5275.288672 ∣ generator_ganloss : 796.458594 ∣  [  std_z : 0.99  real_sub_fake : 2386.56 ]
[  epoch 0007/0040] 1960/4800, lr:1.0e-04 ∣ avg_100 : 31637.017388 ∣ critic_nllloss : 26303.653906 ∣ critic_ganloss : -399.400507 ∣ generator_nllloss : 5318.706055 ∣ generator_ganloss : 777.495361 ∣  [  std_z : 0.98  real_sub_fake : 2332.20 ]
[  epoch 0007/0040] 1970/4800, lr:1.0e-04 ∣ avg_100 : 31642.136928 ∣ critic_nllloss : 26147.722852 ∣ critic_ganloss : -337.561594 ∣ generator_nllloss : 5162.592578 ∣ generator_ganloss : 796.564722 ∣  [  std_z : 0.98  real_sub_fake : 810.20 ]
[  epoch 0007/0040] 1980/4800, lr:1.0e-04 ∣ avg_100 : 31649.066519 ∣ critic_nllloss : 25998.243750 ∣ critic_ganloss : -356.187585 ∣ generator_nllloss : 5220.461719 ∣ generator_ganloss : 692.673853 ∣  [  std_z : 0.99  real_sub_fake : 1121.35 ]
[  epoch 0007/0040] 1990/4800, lr:1.0e-04 ∣ avg_100 : 31645.405891 ∣ critic_nllloss : 25991.431250 ∣ critic_ganloss : -444.857071 ∣ generator_nllloss : 5098.357227 ∣ generator_ganloss : 730.116895 ∣  [  std_z : 1.01  real_sub_fake : 1648.16 ]
[  epoch 0007/0040] 2000/4800, lr:1.0e-04 ∣ avg_100 : 31644.760868 ∣ critic_nllloss : 26175.814063 ∣ critic_ganloss : -486.707471 ∣ generator_nllloss : 5214.930469 ∣ generator_ganloss : 749.273730 ∣  [  std_z : 1.01  real_sub_fake : 1817.75 ]
[  epoch 0007/0040] 2010/4800, lr:1.0e-04 ∣ avg_100 : 31647.108864 ∣ critic_nllloss : 26154.936133 ∣ critic_ganloss : -541.191064 ∣ generator_nllloss : 5203.473828 ∣ generator_ganloss : 783.215820 ∣  [  std_z : 0.99  real_sub_fake : 2050.01 ]
[  epoch 0007/0040] 2020/4800, lr:1.0e-04 ∣ avg_100 : 31650.039343 ∣ critic_nllloss : 26217.180664 ∣ critic_ganloss : -527.289914 ∣ generator_nllloss : 5353.377734 ∣ generator_ganloss : 809.542896 ∣  [  std_z : 0.97  real_sub_fake : 1999.28 ]
[  epoch 0007/0040] 2030/4800, lr:1.0e-04 ∣ avg_100 : 31652.311402 ∣ critic_nllloss : 26132.698047 ∣ critic_ganloss : -524.436078 ∣ generator_nllloss : 5224.767773 ∣ generator_ganloss : 806.791211 ∣  [  std_z : 0.99  real_sub_fake : 2002.25 ]
[  epoch 0007/0040] 2040/4800, lr:1.0e-04 ∣ avg_100 : 31654.790148 ∣ critic_nllloss : 26293.942578 ∣ critic_ganloss : -598.516409 ∣ generator_nllloss : 5199.887305 ∣ generator_ganloss : 786.247510 ∣  [  std_z : 1.00  real_sub_fake : 2119.09 ]
[  epoch 0007/0040] 2050/4800, lr:1.0e-04 ∣ avg_100 : 31655.374001 ∣ critic_nllloss : 26280.721680 ∣ critic_ganloss : -582.911420 ∣ generator_nllloss : 5322.540820 ∣ generator_ganloss : 778.688721 ∣  [  std_z : 1.00  real_sub_fake : 2393.41 ]
[  epoch 0007/0040] 2060/4800, lr:1.0e-04 ∣ avg_100 : 31654.374201 ∣ critic_nllloss : 26077.572461 ∣ critic_ganloss : -558.767444 ∣ generator_nllloss : 5180.363086 ∣ generator_ganloss : 797.184814 ∣  [  std_z : 0.99  real_sub_fake : 2076.15 ]
[  epoch 0007/0040] 2070/4800, lr:1.0e-04 ∣ avg_100 : 31647.907706 ∣ critic_nllloss : 25995.838281 ∣ critic_ganloss : -604.322723 ∣ generator_nllloss : 5186.658984 ∣ generator_ganloss : 864.098193 ∣  [  std_z : 0.99  real_sub_fake : 2059.59 ]
[  epoch 0007/0040] 2080/4800, lr:1.0e-04 ∣ avg_100 : 31641.325220 ∣ critic_nllloss : 25919.679102 ∣ critic_ganloss : -659.706433 ∣ generator_nllloss : 5268.094531 ∣ generator_ganloss : 831.718799 ∣  [  std_z : 0.98  real_sub_fake : 2522.59 ]
[  epoch 0007/0040] 2090/4800, lr:1.0e-04 ∣ avg_100 : 31643.688057 ∣ critic_nllloss : 26235.452930 ∣ critic_ganloss : -693.232837 ∣ generator_nllloss : 5214.631836 ∣ generator_ganloss : 919.523096 ∣  [  std_z : 0.98  real_sub_fake : 2813.54 ]
[  epoch 0007/0040] 2100/4800, lr:1.0e-04 ∣ avg_100 : 31644.792432 ∣ critic_nllloss : 26220.547461 ∣ critic_ganloss : -613.929413 ∣ generator_nllloss : 5208.549219 ∣ generator_ganloss : 935.525635 ∣  [  std_z : 1.00  real_sub_fake : 2337.75 ]
[  epoch 0007/0040] 2110/4800, lr:1.0e-04 ∣ avg_100 : 31643.097214 ∣ critic_nllloss : 26007.712305 ∣ critic_ganloss : -549.922028 ∣ generator_nllloss : 5238.715625 ∣ generator_ganloss : 982.943799 ∣  [  std_z : 1.00  real_sub_fake : 2128.46 ]
[  epoch 0007/0040] 2120/4800, lr:1.0e-04 ∣ avg_100 : 31649.799583 ∣ critic_nllloss : 26381.317188 ∣ critic_ganloss : -624.915851 ∣ generator_nllloss : 5314.179297 ∣ generator_ganloss : 933.509326 ∣  [  std_z : 0.99  real_sub_fake : 2407.57 ]
[  epoch 0007/0040] 2130/4800, lr:1.0e-04 ∣ avg_100 : 31652.887040 ∣ critic_nllloss : 25999.930859 ∣ critic_ganloss : -397.412881 ∣ generator_nllloss : 5146.262695 ∣ generator_ganloss : 1001.913770 ∣     [  std_z : 0.98  real_sub_fake : 1543.86 ]
[  epoch 0007/0040] 2140/4800, lr:1.0e-04 ∣ avg_100 : 31653.366069 ∣ critic_nllloss : 26032.644141 ∣ critic_ganloss : -551.374091 ∣ generator_nllloss : 5127.119922 ∣ generator_ganloss : 909.421387 ∣  [  std_z : 0.99  real_sub_fake : 2042.85 ]
[  epoch 0007/0040] 2150/4800, lr:1.0e-04 ∣ avg_100 : 31651.334717 ∣ critic_nllloss : 26039.530469 ∣ critic_ganloss : -688.867950 ∣ generator_nllloss : 5215.283789 ∣ generator_ganloss : 875.425879 ∣  [  std_z : 1.00  real_sub_fake : 2398.23 ]
[  epoch 0007/0040] 2160/4800, lr:1.0e-04 ∣ avg_100 : 31653.831117 ∣ critic_nllloss : 26102.775195 ∣ critic_ganloss : -446.659302 ∣ generator_nllloss : 5208.962891 ∣ generator_ganloss : 788.576489 ∣  [  std_z : 1.00  real_sub_fake : 2437.15 ]
[  epoch 0007/0040] 2170/4800, lr:1.0e-04 ∣ avg_100 : 31654.144141 ∣ critic_nllloss : 26281.892578 ∣ critic_ganloss : -541.476166 ∣ generator_nllloss : 5291.175391 ∣ generator_ganloss : 738.920557 ∣  [  std_z : 0.98  real_sub_fake : 1606.21 ]
[  epoch 0007/0040] 2180/4800, lr:1.0e-04 ∣ avg_100 : 31651.623274 ∣ critic_nllloss : 26179.548242 ∣ critic_ganloss : -522.570630 ∣ generator_nllloss : 5144.729102 ∣ generator_ganloss : 755.713745 ∣  [  std_z : 0.97  real_sub_fake : 2061.39 ]
[  epoch 0007/0040] 2190/4800, lr:1.0e-04 ∣ avg_100 : 31658.167779 ∣ critic_nllloss : 26341.539258 ∣ critic_ganloss : -582.007312 ∣ generator_nllloss : 5276.867188 ∣ generator_ganloss : 767.296997 ∣  [  std_z : 0.99  real_sub_fake : 2244.76 ]
[  epoch 0007/0040] 2200/4800, lr:1.0e-04 ∣ avg_100 : 31656.670842 ∣ critic_nllloss : 26221.109961 ∣ critic_ganloss : -588.521277 ∣ generator_nllloss : 5173.507422 ∣ generator_ganloss : 863.566699 ∣  [  std_z : 1.00  real_sub_fake : 2240.92 ]
[  epoch 0007/0040] 2210/4800, lr:1.0e-04 ∣ avg_100 : 31656.760895 ∣ critic_nllloss : 26175.114453 ∣ critic_ganloss : -637.136877 ∣ generator_nllloss : 5259.289648 ∣ generator_ganloss : 852.484570 ∣  [  std_z : 1.00  real_sub_fake : 2751.67 ]
[  epoch 0007/0040] 2220/4800, lr:1.0e-04 ∣ avg_100 : 31659.809082 ∣ critic_nllloss : 26230.138477 ∣ critic_ganloss : -605.169113 ∣ generator_nllloss : 5212.793750 ∣ generator_ganloss : 755.653394 ∣  [  std_z : 0.99  real_sub_fake : 1988.79 ]
[  epoch 0007/0040] 2230/4800, lr:1.0e-04 ∣ avg_100 : 31657.679394 ∣ critic_nllloss : 26123.038867 ∣ critic_ganloss : -663.835760 ∣ generator_nllloss : 5282.415234 ∣ generator_ganloss : 747.990234 ∣  [  std_z : 0.98  real_sub_fake : 2564.63 ]
[  epoch 0007/0040] 2240/4800, lr:1.0e-04 ∣ avg_100 : 31654.365513 ∣ critic_nllloss : 26077.480859 ∣ critic_ganloss : -517.680042 ∣ generator_nllloss : 5236.908398 ∣ generator_ganloss : 771.151367 ∣  [  std_z : 0.98  real_sub_fake : 2386.74 ]
[  epoch 0007/0040] 2250/4800, lr:1.0e-04 ∣ avg_100 : 31656.760420 ∣ critic_nllloss : 26483.373242 ∣ critic_ganloss : -496.190579 ∣ generator_nllloss : 5202.226562 ∣ generator_ganloss : 703.939258 ∣  [  std_z : 0.99  real_sub_fake : 1806.77 ]
[  epoch 0007/0040] 2260/4800, lr:1.0e-04 ∣ avg_100 : 31663.322632 ∣ critic_nllloss : 26421.228320 ∣ critic_ganloss : -522.809079 ∣ generator_nllloss : 5303.616992 ∣ generator_ganloss : 768.657080 ∣  [  std_z : 1.00  real_sub_fake : 1667.21 ]
[  epoch 0007/0040] 2270/4800, lr:1.0e-04 ∣ avg_100 : 31661.286824 ∣ critic_nllloss : 26207.422266 ∣ critic_ganloss : -640.894574 ∣ generator_nllloss : 5277.680859 ∣ generator_ganloss : 789.290405 ∣  [  std_z : 1.00  real_sub_fake : 2750.85 ]
[  epoch 0007/0040] 2280/4800, lr:1.0e-04 ∣ avg_100 : 31660.188794 ∣ critic_nllloss : 26259.792187 ∣ critic_ganloss : -561.176495 ∣ generator_nllloss : 5258.021484 ∣ generator_ganloss : 776.300171 ∣  [  std_z : 0.99  real_sub_fake : 1953.96 ]
[  epoch 0007/0040] 2290/4800, lr:1.0e-04 ∣ avg_100 : 31660.063219 ∣ critic_nllloss : 26136.401758 ∣ critic_ganloss : -711.136816 ∣ generator_nllloss : 5243.536914 ∣ generator_ganloss : 742.385791 ∣  [  std_z : 0.98  real_sub_fake : 2417.87 ]
[  epoch 0007/0040] 2300/4800, lr:1.0e-04 ∣ avg_100 : 31656.379554 ∣ critic_nllloss : 25970.992188 ∣ critic_ganloss : -645.933826 ∣ generator_nllloss : 5188.395117 ∣ generator_ganloss : 891.932471 ∣  [  std_z : 0.98  real_sub_fake : 2783.81 ]
[  epoch 0007/0040] 2310/4800, lr:1.0e-04 ∣ avg_100 : 31659.256280 ∣ critic_nllloss : 26166.772070 ∣ critic_ganloss : -407.648010 ∣ generator_nllloss : 5141.569336 ∣ generator_ganloss : 1009.598926 ∣     [  std_z : 0.98  real_sub_fake : 1691.73 ]
[  epoch 0007/0040] 2320/4800, lr:1.0e-04 ∣ avg_100 : 31663.648071 ∣ critic_nllloss : 26151.722656 ∣ critic_ganloss : -519.006549 ∣ generator_nllloss : 5268.721484 ∣ generator_ganloss : 962.615283 ∣  [  std_z : 0.98  real_sub_fake : 1672.27 ]
[  epoch 0007/0040] 2330/4800, lr:1.0e-04 ∣ avg_100 : 31664.236582 ∣ critic_nllloss : 26278.993555 ∣ critic_ganloss : -557.915015 ∣ generator_nllloss : 5294.676367 ∣ generator_ganloss : 1013.852002 ∣     [  std_z : 0.98  real_sub_fake : 2336.34 ]
[  epoch 0007/0040] 2340/4800, lr:1.0e-04 ∣ avg_100 : 31667.678613 ∣ critic_nllloss : 26083.405859 ∣ critic_ganloss : -166.267982 ∣ generator_nllloss : 5250.674414 ∣ generator_ganloss : 1140.767090 ∣     [  std_z : 0.99  real_sub_fake : 827.04 ]
[  epoch 0007/0040] 2350/4800, lr:1.0e-04 ∣ avg_100 : 31674.907794 ∣ critic_nllloss : 26128.279297 ∣ critic_ganloss : -232.076505 ∣ generator_nllloss : 5278.574609 ∣ generator_ganloss : 1127.198389 ∣     [  std_z : 0.98  real_sub_fake : 846.66 ]
[  epoch 0007/0040] 2360/4800, lr:1.0e-04 ∣ avg_100 : 31682.013895 ∣ critic_nllloss : 26215.725195 ∣ critic_ganloss : -250.801163 ∣ generator_nllloss : 5247.785352 ∣ generator_ganloss : 1157.940430 ∣     [  std_z : 0.99  real_sub_fake : 821.13 ]
[  epoch 0007/0040] 2370/4800, lr:1.0e-04 ∣ avg_100 : 31692.388560 ∣ critic_nllloss : 26300.508789 ∣ critic_ganloss : -267.008052 ∣ generator_nllloss : 5235.079492 ∣ generator_ganloss : 1081.433203 ∣     [  std_z : 0.99  real_sub_fake : 950.58 ]
[  epoch 0007/0040] 2380/4800, lr:1.0e-04 ∣ avg_100 : 31696.352012 ∣ critic_nllloss : 26004.075586 ∣ critic_ganloss : -266.219061 ∣ generator_nllloss : 5143.280664 ∣ generator_ganloss : 1026.766797 ∣     [  std_z : 0.98  real_sub_fake : 993.49 ]
[  epoch 0007/0040] 2390/4800, lr:1.0e-04 ∣ avg_100 : 31702.335174 ∣ critic_nllloss : 26139.386914 ∣ critic_ganloss : -192.442348 ∣ generator_nllloss : 5258.954102 ∣ generator_ganloss : 927.298633 ∣  [  std_z : 0.99  real_sub_fake : 1116.74 ]
[  epoch 0007/0040] 2400/4800, lr:1.0e-04 ∣ avg_100 : 31706.214819 ∣ critic_nllloss : 26105.643359 ∣ critic_ganloss : -222.842395 ∣ generator_nllloss : 5186.589453 ∣ generator_ganloss : 965.112988 ∣  [  std_z : 0.99  real_sub_fake : 676.66 ]
[  epoch 0007/0040] 2410/4800, lr:1.0e-04 ∣ avg_100 : 31708.858038 ∣ critic_nllloss : 26149.141406 ∣ critic_ganloss : -279.547708 ∣ generator_nllloss : 5162.583984 ∣ generator_ganloss : 876.898438 ∣  [  std_z : 1.00  real_sub_fake : 821.70 ]
[  epoch 0007/0040] 2420/4800, lr:1.0e-04 ∣ avg_100 : 31713.314672 ∣ critic_nllloss : 26142.323242 ∣ critic_ganloss : -382.528415 ∣ generator_nllloss : 5246.407617 ∣ generator_ganloss : 811.636157 ∣  [  std_z : 0.99  real_sub_fake : 1348.19 ]
[  epoch 0007/0040] 2430/4800, lr:1.0e-04 ∣ avg_100 : 31714.758270 ∣ critic_nllloss : 26242.455664 ∣ critic_ganloss : -492.719568 ∣ generator_nllloss : 5238.577930 ∣ generator_ganloss : 797.381836 ∣  [  std_z : 0.98  real_sub_fake : 1806.81 ]
[  epoch 0007/0040] 2440/4800, lr:1.0e-04 ∣ avg_100 : 31714.138060 ∣ critic_nllloss : 26019.309961 ∣ critic_ganloss : -497.599857 ∣ generator_nllloss : 5181.080469 ∣ generator_ganloss : 845.101758 ∣  [  std_z : 0.98  real_sub_fake : 1894.51 ]
[  epoch 0007/0040] 2450/4800, lr:1.0e-04 ∣ avg_100 : 31711.816492 ∣ critic_nllloss : 26004.259570 ∣ critic_ganloss : -497.209695 ∣ generator_nllloss : 5149.689453 ∣ generator_ganloss : 850.196460 ∣  [  std_z : 1.00  real_sub_fake : 1827.03 ]
[  epoch 0007/0040] 2460/4800, lr:1.0e-04 ∣ avg_100 : 31708.444673 ∣ critic_nllloss : 26053.389062 ∣ critic_ganloss : -540.257660 ∣ generator_nllloss : 5244.638086 ∣ generator_ganloss : 868.879199 ∣  [  std_z : 1.00  real_sub_fake : 1948.52 ]
[  epoch 0007/0040] 2470/4800, lr:1.0e-04 ∣ avg_100 : 31714.852383 ∣ critic_nllloss : 26504.293164 ∣ critic_ganloss : -334.091043 ∣ generator_nllloss : 5328.718750 ∣ generator_ganloss : 1045.164062 ∣     [  std_z : 0.99  real_sub_fake : 1536.07 ]
[  epoch 0007/0040] 2480/4800, lr:1.0e-04 ∣ avg_100 : 31719.371679 ∣ critic_nllloss : 26091.278516 ∣ critic_ganloss : -423.364856 ∣ generator_nllloss : 5191.592969 ∣ generator_ganloss : 938.009814 ∣  [  std_z : 0.97  real_sub_fake : 1369.54 ]
[  epoch 0007/0040] 2490/4800, lr:1.0e-04 ∣ avg_100 : 31721.624135 ∣ critic_nllloss : 26276.819336 ∣ critic_ganloss : -540.641608 ∣ generator_nllloss : 5275.518555 ∣ generator_ganloss : 929.013672 ∣  [  std_z : 0.98  real_sub_fake : 1964.38 ]
[  epoch 0007/0040] 2500/4800, lr:1.0e-04 ∣ avg_100 : 31723.490573 ∣ critic_nllloss : 26148.419336 ∣ critic_ganloss : -559.445016 ∣ generator_nllloss : 5283.081641 ∣ generator_ganloss : 939.046777 ∣  [  std_z : 1.00  real_sub_fake : 2046.23 ]
[  epoch 0007/0040] 2510/4800, lr:1.0e-04 ∣ avg_100 : 31728.829857 ∣ critic_nllloss : 26288.591211 ∣ critic_ganloss : -544.461380 ∣ generator_nllloss : 5202.146680 ∣ generator_ganloss : 967.591064 ∣  [  std_z : 1.01  real_sub_fake : 2180.11 ]
[  epoch 0007/0040] 2520/4800, lr:1.0e-04 ∣ avg_100 : 31735.023241 ∣ critic_nllloss : 26324.221680 ∣ critic_ganloss : -494.100037 ∣ generator_nllloss : 5225.328906 ∣ generator_ganloss : 999.879199 ∣  [  std_z : 0.99  real_sub_fake : 1857.06 ]
[  epoch 0007/0040] 2530/4800, lr:1.0e-04 ∣ avg_100 : 31737.642563 ∣ critic_nllloss : 26082.305859 ∣ critic_ganloss : -468.453091 ∣ generator_nllloss : 5174.388672 ∣ generator_ganloss : 1005.287695 ∣     [  std_z : 0.97  real_sub_fake : 1716.07 ]
[  epoch 0007/0040] 2540/4800, lr:1.0e-04 ∣ avg_100 : 31742.218174 ∣ critic_nllloss : 26069.632812 ∣ critic_ganloss : -506.132672 ∣ generator_nllloss : 5282.799219 ∣ generator_ganloss : 1005.751562 ∣     [  std_z : 0.97  real_sub_fake : 1880.21 ]
[  epoch 0007/0040] 2550/4800, lr:1.0e-04 ∣ avg_100 : 31747.524241 ∣ critic_nllloss : 26129.957031 ∣ critic_ganloss : -430.873718 ∣ generator_nllloss : 5291.539844 ∣ generator_ganloss : 1026.699512 ∣     [  std_z : 0.99  real_sub_fake : 1883.97 ]
[  epoch 0007/0040] 2560/4800, lr:1.0e-04 ∣ avg_100 : 31754.925538 ∣ critic_nllloss : 26192.929688 ∣ critic_ganloss : -413.004501 ∣ generator_nllloss : 5258.619141 ∣ generator_ganloss : 1034.641113 ∣     [  std_z : 1.00  real_sub_fake : 1387.26 ]
[  epoch 0007/0040] 2570/4800, lr:1.0e-04 ∣ avg_100 : 31759.075120 ∣ critic_nllloss : 26155.442188 ∣ critic_ganloss : -462.003116 ∣ generator_nllloss : 5265.930273 ∣ generator_ganloss : 893.297705 ∣  [  std_z : 0.98  real_sub_fake : 2162.40 ]
[  epoch 0007/0040] 2580/4800, lr:1.0e-04 ∣ avg_100 : 31761.505172 ∣ critic_nllloss : 26177.347852 ∣ critic_ganloss : -551.789340 ∣ generator_nllloss : 5231.082031 ∣ generator_ganloss : 902.419727 ∣  [  std_z : 0.96  real_sub_fake : 1754.57 ]
[  epoch 0007/0040] 2590/4800, lr:1.0e-04 ∣ avg_100 : 31760.968030 ∣ critic_nllloss : 25938.991992 ∣ critic_ganloss : -573.406494 ∣ generator_nllloss : 5258.701367 ∣ generator_ganloss : 901.668457 ∣  [  std_z : 0.97  real_sub_fake : 2404.18 ]
[  epoch 0007/0040] 2600/4800, lr:1.0e-04 ∣ avg_100 : 31759.396008 ∣ critic_nllloss : 26187.154102 ∣ critic_ganloss : -590.799106 ∣ generator_nllloss : 5237.429492 ∣ generator_ganloss : 829.492578 ∣  [  std_z : 1.00  real_sub_fake : 2065.99 ]
[  epoch 0007/0040] 2610/4800, lr:1.0e-04 ∣ avg_100 : 31754.228772 ∣ critic_nllloss : 26087.610742 ∣ critic_ganloss : -551.012799 ∣ generator_nllloss : 5237.110156 ∣ generator_ganloss : 891.686865 ∣  [  std_z : 1.00  real_sub_fake : 2130.50 ]
[  epoch 0007/0040] 2620/4800, lr:1.0e-04 ∣ avg_100 : 31747.248492 ∣ critic_nllloss : 25981.437500 ∣ critic_ganloss : -575.183881 ∣ generator_nllloss : 5223.270312 ∣ generator_ganloss : 895.467773 ∣  [  std_z : 0.99  real_sub_fake : 2151.78 ]
[  epoch 0007/0040] 2630/4800, lr:1.0e-04 ∣ avg_100 : 31748.467825 ∣ critic_nllloss : 26105.289258 ∣ critic_ganloss : -462.203360 ∣ generator_nllloss : 5275.353516 ∣ generator_ganloss : 917.468066 ∣  [  std_z : 0.98  real_sub_fake : 2074.69 ]
[  epoch 0007/0040] 2640/4800, lr:1.0e-04 ∣ avg_100 : 31747.167181 ∣ critic_nllloss : 26141.176367 ∣ critic_ganloss : -473.777719 ∣ generator_nllloss : 5169.643359 ∣ generator_ganloss : 837.026660 ∣  [  std_z : 0.98  real_sub_fake : 1598.88 ]
[  epoch 0007/0040] 2650/4800, lr:1.0e-04 ∣ avg_100 : 31746.713888 ∣ critic_nllloss : 25975.135156 ∣ critic_ganloss : -586.767975 ∣ generator_nllloss : 5276.212109 ∣ generator_ganloss : 813.171729 ∣  [  std_z : 0.98  real_sub_fake : 2173.45 ]
[  epoch 0007/0040] 2660/4800, lr:1.0e-04 ∣ avg_100 : 31748.626116 ∣ critic_nllloss : 26275.692578 ∣ critic_ganloss : -594.931165 ∣ generator_nllloss : 5328.419922 ∣ generator_ganloss : 828.351294 ∣  [  std_z : 0.99  real_sub_fake : 2281.95 ]
[  epoch 0007/0040] 2670/4800, lr:1.0e-04 ∣ avg_100 : 31747.154544 ∣ critic_nllloss : 26144.964258 ∣ critic_ganloss : -443.860324 ∣ generator_nllloss : 5328.562500 ∣ generator_ganloss : 873.935742 ∣  [  std_z : 0.99  real_sub_fake : 1956.96 ]
[  epoch 0007/0040] 2680/4800, lr:1.0e-04 ∣ avg_100 : 31746.455745 ∣ critic_nllloss : 26289.418164 ∣ critic_ganloss : -515.512451 ∣ generator_nllloss : 5215.633203 ∣ generator_ganloss : 856.022168 ∣  [  std_z : 0.98  real_sub_fake : 1860.67 ]
[  epoch 0007/0040] 2690/4800, lr:1.0e-04 ∣ avg_100 : 31748.561910 ∣ critic_nllloss : 26171.921094 ∣ critic_ganloss : -420.554437 ∣ generator_nllloss : 5164.816406 ∣ generator_ganloss : 907.873633 ∣  [  std_z : 0.99  real_sub_fake : 1615.73 ]
[  epoch 0007/0040] 2700/4800, lr:1.0e-04 ∣ avg_100 : 31749.456496 ∣ critic_nllloss : 26022.031250 ∣ critic_ganloss : -505.197449 ∣ generator_nllloss : 5246.723437 ∣ generator_ganloss : 902.623730 ∣  [  std_z : 0.99  real_sub_fake : 1924.89 ]
[  epoch 0007/0040] 2710/4800, lr:1.0e-04 ∣ avg_100 : 31750.749198 ∣ critic_nllloss : 26267.620117 ∣ critic_ganloss : -638.618646 ∣ generator_nllloss : 5266.875781 ∣ generator_ganloss : 862.272510 ∣  [  std_z : 0.98  real_sub_fake : 2568.98 ]
[  epoch 0007/0040] 2720/4800, lr:1.0e-04 ∣ avg_100 : 31751.485051 ∣ critic_nllloss : 26113.114648 ∣ critic_ganloss : -362.391122 ∣ generator_nllloss : 5193.288867 ∣ generator_ganloss : 963.075488 ∣  [  std_z : 0.99  real_sub_fake : 1457.78 ]
[  epoch 0007/0040] 2730/4800, lr:1.0e-04 ∣ avg_100 : 31750.166245 ∣ critic_nllloss : 26209.709961 ∣ critic_ganloss : -471.380951 ∣ generator_nllloss : 5245.780273 ∣ generator_ganloss : 864.953564 ∣  [  std_z : 1.00  real_sub_fake : 1438.28 ]
[  epoch 0007/0040] 2740/4800, lr:1.0e-04 ∣ avg_100 : 31750.305218 ∣ critic_nllloss : 26255.745117 ∣ critic_ganloss : -486.534512 ∣ generator_nllloss : 5242.686719 ∣ generator_ganloss : 875.696997 ∣  [  std_z : 1.00  real_sub_fake : 2192.29 ]
[  epoch 0007/0040] 2750/4800, lr:1.0e-04 ∣ avg_100 : 31751.537103 ∣ critic_nllloss : 26082.527344 ∣ critic_ganloss : -412.377798 ∣ generator_nllloss : 5138.594922 ∣ generator_ganloss : 933.022461 ∣  [  std_z : 0.98  real_sub_fake : 1591.22 ]
[  epoch 0007/0040] 2760/4800, lr:1.0e-04 ∣ avg_100 : 31756.045945 ∣ critic_nllloss : 26116.996484 ∣ critic_ganloss : -424.239166 ∣ generator_nllloss : 5356.985742 ∣ generator_ganloss : 910.965527 ∣  [  std_z : 0.98  real_sub_fake : 1587.94 ]
[  epoch 0007/0040] 2770/4800, lr:1.0e-04 ∣ avg_100 : 31755.392285 ∣ critic_nllloss : 25923.164062 ∣ critic_ganloss : -486.052832 ∣ generator_nllloss : 5227.772070 ∣ generator_ganloss : 913.358887 ∣  [  std_z : 0.98  real_sub_fake : 1726.56 ]
[  epoch 0007/0040] 2780/4800, lr:1.0e-04 ∣ avg_100 : 31758.285259 ∣ critic_nllloss : 26227.191992 ∣ critic_ganloss : -512.945874 ∣ generator_nllloss : 5335.304883 ∣ generator_ganloss : 907.807324 ∣  [  std_z : 0.99  real_sub_fake : 2023.45 ]
[  epoch 0007/0040] 2790/4800, lr:1.0e-04 ∣ avg_100 : 31760.679633 ∣ critic_nllloss : 26177.021094 ∣ critic_ganloss : -464.626025 ∣ generator_nllloss : 5321.849609 ∣ generator_ganloss : 917.719482 ∣  [  std_z : 0.99  real_sub_fake : 1996.31 ]
[  epoch 0007/0040] 2800/4800, lr:1.0e-04 ∣ avg_100 : 31758.139522 ∣ critic_nllloss : 26157.190430 ∣ critic_ganloss : -567.558862 ∣ generator_nllloss : 5243.052930 ∣ generator_ganloss : 892.545166 ∣  [  std_z : 0.98  real_sub_fake : 1969.72 ]
[  epoch 0007/0040] 2810/4800, lr:1.0e-04 ∣ avg_100 : 31756.690478 ∣ critic_nllloss : 26048.788086 ∣ critic_ganloss : -455.657239 ∣ generator_nllloss : 5202.371484 ∣ generator_ganloss : 864.399170 ∣  [  std_z : 0.98  real_sub_fake : 1711.07 ]
[  epoch 0007/0040] 2820/4800, lr:1.0e-04 ∣ avg_100 : 31762.382777 ∣ critic_nllloss : 26338.306836 ∣ critic_ganloss : -508.449982 ∣ generator_nllloss : 5253.243750 ∣ generator_ganloss : 838.715332 ∣  [  std_z : 1.00  real_sub_fake : 2050.79 ]
[  epoch 0007/0040] 2830/4800, lr:1.0e-04 ∣ avg_100 : 31762.854523 ∣ critic_nllloss : 26104.174805 ∣ critic_ganloss : -483.394812 ∣ generator_nllloss : 5232.036914 ∣ generator_ganloss : 848.252393 ∣  [  std_z : 1.00  real_sub_fake : 1748.44 ]
[  epoch 0007/0040] 2840/4800, lr:1.0e-04 ∣ avg_100 : 31763.110698 ∣ critic_nllloss : 26008.382227 ∣ critic_ganloss : -407.034930 ∣ generator_nllloss : 5148.516406 ∣ generator_ganloss : 859.491309 ∣  [  std_z : 0.98  real_sub_fake : 1664.00 ]
[  epoch 0007/0040] 2850/4800, lr:1.0e-04 ∣ avg_100 : 31763.634103 ∣ critic_nllloss : 26009.746484 ∣ critic_ganloss : -483.922940 ∣ generator_nllloss : 5187.122070 ∣ generator_ganloss : 813.471094 ∣  [  std_z : 0.98  real_sub_fake : 1834.93 ]
[  epoch 0007/0040] 2860/4800, lr:1.0e-04 ∣ avg_100 : 31760.948376 ∣ critic_nllloss : 26062.605859 ∣ critic_ganloss : -517.795572 ∣ generator_nllloss : 5162.591211 ∣ generator_ganloss : 827.618506 ∣  [  std_z : 0.99  real_sub_fake : 1882.73 ]
[  epoch 0007/0040] 2870/4800, lr:1.0e-04 ∣ avg_100 : 31762.790328 ∣ critic_nllloss : 26175.541406 ∣ critic_ganloss : -607.244421 ∣ generator_nllloss : 5242.706836 ∣ generator_ganloss : 884.876270 ∣  [  std_z : 0.99  real_sub_fake : 2086.32 ]
[  epoch 0007/0040] 2880/4800, lr:1.0e-04 ∣ avg_100 : 31763.704844 ∣ critic_nllloss : 26071.556250 ∣ critic_ganloss : -537.194968 ∣ generator_nllloss : 5237.851367 ∣ generator_ganloss : 919.722217 ∣  [  std_z : 0.98  real_sub_fake : 2307.31 ]
[  epoch 0007/0040] 2890/4800, lr:1.0e-04 ∣ avg_100 : 31765.017003 ∣ critic_nllloss : 26114.542383 ∣ critic_ganloss : -515.048450 ∣ generator_nllloss : 5304.373828 ∣ generator_ganloss : 1000.818066 ∣     [  std_z : 0.96  real_sub_fake : 2210.09 ]
[  epoch 0007/0040] 2900/4800, lr:1.0e-04 ∣ avg_100 : 31769.843709 ∣ critic_nllloss : 26265.993555 ∣ critic_ganloss : -464.450412 ∣ generator_nllloss : 5228.664258 ∣ generator_ganloss : 922.201953 ∣  [  std_z : 0.98  real_sub_fake : 1542.11 ]
[  epoch 0007/0040] 2910/4800, lr:1.0e-04 ∣ avg_100 : 31771.187653 ∣ critic_nllloss : 26232.183594 ∣ critic_ganloss : -514.828082 ∣ generator_nllloss : 5246.523828 ∣ generator_ganloss : 890.636035 ∣  [  std_z : 1.00  real_sub_fake : 1851.52 ]
[  epoch 0007/0040] 2920/4800, lr:1.0e-04 ∣ avg_100 : 31773.648288 ∣ critic_nllloss : 26205.463672 ∣ critic_ganloss : -466.190369 ∣ generator_nllloss : 5343.835352 ∣ generator_ganloss : 956.209424 ∣  [  std_z : 1.00  real_sub_fake : 2007.31 ]
[  epoch 0007/0040] 2930/4800, lr:1.0e-04 ∣ avg_100 : 31778.329928 ∣ critic_nllloss : 26207.032422 ∣ critic_ganloss : -493.614203 ∣ generator_nllloss : 5263.934766 ∣ generator_ganloss : 965.268115 ∣  [  std_z : 0.98  real_sub_fake : 1549.84 ]
[  epoch 0007/0040] 2940/4800, lr:1.0e-04 ∣ avg_100 : 31778.089078 ∣ critic_nllloss : 25907.393945 ∣ critic_ganloss : -489.721466 ∣ generator_nllloss : 5209.457031 ∣ generator_ganloss : 1063.322266 ∣     [  std_z : 0.97  real_sub_fake : 2014.43 ]
[  epoch 0007/0040] 2950/4800, lr:1.0e-04 ∣ avg_100 : 31781.066792 ∣ critic_nllloss : 25987.249023 ∣ critic_ganloss : -334.363821 ∣ generator_nllloss : 5229.433008 ∣ generator_ganloss : 1073.706738 ∣     [  std_z : 0.99  real_sub_fake : 1521.54 ]
[  epoch 0007/0040] 2960/4800, lr:1.0e-04 ∣ avg_100 : 31779.106721 ∣ critic_nllloss : 25959.709766 ∣ critic_ganloss : -400.684135 ∣ generator_nllloss : 5214.272656 ∣ generator_ganloss : 1031.149365 ∣     [  std_z : 0.99  real_sub_fake : 1252.89 ]
[  epoch 0007/0040] 2970/4800, lr:1.0e-04 ∣ avg_100 : 31780.166412 ∣ critic_nllloss : 26314.660547 ∣ critic_ganloss : -543.738641 ∣ generator_nllloss : 5218.826758 ∣ generator_ganloss : 885.538965 ∣  [  std_z : 0.99  real_sub_fake : 2106.82 ]
[  epoch 0007/0040] 2980/4800, lr:1.0e-04 ∣ avg_100 : 31783.019377 ∣ critic_nllloss : 26058.161133 ∣ critic_ganloss : -352.276630 ∣ generator_nllloss : 5155.897266 ∣ generator_ganloss : 978.706543 ∣  [  std_z : 0.98  real_sub_fake : 1390.53 ]
[  epoch 0007/0040] 2990/4800, lr:1.0e-04 ∣ avg_100 : 31788.619956 ∣ critic_nllloss : 26286.453516 ∣ critic_ganloss : -472.351263 ∣ generator_nllloss : 5248.999805 ∣ generator_ganloss : 872.004150 ∣  [  std_z : 0.99  real_sub_fake : 1978.53 ]
[  epoch 0007/0040] 3000/4800, lr:1.0e-04 ∣ avg_100 : 31787.988541 ∣ critic_nllloss : 26030.216016 ∣ critic_ganloss : -459.341748 ∣ generator_nllloss : 5125.848242 ∣ generator_ganloss : 893.446777 ∣  [  std_z : 0.98  real_sub_fake : 1740.90 ]
[  epoch 0007/0040] 3010/4800, lr:1.0e-04 ∣ avg_100 : 31788.725311 ∣ critic_nllloss : 26116.252539 ∣ critic_ganloss : -474.026608 ∣ generator_nllloss : 5181.488281 ∣ generator_ganloss : 850.397437 ∣  [  std_z : 1.00  real_sub_fake : 1967.84 ]
[  epoch 0007/0040] 3020/4800, lr:1.0e-04 ∣ avg_100 : 31788.824378 ∣ critic_nllloss : 26069.257617 ∣ critic_ganloss : -394.977319 ∣ generator_nllloss : 5256.258398 ∣ generator_ganloss : 932.179443 ∣  [  std_z : 1.00  real_sub_fake : 1276.63 ]
[  epoch 0007/0040] 3030/4800, lr:1.0e-04 ∣ avg_100 : 31790.503005 ∣ critic_nllloss : 26117.644141 ∣ critic_ganloss : -515.353662 ∣ generator_nllloss : 5326.587109 ∣ generator_ganloss : 878.806055 ∣  [  std_z : 0.98  real_sub_fake : 1825.17 ]
[  epoch 0007/0040] 3040/4800, lr:1.0e-04 ∣ avg_100 : 31788.581455 ∣ critic_nllloss : 25944.363672 ∣ critic_ganloss : -519.496613 ∣ generator_nllloss : 5136.349805 ∣ generator_ganloss : 928.189111 ∣  [  std_z : 0.96  real_sub_fake : 2180.06 ]
[  epoch 0007/0040] 3050/4800, lr:1.0e-04 ∣ avg_100 : 31787.166957 ∣ critic_nllloss : 25987.887891 ∣ critic_ganloss : -440.026764 ∣ generator_nllloss : 5156.246680 ∣ generator_ganloss : 953.482227 ∣  [  std_z : 0.99  real_sub_fake : 1711.92 ]
[  epoch 0007/0040] 3060/4800, lr:1.0e-04 ∣ avg_100 : 31790.718218 ∣ critic_nllloss : 26213.183008 ∣ critic_ganloss : -519.686282 ∣ generator_nllloss : 5263.071094 ∣ generator_ganloss : 894.911133 ∣  [  std_z : 1.02  real_sub_fake : 1817.43 ]
[  epoch 0007/0040] 3070/4800, lr:1.0e-04 ∣ avg_100 : 31794.927176 ∣ critic_nllloss : 26189.369336 ∣ critic_ganloss : -562.708975 ∣ generator_nllloss : 5266.526563 ∣ generator_ganloss : 969.981689 ∣  [  std_z : 1.00  real_sub_fake : 2060.60 ]
[  epoch 0007/0040] 3080/4800, lr:1.0e-04 ∣ avg_100 : 31801.079563 ∣ critic_nllloss : 26193.077734 ∣ critic_ganloss : -432.047626 ∣ generator_nllloss : 5254.041211 ∣ generator_ganloss : 959.953369 ∣  [  std_z : 0.96  real_sub_fake : 1929.55 ]
[  epoch 0007/0040] 3090/4800, lr:1.0e-04 ∣ avg_100 : 31803.230499 ∣ critic_nllloss : 26245.197656 ∣ critic_ganloss : -496.960446 ∣ generator_nllloss : 5195.934570 ∣ generator_ganloss : 947.296777 ∣  [  std_z : 0.97  real_sub_fake : 1636.42 ]
[  epoch 0007/0040] 3100/4800, lr:1.0e-04 ∣ avg_100 : 31801.906053 ∣ critic_nllloss : 26083.772266 ∣ critic_ganloss : -575.327252 ∣ generator_nllloss : 5215.527734 ∣ generator_ganloss : 894.275586 ∣  [  std_z : 1.00  real_sub_fake : 2489.45 ]
[  epoch 0007/0040] 3110/4800, lr:1.0e-04 ∣ avg_100 : 31803.910758 ∣ critic_nllloss : 26130.444727 ∣ critic_ganloss : -405.493314 ∣ generator_nllloss : 5211.045508 ∣ generator_ganloss : 943.923242 ∣  [  std_z : 1.01  real_sub_fake : 1566.78 ]
[  epoch 0007/0040] 3120/4800, lr:1.0e-04 ∣ avg_100 : 31801.370015 ∣ critic_nllloss : 26183.262891 ∣ critic_ganloss : -490.048947 ∣ generator_nllloss : 5185.057031 ∣ generator_ganloss : 871.744678 ∣  [  std_z : 1.00  real_sub_fake : 1834.21 ]
[  epoch 0007/0040] 3130/4800, lr:1.0e-04 ∣ avg_100 : 31798.205577 ∣ critic_nllloss : 25887.855273 ∣ critic_ganloss : -545.106250 ∣ generator_nllloss : 5233.701172 ∣ generator_ganloss : 857.800488 ∣  [  std_z : 0.97  real_sub_fake : 2005.52 ]
[  epoch 0007/0040] 3140/4800, lr:1.0e-04 ∣ avg_100 : 31801.145348 ∣ critic_nllloss : 26176.297266 ∣ critic_ganloss : -492.875967 ∣ generator_nllloss : 5275.209375 ∣ generator_ganloss : 853.157812 ∣  [  std_z : 0.98  real_sub_fake : 2007.58 ]
[  epoch 0007/0040] 3150/4800, lr:1.0e-04 ∣ avg_100 : 31806.421600 ∣ critic_nllloss : 26141.397461 ∣ critic_ganloss : -406.048529 ∣ generator_nllloss : 5353.030078 ∣ generator_ganloss : 880.618359 ∣  [  std_z : 0.99  real_sub_fake : 1707.47 ]
[  epoch 0007/0040] 3160/4800, lr:1.0e-04 ∣ avg_100 : 31808.002985 ∣ critic_nllloss : 26176.497852 ∣ critic_ganloss : -500.501041 ∣ generator_nllloss : 5293.394336 ∣ generator_ganloss : 842.402637 ∣  [  std_z : 0.98  real_sub_fake : 1661.46 ]
[  epoch 0007/0040] 3170/4800, lr:1.0e-04 ∣ avg_100 : 31807.486202 ∣ critic_nllloss : 26160.189258 ∣ critic_ganloss : -511.037137 ∣ generator_nllloss : 5203.773047 ∣ generator_ganloss : 865.908838 ∣  [  std_z : 1.00  real_sub_fake : 1944.31 ]
[  epoch 0007/0040] 3180/4800, lr:1.0e-04 ∣ avg_100 : 31808.669120 ∣ critic_nllloss : 26172.283789 ∣ critic_ganloss : -528.004874 ∣ generator_nllloss : 5200.210352 ∣ generator_ganloss : 831.223047 ∣  [  std_z : 1.00  real_sub_fake : 2071.91 ]
[  epoch 0007/0040] 3190/4800, lr:1.0e-04 ∣ avg_100 : 31809.328629 ∣ critic_nllloss : 26375.979687 ∣ critic_ganloss : -545.061832 ∣ generator_nllloss : 5211.509570 ∣ generator_ganloss : 827.219556 ∣  [  std_z : 0.99  real_sub_fake : 2046.41 ]
[  epoch 0007/0040] 3200/4800, lr:1.0e-04 ∣ avg_100 : 31808.971030 ∣ critic_nllloss : 26041.893750 ∣ critic_ganloss : -381.691272 ∣ generator_nllloss : 5153.453906 ∣ generator_ganloss : 820.246533 ∣  [  std_z : 0.99  real_sub_fake : 1717.09 ]
[  epoch 0007/0040] 3210/4800, lr:1.0e-04 ∣ avg_100 : 31806.897808 ∣ critic_nllloss : 25944.201953 ∣ critic_ganloss : -432.748334 ∣ generator_nllloss : 5164.232031 ∣ generator_ganloss : 766.743945 ∣  [  std_z : 0.98  real_sub_fake : 1424.57 ]
[  epoch 0007/0040] 3220/4800, lr:1.0e-04 ∣ avg_100 : 31803.784386 ∣ critic_nllloss : 26044.340234 ∣ critic_ganloss : -658.465527 ∣ generator_nllloss : 5133.788086 ∣ generator_ganloss : 762.411523 ∣  [  std_z : 0.99  real_sub_fake : 2202.61 ]
[  epoch 0007/0040] 3230/4800, lr:1.0e-04 ∣ avg_100 : 31803.138428 ∣ critic_nllloss : 25987.738281 ∣ critic_ganloss : -483.696765 ∣ generator_nllloss : 5144.104297 ∣ generator_ganloss : 776.866992 ∣  [  std_z : 0.99  real_sub_fake : 2378.78 ]
[  epoch 0007/0040] 3240/4800, lr:1.0e-04 ∣ avg_100 : 31804.956273 ∣ critic_nllloss : 26281.576953 ∣ critic_ganloss : -490.494745 ∣ generator_nllloss : 5227.096094 ∣ generator_ganloss : 731.466724 ∣  [  std_z : 1.00  real_sub_fake : 1696.24 ]
[  epoch 0007/0040] 3250/4800, lr:1.0e-04 ∣ avg_100 : 31802.865444 ∣ critic_nllloss : 26189.647461 ∣ critic_ganloss : -481.753964 ∣ generator_nllloss : 5289.155469 ∣ generator_ganloss : 687.216650 ∣  [  std_z : 1.01  real_sub_fake : 1958.33 ]
[  epoch 0007/0040] 3260/4800, lr:1.0e-04 ∣ avg_100 : 31795.577494 ∣ critic_nllloss : 25874.033984 ∣ critic_ganloss : -507.153668 ∣ generator_nllloss : 5182.934961 ∣ generator_ganloss : 692.083008 ∣  [  std_z : 0.98  real_sub_fake : 1712.48 ]
[  epoch 0007/0040] 3270/4800, lr:1.0e-04 ∣ avg_100 : 31792.640910 ∣ critic_nllloss : 25967.539648 ∣ critic_ganloss : -489.378082 ∣ generator_nllloss : 5195.801562 ∣ generator_ganloss : 665.877417 ∣  [  std_z : 0.97  real_sub_fake : 2015.49 ]
[  epoch 0007/0040] 3280/4800, lr:1.0e-04 ∣ avg_100 : 31789.323444 ∣ critic_nllloss : 25925.416797 ∣ critic_ganloss : -398.598837 ∣ generator_nllloss : 5304.092578 ∣ generator_ganloss : 570.280273 ∣  [  std_z : 0.99  real_sub_fake : 1774.52 ]
[  epoch 0007/0040] 3290/4800, lr:1.0e-04 ∣ avg_100 : 31790.308382 ∣ critic_nllloss : 26140.001172 ∣ critic_ganloss : -444.766504 ∣ generator_nllloss : 5232.740625 ∣ generator_ganloss : 581.706177 ∣  [  std_z : 1.00  real_sub_fake : 1436.64 ]
[  epoch 0007/0040] 3300/4800, lr:1.0e-04 ∣ avg_100 : 31792.223050 ∣ critic_nllloss : 26249.840430 ∣ critic_ganloss : -510.766507 ∣ generator_nllloss : 5270.600781 ∣ generator_ganloss : 587.177954 ∣  [  std_z : 1.00  real_sub_fake : 1998.37 ]
[  epoch 0007/0040] 3310/4800, lr:1.0e-04 ∣ avg_100 : 31788.448099 ∣ critic_nllloss : 26251.393164 ∣ critic_ganloss : -686.510974 ∣ generator_nllloss : 5304.998633 ∣ generator_ganloss : 662.916431 ∣  [  std_z : 0.98  real_sub_fake : 2347.29 ]
[  epoch 0007/0040] 3320/4800, lr:1.0e-04 ∣ avg_100 : 31786.198809 ∣ critic_nllloss : 26169.066406 ∣ critic_ganloss : -473.408286 ∣ generator_nllloss : 5267.481445 ∣ generator_ganloss : 675.984302 ∣  [  std_z : 0.96  real_sub_fake : 2184.15 ]
[  epoch 0007/0040] 3330/4800, lr:1.0e-04 ∣ avg_100 : 31783.206207 ∣ critic_nllloss : 26146.980664 ∣ critic_ganloss : -391.449005 ∣ generator_nllloss : 5234.370313 ∣ generator_ganloss : 740.444727 ∣  [  std_z : 0.98  real_sub_fake : 1365.71 ]
[  epoch 0007/0040] 3340/4800, lr:1.0e-04 ∣ avg_100 : 31777.851351 ∣ critic_nllloss : 26262.994727 ∣ critic_ganloss : -444.711169 ∣ generator_nllloss : 5290.647656 ∣ generator_ganloss : 664.162622 ∣  [  std_z : 1.00  real_sub_fake : 1730.12 ]
[  epoch 0007/0040] 3350/4800, lr:1.0e-04 ∣ avg_100 : 31770.510636 ∣ critic_nllloss : 26155.575977 ∣ critic_ganloss : -515.183844 ∣ generator_nllloss : 5234.939453 ∣ generator_ganloss : 692.572705 ∣  [  std_z : 1.00  real_sub_fake : 2029.03 ]
[  epoch 0007/0040] 3360/4800, lr:1.0e-04 ∣ avg_100 : 31763.725921 ∣ critic_nllloss : 26155.441016 ∣ critic_ganloss : -438.001929 ∣ generator_nllloss : 5214.260547 ∣ generator_ganloss : 760.478687 ∣  [  std_z : 0.97  real_sub_fake : 1573.57 ]
[  epoch 0007/0040] 3370/4800, lr:1.0e-04 ∣ avg_100 : 31756.249630 ∣ critic_nllloss : 26033.495117 ∣ critic_ganloss : -512.559222 ∣ generator_nllloss : 5261.744727 ∣ generator_ganloss : 819.703662 ∣  [  std_z : 0.97  real_sub_fake : 1775.31 ]
[  epoch 0007/0040] 3380/4800, lr:1.0e-04 ∣ avg_100 : 31754.402193 ∣ critic_nllloss : 26192.315039 ∣ critic_ganloss : -505.805908 ∣ generator_nllloss : 5256.489062 ∣ generator_ganloss : 780.162158 ∣  [  std_z : 0.99  real_sub_fake : 2037.98 ]
[  epoch 0007/0040] 3390/4800, lr:1.0e-04 ∣ avg_100 : 31748.926849 ∣ critic_nllloss : 26013.987891 ∣ critic_ganloss : -452.121729 ∣ generator_nllloss : 5248.152930 ∣ generator_ganloss : 775.643799 ∣  [  std_z : 0.99  real_sub_fake : 1745.28 ]
[  epoch 0007/0040] 3400/4800, lr:1.0e-04 ∣ avg_100 : 31744.406733 ∣ critic_nllloss : 26071.344531 ∣ critic_ganloss : -476.585294 ∣ generator_nllloss : 5206.301953 ∣ generator_ganloss : 781.430591 ∣  [  std_z : 0.99  real_sub_fake : 1944.61 ]
[  epoch 0007/0040] 3410/4800, lr:1.0e-04 ∣ avg_100 : 31741.859443 ∣ critic_nllloss : 26135.792773 ∣ critic_ganloss : -397.086322 ∣ generator_nllloss : 5173.403125 ∣ generator_ganloss : 742.237500 ∣  [  std_z : 1.00  real_sub_fake : 1673.40 ]
[  epoch 0007/0040] 3420/4800, lr:1.0e-04 ∣ avg_100 : 31741.777122 ∣ critic_nllloss : 26344.071289 ∣ critic_ganloss : -594.614319 ∣ generator_nllloss : 5303.913477 ∣ generator_ganloss : 756.236035 ∣  [  std_z : 0.98  real_sub_fake : 1910.65 ]
[  epoch 0007/0040] 3430/4800, lr:1.0e-04 ∣ avg_100 : 31738.582193 ∣ critic_nllloss : 26063.873242 ∣ critic_ganloss : -612.502393 ∣ generator_nllloss : 5206.678320 ∣ generator_ganloss : 808.153857 ∣  [  std_z : 0.98  real_sub_fake : 2299.45 ]
[  epoch 0007/0040] 3440/4800, lr:1.0e-04 ∣ avg_100 : 31738.246818 ∣ critic_nllloss : 26089.777930 ∣ critic_ganloss : -643.300238 ∣ generator_nllloss : 5260.588672 ∣ generator_ganloss : 807.288452 ∣  [  std_z : 0.99  real_sub_fake : 2550.54 ]
[  epoch 0007/0040] 3450/4800, lr:1.0e-04 ∣ avg_100 : 31736.780400 ∣ critic_nllloss : 25732.553125 ∣ critic_ganloss : -431.852478 ∣ generator_nllloss : 5122.673047 ∣ generator_ganloss : 936.920264 ∣  [  std_z : 0.98  real_sub_fake : 1624.77 ]
[  epoch 0007/0040] 3460/4800, lr:1.0e-04 ∣ avg_100 : 31737.928229 ∣ critic_nllloss : 26120.359961 ∣ critic_ganloss : -476.863681 ∣ generator_nllloss : 5144.994141 ∣ generator_ganloss : 952.941211 ∣  [  std_z : 1.00  real_sub_fake : 1645.13 ]
[  epoch 0007/0040] 3470/4800, lr:1.0e-04 ∣ avg_100 : 31732.341611 ∣ critic_nllloss : 26344.179102 ∣ critic_ganloss : -487.237335 ∣ generator_nllloss : 5252.705078 ∣ generator_ganloss : 875.776270 ∣  [  std_z : 1.00  real_sub_fake : 1969.68 ]
[  epoch 0007/0040] 3480/4800, lr:1.0e-04 ∣ avg_100 : 31734.049748 ∣ critic_nllloss : 26371.820312 ∣ critic_ganloss : -574.413824 ∣ generator_nllloss : 5261.489258 ∣ generator_ganloss : 909.434375 ∣  [  std_z : 0.98  real_sub_fake : 2406.60 ]
[  epoch 0007/0040] 3490/4800, lr:1.0e-04 ∣ avg_100 : 31733.756023 ∣ critic_nllloss : 26125.973828 ∣ critic_ganloss : -476.039679 ∣ generator_nllloss : 5292.631250 ∣ generator_ganloss : 968.772070 ∣  [  std_z : 0.97  real_sub_fake : 2101.87 ]
[  epoch 0007/0040] 3500/4800, lr:1.0e-04 ∣ avg_100 : 31735.062590 ∣ critic_nllloss : 26172.542578 ∣ critic_ganloss : -479.768909 ∣ generator_nllloss : 5304.980469 ∣ generator_ganloss : 944.005273 ∣  [  std_z : 0.99  real_sub_fake : 1486.01 ]
[  epoch 0007/0040] 3510/4800, lr:1.0e-04 ∣ avg_100 : 31733.297602 ∣ critic_nllloss : 26091.487695 ∣ critic_ganloss : -483.984467 ∣ generator_nllloss : 5261.466797 ∣ generator_ganloss : 868.398828 ∣  [  std_z : 1.00  real_sub_fake : 1695.80 ]
[  epoch 0007/0040] 3520/4800, lr:1.0e-04 ∣ avg_100 : 31730.480338 ∣ critic_nllloss : 26053.386914 ∣ critic_ganloss : -412.399377 ∣ generator_nllloss : 5274.879883 ∣ generator_ganloss : 857.735937 ∣  [  std_z : 1.00  real_sub_fake : 2069.02 ]
[  epoch 0007/0040] 3530/4800, lr:1.0e-04 ∣ avg_100 : 31725.845744 ∣ critic_nllloss : 25893.191992 ∣ critic_ganloss : -488.256055 ∣ generator_nllloss : 5091.566602 ∣ generator_ganloss : 833.567188 ∣  [  std_z : 0.98  real_sub_fake : 1545.64 ]
[  epoch 0007/0040] 3540/4800, lr:1.0e-04 ∣ avg_100 : 31723.076096 ∣ critic_nllloss : 26129.370508 ∣ critic_ganloss : -537.096564 ∣ generator_nllloss : 5164.153516 ∣ generator_ganloss : 818.658667 ∣  [  std_z : 0.98  real_sub_fake : 2155.71 ]
[  epoch 0007/0040] 3550/4800, lr:1.0e-04 ∣ avg_100 : 31718.324396 ∣ critic_nllloss : 26061.166016 ∣ critic_ganloss : -584.437781 ∣ generator_nllloss : 5246.762891 ∣ generator_ganloss : 818.661523 ∣  [  std_z : 1.00  real_sub_fake : 2067.61 ]
[  epoch 0007/0040] 3560/4800, lr:1.0e-04 ∣ avg_100 : 31712.433162 ∣ critic_nllloss : 26028.253320 ∣ critic_ganloss : -585.948035 ∣ generator_nllloss : 5211.850195 ∣ generator_ganloss : 829.906494 ∣  [  std_z : 1.00  real_sub_fake : 2257.54 ]
[  epoch 0007/0040] 3570/4800, lr:1.0e-04 ∣ avg_100 : 31715.514110 ∣ critic_nllloss : 26432.034375 ∣ critic_ganloss : -398.231659 ∣ generator_nllloss : 5381.719141 ∣ generator_ganloss : 745.240015 ∣  [  std_z : 0.98  real_sub_fake : 1901.08 ]
[  epoch 0007/0040] 3580/4800, lr:1.0e-04 ∣ avg_100 : 31711.858352 ∣ critic_nllloss : 25815.133789 ∣ critic_ganloss : -368.741101 ∣ generator_nllloss : 5168.715234 ∣ generator_ganloss : 778.376562 ∣  [  std_z : 0.97  real_sub_fake : 1047.48 ]
[  epoch 0007/0040] 3590/4800, lr:1.0e-04 ∣ avg_100 : 31714.415077 ∣ critic_nllloss : 26184.633203 ∣ critic_ganloss : -372.341702 ∣ generator_nllloss : 5192.651563 ∣ generator_ganloss : 776.684766 ∣  [  std_z : 0.98  real_sub_fake : 1584.44 ]
[  epoch 0007/0040] 3600/4800, lr:1.0e-04 ∣ avg_100 : 31715.095478 ∣ critic_nllloss : 26179.460547 ∣ critic_ganloss : -406.229559 ∣ generator_nllloss : 5221.946875 ∣ generator_ganloss : 736.139331 ∣  [  std_z : 1.02  real_sub_fake : 1636.80 ]
[  epoch 0007/0040] 3610/4800, lr:1.0e-04 ∣ avg_100 : 31713.555466 ∣ critic_nllloss : 26052.962109 ∣ critic_ganloss : -443.148709 ∣ generator_nllloss : 5175.455273 ∣ generator_ganloss : 726.125024 ∣  [  std_z : 1.01  real_sub_fake : 1608.34 ]
[  epoch 0007/0040] 3620/4800, lr:1.0e-04 ∣ avg_100 : 31713.200220 ∣ critic_nllloss : 26058.542187 ∣ critic_ganloss : -508.763843 ∣ generator_nllloss : 5231.869336 ∣ generator_ganloss : 707.819434 ∣  [  std_z : 0.98  real_sub_fake : 1926.39 ]
[  epoch 0007/0040] 3630/4800, lr:1.0e-04 ∣ avg_100 : 31712.787567 ∣ critic_nllloss : 26274.636914 ∣ critic_ganloss : -509.512857 ∣ generator_nllloss : 5266.698633 ∣ generator_ganloss : 762.819556 ∣  [  std_z : 0.98  real_sub_fake : 1855.90 ]
[  epoch 0007/0040] 3640/4800, lr:1.0e-04 ∣ avg_100 : 31713.349519 ∣ critic_nllloss : 26136.768359 ∣ critic_ganloss : -409.289154 ∣ generator_nllloss : 5212.116797 ∣ generator_ganloss : 790.667822 ∣  [  std_z : 0.98  real_sub_fake : 1514.27 ]
[  epoch 0007/0040] 3650/4800, lr:1.0e-04 ∣ avg_100 : 31715.969177 ∣ critic_nllloss : 26202.210938 ∣ critic_ganloss : -487.136453 ∣ generator_nllloss : 5210.675977 ∣ generator_ganloss : 813.966333 ∣  [  std_z : 1.00  real_sub_fake : 1722.29 ]
[  epoch 0007/0040] 3660/4800, lr:1.0e-04 ∣ avg_100 : 31713.646003 ∣ critic_nllloss : 26093.830664 ∣ critic_ganloss : -432.294238 ∣ generator_nllloss : 5219.728906 ∣ generator_ganloss : 723.949902 ∣  [  std_z : 1.00  real_sub_fake : 1987.18 ]
[  epoch 0007/0040] 3670/4800, lr:1.0e-04 ∣ avg_100 : 31710.566810 ∣ critic_nllloss : 26053.825977 ∣ critic_ganloss : -414.795651 ∣ generator_nllloss : 5271.517383 ∣ generator_ganloss : 685.135229 ∣  [  std_z : 0.98  real_sub_fake : 1592.77 ]
[  epoch 0007/0040] 3680/4800, lr:1.0e-04 ∣ avg_100 : 31706.251401 ∣ critic_nllloss : 26088.390820 ∣ critic_ganloss : -523.964093 ∣ generator_nllloss : 5207.160352 ∣ generator_ganloss : 642.433105 ∣  [  std_z : 0.99  real_sub_fake : 1838.81 ]
[  epoch 0007/0040] 3690/4800, lr:1.0e-04 ∣ avg_100 : 31700.666971 ∣ critic_nllloss : 25863.299023 ∣ critic_ganloss : -494.464380 ∣ generator_nllloss : 5215.100391 ∣ generator_ganloss : 681.678589 ∣  [  std_z : 1.00  real_sub_fake : 1847.42 ]
[  epoch 0007/0040] 3700/4800, lr:1.0e-04 ∣ avg_100 : 31698.634383 ∣ critic_nllloss : 26128.256836 ∣ critic_ganloss : -433.321182 ∣ generator_nllloss : 5177.566797 ∣ generator_ganloss : 590.419800 ∣  [  std_z : 0.99  real_sub_fake : 1775.43 ]
[  epoch 0007/0040] 3710/4800, lr:1.0e-04 ∣ avg_100 : 31695.768694 ∣ critic_nllloss : 26149.468945 ∣ critic_ganloss : -484.101459 ∣ generator_nllloss : 5271.583984 ∣ generator_ganloss : 534.629321 ∣  [  std_z : 0.98  real_sub_fake : 1822.09 ]
[  epoch 0007/0040] 3720/4800, lr:1.0e-04 ∣ avg_100 : 31690.953902 ∣ critic_nllloss : 26142.416406 ∣ critic_ganloss : -471.984753 ∣ generator_nllloss : 5225.348633 ∣ generator_ganloss : 529.828442 ∣  [  std_z : 0.98  real_sub_fake : 1867.31 ]
[  epoch 0007/0040] 3730/4800, lr:1.0e-04 ∣ avg_100 : 31687.385835 ∣ critic_nllloss : 26189.839648 ∣ critic_ganloss : -474.692111 ∣ generator_nllloss : 5217.277148 ∣ generator_ganloss : 559.831396 ∣  [  std_z : 0.99  real_sub_fake : 1833.32 ]
[  epoch 0007/0040] 3740/4800, lr:1.0e-04 ∣ avg_100 : 31681.100072 ∣ critic_nllloss : 26074.797266 ∣ critic_ganloss : -598.599609 ∣ generator_nllloss : 5212.417969 ∣ generator_ganloss : 570.402466 ∣  [  std_z : 1.00  real_sub_fake : 2040.18 ]
[  epoch 0007/0040] 3750/4800, lr:1.0e-04 ∣ avg_100 : 31677.634112 ∣ critic_nllloss : 26144.735547 ∣ critic_ganloss : -610.267474 ∣ generator_nllloss : 5111.542188 ∣ generator_ganloss : 749.160620 ∣  [  std_z : 0.99  real_sub_fake : 2398.17 ]
[  epoch 0007/0040] 3760/4800, lr:1.0e-04 ∣ avg_100 : 31679.444048 ∣ critic_nllloss : 26470.035156 ∣ critic_ganloss : -406.420737 ∣ generator_nllloss : 5281.721484 ∣ generator_ganloss : 796.366309 ∣  [  std_z : 1.00  real_sub_fake : 1517.52 ]
[  epoch 0007/0040] 3770/4800, lr:1.0e-04 ∣ avg_100 : 31680.656402 ∣ critic_nllloss : 26054.309375 ∣ critic_ganloss : -422.386221 ∣ generator_nllloss : 5258.628711 ∣ generator_ganloss : 808.925684 ∣  [  std_z : 0.98  real_sub_fake : 1844.90 ]
[  epoch 0007/0040] 3780/4800, lr:1.0e-04 ∣ avg_100 : 31674.578085 ∣ critic_nllloss : 25904.060352 ∣ critic_ganloss : -517.177930 ∣ generator_nllloss : 5160.527539 ∣ generator_ganloss : 802.116675 ∣  [  std_z : 0.98  real_sub_fake : 1684.64 ]
[  epoch 0007/0040] 3790/4800, lr:1.0e-04 ∣ avg_100 : 31668.443343 ∣ critic_nllloss : 26016.028906 ∣ critic_ganloss : -672.041345 ∣ generator_nllloss : 5182.805859 ∣ generator_ganloss : 811.696582 ∣  [  std_z : 0.99  real_sub_fake : 2509.90 ]
[  epoch 0007/0040] 3800/4800, lr:1.0e-04 ∣ avg_100 : 31669.755804 ∣ critic_nllloss : 26271.533203 ∣ critic_ganloss : -551.464569 ∣ generator_nllloss : 5177.180469 ∣ generator_ganloss : 959.226611 ∣  [  std_z : 0.99  real_sub_fake : 2115.58 ]
[  epoch 0007/0040] 3810/4800, lr:1.0e-04 ∣ avg_100 : 31672.264871 ∣ critic_nllloss : 26233.833984 ∣ critic_ganloss : -548.928094 ∣ generator_nllloss : 5298.680469 ∣ generator_ganloss : 927.221826 ∣  [  std_z : 0.99  real_sub_fake : 2329.82 ]
[  epoch 0007/0040] 3820/4800, lr:1.0e-04 ∣ avg_100 : 31670.542296 ∣ critic_nllloss : 25957.589844 ∣ critic_ganloss : -350.036264 ∣ generator_nllloss : 5158.783008 ∣ generator_ganloss : 983.221875 ∣  [  std_z : 0.99  real_sub_fake : 1265.95 ]
[  epoch 0007/0040] 3830/4800, lr:1.0e-04 ∣ avg_100 : 31668.541151 ∣ critic_nllloss : 25900.879297 ∣ critic_ganloss : -389.451196 ∣ generator_nllloss : 5131.792188 ∣ generator_ganloss : 857.734570 ∣  [  std_z : 0.98  real_sub_fake : 1445.22 ]
[  epoch 0007/0040] 3840/4800, lr:1.0e-04 ∣ avg_100 : 31670.860404 ∣ critic_nllloss : 26230.251758 ∣ critic_ganloss : -517.080438 ∣ generator_nllloss : 5248.910547 ∣ generator_ganloss : 879.198437 ∣  [  std_z : 0.99  real_sub_fake : 1822.20 ]
[  epoch 0007/0040] 3850/4800, lr:1.0e-04 ∣ avg_100 : 31672.347815 ∣ critic_nllloss : 26121.166211 ∣ critic_ganloss : -574.405780 ∣ generator_nllloss : 5222.100391 ∣ generator_ganloss : 906.296924 ∣  [  std_z : 0.99  real_sub_fake : 2211.36 ]
[  epoch 0007/0040] 3860/4800, lr:1.0e-04 ∣ avg_100 : 31674.662094 ∣ critic_nllloss : 26024.356445 ∣ critic_ganloss : -442.189343 ∣ generator_nllloss : 5182.917969 ∣ generator_ganloss : 1001.362891 ∣     [  std_z : 0.99  real_sub_fake : 1927.04 ]
[  epoch 0007/0040] 3870/4800, lr:1.0e-04 ∣ avg_100 : 31678.266131 ∣ critic_nllloss : 26224.420898 ∣ critic_ganloss : -406.819247 ∣ generator_nllloss : 5243.535156 ∣ generator_ganloss : 995.146924 ∣  [  std_z : 0.99  real_sub_fake : 1443.24 ]
[  epoch 0007/0040] 3880/4800, lr:1.0e-04 ∣ avg_100 : 31679.394367 ∣ critic_nllloss : 26007.228516 ∣ critic_ganloss : -368.654022 ∣ generator_nllloss : 5228.514453 ∣ generator_ganloss : 937.669531 ∣  [  std_z : 0.98  real_sub_fake : 1486.06 ]
[  epoch 0007/0040] 3890/4800, lr:1.0e-04 ∣ avg_100 : 31677.790707 ∣ critic_nllloss : 25940.655859 ∣ critic_ganloss : -328.643829 ∣ generator_nllloss : 5163.595117 ∣ generator_ganloss : 968.712744 ∣  [  std_z : 0.99  real_sub_fake : 1394.09 ]
[  epoch 0007/0040] 3900/4800, lr:1.0e-04 ∣ avg_100 : 31675.980134 ∣ critic_nllloss : 26074.354492 ∣ critic_ganloss : -448.247009 ∣ generator_nllloss : 5254.428516 ∣ generator_ganloss : 890.815967 ∣  [  std_z : 1.00  real_sub_fake : 1589.75 ]
[  epoch 0007/0040] 3910/4800, lr:1.0e-04 ∣ avg_100 : 31675.701506 ∣ critic_nllloss : 26158.468555 ∣ critic_ganloss : -547.141418 ∣ generator_nllloss : 5261.799609 ∣ generator_ganloss : 953.525879 ∣  [  std_z : 1.00  real_sub_fake : 1848.84 ]
[  epoch 0007/0040] 3920/4800, lr:1.0e-04 ∣ avg_100 : 31676.700645 ∣ critic_nllloss : 26338.711328 ∣ critic_ganloss : -440.161780 ∣ generator_nllloss : 5273.699219 ∣ generator_ganloss : 966.983203 ∣  [  std_z : 0.98  real_sub_fake : 2084.21 ]
[  epoch 0007/0040] 3930/4800, lr:1.0e-04 ∣ avg_100 : 31676.221692 ∣ critic_nllloss : 26008.543945 ∣ critic_ganloss : -331.511389 ∣ generator_nllloss : 5160.607813 ∣ generator_ganloss : 1057.085449 ∣     [  std_z : 0.97  real_sub_fake : 1039.19 ]
[  epoch 0007/0040] 3940/4800, lr:1.0e-04 ∣ avg_100 : 31675.955068 ∣ critic_nllloss : 26023.132812 ∣ critic_ganloss : -408.192596 ∣ generator_nllloss : 5134.481641 ∣ generator_ganloss : 914.367529 ∣  [  std_z : 0.99  real_sub_fake : 1606.93 ]
[  epoch 0007/0040] 3950/4800, lr:1.0e-04 ∣ avg_100 : 31673.027886 ∣ critic_nllloss : 25988.298242 ∣ critic_ganloss : -483.432718 ∣ generator_nllloss : 5208.956641 ∣ generator_ganloss : 949.484570 ∣  [  std_z : 0.99  real_sub_fake : 1659.03 ]
[  epoch 0007/0040] 3960/4800, lr:1.0e-04 ∣ avg_100 : 31671.681393 ∣ critic_nllloss : 26029.904687 ∣ critic_ganloss : -606.865210 ∣ generator_nllloss : 5339.926562 ∣ generator_ganloss : 906.832275 ∣  [  std_z : 0.98  real_sub_fake : 2259.97 ]
[  epoch 0007/0040] 3970/4800, lr:1.0e-04 ∣ avg_100 : 31669.451629 ∣ critic_nllloss : 26049.115234 ∣ critic_ganloss : -464.459198 ∣ generator_nllloss : 5223.908984 ∣ generator_ganloss : 843.746240 ∣  [  std_z : 0.97  real_sub_fake : 2177.12 ]
[  epoch 0007/0040] 3980/4800, lr:1.0e-04 ∣ avg_100 : 31663.468145 ∣ critic_nllloss : 25764.400000 ∣ critic_ganloss : -553.063126 ∣ generator_nllloss : 5203.139648 ∣ generator_ganloss : 827.663403 ∣  [  std_z : 0.98  real_sub_fake : 1758.57 ]
[  epoch 0007/0040] 3990/4800, lr:1.0e-04 ∣ avg_100 : 31661.481856 ∣ critic_nllloss : 26089.861328 ∣ critic_ganloss : -403.951151 ∣ generator_nllloss : 5222.412305 ∣ generator_ganloss : 828.154785 ∣  [  std_z : 1.01  real_sub_fake : 1833.84 ]
[  epoch 0007/0040] 4000/4800, lr:1.0e-04 ∣ avg_100 : 31660.657535 ∣ critic_nllloss : 25987.719922 ∣ critic_ganloss : -477.864627 ∣ generator_nllloss : 5160.377930 ∣ generator_ganloss : 837.504004 ∣  [  std_z : 1.02  real_sub_fake : 1591.54 ]
[  epoch 0007/0040] 4010/4800, lr:1.0e-04 ∣ avg_100 : 31660.950296 ∣ critic_nllloss : 26170.789258 ∣ critic_ganloss : -471.827484 ∣ generator_nllloss : 5146.759570 ∣ generator_ganloss : 857.666357 ∣  [  std_z : 0.99  real_sub_fake : 1829.23 ]
[  epoch 0007/0040] 4020/4800, lr:1.0e-04 ∣ avg_100 : 31660.476639 ∣ critic_nllloss : 26101.195508 ∣ critic_ganloss : -457.892484 ∣ generator_nllloss : 5349.034180 ∣ generator_ganloss : 823.015234 ∣  [  std_z : 0.97  real_sub_fake : 1824.97 ]
[  epoch 0007/0040] 4030/4800, lr:1.0e-04 ∣ avg_100 : 31660.958995 ∣ critic_nllloss : 26274.744922 ∣ critic_ganloss : -487.034857 ∣ generator_nllloss : 5219.555078 ∣ generator_ganloss : 848.654102 ∣  [  std_z : 0.98  real_sub_fake : 2014.56 ]
[  epoch 0007/0040] 4040/4800, lr:1.0e-04 ∣ avg_100 : 31664.895974 ∣ critic_nllloss : 26174.631836 ∣ critic_ganloss : -446.715524 ∣ generator_nllloss : 5272.317773 ∣ generator_ganloss : 882.869775 ∣  [  std_z : 1.00  real_sub_fake : 1612.04 ]
[  epoch 0007/0040] 4050/4800, lr:1.0e-04 ∣ avg_100 : 31663.695102 ∣ critic_nllloss : 25965.365820 ∣ critic_ganloss : -457.979419 ∣ generator_nllloss : 5137.825391 ∣ generator_ganloss : 892.291064 ∣  [  std_z : 1.00  real_sub_fake : 1542.69 ]
[  epoch 0007/0040] 4060/4800, lr:1.0e-04 ∣ avg_100 : 31658.210302 ∣ critic_nllloss : 26022.181445 ∣ critic_ganloss : -721.438202 ∣ generator_nllloss : 5131.261719 ∣ generator_ganloss : 870.993994 ∣  [  std_z : 0.99  real_sub_fake : 2525.60 ]
[  epoch 0007/0040] 4070/4800, lr:1.0e-04 ∣ avg_100 : 31658.474249 ∣ critic_nllloss : 26062.612109 ∣ critic_ganloss : -277.996591 ∣ generator_nllloss : 5178.635547 ∣ generator_ganloss : 926.312305 ∣  [  std_z : 0.97  real_sub_fake : 1674.11 ]
[  epoch 0007/0040] 4080/4800, lr:1.0e-04 ∣ avg_100 : 31654.548085 ∣ critic_nllloss : 25946.213477 ∣ critic_ganloss : -358.077914 ∣ generator_nllloss : 5149.662891 ∣ generator_ganloss : 844.609814 ∣  [  std_z : 0.98  real_sub_fake : 1170.68 ]
[  epoch 0007/0040] 4090/4800, lr:1.0e-04 ∣ avg_100 : 31652.627831 ∣ critic_nllloss : 26059.940820 ∣ critic_ganloss : -406.779224 ∣ generator_nllloss : 5168.625781 ∣ generator_ganloss : 877.655713 ∣  [  std_z : 1.00  real_sub_fake : 1544.79 ]
[  epoch 0007/0040] 4100/4800, lr:1.0e-04 ∣ avg_100 : 31650.678482 ∣ critic_nllloss : 25787.082422 ∣ critic_ganloss : -469.769339 ∣ generator_nllloss : 5222.559375 ∣ generator_ganloss : 883.441064 ∣  [  std_z : 1.00  real_sub_fake : 1651.61 ]
[  epoch 0007/0040] 4110/4800, lr:1.0e-04 ∣ avg_100 : 31648.095803 ∣ critic_nllloss : 25985.631445 ∣ critic_ganloss : -463.791208 ∣ generator_nllloss : 5217.298047 ∣ generator_ganloss : 882.513916 ∣  [  std_z : 0.98  real_sub_fake : 1975.01 ]
[  epoch 0007/0040] 4120/4800, lr:1.0e-04 ∣ avg_100 : 31647.412926 ∣ critic_nllloss : 26080.589062 ∣ critic_ganloss : -415.346619 ∣ generator_nllloss : 5135.788477 ∣ generator_ganloss : 880.697070 ∣  [  std_z : 0.98  real_sub_fake : 1634.36 ]
[  epoch 0007/0040] 4130/4800, lr:1.0e-04 ∣ avg_100 : 31649.723843 ∣ critic_nllloss : 26159.677930 ∣ critic_ganloss : -530.272556 ∣ generator_nllloss : 5148.833984 ∣ generator_ganloss : 887.103027 ∣  [  std_z : 0.99  real_sub_fake : 1781.74 ]
[  epoch 0007/0040] 4140/4800, lr:1.0e-04 ∣ avg_100 : 31647.034363 ∣ critic_nllloss : 25965.527148 ∣ critic_ganloss : -561.286456 ∣ generator_nllloss : 5220.359766 ∣ generator_ganloss : 918.240039 ∣  [  std_z : 1.00  real_sub_fake : 2176.87 ]
[  epoch 0007/0040] 4150/4800, lr:1.0e-04 ∣ avg_100 : 31646.240451 ∣ critic_nllloss : 26134.924219 ∣ critic_ganloss : -358.732721 ∣ generator_nllloss : 5108.935547 ∣ generator_ganloss : 1004.479053 ∣     [  std_z : 0.99  real_sub_fake : 1453.43 ]
[  epoch 0007/0040] 4160/4800, lr:1.0e-04 ∣ avg_100 : 31643.944407 ∣ critic_nllloss : 25995.104883 ∣ critic_ganloss : -508.269714 ∣ generator_nllloss : 5167.283594 ∣ generator_ganloss : 928.070703 ∣  [  std_z : 0.99  real_sub_fake : 1779.99 ]
[  epoch 0007/0040] 4170/4800, lr:1.0e-04 ∣ avg_100 : 31643.896527 ∣ critic_nllloss : 26098.505078 ∣ critic_ganloss : -514.984497 ∣ generator_nllloss : 5150.666016 ∣ generator_ganloss : 979.859326 ∣  [  std_z : 0.99  real_sub_fake : 2187.04 ]
[  epoch 0007/0040] 4180/4800, lr:1.0e-04 ∣ avg_100 : 31648.312880 ∣ critic_nllloss : 26233.907813 ∣ critic_ganloss : -317.115198 ∣ generator_nllloss : 5260.908984 ∣ generator_ganloss : 939.646045 ∣  [  std_z : 1.00  real_sub_fake : 1264.52 ]
[  epoch 0007/0040] 4190/4800, lr:1.0e-04 ∣ avg_100 : 31647.786694 ∣ critic_nllloss : 26171.696875 ∣ critic_ganloss : -492.275894 ∣ generator_nllloss : 5292.497266 ∣ generator_ganloss : 845.110156 ∣  [  std_z : 1.00  real_sub_fake : 1503.55 ]
[  epoch 0007/0040] 4200/4800, lr:1.0e-04 ∣ avg_100 : 31648.528491 ∣ critic_nllloss : 26083.071484 ∣ critic_ganloss : -442.065262 ∣ generator_nllloss : 5161.289453 ∣ generator_ganloss : 905.786914 ∣  [  std_z : 0.98  real_sub_fake : 1874.52 ]
[  epoch 0007/0040] 4210/4800, lr:1.0e-04 ∣ avg_100 : 31652.548352 ∣ critic_nllloss : 26174.079688 ∣ critic_ganloss : -472.166949 ∣ generator_nllloss : 5255.259766 ∣ generator_ganloss : 887.243213 ∣  [  std_z : 0.98  real_sub_fake : 2192.32 ]
[  epoch 0007/0040] 4220/4800, lr:1.0e-04 ∣ avg_100 : 31660.099990 ∣ critic_nllloss : 26196.945508 ∣ critic_ganloss : -400.535330 ∣ generator_nllloss : 5245.067773 ∣ generator_ganloss : 995.760156 ∣  [  std_z : 0.99  real_sub_fake : 1208.06 ]
[  epoch 0007/0040] 4230/4800, lr:1.0e-04 ∣ avg_100 : 31663.475813 ∣ critic_nllloss : 26178.412891 ∣ critic_ganloss : -518.931848 ∣ generator_nllloss : 5235.342969 ∣ generator_ganloss : 867.771094 ∣  [  std_z : 0.99  real_sub_fake : 1833.85 ]
[  epoch 0007/0040] 4240/4800, lr:1.0e-04 ∣ avg_100 : 31661.843079 ∣ critic_nllloss : 26031.831445 ∣ critic_ganloss : -547.792096 ∣ generator_nllloss : 5190.601562 ∣ generator_ganloss : 911.730713 ∣  [  std_z : 0.98  real_sub_fake : 2127.66 ]
[  epoch 0007/0040] 4250/4800, lr:1.0e-04 ∣ avg_100 : 31662.339523 ∣ critic_nllloss : 26161.043555 ∣ critic_ganloss : -468.198645 ∣ generator_nllloss : 5187.718750 ∣ generator_ganloss : 853.346338 ∣  [  std_z : 0.98  real_sub_fake : 1947.22 ]
[  epoch 0007/0040] 4260/4800, lr:1.0e-04 ∣ avg_100 : 31665.923903 ∣ critic_nllloss : 26233.031055 ∣ critic_ganloss : -614.791351 ∣ generator_nllloss : 5144.609375 ∣ generator_ganloss : 837.487231 ∣  [  std_z : 0.99  real_sub_fake : 2209.04 ]
[  epoch 0007/0040] 4270/4800, lr:1.0e-04 ∣ avg_100 : 31671.334618 ∣ critic_nllloss : 26050.039453 ∣ critic_ganloss : -302.696510 ∣ generator_nllloss : 5222.694531 ∣ generator_ganloss : 910.874561 ∣  [  std_z : 0.99  real_sub_fake : 1406.79 ]
[  epoch 0007/0040] 4280/4800, lr:1.0e-04 ∣ avg_100 : 31676.493048 ∣ critic_nllloss : 26263.699805 ∣ critic_ganloss : -461.399657 ∣ generator_nllloss : 5309.780859 ∣ generator_ganloss : 804.952808 ∣  [  std_z : 0.99  real_sub_fake : 1455.62 ]
[  epoch 0007/0040] 4290/4800, lr:1.0e-04 ∣ avg_100 : 31677.203692 ∣ critic_nllloss : 26157.309961 ∣ critic_ganloss : -597.495181 ∣ generator_nllloss : 5158.785937 ∣ generator_ganloss : 862.145117 ∣  [  std_z : 0.98  real_sub_fake : 2231.07 ]
[  epoch 0007/0040] 4300/4800, lr:1.0e-04 ∣ avg_100 : 31678.176753 ∣ critic_nllloss : 25965.395117 ∣ critic_ganloss : -468.497073 ∣ generator_nllloss : 5290.424414 ∣ generator_ganloss : 906.836377 ∣  [  std_z : 0.98  real_sub_fake : 2014.28 ]
[  epoch 0007/0040] 4310/4800, lr:1.0e-04 ∣ avg_100 : 31681.392596 ∣ critic_nllloss : 26175.741211 ∣ critic_ganloss : -370.042896 ∣ generator_nllloss : 5168.749023 ∣ generator_ganloss : 879.934131 ∣  [  std_z : 1.00  real_sub_fake : 1821.91 ]
[  epoch 0007/0040] 4320/4800, lr:1.0e-04 ∣ avg_100 : 31682.791889 ∣ critic_nllloss : 26256.950195 ∣ critic_ganloss : -519.805902 ∣ generator_nllloss : 5269.629297 ∣ generator_ganloss : 772.279663 ∣  [  std_z : 1.01  real_sub_fake : 1557.84 ]
[  epoch 0007/0040] 4330/4800, lr:1.0e-04 ∣ avg_100 : 31681.746298 ∣ critic_nllloss : 26196.447461 ∣ critic_ganloss : -586.986923 ∣ generator_nllloss : 5243.212695 ∣ generator_ganloss : 773.114355 ∣  [  std_z : 0.99  real_sub_fake : 2299.79 ]
[  epoch 0007/0040] 4340/4800, lr:1.0e-04 ∣ avg_100 : 31678.789593 ∣ critic_nllloss : 26081.160547 ∣ critic_ganloss : -609.663049 ∣ generator_nllloss : 5247.872070 ∣ generator_ganloss : 758.053711 ∣  [  std_z : 0.98  real_sub_fake : 2557.68 ]
[  epoch 0007/0040] 4350/4800, lr:1.0e-04 ∣ avg_100 : 31681.017523 ∣ critic_nllloss : 26146.272070 ∣ critic_ganloss : -434.621136 ∣ generator_nllloss : 5273.981836 ∣ generator_ganloss : 805.064502 ∣  [  std_z : 0.98  real_sub_fake : 1454.97 ]
[  epoch 0007/0040] 4360/4800, lr:1.0e-04 ∣ avg_100 : 31682.423481 ∣ critic_nllloss : 26255.108203 ∣ critic_ganloss : -353.910385 ∣ generator_nllloss : 5207.766016 ∣ generator_ganloss : 723.810352 ∣  [  std_z : 1.00  real_sub_fake : 1670.79 ]
[  epoch 0007/0040] 4370/4800, lr:1.0e-04 ∣ avg_100 : 31682.079800 ∣ critic_nllloss : 26121.484570 ∣ critic_ganloss : -353.502631 ∣ generator_nllloss : 5166.232422 ∣ generator_ganloss : 633.801782 ∣  [  std_z : 1.00  real_sub_fake : 1382.51 ]
[  epoch 0007/0040] 4380/4800, lr:1.0e-04 ∣ avg_100 : 31680.477766 ∣ critic_nllloss : 26051.185156 ∣ critic_ganloss : -408.602377 ∣ generator_nllloss : 5258.591797 ∣ generator_ganloss : 661.782373 ∣  [  std_z : 0.99  real_sub_fake : 1195.19 ]
[  epoch 0007/0040] 4390/4800, lr:1.0e-04 ∣ avg_100 : 31681.862041 ∣ critic_nllloss : 26153.072656 ∣ critic_ganloss : -386.767462 ∣ generator_nllloss : 5270.176172 ∣ generator_ganloss : 687.609033 ∣  [  std_z : 0.98  real_sub_fake : 1533.35 ]
[  epoch 0007/0040] 4400/4800, lr:1.0e-04 ∣ avg_100 : 31682.059002 ∣ critic_nllloss : 26193.830664 ∣ critic_ganloss : -502.375336 ∣ generator_nllloss : 5223.677734 ∣ generator_ganloss : 687.054834 ∣  [  std_z : 0.98  real_sub_fake : 2012.16 ]
[  epoch 0007/0040] 4410/4800, lr:1.0e-04 ∣ avg_100 : 31682.799143 ∣ critic_nllloss : 26177.554492 ∣ critic_ganloss : -497.752856 ∣ generator_nllloss : 5312.970703 ∣ generator_ganloss : 735.588843 ∣  [  std_z : 1.00  real_sub_fake : 1849.12 ]
[  epoch 0007/0040] 4420/4800, lr:1.0e-04 ∣ avg_100 : 31679.854986 ∣ critic_nllloss : 26128.283203 ∣ critic_ganloss : -573.226764 ∣ generator_nllloss : 5241.121484 ∣ generator_ganloss : 719.012891 ∣  [  std_z : 0.98  real_sub_fake : 2002.29 ]
[  epoch 0007/0040] 4430/4800, lr:1.0e-04 ∣ avg_100 : 31680.270974 ∣ critic_nllloss : 26091.463477 ∣ critic_ganloss : -497.853824 ∣ generator_nllloss : 5169.168359 ∣ generator_ganloss : 745.023804 ∣  [  std_z : 0.97  real_sub_fake : 2117.38 ]
[  epoch 0007/0040] 4440/4800, lr:1.0e-04 ∣ avg_100 : 31678.435237 ∣ critic_nllloss : 26031.461914 ∣ critic_ganloss : -543.439200 ∣ generator_nllloss : 5115.340625 ∣ generator_ganloss : 727.417725 ∣  [  std_z : 0.97  real_sub_fake : 2026.06 ]
[  epoch 0007/0040] 4450/4800, lr:1.0e-04 ∣ avg_100 : 31680.205189 ∣ critic_nllloss : 26153.318945 ∣ critic_ganloss : -648.851135 ∣ generator_nllloss : 5271.161719 ∣ generator_ganloss : 761.659692 ∣  [  std_z : 0.99  real_sub_fake : 2388.59 ]
[  epoch 0007/0040] 4460/4800, lr:1.0e-04 ∣ avg_100 : 31679.021371 ∣ critic_nllloss : 26148.189453 ∣ critic_ganloss : -555.116791 ∣ generator_nllloss : 5241.451172 ∣ generator_ganloss : 788.525977 ∣  [  std_z : 1.00  real_sub_fake : 2300.18 ]
[  epoch 0007/0040] 4470/4800, lr:1.0e-04 ∣ avg_100 : 31674.421188 ∣ critic_nllloss : 26049.660742 ∣ critic_ganloss : -552.137292 ∣ generator_nllloss : 5308.335156 ∣ generator_ganloss : 719.546216 ∣  [  std_z : 0.98  real_sub_fake : 2363.84 ]
[  epoch 0007/0040] 4480/4800, lr:1.0e-04 ∣ avg_100 : 31671.244540 ∣ critic_nllloss : 26177.947461 ∣ critic_ganloss : -461.327744 ∣ generator_nllloss : 5259.279688 ∣ generator_ganloss : 674.765942 ∣  [  std_z : 0.99  real_sub_fake : 1642.24 ]
[  epoch 0007/0040] 4490/4800, lr:1.0e-04 ∣ avg_100 : 31663.417611 ∣ critic_nllloss : 25908.213867 ∣ critic_ganloss : -531.639166 ∣ generator_nllloss : 5122.977734 ∣ generator_ganloss : 629.092065 ∣  [  std_z : 0.99  real_sub_fake : 1910.74 ]
[  epoch 0007/0040] 4500/4800, lr:1.0e-04 ∣ avg_100 : 31659.302142 ∣ critic_nllloss : 26232.750195 ∣ critic_ganloss : -636.834793 ∣ generator_nllloss : 5286.067187 ∣ generator_ganloss : 648.229956 ∣  [  std_z : 1.01  real_sub_fake : 2136.10 ]
[  epoch 0007/0040] 4510/4800, lr:1.0e-04 ∣ avg_100 : 31657.321994 ∣ critic_nllloss : 26071.072461 ∣ critic_ganloss : -511.058337 ∣ generator_nllloss : 5234.026758 ∣ generator_ganloss : 745.313159 ∣  [  std_z : 1.00  real_sub_fake : 2267.89 ]
[  epoch 0007/0040] 4520/4800, lr:1.0e-04 ∣ avg_100 : 31658.732329 ∣ critic_nllloss : 26357.719531 ∣ critic_ganloss : -558.377148 ∣ generator_nllloss : 5342.696289 ∣ generator_ganloss : 772.598193 ∣  [  std_z : 0.98  real_sub_fake : 2219.95 ]
[  epoch 0007/0040] 4530/4800, lr:1.0e-04 ∣ avg_100 : 31659.384448 ∣ critic_nllloss : 25960.763867 ∣ critic_ganloss : -666.595728 ∣ generator_nllloss : 5248.256250 ∣ generator_ganloss : 852.857227 ∣  [  std_z : 0.97  real_sub_fake : 2471.79 ]
[  epoch 0007/0040] 4540/4800, lr:1.0e-04 ∣ avg_100 : 31662.276374 ∣ critic_nllloss : 26085.947461 ∣ critic_ganloss : -298.999615 ∣ generator_nllloss : 5264.593750 ∣ generator_ganloss : 812.737134 ∣  [  std_z : 0.98  real_sub_fake : 1857.27 ]
[  epoch 0007/0040] 4550/4800, lr:1.0e-04 ∣ avg_100 : 31670.451266 ∣ critic_nllloss : 26266.781445 ∣ critic_ganloss : -81.279103 ∣ generator_nllloss : 5305.264844 ∣ generator_ganloss : 868.874658 ∣   [  std_z : 1.00  real_sub_fake : 228.05 ]
[  epoch 0007/0040] 4560/4800, lr:1.0e-04 ∣ avg_100 : 31676.629442 ∣ critic_nllloss : 26149.318359 ∣ critic_ganloss : -98.556136 ∣ generator_nllloss : 5187.355664 ∣ generator_ganloss : 863.761719 ∣   [  std_z : 1.01  real_sub_fake : 244.55 ]
[  epoch 0007/0040] 4570/4800, lr:1.0e-04 ∣ avg_100 : 31676.152012 ∣ critic_nllloss : 26172.753516 ∣ critic_ganloss : -140.218023 ∣ generator_nllloss : 5224.401367 ∣ generator_ganloss : 856.082031 ∣  [  std_z : 0.98  real_sub_fake : 438.81 ]
[  epoch 0007/0040] 4580/4800, lr:1.0e-04 ∣ avg_100 : 31681.534955 ∣ critic_nllloss : 26039.091016 ∣ critic_ganloss : -159.593649 ∣ generator_nllloss : 5209.053320 ∣ generator_ganloss : 843.228076 ∣  [  std_z : 0.97  real_sub_fake : 543.00 ]
[  epoch 0007/0040] 4590/4800, lr:1.0e-04 ∣ avg_100 : 31685.063387 ∣ critic_nllloss : 26317.430273 ∣ critic_ganloss : -228.018930 ∣ generator_nllloss : 5232.485742 ∣ generator_ganloss : 812.573950 ∣  [  std_z : 0.97  real_sub_fake : 698.75 ]
[  epoch 0007/0040] 4600/4800, lr:1.0e-04 ∣ avg_100 : 31684.473796 ∣ critic_nllloss : 26059.052539 ∣ critic_ganloss : -324.671555 ∣ generator_nllloss : 5144.820508 ∣ generator_ganloss : 793.156567 ∣  [  std_z : 0.99  real_sub_fake : 1016.57 ]
[  epoch 0007/0040] 4610/4800, lr:1.0e-04 ∣ avg_100 : 31686.221900 ∣ critic_nllloss : 26104.465039 ∣ critic_ganloss : -389.813184 ∣ generator_nllloss : 5186.858008 ∣ generator_ganloss : 784.694189 ∣  [  std_z : 1.00  real_sub_fake : 1358.72 ]
[  epoch 0007/0040] 4620/4800, lr:1.0e-04 ∣ avg_100 : 31684.023602 ∣ critic_nllloss : 25869.534766 ∣ critic_ganloss : -491.745374 ∣ generator_nllloss : 5054.043359 ∣ generator_ganloss : 837.804565 ∣  [  std_z : 0.99  real_sub_fake : 1749.05 ]
[  epoch 0007/0040] 4630/4800, lr:1.0e-04 ∣ avg_100 : 31683.025723 ∣ critic_nllloss : 26207.906641 ∣ critic_ganloss : -636.525427 ∣ generator_nllloss : 5202.067187 ∣ generator_ganloss : 921.405957 ∣  [  std_z : 0.97  real_sub_fake : 2243.24 ]
[  epoch 0007/0040] 4640/4800, lr:1.0e-04 ∣ avg_100 : 31680.951090 ∣ critic_nllloss : 25978.905469 ∣ critic_ganloss : -724.910425 ∣ generator_nllloss : 5213.599414 ∣ generator_ganloss : 1055.206055 ∣     [  std_z : 0.98  real_sub_fake : 2873.35 ]
[  epoch 0007/0040] 4650/4800, lr:1.0e-04 ∣ avg_100 : 31682.053780 ∣ critic_nllloss : 25847.309961 ∣ critic_ganloss : -340.996689 ∣ generator_nllloss : 5146.146289 ∣ generator_ganloss : 1197.526318 ∣     [  std_z : 1.00  real_sub_fake : 1611.05 ]
[  epoch 0007/0040] 4660/4800, lr:1.0e-04 ∣ avg_100 : 31686.431413 ∣ critic_nllloss : 25994.746875 ∣ critic_ganloss : -303.388918 ∣ generator_nllloss : 5235.539062 ∣ generator_ganloss : 1116.081494 ∣     [  std_z : 1.01  real_sub_fake : 857.40 ]
[  epoch 0007/0040] 4670/4800, lr:1.0e-04 ∣ avg_100 : 31689.560277 ∣ critic_nllloss : 26124.375586 ∣ critic_ganloss : -449.795746 ∣ generator_nllloss : 5252.497656 ∣ generator_ganloss : 981.491797 ∣  [  std_z : 0.99  real_sub_fake : 1598.26 ]
[  epoch 0007/0040] 4680/4800, lr:1.0e-04 ∣ avg_100 : 31693.015833 ∣ critic_nllloss : 26163.701172 ∣ critic_ganloss : -564.092834 ∣ generator_nllloss : 5169.229688 ∣ generator_ganloss : 990.737793 ∣  [  std_z : 0.97  real_sub_fake : 2195.25 ]
[  epoch 0007/0040] 4690/4800, lr:1.0e-04 ∣ avg_100 : 31698.928682 ∣ critic_nllloss : 26170.349023 ∣ critic_ganloss : -586.081244 ∣ generator_nllloss : 5185.657422 ∣ generator_ganloss : 1086.973340 ∣     [  std_z : 0.98  real_sub_fake : 2222.03 ]
[  epoch 0007/0040] 4700/4800, lr:1.0e-04 ∣ avg_100 : 31703.108399 ∣ critic_nllloss : 26068.221094 ∣ critic_ganloss : -452.890979 ∣ generator_nllloss : 5184.894141 ∣ generator_ganloss : 1080.669678 ∣     [  std_z : 1.00  real_sub_fake : 1969.00 ]
[  epoch 0007/0040] 4710/4800, lr:1.0e-04 ∣ avg_100 : 31706.911535 ∣ critic_nllloss : 26020.089844 ∣ critic_ganloss : -447.663815 ∣ generator_nllloss : 5248.369922 ∣ generator_ganloss : 1031.098389 ∣     [  std_z : 1.00  real_sub_fake : 1642.60 ]
[  epoch 0007/0040] 4720/4800, lr:1.0e-04 ∣ avg_100 : 31708.508872 ∣ critic_nllloss : 25897.568359 ∣ critic_ganloss : -515.155496 ∣ generator_nllloss : 5195.986523 ∣ generator_ganloss : 1006.943066 ∣     [  std_z : 0.98  real_sub_fake : 2049.00 ]
[  epoch 0007/0040] 4730/4800, lr:1.0e-04 ∣ avg_100 : 31711.775892 ∣ critic_nllloss : 26143.826562 ∣ critic_ganloss : -542.574774 ∣ generator_nllloss : 5211.800977 ∣ generator_ganloss : 1005.905371 ∣     [  std_z : 0.96  real_sub_fake : 1956.76 ]
[  epoch 0007/0040] 4740/4800, lr:1.0e-04 ∣ avg_100 : 31716.050158 ∣ critic_nllloss : 26004.750781 ∣ critic_ganloss : -556.695770 ∣ generator_nllloss : 5270.011719 ∣ generator_ganloss : 968.377881 ∣  [  std_z : 0.98  real_sub_fake : 2181.53 ]
[  epoch 0007/0040] 4750/4800, lr:1.0e-04 ∣ avg_100 : 31716.532250 ∣ critic_nllloss : 25933.041797 ∣ critic_ganloss : -600.624994 ∣ generator_nllloss : 5183.545313 ∣ generator_ganloss : 927.417969 ∣  [  std_z : 1.00  real_sub_fake : 2643.09 ]
[  epoch 0007/0040] 4760/4800, lr:1.0e-04 ∣ avg_100 : 31715.326578 ∣ critic_nllloss : 26166.686328 ∣ critic_ganloss : -350.655301 ∣ generator_nllloss : 5268.864062 ∣ generator_ganloss : 936.239941 ∣  [  std_z : 1.00  real_sub_fake : 1329.56 ]
[  epoch 0007/0040] 4770/4800, lr:1.0e-04 ∣ avg_100 : 31721.275289 ∣ critic_nllloss : 26296.495508 ∣ critic_ganloss : -196.550137 ∣ generator_nllloss : 5330.981445 ∣ generator_ganloss : 863.421875 ∣  [  std_z : 0.98  real_sub_fake : 659.56 ]
[  epoch 0007/0040] 4780/4800, lr:1.0e-04 ∣ avg_100 : 31726.836299 ∣ critic_nllloss : 26072.971484 ∣ critic_ganloss : -244.397519 ∣ generator_nllloss : 5183.908398 ∣ generator_ganloss : 893.145215 ∣  [  std_z : 0.97  real_sub_fake : 721.15 ]
[  epoch 0007/0040] 4790/4800, lr:1.0e-04 ∣ avg_100 : 31731.646943 ∣ critic_nllloss : 26024.484180 ∣ critic_ganloss : -303.515790 ∣ generator_nllloss : 5200.100586 ∣ generator_ganloss : 898.485449 ∣  [  std_z : 0.99  real_sub_fake : 999.68 ]
[  epoch 0007/0040] 4800/4800, lr:1.0e-04 ∣ avg_100 : 31729.667901 ∣ critic_nllloss : 25983.269531 ∣ critic_ganloss : -373.834738 ∣ generator_nllloss : 5180.179688 ∣ generator_ganloss : 868.957031 ∣  [  std_z : 1.00  real_sub_fake : 1462.27 ]
[    val 007    ] Done! KLD: 0.029102: 0.0511479:09, total: 1 day, 3:27:27                  
[  epoch 0008/0040] 0010/4800, lr:1.0e-04 ∣ avg_100 : 31725.842156 ∣ critic_nllloss : 25952.419531 ∣ critic_ganloss : -454.629291 ∣ generator_nllloss : 5171.825000 ∣ generator_ganloss : 858.618506 ∣  [  std_z : 0.99  real_sub_fake : 1753.04 ]
[  epoch 0008/0040] 0020/4800, lr:1.0e-04 ∣ avg_100 : 31725.451758 ∣ critic_nllloss : 26102.556055 ∣ critic_ganloss : -397.344678 ∣ generator_nllloss : 5175.075977 ∣ generator_ganloss : 830.231226 ∣  [  std_z : 0.97  real_sub_fake : 1577.67 ]
[  epoch 0008/0040] 0030/4800, lr:1.0e-04 ∣ avg_100 : 31730.266190 ∣ critic_nllloss : 26258.291406 ∣ critic_ganloss : -416.339169 ∣ generator_nllloss : 5279.934180 ∣ generator_ganloss : 860.511670 ∣  [  std_z : 0.99  real_sub_fake : 1500.31 ]
[  epoch 0008/0040] 0040/4800, lr:1.0e-04 ∣ avg_100 : 31731.073230 ∣ critic_nllloss : 26227.982031 ∣ critic_ganloss : -441.622501 ∣ generator_nllloss : 5265.488477 ∣ generator_ganloss : 870.136328 ∣  [  std_z : 1.02  real_sub_fake : 1754.23 ]
[  epoch 0008/0040] 0050/4800, lr:1.0e-04 ∣ avg_100 : 31732.531979 ∣ critic_nllloss : 26204.254883 ∣ critic_ganloss : -513.270822 ∣ generator_nllloss : 5271.311914 ∣ generator_ganloss : 858.736670 ∣  [  std_z : 1.00  real_sub_fake : 1747.53 ]
[  epoch 0008/0040] 0060/4800, lr:1.0e-04 ∣ avg_100 : 31733.644004 ∣ critic_nllloss : 26215.408789 ∣ critic_ganloss : -501.643616 ∣ generator_nllloss : 5251.487500 ∣ generator_ganloss : 912.397803 ∣  [  std_z : 0.97  real_sub_fake : 2105.76 ]
[  epoch 0008/0040] 0070/4800, lr:1.0e-04 ∣ avg_100 : 31731.258524 ∣ critic_nllloss : 26091.304102 ∣ critic_ganloss : -402.921118 ∣ generator_nllloss : 5224.057813 ∣ generator_ganloss : 905.294873 ∣  [  std_z : 0.97  real_sub_fake : 1463.87 ]
[  epoch 0008/0040] 0080/4800, lr:1.0e-04 ∣ avg_100 : 31730.925479 ∣ critic_nllloss : 26134.529297 ∣ critic_ganloss : -449.784055 ∣ generator_nllloss : 5301.288281 ∣ generator_ganloss : 785.420435 ∣  [  std_z : 0.99  real_sub_fake : 1806.87 ]
[  epoch 0008/0040] 0090/4800, lr:1.0e-04 ∣ avg_100 : 31728.672908 ∣ critic_nllloss : 25996.699219 ∣ critic_ganloss : -428.229535 ∣ generator_nllloss : 5195.701172 ∣ generator_ganloss : 754.891943 ∣  [  std_z : 1.02  real_sub_fake : 1685.71 ]
[  epoch 0008/0040] 0100/4800, lr:1.0e-04 ∣ avg_100 : 31726.617120 ∣ critic_nllloss : 26108.454688 ∣ critic_ganloss : -444.184863 ∣ generator_nllloss : 5187.659961 ∣ generator_ganloss : 713.843384 ∣  [  std_z : 1.00  real_sub_fake : 1751.11 ]
[  epoch 0008/0040] 0110/4800, lr:1.0e-04 ∣ avg_100 : 31724.253443 ∣ critic_nllloss : 26130.233789 ∣ critic_ganloss : -442.916745 ∣ generator_nllloss : 5225.653516 ∣ generator_ganloss : 677.314355 ∣  [  std_z : 0.97  real_sub_fake : 1781.84 ]
[  epoch 0008/0040] 0120/4800, lr:1.0e-04 ∣ avg_100 : 31714.199000 ∣ critic_nllloss : 25812.126172 ∣ critic_ganloss : -454.623764 ∣ generator_nllloss : 5079.938477 ∣ generator_ganloss : 696.346851 ∣  [  std_z : 0.97  real_sub_fake : 1626.27 ]
[  epoch 0008/0040] 0130/4800, lr:1.0e-04 ∣ avg_100 : 31712.467463 ∣ critic_nllloss : 26266.005859 ∣ critic_ganloss : -513.348221 ∣ generator_nllloss : 5226.528711 ∣ generator_ganloss : 742.385718 ∣  [  std_z : 1.01  real_sub_fake : 1685.39 ]
[  epoch 0008/0040] 0140/4800, lr:1.0e-04 ∣ avg_100 : 31709.404750 ∣ critic_nllloss : 25965.198633 ∣ critic_ganloss : -571.347540 ∣ generator_nllloss : 5233.725000 ∣ generator_ganloss : 729.942041 ∣  [  std_z : 1.00  real_sub_fake : 2094.02 ]
[  epoch 0008/0040] 0150/4800, lr:1.0e-04 ∣ avg_100 : 31707.966107 ∣ critic_nllloss : 26157.077148 ∣ critic_ganloss : -535.306464 ∣ generator_nllloss : 5173.265039 ∣ generator_ganloss : 724.406689 ∣  [  std_z : 0.97  real_sub_fake : 2210.11 ]
[  epoch 0008/0040] 0160/4800, lr:1.0e-04 ∣ avg_100 : 31708.368834 ∣ critic_nllloss : 26185.027930 ∣ critic_ganloss : -520.572122 ∣ generator_nllloss : 5245.002930 ∣ generator_ganloss : 800.612280 ∣  [  std_z : 0.97  real_sub_fake : 1979.59 ]
[  epoch 0008/0040] 0170/4800, lr:1.0e-04 ∣ avg_100 : 31708.005114 ∣ critic_nllloss : 26191.316016 ∣ critic_ganloss : -572.108127 ∣ generator_nllloss : 5259.902539 ∣ generator_ganloss : 736.828882 ∣  [  std_z : 0.99  real_sub_fake : 2277.68 ]
[  epoch 0008/0040] 0180/4800, lr:1.0e-04 ∣ avg_100 : 31708.795323 ∣ critic_nllloss : 25996.359180 ∣ critic_ganloss : -670.329510 ∣ generator_nllloss : 5232.227344 ∣ generator_ganloss : 762.903760 ∣  [  std_z : 1.00  real_sub_fake : 2236.12 ]
[  epoch 0008/0040] 0190/4800, lr:1.0e-04 ∣ avg_100 : 31707.812301 ∣ critic_nllloss : 26181.939258 ∣ critic_ganloss : -628.073572 ∣ generator_nllloss : 5246.225781 ∣ generator_ganloss : 838.083569 ∣  [  std_z : 0.98  real_sub_fake : 2364.48 ]
[  epoch 0008/0040] 0200/4800, lr:1.0e-04 ∣ avg_100 : 31711.884881 ∣ critic_nllloss : 26209.117773 ∣ critic_ganloss : -486.274579 ∣ generator_nllloss : 5239.343359 ∣ generator_ganloss : 952.808691 ∣  [  std_z : 0.98  real_sub_fake : 2053.47 ]
[  epoch 0008/0040] 0210/4800, lr:1.0e-04 ∣ avg_100 : 31712.548720 ∣ critic_nllloss : 26098.885547 ∣ critic_ganloss : -514.394785 ∣ generator_nllloss : 5204.114844 ∣ generator_ganloss : 981.166016 ∣  [  std_z : 0.98  real_sub_fake : 1971.76 ]
[  epoch 0008/0040] 0220/4800, lr:1.0e-04 ∣ avg_100 : 31713.612812 ∣ critic_nllloss : 26180.933008 ∣ critic_ganloss : -534.197864 ∣ generator_nllloss : 5297.836133 ∣ generator_ganloss : 977.190381 ∣  [  std_z : 1.00  real_sub_fake : 2129.49 ]
[  epoch 0008/0040] 0230/4800, lr:1.0e-04 ∣ avg_100 : 31710.372414 ∣ critic_nllloss : 26092.278711 ∣ critic_ganloss : -664.022272 ∣ generator_nllloss : 5180.084375 ∣ generator_ganloss : 923.538574 ∣  [  std_z : 1.01  real_sub_fake : 2196.07 ]
[  epoch 0008/0040] 0240/4800, lr:1.0e-04 ∣ avg_100 : 31708.142265 ∣ critic_nllloss : 26121.909961 ∣ critic_ganloss : -483.401074 ∣ generator_nllloss : 5136.783789 ∣ generator_ganloss : 884.796338 ∣  [  std_z : 0.98  real_sub_fake : 2513.58 ]
[  epoch 0008/0040] 0250/4800, lr:1.0e-04 ∣ avg_100 : 31708.509819 ∣ critic_nllloss : 26015.530859 ∣ critic_ganloss : -488.298544 ∣ generator_nllloss : 5145.495508 ∣ generator_ganloss : 901.530371 ∣  [  std_z : 0.97  real_sub_fake : 1349.98 ]
[  epoch 0008/0040] 0260/4800, lr:1.0e-04 ∣ avg_100 : 31709.218834 ∣ critic_nllloss : 25809.160156 ∣ critic_ganloss : -491.645435 ∣ generator_nllloss : 5211.803906 ∣ generator_ganloss : 844.581836 ∣  [  std_z : 0.98  real_sub_fake : 1815.39 ]
[  epoch 0008/0040] 0270/4800, lr:1.0e-04 ∣ avg_100 : 31707.611086 ∣ critic_nllloss : 25972.801758 ∣ critic_ganloss : -302.035034 ∣ generator_nllloss : 5198.509375 ∣ generator_ganloss : 859.512500 ∣  [  std_z : 1.00  real_sub_fake : 1441.88 ]
[  epoch 0008/0040] 0280/4800, lr:1.0e-04 ∣ avg_100 : 31708.381211 ∣ critic_nllloss : 26002.392578 ∣ critic_ganloss : -405.631110 ∣ generator_nllloss : 5278.597852 ∣ generator_ganloss : 784.061450 ∣  [  std_z : 1.00  real_sub_fake : 1665.46 ]
[  epoch 0008/0040] 0290/4800, lr:1.0e-04 ∣ avg_100 : 31707.837465 ∣ critic_nllloss : 26178.728320 ∣ critic_ganloss : -587.090799 ∣ generator_nllloss : 5257.416211 ∣ generator_ganloss : 796.014722 ∣  [  std_z : 0.98  real_sub_fake : 1871.87 ]
[  epoch 0008/0040] 0300/4800, lr:1.0e-04 ∣ avg_100 : 31709.398574 ∣ critic_nllloss : 26052.915039 ∣ critic_ganloss : -470.207404 ∣ generator_nllloss : 5197.566406 ∣ generator_ganloss : 799.150439 ∣  [  std_z : 0.98  real_sub_fake : 2096.01 ]
[  epoch 0008/0040] 0310/4800, lr:1.0e-04 ∣ avg_100 : 31709.399067 ∣ critic_nllloss : 26158.342773 ∣ critic_ganloss : -529.684460 ∣ generator_nllloss : 5224.999414 ∣ generator_ganloss : 768.043750 ∣  [  std_z : 0.99  real_sub_fake : 1935.88 ]
[  epoch 0008/0040] 0320/4800, lr:1.0e-04 ∣ avg_100 : 31707.543077 ∣ critic_nllloss : 26040.502344 ∣ critic_ganloss : -522.680286 ∣ generator_nllloss : 5181.011719 ∣ generator_ganloss : 797.295264 ∣  [  std_z : 0.99  real_sub_fake : 2114.13 ]
[  epoch 0008/0040] 0330/4800, lr:1.0e-04 ∣ avg_100 : 31707.737353 ∣ critic_nllloss : 26203.307422 ∣ critic_ganloss : -487.574118 ∣ generator_nllloss : 5198.339453 ∣ generator_ganloss : 770.697192 ∣  [  std_z : 0.99  real_sub_fake : 1940.15 ]
[  epoch 0008/0040] 0340/4800, lr:1.0e-04 ∣ avg_100 : 31708.175482 ∣ critic_nllloss : 26304.817578 ∣ critic_ganloss : -618.715155 ∣ generator_nllloss : 5180.220312 ∣ generator_ganloss : 720.330615 ∣  [  std_z : 1.00  real_sub_fake : 2170.50 ]
[  epoch 0008/0040] 0350/4800, lr:1.0e-04 ∣ avg_100 : 31706.393351 ∣ critic_nllloss : 26247.447070 ∣ critic_ganloss : -541.173633 ∣ generator_nllloss : 5229.457422 ∣ generator_ganloss : 775.662207 ∣  [  std_z : 1.00  real_sub_fake : 2330.50 ]
[  epoch 0008/0040] 0360/4800, lr:1.0e-04 ∣ avg_100 : 31707.384407 ∣ critic_nllloss : 26069.912695 ∣ critic_ganloss : -403.742801 ∣ generator_nllloss : 5257.386523 ∣ generator_ganloss : 757.738574 ∣  [  std_z : 0.98  real_sub_fake : 1584.22 ]
[  epoch 0008/0040] 0370/4800, lr:1.0e-04 ∣ avg_100 : 31705.557137 ∣ critic_nllloss : 26093.698633 ∣ critic_ganloss : -542.288116 ∣ generator_nllloss : 5232.339844 ∣ generator_ganloss : 747.568628 ∣  [  std_z : 0.97  real_sub_fake : 1642.10 ]
[  epoch 0008/0040] 0380/4800, lr:1.0e-04 ∣ avg_100 : 31702.135597 ∣ critic_nllloss : 26124.536133 ∣ critic_ganloss : -394.716919 ∣ generator_nllloss : 5177.033984 ∣ generator_ganloss : 868.340381 ∣  [  std_z : 0.98  real_sub_fake : 1993.36 ]
[  epoch 0008/0040] 0390/4800, lr:1.0e-04 ∣ avg_100 : 31707.440327 ∣ critic_nllloss : 26361.389258 ∣ critic_ganloss : -273.931146 ∣ generator_nllloss : 5323.417578 ∣ generator_ganloss : 936.625781 ∣  [  std_z : 1.00  real_sub_fake : 895.96 ]
[  epoch 0008/0040] 0400/4800, lr:1.0e-04 ∣ avg_100 : 31709.443922 ∣ critic_nllloss : 26219.952344 ∣ critic_ganloss : -393.986070 ∣ generator_nllloss : 5222.043555 ∣ generator_ganloss : 860.432275 ∣  [  std_z : 0.99  real_sub_fake : 1248.13 ]
[  epoch 0008/0040] 0410/4800, lr:1.0e-04 ∣ avg_100 : 31711.862338 ∣ critic_nllloss : 26327.659375 ∣ critic_ganloss : -361.146478 ∣ generator_nllloss : 5257.349414 ∣ generator_ganloss : 862.394922 ∣  [  std_z : 0.98  real_sub_fake : 1803.45 ]
[  epoch 0008/0040] 0420/4800, lr:1.0e-04 ∣ avg_100 : 31710.572875 ∣ critic_nllloss : 26203.400781 ∣ critic_ganloss : -538.781363 ∣ generator_nllloss : 5344.143164 ∣ generator_ganloss : 899.529297 ∣  [  std_z : 0.97  real_sub_fake : 1730.06 ]
[  epoch 0008/0040] 0430/4800, lr:1.0e-04 ∣ avg_100 : 31710.854855 ∣ critic_nllloss : 26140.525781 ∣ critic_ganloss : -476.862549 ∣ generator_nllloss : 5194.932617 ∣ generator_ganloss : 932.197217 ∣  [  std_z : 1.00  real_sub_fake : 1903.90 ]
[  epoch 0008/0040] 0440/4800, lr:1.0e-04 ∣ avg_100 : 31711.902934 ∣ critic_nllloss : 25954.806445 ∣ critic_ganloss : -399.392944 ∣ generator_nllloss : 5176.786328 ∣ generator_ganloss : 958.979687 ∣  [  std_z : 1.01  real_sub_fake : 1627.16 ]
[  epoch 0008/0040] 0450/4800, lr:1.0e-04 ∣ avg_100 : 31712.513468 ∣ critic_nllloss : 26072.382422 ∣ critic_ganloss : -410.290939 ∣ generator_nllloss : 5239.154883 ∣ generator_ganloss : 893.717090 ∣  [  std_z : 0.99  real_sub_fake : 1631.87 ]
[  epoch 0008/0040] 0460/4800, lr:1.0e-04 ∣ avg_100 : 31715.252751 ∣ critic_nllloss : 26172.902344 ∣ critic_ganloss : -467.593237 ∣ generator_nllloss : 5240.818359 ∣ generator_ganloss : 928.137109 ∣  [  std_z : 0.97  real_sub_fake : 1576.91 ]
[  epoch 0008/0040] 0470/4800, lr:1.0e-04 ∣ avg_100 : 31715.280201 ∣ critic_nllloss : 26155.361719 ∣ critic_ganloss : -453.036765 ∣ generator_nllloss : 5286.635938 ∣ generator_ganloss : 894.696143 ∣  [  std_z : 0.98  real_sub_fake : 1775.20 ]
[  epoch 0008/0040] 0480/4800, lr:1.0e-04 ∣ avg_100 : 31711.734192 ∣ critic_nllloss : 26046.227148 ∣ critic_ganloss : -577.131924 ∣ generator_nllloss : 5159.898828 ∣ generator_ganloss : 933.438867 ∣  [  std_z : 0.99  real_sub_fake : 2061.81 ]
[  epoch 0008/0040] 0490/4800, lr:1.0e-04 ∣ avg_100 : 31712.382623 ∣ critic_nllloss : 26031.450781 ∣ critic_ganloss : -568.753925 ∣ generator_nllloss : 5212.848828 ∣ generator_ganloss : 970.043213 ∣  [  std_z : 1.00  real_sub_fake : 2221.93 ]
[  epoch 0008/0040] 0500/4800, lr:1.0e-04 ∣ avg_100 : 31715.300964 ∣ critic_nllloss : 25965.931641 ∣ critic_ganloss : -257.770987 ∣ generator_nllloss : 5208.858008 ∣ generator_ganloss : 1068.974316 ∣     [  std_z : 1.00  real_sub_fake : 1629.51 ]
[  epoch 0008/0040] 0510/4800, lr:1.0e-04 ∣ avg_100 : 31718.137077 ∣ critic_nllloss : 26009.794922 ∣ critic_ganloss : -50.284279 ∣ generator_nllloss : 5116.622070 ∣ generator_ganloss : 1061.860059 ∣  [  std_z : 0.98  real_sub_fake : 217.92 ]
[  epoch 0008/0040] 0520/4800, lr:1.0e-04 ∣ avg_100 : 31720.612073 ∣ critic_nllloss : 25881.897266 ∣ critic_ganloss : -73.393653 ∣ generator_nllloss : 5168.177539 ∣ generator_ganloss : 1049.871680 ∣  [  std_z : 0.99  real_sub_fake : 175.30 ]
[  epoch 0008/0040] 0530/4800, lr:1.0e-04 ∣ avg_100 : 31724.902320 ∣ critic_nllloss : 26020.982031 ∣ critic_ganloss : -104.616025 ∣ generator_nllloss : 5127.978516 ∣ generator_ganloss : 1010.467822 ∣     [  std_z : 1.00  real_sub_fake : 249.65 ]
[  epoch 0008/0040] 0540/4800, lr:1.0e-04 ∣ avg_100 : 31729.606720 ∣ critic_nllloss : 25993.030273 ∣ critic_ganloss : -154.366442 ∣ generator_nllloss : 5158.682031 ∣ generator_ganloss : 950.517334 ∣  [  std_z : 1.01  real_sub_fake : 414.91 ]
[  epoch 0008/0040] 0550/4800, lr:1.0e-04 ∣ avg_100 : 31730.398461 ∣ critic_nllloss : 26054.139648 ∣ critic_ganloss : -224.598134 ∣ generator_nllloss : 5171.276172 ∣ generator_ganloss : 869.053711 ∣  [  std_z : 0.99  real_sub_fake : 686.71 ]
[  epoch 0008/0040] 0560/4800, lr:1.0e-04 ∣ avg_100 : 31730.148670 ∣ critic_nllloss : 26022.291406 ∣ critic_ganloss : -269.774016 ∣ generator_nllloss : 5228.136719 ∣ generator_ganloss : 827.141016 ∣  [  std_z : 0.98  real_sub_fake : 994.36 ]
[  epoch 0008/0040] 0570/4800, lr:1.0e-04 ∣ avg_100 : 31731.175077 ∣ critic_nllloss : 25979.232031 ∣ critic_ganloss : -354.128394 ∣ generator_nllloss : 5179.769922 ∣ generator_ganloss : 865.783203 ∣  [  std_z : 0.98  real_sub_fake : 1220.69 ]
[  epoch 0008/0040] 0580/4800, lr:1.0e-04 ∣ avg_100 : 31731.525644 ∣ critic_nllloss : 26022.434570 ∣ critic_ganloss : -446.048593 ∣ generator_nllloss : 5129.766992 ∣ generator_ganloss : 891.860693 ∣  [  std_z : 1.00  real_sub_fake : 1608.50 ]
[  epoch 0008/0040] 0590/4800, lr:1.0e-04 ∣ avg_100 : 31733.521616 ∣ critic_nllloss : 26224.530078 ∣ critic_ganloss : -471.031723 ∣ generator_nllloss : 5233.455078 ∣ generator_ganloss : 936.734180 ∣  [  std_z : 1.00  real_sub_fake : 1864.58 ]
[  epoch 0008/0040] 0600/4800, lr:1.0e-04 ∣ avg_100 : 31738.043272 ∣ critic_nllloss : 26199.302148 ∣ critic_ganloss : -413.618607 ∣ generator_nllloss : 5301.229492 ∣ generator_ganloss : 967.440527 ∣  [  std_z : 0.98  real_sub_fake : 1811.29 ]
[  epoch 0008/0040] 0610/4800, lr:1.0e-04 ∣ avg_100 : 31741.339802 ∣ critic_nllloss : 26059.172852 ∣ critic_ganloss : -344.908862 ∣ generator_nllloss : 5252.472070 ∣ generator_ganloss : 1091.278125 ∣     [  std_z : 0.97  real_sub_fake : 1187.11 ]
[  epoch 0008/0040] 0620/4800, lr:1.0e-04 ∣ avg_100 : 31744.000230 ∣ critic_nllloss : 26056.166406 ∣ critic_ganloss : -491.259018 ∣ generator_nllloss : 5245.154492 ∣ generator_ganloss : 971.171729 ∣  [  std_z : 1.00  real_sub_fake : 1634.15 ]
[  epoch 0008/0040] 0630/4800, lr:1.0e-04 ∣ avg_100 : 31748.697958 ∣ critic_nllloss : 26144.118750 ∣ critic_ganloss : -351.552707 ∣ generator_nllloss : 5169.622266 ∣ generator_ganloss : 1015.386279 ∣     [  std_z : 1.01  real_sub_fake : 1734.18 ]
[  epoch 0008/0040] 0640/4800, lr:1.0e-04 ∣ avg_100 : 31752.845389 ∣ critic_nllloss : 26043.092383 ∣ critic_ganloss : -500.230704 ∣ generator_nllloss : 5216.240430 ∣ generator_ganloss : 986.422021 ∣  [  std_z : 0.98  real_sub_fake : 1573.52 ]
[  epoch 0008/0040] 0650/4800, lr:1.0e-04 ∣ avg_100 : 31755.344951 ∣ critic_nllloss : 26131.224805 ∣ critic_ganloss : -610.420544 ∣ generator_nllloss : 5269.578711 ∣ generator_ganloss : 996.862500 ∣  [  std_z : 0.98  real_sub_fake : 2071.48 ]
[  epoch 0008/0040] 0660/4800, lr:1.0e-04 ∣ avg_100 : 31757.141971 ∣ critic_nllloss : 26030.636719 ∣ critic_ganloss : -511.030914 ∣ generator_nllloss : 5260.008008 ∣ generator_ganloss : 1023.137988 ∣     [  std_z : 0.99  real_sub_fake : 2199.33 ]
[  epoch 0008/0040] 0670/4800, lr:1.0e-04 ∣ avg_100 : 31755.586597 ∣ critic_nllloss : 25788.777734 ∣ critic_ganloss : -549.458331 ∣ generator_nllloss : 5104.638281 ∣ generator_ganloss : 1025.909668 ∣     [  std_z : 1.00  real_sub_fake : 2015.75 ]
[  epoch 0008/0040] 0680/4800, lr:1.0e-04 ∣ avg_100 : 31758.720867 ∣ critic_nllloss : 25973.061523 ∣ critic_ganloss : -365.720102 ∣ generator_nllloss : 5260.694531 ∣ generator_ganloss : 1096.056396 ∣     [  std_z : 1.00  real_sub_fake : 1706.38 ]
[  epoch 0008/0040] 0690/4800, lr:1.0e-04 ∣ avg_100 : 31767.876850 ∣ critic_nllloss : 26181.346094 ∣ critic_ganloss : -450.026578 ∣ generator_nllloss : 5276.420703 ∣ generator_ganloss : 1036.502637 ∣     [  std_z : 0.99  real_sub_fake : 1433.03 ]
[  epoch 0008/0040] 0700/4800, lr:1.0e-04 ∣ avg_100 : 31769.990521 ∣ critic_nllloss : 26073.647656 ∣ critic_ganloss : -521.295435 ∣ generator_nllloss : 5177.727734 ∣ generator_ganloss : 1011.499707 ∣     [  std_z : 0.99  real_sub_fake : 2176.13 ]
[  epoch 0008/0040] 0710/4800, lr:1.0e-04 ∣ avg_100 : 31771.671636 ∣ critic_nllloss : 25906.761914 ∣ critic_ganloss : -400.715497 ∣ generator_nllloss : 5148.310156 ∣ generator_ganloss : 1053.108984 ∣     [  std_z : 0.99  real_sub_fake : 1796.70 ]
[  epoch 0008/0040] 0720/4800, lr:1.0e-04 ∣ avg_100 : 31772.384409 ∣ critic_nllloss : 26037.288867 ∣ critic_ganloss : -339.206461 ∣ generator_nllloss : 5250.706055 ∣ generator_ganloss : 1037.125684 ∣     [  std_z : 1.01  real_sub_fake : 1086.10 ]
[  epoch 0008/0040] 0730/4800, lr:1.0e-04 ∣ avg_100 : 31780.768496 ∣ critic_nllloss : 26317.061523 ∣ critic_ganloss : -346.944623 ∣ generator_nllloss : 5224.275586 ∣ generator_ganloss : 1039.297803 ∣     [  std_z : 0.99  real_sub_fake : 1231.95 ]
[  epoch 0008/0040] 0740/4800, lr:1.0e-04 ∣ avg_100 : 31779.693222 ∣ critic_nllloss : 25953.527930 ∣ critic_ganloss : -528.136353 ∣ generator_nllloss : 5331.676172 ∣ generator_ganloss : 999.683594 ∣  [  std_z : 0.98  real_sub_fake : 1640.14 ]
[  epoch 0008/0040] 0750/4800, lr:1.0e-04 ∣ avg_100 : 31773.738762 ∣ critic_nllloss : 26071.135156 ∣ critic_ganloss : -508.897815 ∣ generator_nllloss : 5138.674609 ∣ generator_ganloss : 1063.283887 ∣     [  std_z : 0.98  real_sub_fake : 2074.86 ]
[  epoch 0008/0040] 0760/4800, lr:1.0e-04 ∣ avg_100 : 31770.154058 ∣ critic_nllloss : 25999.920508 ∣ critic_ganloss : -545.520389 ∣ generator_nllloss : 5272.760938 ∣ generator_ganloss : 1016.248193 ∣     [  std_z : 0.99  real_sub_fake : 2441.01 ]
[  epoch 0008/0040] 0770/4800, lr:1.0e-04 ∣ avg_100 : 31768.112496 ∣ critic_nllloss : 26047.401367 ∣ critic_ganloss : -387.313361 ∣ generator_nllloss : 5189.903711 ∣ generator_ganloss : 1058.870947 ∣     [  std_z : 1.01  real_sub_fake : 1503.29 ]
[  epoch 0008/0040] 0780/4800, lr:1.0e-04 ∣ avg_100 : 31768.373933 ∣ critic_nllloss : 26163.452734 ∣ critic_ganloss : -437.897238 ∣ generator_nllloss : 5241.764258 ∣ generator_ganloss : 990.602686 ∣  [  std_z : 1.00  real_sub_fake : 1589.66 ]
[  epoch 0008/0040] 0790/4800, lr:1.0e-04 ∣ avg_100 : 31765.831369 ∣ critic_nllloss : 26184.197070 ∣ critic_ganloss : -472.755682 ∣ generator_nllloss : 5210.841016 ∣ generator_ganloss : 957.932227 ∣  [  std_z : 0.98  real_sub_fake : 1566.39 ]
[  epoch 0008/0040] 0800/4800, lr:1.0e-04 ∣ avg_100 : 31766.658247 ∣ critic_nllloss : 25962.286523 ∣ critic_ganloss : -373.800122 ∣ generator_nllloss : 5266.807422 ∣ generator_ganloss : 899.752002 ∣  [  std_z : 0.98  real_sub_fake : 1823.98 ]
[  epoch 0008/0040] 0810/4800, lr:1.0e-04 ∣ avg_100 : 31764.102390 ∣ critic_nllloss : 25858.321484 ∣ critic_ganloss : -439.637387 ∣ generator_nllloss : 5131.594141 ∣ generator_ganloss : 880.340137 ∣  [  std_z : 1.00  real_sub_fake : 1369.36 ]
[  epoch 0008/0040] 0820/4800, lr:1.0e-04 ∣ avg_100 : 31769.663210 ∣ critic_nllloss : 26298.071484 ∣ critic_ganloss : -574.918616 ∣ generator_nllloss : 5226.009180 ∣ generator_ganloss : 876.557324 ∣  [  std_z : 1.01  real_sub_fake : 1999.31 ]
[  epoch 0008/0040] 0830/4800, lr:1.0e-04 ∣ avg_100 : 31768.251181 ∣ critic_nllloss : 26003.591602 ∣ critic_ganloss : -544.459027 ∣ generator_nllloss : 5222.642969 ∣ generator_ganloss : 871.875928 ∣  [  std_z : 0.99  real_sub_fake : 2468.81 ]
[  epoch 0008/0040] 0840/4800, lr:1.0e-04 ∣ avg_100 : 31771.084841 ∣ critic_nllloss : 26109.278711 ∣ critic_ganloss : -487.581738 ∣ generator_nllloss : 5261.908594 ∣ generator_ganloss : 922.560889 ∣  [  std_z : 0.97  real_sub_fake : 1553.77 ]
[  epoch 0008/0040] 0850/4800, lr:1.0e-04 ∣ avg_100 : 31767.916876 ∣ critic_nllloss : 25993.125391 ∣ critic_ganloss : -556.779660 ∣ generator_nllloss : 5198.185156 ∣ generator_ganloss : 898.658545 ∣  [  std_z : 0.98  real_sub_fake : 1982.88 ]
[  epoch 0008/0040] 0860/4800, lr:1.0e-04 ∣ avg_100 : 31762.410544 ∣ critic_nllloss : 25930.446484 ∣ critic_ganloss : -500.144257 ∣ generator_nllloss : 5205.206055 ∣ generator_ganloss : 856.837012 ∣  [  std_z : 0.99  real_sub_fake : 2320.03 ]
[  epoch 0008/0040] 0870/4800, lr:1.0e-04 ∣ avg_100 : 31760.387586 ∣ critic_nllloss : 26103.540234 ∣ critic_ganloss : -448.982822 ∣ generator_nllloss : 5185.526953 ∣ generator_ganloss : 866.189111 ∣  [  std_z : 1.00  real_sub_fake : 1637.05 ]
[  epoch 0008/0040] 0880/4800, lr:1.0e-04 ∣ avg_100 : 31756.584349 ∣ critic_nllloss : 25985.449609 ∣ critic_ganloss : -630.212152 ∣ generator_nllloss : 5164.800195 ∣ generator_ganloss : 859.214453 ∣  [  std_z : 1.00  real_sub_fake : 2115.79 ]
[  epoch 0008/0040] 0890/4800, lr:1.0e-04 ∣ avg_100 : 31754.347295 ∣ critic_nllloss : 25920.643164 ∣ critic_ganloss : -560.448279 ∣ generator_nllloss : 5285.311719 ∣ generator_ganloss : 987.686572 ∣  [  std_z : 0.98  real_sub_fake : 2388.62 ]
[  epoch 0008/0040] 0900/4800, lr:1.0e-04 ∣ avg_100 : 31753.354891 ∣ critic_nllloss : 26034.490625 ∣ critic_ganloss : -533.079535 ∣ generator_nllloss : 5212.096680 ∣ generator_ganloss : 1068.145703 ∣     [  std_z : 0.98  real_sub_fake : 1942.92 ]
[  epoch 0008/0040] 0910/4800, lr:1.0e-04 ∣ avg_100 : 31752.450871 ∣ critic_nllloss : 26111.046875 ∣ critic_ganloss : -529.200995 ∣ generator_nllloss : 5176.073438 ∣ generator_ganloss : 1003.573096 ∣     [  std_z : 1.00  real_sub_fake : 2269.69 ]
[  epoch 0008/0040] 0920/4800, lr:1.0e-04 ∣ avg_100 : 31757.757530 ∣ critic_nllloss : 26162.436328 ∣ critic_ganloss : -378.689447 ∣ generator_nllloss : 5304.259375 ∣ generator_ganloss : 1028.002100 ∣     [  std_z : 1.00  real_sub_fake : 1510.87 ]
[  epoch 0008/0040] 0930/4800, lr:1.0e-04 ∣ avg_100 : 31756.751119 ∣ critic_nllloss : 25990.035156 ∣ critic_ganloss : -364.768805 ∣ generator_nllloss : 5070.279102 ∣ generator_ganloss : 1022.771582 ∣     [  std_z : 0.99  real_sub_fake : 1234.03 ]
[  epoch 0008/0040] 0940/4800, lr:1.0e-04 ∣ avg_100 : 31757.335910 ∣ critic_nllloss : 26037.721875 ∣ critic_ganloss : -490.249326 ∣ generator_nllloss : 5211.382031 ∣ generator_ganloss : 986.069043 ∣  [  std_z : 0.98  real_sub_fake : 1736.38 ]
[  epoch 0008/0040] 0950/4800, lr:1.0e-04 ∣ avg_100 : 31762.208960 ∣ critic_nllloss : 26221.189648 ∣ critic_ganloss : -526.344489 ∣ generator_nllloss : 5286.621875 ∣ generator_ganloss : 949.218115 ∣  [  std_z : 0.98  real_sub_fake : 2196.98 ]
[  epoch 0008/0040] 0960/4800, lr:1.0e-04 ∣ avg_100 : 31759.554578 ∣ critic_nllloss : 26107.632812 ∣ critic_ganloss : -515.752667 ∣ generator_nllloss : 5242.731250 ∣ generator_ganloss : 921.085449 ∣  [  std_z : 0.99  real_sub_fake : 1933.75 ]
[  epoch 0008/0040] 0970/4800, lr:1.0e-04 ∣ avg_100 : 31752.855407 ∣ critic_nllloss : 26148.408789 ∣ critic_ganloss : -544.647668 ∣ generator_nllloss : 5140.252344 ∣ generator_ganloss : 880.418115 ∣  [  std_z : 1.01  real_sub_fake : 2021.23 ]
[  epoch 0008/0040] 0980/4800, lr:1.0e-04 ∣ avg_100 : 31750.595940 ∣ critic_nllloss : 26010.681250 ∣ critic_ganloss : -404.211829 ∣ generator_nllloss : 5216.929883 ∣ generator_ganloss : 856.281592 ∣  [  std_z : 0.99  real_sub_fake : 1810.22 ]
[  epoch 0008/0040] 0990/4800, lr:1.0e-04 ∣ avg_100 : 31748.836004 ∣ critic_nllloss : 26139.724219 ∣ critic_ganloss : -561.836075 ∣ generator_nllloss : 5252.422461 ∣ generator_ganloss : 813.250171 ∣  [  std_z : 0.98  real_sub_fake : 1791.48 ]
[  epoch 0008/0040] 1000/4800, lr:1.0e-04 ∣ avg_100 : 31747.377172 ∣ critic_nllloss : 26002.038672 ∣ critic_ganloss : -564.693518 ∣ generator_nllloss : 5226.475000 ∣ generator_ganloss : 848.868164 ∣  [  std_z : 0.98  real_sub_fake : 2542.92 ]
[  epoch 0008/0040] 1010/4800, lr:1.0e-04 ∣ avg_100 : 31746.167700 ∣ critic_nllloss : 25829.722266 ∣ critic_ganloss : -548.509766 ∣ generator_nllloss : 5237.130078 ∣ generator_ganloss : 888.943945 ∣  [  std_z : 0.98  real_sub_fake : 1663.51 ]
[  epoch 0008/0040] 1020/4800, lr:1.0e-04 ∣ avg_100 : 31747.231722 ∣ critic_nllloss : 26075.695312 ∣ critic_ganloss : -357.315158 ∣ generator_nllloss : 5233.896094 ∣ generator_ganloss : 864.644580 ∣  [  std_z : 0.99  real_sub_fake : 1712.62 ]
[  epoch 0008/0040] 1030/4800, lr:1.0e-04 ∣ avg_100 : 31743.437050 ∣ critic_nllloss : 26075.608008 ∣ critic_ganloss : -541.987912 ∣ generator_nllloss : 5182.117578 ∣ generator_ganloss : 887.193164 ∣  [  std_z : 0.99  real_sub_fake : 1688.31 ]
[  epoch 0008/0040] 1040/4800, lr:1.0e-04 ∣ avg_100 : 31738.187664 ∣ critic_nllloss : 25857.452734 ∣ critic_ganloss : -531.588861 ∣ generator_nllloss : 5184.564062 ∣ generator_ganloss : 886.617822 ∣  [  std_z : 0.99  real_sub_fake : 2133.21 ]
[  epoch 0008/0040] 1050/4800, lr:1.0e-04 ∣ avg_100 : 31736.377759 ∣ critic_nllloss : 26040.139453 ∣ critic_ganloss : -523.856461 ∣ generator_nllloss : 5151.610547 ∣ generator_ganloss : 972.148633 ∣  [  std_z : 0.98  real_sub_fake : 1981.71 ]
[  epoch 0008/0040] 1060/4800, lr:1.0e-04 ∣ avg_100 : 31737.656136 ∣ critic_nllloss : 26118.324414 ∣ critic_ganloss : -353.991110 ∣ generator_nllloss : 5318.912695 ∣ generator_ganloss : 922.242139 ∣  [  std_z : 0.98  real_sub_fake : 2111.02 ]
[  epoch 0008/0040] 1070/4800, lr:1.0e-04 ∣ avg_100 : 31741.024866 ∣ critic_nllloss : 26162.940234 ∣ critic_ganloss : -116.197840 ∣ generator_nllloss : 5238.524023 ∣ generator_ganloss : 869.342285 ∣  [  std_z : 0.99  real_sub_fake : 435.41 ]
[  epoch 0008/0040] 1080/4800, lr:1.0e-04 ∣ avg_100 : 31743.886388 ∣ critic_nllloss : 26095.762109 ∣ critic_ganloss : -111.540174 ∣ generator_nllloss : 5199.837695 ∣ generator_ganloss : 873.546484 ∣  [  std_z : 0.99  real_sub_fake : 278.76 ]
[  epoch 0008/0040] 1090/4800, lr:1.0e-04 ∣ avg_100 : 31747.883622 ∣ critic_nllloss : 26059.389844 ∣ critic_ganloss : -136.724293 ∣ generator_nllloss : 5165.361914 ∣ generator_ganloss : 830.758740 ∣  [  std_z : 0.99  real_sub_fake : 391.61 ]
[  epoch 0008/0040] 1100/4800, lr:1.0e-04 ∣ avg_100 : 31750.468350 ∣ critic_nllloss : 26026.783984 ∣ critic_ganloss : -167.791489 ∣ generator_nllloss : 5158.082617 ∣ generator_ganloss : 807.170898 ∣  [  std_z : 1.01  real_sub_fake : 560.69 ]
[  epoch 0008/0040] 1110/4800, lr:1.0e-04 ∣ avg_100 : 31752.761050 ∣ critic_nllloss : 26018.217383 ∣ critic_ganloss : -219.036327 ∣ generator_nllloss : 5184.003906 ∣ generator_ganloss : 836.369971 ∣  [  std_z : 1.00  real_sub_fake : 718.61 ]
[  epoch 0008/0040] 1120/4800, lr:1.0e-04 ∣ avg_100 : 31758.915951 ∣ critic_nllloss : 25881.931445 ∣ critic_ganloss : -208.475996 ∣ generator_nllloss : 5177.736914 ∣ generator_ganloss : 898.085449 ∣  [  std_z : 0.97  real_sub_fake : 665.45 ]
[  epoch 0008/0040] 1130/4800, lr:1.0e-04 ∣ avg_100 : 31760.857520 ∣ critic_nllloss : 26071.382422 ∣ critic_ganloss : -242.294125 ∣ generator_nllloss : 5157.307813 ∣ generator_ganloss : 929.332813 ∣  [  std_z : 0.98  real_sub_fake : 821.57 ]
[  epoch 0008/0040] 1140/4800, lr:1.0e-04 ∣ avg_100 : 31767.777215 ∣ critic_nllloss : 26157.113672 ∣ critic_ganloss : -284.448944 ∣ generator_nllloss : 5215.648633 ∣ generator_ganloss : 961.174268 ∣  [  std_z : 1.01  real_sub_fake : 956.72 ]
[  epoch 0008/0040] 1150/4800, lr:1.0e-04 ∣ avg_100 : 31771.484071 ∣ critic_nllloss : 26078.978906 ∣ critic_ganloss : -365.260229 ∣ generator_nllloss : 5237.802344 ∣ generator_ganloss : 938.606982 ∣  [  std_z : 1.01  real_sub_fake : 1246.98 ]
[  epoch 0008/0040] 1160/4800, lr:1.0e-04 ∣ avg_100 : 31772.636454 ∣ critic_nllloss : 25983.849805 ∣ critic_ganloss : -336.596246 ∣ generator_nllloss : 5244.235937 ∣ generator_ganloss : 933.819824 ∣  [  std_z : 0.99  real_sub_fake : 1378.85 ]
[  epoch 0008/0040] 1170/4800, lr:1.0e-04 ∣ avg_100 : 31775.222778 ∣ critic_nllloss : 26049.838477 ∣ critic_ganloss : -320.112711 ∣ generator_nllloss : 5186.104492 ∣ generator_ganloss : 958.741455 ∣  [  std_z : 0.97  real_sub_fake : 1116.69 ]
[  epoch 0008/0040] 1180/4800, lr:1.0e-04 ∣ avg_100 : 31781.415822 ∣ critic_nllloss : 26118.328906 ∣ critic_ganloss : -307.944055 ∣ generator_nllloss : 5221.952344 ∣ generator_ganloss : 908.127979 ∣  [  std_z : 0.98  real_sub_fake : 1159.97 ]
[  epoch 0008/0040] 1190/4800, lr:1.0e-04 ∣ avg_100 : 31782.556722 ∣ critic_nllloss : 25945.510156 ∣ critic_ganloss : -335.792923 ∣ generator_nllloss : 5225.426172 ∣ generator_ganloss : 917.121680 ∣  [  std_z : 1.01  real_sub_fake : 1118.05 ]
[  epoch 0008/0040] 1200/4800, lr:1.0e-04 ∣ avg_100 : 31782.782898 ∣ critic_nllloss : 26059.784180 ∣ critic_ganloss : -285.794705 ∣ generator_nllloss : 5252.602539 ∣ generator_ganloss : 911.020801 ∣  [  std_z : 1.00  real_sub_fake : 1304.24 ]
[  epoch 0008/0040] 1210/4800, lr:1.0e-04 ∣ avg_100 : 31782.814132 ∣ critic_nllloss : 26148.002539 ∣ critic_ganloss : -386.947357 ∣ generator_nllloss : 5161.250586 ∣ generator_ganloss : 850.589307 ∣  [  std_z : 0.97  real_sub_fake : 1318.45 ]
[  epoch 0008/0040] 1220/4800, lr:1.0e-04 ∣ avg_100 : 31785.165648 ∣ critic_nllloss : 26214.753320 ∣ critic_ganloss : -333.251672 ∣ generator_nllloss : 5363.733008 ∣ generator_ganloss : 911.678516 ∣  [  std_z : 0.97  real_sub_fake : 1272.55 ]
[  epoch 0008/0040] 1230/4800, lr:1.0e-04 ∣ avg_100 : 31786.453098 ∣ critic_nllloss : 26038.659961 ∣ critic_ganloss : -422.017645 ∣ generator_nllloss : 5241.705469 ∣ generator_ganloss : 802.276660 ∣  [  std_z : 1.00  real_sub_fake : 1534.89 ]
[  epoch 0008/0040] 1240/4800, lr:1.0e-04 ∣ avg_100 : 31788.268389 ∣ critic_nllloss : 26234.321484 ∣ critic_ganloss : -481.116083 ∣ generator_nllloss : 5225.245117 ∣ generator_ganloss : 863.167578 ∣  [  std_z : 1.00  real_sub_fake : 1842.88 ]
[  epoch 0008/0040] 1250/4800, lr:1.0e-04 ∣ avg_100 : 31789.723085 ∣ critic_nllloss : 25935.247461 ∣ critic_ganloss : -409.787292 ∣ generator_nllloss : 5289.017969 ∣ generator_ganloss : 905.249707 ∣  [  std_z : 0.99  real_sub_fake : 1357.09 ]
[  epoch 0008/0040] 1260/4800, lr:1.0e-04 ∣ avg_100 : 31792.600596 ∣ critic_nllloss : 26005.670508 ∣ critic_ganloss : -490.094370 ∣ generator_nllloss : 5268.454687 ∣ generator_ganloss : 877.620703 ∣  [  std_z : 0.98  real_sub_fake : 1887.58 ]
[  epoch 0008/0040] 1270/4800, lr:1.0e-04 ∣ avg_100 : 31791.773673 ∣ critic_nllloss : 26121.949219 ∣ critic_ganloss : -459.181018 ∣ generator_nllloss : 5080.800000 ∣ generator_ganloss : 902.528125 ∣  [  std_z : 0.98  real_sub_fake : 1937.77 ]
[  epoch 0008/0040] 1280/4800, lr:1.0e-04 ∣ avg_100 : 31791.301544 ∣ critic_nllloss : 25986.923242 ∣ critic_ganloss : -386.820538 ∣ generator_nllloss : 5143.041992 ∣ generator_ganloss : 869.063135 ∣  [  std_z : 1.00  real_sub_fake : 1551.27 ]
[  epoch 0008/0040] 1290/4800, lr:1.0e-04 ∣ avg_100 : 31793.473560 ∣ critic_nllloss : 26128.940039 ∣ critic_ganloss : -429.250189 ∣ generator_nllloss : 5336.046680 ∣ generator_ganloss : 826.533496 ∣  [  std_z : 1.01  real_sub_fake : 1446.78 ]
[  epoch 0008/0040] 1300/4800, lr:1.0e-04 ∣ avg_100 : 31793.735170 ∣ critic_nllloss : 26073.291797 ∣ critic_ganloss : -493.824359 ∣ generator_nllloss : 5184.308008 ∣ generator_ganloss : 841.810034 ∣  [  std_z : 0.99  real_sub_fake : 1783.58 ]
[  epoch 0008/0040] 1310/4800, lr:1.0e-04 ∣ avg_100 : 31795.723578 ∣ critic_nllloss : 26248.242969 ∣ critic_ganloss : -515.282651 ∣ generator_nllloss : 5197.540625 ∣ generator_ganloss : 890.041357 ∣  [  std_z : 0.98  real_sub_fake : 2018.22 ]
[  epoch 0008/0040] 1320/4800, lr:1.0e-04 ∣ avg_100 : 31799.645689 ∣ critic_nllloss : 26162.476758 ∣ critic_ganloss : -455.668024 ∣ generator_nllloss : 5254.519531 ∣ generator_ganloss : 927.011865 ∣  [  std_z : 0.99  real_sub_fake : 1688.53 ]
[  epoch 0008/0040] 1330/4800, lr:1.0e-04 ∣ avg_100 : 31802.297856 ∣ critic_nllloss : 26046.915430 ∣ critic_ganloss : -343.440753 ∣ generator_nllloss : 5269.216602 ∣ generator_ganloss : 977.295361 ∣  [  std_z : 1.00  real_sub_fake : 1573.00 ]
[  epoch 0008/0040] 1340/4800, lr:1.0e-04 ∣ avg_100 : 31803.502894 ∣ critic_nllloss : 25993.572266 ∣ critic_ganloss : -364.691016 ∣ generator_nllloss : 5161.131250 ∣ generator_ganloss : 917.144678 ∣  [  std_z : 0.99  real_sub_fake : 1221.23 ]
[  epoch 0008/0040] 1350/4800, lr:1.0e-04 ∣ avg_100 : 31805.366080 ∣ critic_nllloss : 26173.323437 ∣ critic_ganloss : -389.836969 ∣ generator_nllloss : 5243.880664 ∣ generator_ganloss : 870.344531 ∣  [  std_z : 0.98  real_sub_fake : 1518.99 ]
[  epoch 0008/0040] 1360/4800, lr:1.0e-04 ∣ avg_100 : 31805.424313 ∣ critic_nllloss : 26117.841406 ∣ critic_ganloss : -407.917529 ∣ generator_nllloss : 5119.747461 ∣ generator_ganloss : 857.446973 ∣  [  std_z : 0.97  real_sub_fake : 1521.50 ]
[  epoch 0008/0040] 1370/4800, lr:1.0e-04 ∣ avg_100 : 31808.782546 ∣ critic_nllloss : 26249.417969 ∣ critic_ganloss : -431.018942 ∣ generator_nllloss : 5237.143359 ∣ generator_ganloss : 811.599927 ∣  [  std_z : 1.00  real_sub_fake : 1607.68 ]
[  epoch 0008/0040] 1380/4800, lr:1.0e-04 ∣ avg_100 : 31804.959411 ∣ critic_nllloss : 25910.724609 ∣ critic_ganloss : -511.057553 ∣ generator_nllloss : 5223.933008 ∣ generator_ganloss : 769.280005 ∣  [  std_z : 1.01  real_sub_fake : 1818.79 ]
[  epoch 0008/0040] 1390/4800, lr:1.0e-04 ∣ avg_100 : 31798.409906 ∣ critic_nllloss : 26115.675000 ∣ critic_ganloss : -432.796655 ∣ generator_nllloss : 5196.257617 ∣ generator_ganloss : 813.414990 ∣  [  std_z : 1.00  real_sub_fake : 1775.46 ]
[  epoch 0008/0040] 1400/4800, lr:1.0e-04 ∣ avg_100 : 31795.031935 ∣ critic_nllloss : 26086.335352 ∣ critic_ganloss : -481.750497 ∣ generator_nllloss : 5250.244922 ∣ generator_ganloss : 715.815186 ∣  [  std_z : 0.98  real_sub_fake : 1954.44 ]
[  epoch 0008/0040] 1410/4800, lr:1.0e-04 ∣ avg_100 : 31789.060444 ∣ critic_nllloss : 26124.721484 ∣ critic_ganloss : -594.229291 ∣ generator_nllloss : 5231.932813 ∣ generator_ganloss : 726.683203 ∣  [  std_z : 0.98  real_sub_fake : 2096.88 ]
[  epoch 0008/0040] 1420/4800, lr:1.0e-04 ∣ avg_100 : 31789.879018 ∣ critic_nllloss : 26423.195508 ∣ critic_ganloss : -400.434399 ∣ generator_nllloss : 5232.878320 ∣ generator_ganloss : 734.509766 ∣  [  std_z : 1.00  real_sub_fake : 1866.29 ]
[  epoch 0008/0040] 1430/4800, lr:1.0e-04 ∣ avg_100 : 31787.925013 ∣ critic_nllloss : 26170.502734 ∣ critic_ganloss : -452.434427 ∣ generator_nllloss : 5196.477344 ∣ generator_ganloss : 680.846948 ∣  [  std_z : 1.00  real_sub_fake : 1531.57 ]
[  epoch 0008/0040] 1440/4800, lr:1.0e-04 ∣ avg_100 : 31787.070186 ∣ critic_nllloss : 26043.292773 ∣ critic_ganloss : -418.589343 ∣ generator_nllloss : 5287.576758 ∣ generator_ganloss : 693.416650 ∣  [  std_z : 0.99  real_sub_fake : 1791.64 ]
[  epoch 0008/0040] 1450/4800, lr:1.0e-04 ∣ avg_100 : 31784.475200 ∣ critic_nllloss : 26043.519531 ∣ critic_ganloss : -366.763959 ∣ generator_nllloss : 5176.452539 ∣ generator_ganloss : 682.256738 ∣  [  std_z : 0.97  real_sub_fake : 1403.65 ]
[  epoch 0008/0040] 1460/4800, lr:1.0e-04 ∣ avg_100 : 31782.242430 ∣ critic_nllloss : 26143.036133 ∣ critic_ganloss : -461.763242 ∣ generator_nllloss : 5266.920508 ∣ generator_ganloss : 702.794141 ∣  [  std_z : 0.99  real_sub_fake : 1540.29 ]
[  epoch 0008/0040] 1470/4800, lr:1.0e-04 ∣ avg_100 : 31778.577462 ∣ critic_nllloss : 26081.194727 ∣ critic_ganloss : -448.632880 ∣ generator_nllloss : 5148.440234 ∣ generator_ganloss : 736.158203 ∣  [  std_z : 1.00  real_sub_fake : 1872.08 ]
[  epoch 0008/0040] 1480/4800, lr:1.0e-04 ∣ avg_100 : 31775.081239 ∣ critic_nllloss : 25892.803125 ∣ critic_ganloss : -607.137128 ∣ generator_nllloss : 5176.733398 ∣ generator_ganloss : 750.411182 ∣  [  std_z : 0.99  real_sub_fake : 1851.05 ]
[  epoch 0008/0040] 1490/4800, lr:1.0e-04 ∣ avg_100 : 31774.102125 ∣ critic_nllloss : 25829.693945 ∣ critic_ganloss : -332.159476 ∣ generator_nllloss : 5155.789258 ∣ generator_ganloss : 894.353809 ∣  [  std_z : 0.99  real_sub_fake : 1708.59 ]
[  epoch 0008/0040] 1500/4800, lr:1.0e-04 ∣ avg_100 : 31771.873314 ∣ critic_nllloss : 25925.421484 ∣ critic_ganloss : -351.058286 ∣ generator_nllloss : 5329.358984 ∣ generator_ganloss : 859.389697 ∣  [  std_z : 0.98  real_sub_fake : 1370.81 ]
[  epoch 0008/0040] 1510/4800, lr:1.0e-04 ∣ avg_100 : 31769.554594 ∣ critic_nllloss : 26173.785352 ∣ critic_ganloss : -421.842868 ∣ generator_nllloss : 5287.554297 ∣ generator_ganloss : 866.623975 ∣  [  std_z : 0.98  real_sub_fake : 1442.52 ]
[  epoch 0008/0040] 1520/4800, lr:1.0e-04 ∣ avg_100 : 31767.462856 ∣ critic_nllloss : 26017.586133 ∣ critic_ganloss : -383.594263 ∣ generator_nllloss : 5257.187109 ∣ generator_ganloss : 926.200098 ∣  [  std_z : 0.99  real_sub_fake : 1625.73 ]
[  epoch 0008/0040] 1530/4800, lr:1.0e-04 ∣ avg_100 : 31765.538208 ∣ critic_nllloss : 26196.232031 ∣ critic_ganloss : -438.326910 ∣ generator_nllloss : 5205.861914 ∣ generator_ganloss : 898.580469 ∣  [  std_z : 1.00  real_sub_fake : 1642.23 ]
[  epoch 0008/0040] 1540/4800, lr:1.0e-04 ∣ avg_100 : 31761.194661 ∣ critic_nllloss : 25919.636914 ∣ critic_ganloss : -554.616037 ∣ generator_nllloss : 5251.984180 ∣ generator_ganloss : 896.503418 ∣  [  std_z : 1.00  real_sub_fake : 1932.73 ]
[  epoch 0008/0040] 1550/4800, lr:1.0e-04 ∣ avg_100 : 31759.364834 ∣ critic_nllloss : 26082.582227 ∣ critic_ganloss : -509.442896 ∣ generator_nllloss : 5181.480859 ∣ generator_ganloss : 932.268555 ∣  [  std_z : 0.99  real_sub_fake : 1842.68 ]
[  epoch 0008/0040] 1560/4800, lr:1.0e-04 ∣ avg_100 : 31757.550629 ∣ critic_nllloss : 25997.489063 ∣ critic_ganloss : -459.350165 ∣ generator_nllloss : 5177.780664 ∣ generator_ganloss : 910.455029 ∣  [  std_z : 0.99  real_sub_fake : 2258.94 ]
[  epoch 0008/0040] 1570/4800, lr:1.0e-04 ∣ avg_100 : 31758.493733 ∣ critic_nllloss : 26132.102734 ∣ critic_ganloss : -462.595422 ∣ generator_nllloss : 5218.151953 ∣ generator_ganloss : 877.307910 ∣  [  std_z : 0.99  real_sub_fake : 1706.67 ]
[  epoch 0008/0040] 1580/4800, lr:1.0e-04 ∣ avg_100 : 31758.164181 ∣ critic_nllloss : 25945.806836 ∣ critic_ganloss : -449.588516 ∣ generator_nllloss : 5259.240039 ∣ generator_ganloss : 809.600049 ∣  [  std_z : 1.00  real_sub_fake : 1573.46 ]
[  epoch 0008/0040] 1590/4800, lr:1.0e-04 ∣ avg_100 : 31754.505098 ∣ critic_nllloss : 26010.163672 ∣ critic_ganloss : -443.419955 ∣ generator_nllloss : 5169.754883 ∣ generator_ganloss : 821.280786 ∣  [  std_z : 0.98  real_sub_fake : 1822.05 ]
[  epoch 0008/0040] 1600/4800, lr:1.0e-04 ∣ avg_100 : 31750.861520 ∣ critic_nllloss : 26137.131836 ∣ critic_ganloss : -482.270065 ∣ generator_nllloss : 5184.587891 ∣ generator_ganloss : 850.546094 ∣  [  std_z : 0.98  real_sub_fake : 1759.02 ]
[  epoch 0008/0040] 1610/4800, lr:1.0e-04 ∣ avg_100 : 31746.952282 ∣ critic_nllloss : 26061.916992 ∣ critic_ganloss : -483.264883 ∣ generator_nllloss : 5252.042969 ∣ generator_ganloss : 836.395264 ∣  [  std_z : 0.98  real_sub_fake : 1871.26 ]
[  epoch 0008/0040] 1620/4800, lr:1.0e-04 ∣ avg_100 : 31746.185296 ∣ critic_nllloss : 26027.754883 ∣ critic_ganloss : -429.403445 ∣ generator_nllloss : 5183.093359 ∣ generator_ganloss : 923.090186 ∣  [  std_z : 1.01  real_sub_fake : 1530.39 ]
[  epoch 0008/0040] 1630/4800, lr:1.0e-04 ∣ avg_100 : 31746.041362 ∣ critic_nllloss : 26158.976953 ∣ critic_ganloss : -323.000494 ∣ generator_nllloss : 5155.888086 ∣ generator_ganloss : 971.316699 ∣  [  std_z : 1.00  real_sub_fake : 1228.01 ]
[  epoch 0008/0040] 1640/4800, lr:1.0e-04 ∣ avg_100 : 31743.803206 ∣ critic_nllloss : 25952.348242 ∣ critic_ganloss : -524.835422 ∣ generator_nllloss : 5210.343750 ∣ generator_ganloss : 883.851953 ∣  [  std_z : 0.98  real_sub_fake : 1877.14 ]
[  epoch 0008/0040] 1650/4800, lr:1.0e-04 ∣ avg_100 : 31742.593801 ∣ critic_nllloss : 26038.024219 ∣ critic_ganloss : -427.733075 ∣ generator_nllloss : 5121.065039 ∣ generator_ganloss : 934.948828 ∣  [  std_z : 0.98  real_sub_fake : 2019.27 ]
[  epoch 0008/0040] 1660/4800, lr:1.0e-04 ∣ avg_100 : 31744.500387 ∣ critic_nllloss : 26217.302539 ∣ critic_ganloss : -383.662036 ∣ generator_nllloss : 5305.757617 ∣ generator_ganloss : 854.012256 ∣  [  std_z : 0.98  real_sub_fake : 1296.86 ]
[  epoch 0008/0040] 1670/4800, lr:1.0e-04 ∣ avg_100 : 31748.082744 ∣ critic_nllloss : 26059.349023 ∣ critic_ganloss : -415.367517 ∣ generator_nllloss : 5205.158594 ∣ generator_ganloss : 878.962891 ∣  [  std_z : 1.00  real_sub_fake : 1581.85 ]
[  epoch 0008/0040] 1680/4800, lr:1.0e-04 ∣ avg_100 : 31750.383644 ∣ critic_nllloss : 26312.467383 ∣ critic_ganloss : -303.285132 ∣ generator_nllloss : 5309.807031 ∣ generator_ganloss : 875.193066 ∣  [  std_z : 1.00  real_sub_fake : 1239.46 ]
[  epoch 0008/0040] 1690/4800, lr:1.0e-04 ∣ avg_100 : 31743.322371 ∣ critic_nllloss : 25880.789062 ∣ critic_ganloss : -385.492313 ∣ generator_nllloss : 5053.124219 ∣ generator_ganloss : 789.694629 ∣  [  std_z : 0.98  real_sub_fake : 1378.95 ]
[  epoch 0008/0040] 1700/4800, lr:1.0e-04 ∣ avg_100 : 31742.913946 ∣ critic_nllloss : 26227.938281 ∣ critic_ganloss : -608.666031 ∣ generator_nllloss : 5248.125586 ∣ generator_ganloss : 833.339355 ∣  [  std_z : 0.98  real_sub_fake : 2001.79 ]
[  epoch 0008/0040] 1710/4800, lr:1.0e-04 ∣ avg_100 : 31747.408006 ∣ critic_nllloss : 26060.274219 ∣ critic_ganloss : -228.674575 ∣ generator_nllloss : 5298.226758 ∣ generator_ganloss : 1027.045117 ∣     [  std_z : 0.98  real_sub_fake : 1376.94 ]
[  epoch 0008/0040] 1720/4800, lr:1.0e-04 ∣ avg_100 : 31747.751641 ∣ critic_nllloss : 26172.539648 ∣ critic_ganloss : -271.536186 ∣ generator_nllloss : 5146.118359 ∣ generator_ganloss : 973.155859 ∣  [  std_z : 0.99  real_sub_fake : 849.43 ]
[  epoch 0008/0040] 1730/4800, lr:1.0e-04 ∣ avg_100 : 31745.936802 ∣ critic_nllloss : 26130.433008 ∣ critic_ganloss : -375.215784 ∣ generator_nllloss : 5361.447070 ∣ generator_ganloss : 935.542041 ∣  [  std_z : 1.00  real_sub_fake : 1523.27 ]
[  epoch 0008/0040] 1740/4800, lr:1.0e-04 ∣ avg_100 : 31744.593375 ∣ critic_nllloss : 25922.076172 ∣ critic_ganloss : -464.999518 ∣ generator_nllloss : 5199.378320 ∣ generator_ganloss : 965.953662 ∣  [  std_z : 0.98  real_sub_fake : 1705.10 ]
[  epoch 0008/0040] 1750/4800, lr:1.0e-04 ∣ avg_100 : 31744.182740 ∣ critic_nllloss : 25932.504688 ∣ critic_ganloss : -411.171478 ∣ generator_nllloss : 5244.693359 ∣ generator_ganloss : 957.105811 ∣  [  std_z : 0.98  real_sub_fake : 1716.16 ]
[  epoch 0008/0040] 1760/4800, lr:1.0e-04 ∣ avg_100 : 31745.006026 ∣ critic_nllloss : 26198.737305 ∣ critic_ganloss : -441.857077 ∣ generator_nllloss : 5113.820703 ∣ generator_ganloss : 955.036963 ∣  [  std_z : 0.99  real_sub_fake : 1590.63 ]
[  epoch 0008/0040] 1770/4800, lr:1.0e-04 ∣ avg_100 : 31743.603667 ∣ critic_nllloss : 26034.415820 ∣ critic_ganloss : -473.262842 ∣ generator_nllloss : 5278.651172 ∣ generator_ganloss : 928.822559 ∣  [  std_z : 1.00  real_sub_fake : 1782.30 ]
[  epoch 0008/0040] 1780/4800, lr:1.0e-04 ∣ avg_100 : 31738.217170 ∣ critic_nllloss : 25869.716016 ∣ critic_ganloss : -556.542480 ∣ generator_nllloss : 5176.842383 ∣ generator_ganloss : 929.256836 ∣  [  std_z : 0.97  real_sub_fake : 2026.92 ]
[  epoch 0008/0040] 1790/4800, lr:1.0e-04 ∣ avg_100 : 31736.871899 ∣ critic_nllloss : 26076.208984 ∣ critic_ganloss : -503.336160 ∣ generator_nllloss : 5260.875781 ∣ generator_ganloss : 911.938916 ∣  [  std_z : 0.98  real_sub_fake : 1998.38 ]
[  epoch 0008/0040] 1800/4800, lr:1.0e-04 ∣ avg_100 : 31734.476947 ∣ critic_nllloss : 25930.578320 ∣ critic_ganloss : -546.455029 ∣ generator_nllloss : 5187.116406 ∣ generator_ganloss : 944.310938 ∣  [  std_z : 1.00  real_sub_fake : 1964.74 ]
[  epoch 0008/0040] 1810/4800, lr:1.0e-04 ∣ avg_100 : 31737.776424 ∣ critic_nllloss : 26107.331641 ∣ critic_ganloss : -485.454065 ∣ generator_nllloss : 5187.585547 ∣ generator_ganloss : 951.102979 ∣  [  std_z : 1.01  real_sub_fake : 1907.39 ]
[  epoch 0008/0040] 1820/4800, lr:1.0e-04 ∣ avg_100 : 31736.454985 ∣ critic_nllloss : 25992.142188 ∣ critic_ganloss : -469.615442 ∣ generator_nllloss : 5250.085938 ∣ generator_ganloss : 920.962744 ∣  [  std_z : 0.98  real_sub_fake : 1896.97 ]
[  epoch 0008/0040] 1830/4800, lr:1.0e-04 ∣ avg_100 : 31739.279839 ∣ critic_nllloss : 26185.506836 ∣ critic_ganloss : -496.593503 ∣ generator_nllloss : 5208.142383 ∣ generator_ganloss : 939.081152 ∣  [  std_z : 0.98  real_sub_fake : 1816.53 ]
[  epoch 0008/0040] 1840/4800, lr:1.0e-04 ∣ avg_100 : 31737.405829 ∣ critic_nllloss : 26027.654883 ∣ critic_ganloss : -634.424661 ∣ generator_nllloss : 5253.452148 ∣ generator_ganloss : 972.083105 ∣  [  std_z : 0.99  real_sub_fake : 2232.58 ]
[  epoch 0008/0040] 1850/4800, lr:1.0e-04 ∣ avg_100 : 31738.217977 ∣ critic_nllloss : 26019.268359 ∣ critic_ganloss : -464.452963 ∣ generator_nllloss : 5153.926562 ∣ generator_ganloss : 905.662305 ∣  [  std_z : 1.01  real_sub_fake : 2252.24 ]
[  epoch 0008/0040] 1860/4800, lr:1.0e-04 ∣ avg_100 : 31746.703982 ∣ critic_nllloss : 26355.910547 ∣ critic_ganloss : -163.762273 ∣ generator_nllloss : 5252.961914 ∣ generator_ganloss : 895.835596 ∣  [  std_z : 1.01  real_sub_fake : 671.34 ]
[  epoch 0008/0040] 1870/4800, lr:1.0e-04 ∣ avg_100 : 31749.639630 ∣ critic_nllloss : 26145.218945 ∣ critic_ganloss : -258.505954 ∣ generator_nllloss : 5313.775977 ∣ generator_ganloss : 799.349316 ∣  [  std_z : 0.98  real_sub_fake : 775.24 ]
[  epoch 0008/0040] 1880/4800, lr:1.0e-04 ∣ avg_100 : 31749.676647 ∣ critic_nllloss : 25887.896094 ∣ critic_ganloss : -503.158908 ∣ generator_nllloss : 5240.294727 ∣ generator_ganloss : 757.921899 ∣  [  std_z : 0.97  real_sub_fake : 1716.52 ]
[  epoch 0008/0040] 1890/4800, lr:1.0e-04 ∣ avg_100 : 31748.309006 ∣ critic_nllloss : 26053.094336 ∣ critic_ganloss : -435.488101 ∣ generator_nllloss : 5183.567578 ∣ generator_ganloss : 695.255225 ∣  [  std_z : 0.99  real_sub_fake : 2100.45 ]
[  epoch 0008/0040] 1900/4800, lr:1.0e-04 ∣ avg_100 : 31746.969300 ∣ critic_nllloss : 26056.459375 ∣ critic_ganloss : -450.909692 ∣ generator_nllloss : 5329.505078 ∣ generator_ganloss : 712.628076 ∣  [  std_z : 1.00  real_sub_fake : 1535.16 ]
[  epoch 0008/0040] 1910/4800, lr:1.0e-04 ∣ avg_100 : 31742.729050 ∣ critic_nllloss : 25921.063086 ∣ critic_ganloss : -496.711661 ∣ generator_nllloss : 5136.127930 ∣ generator_ganloss : 776.988135 ∣  [  std_z : 0.99  real_sub_fake : 1775.22 ]
[  epoch 0008/0040] 1920/4800, lr:1.0e-04 ∣ avg_100 : 31737.240481 ∣ critic_nllloss : 26080.883008 ∣ critic_ganloss : -477.828094 ∣ generator_nllloss : 5106.404102 ∣ generator_ganloss : 857.692432 ∣  [  std_z : 0.98  real_sub_fake : 2144.25 ]
[  epoch 0008/0040] 1930/4800, lr:1.0e-04 ∣ avg_100 : 31738.691897 ∣ critic_nllloss : 26218.672266 ∣ critic_ganloss : -488.032321 ∣ generator_nllloss : 5247.518359 ∣ generator_ganloss : 885.300342 ∣  [  std_z : 0.99  real_sub_fake : 1592.42 ]
[  epoch 0008/0040] 1940/4800, lr:1.0e-04 ∣ avg_100 : 31735.587173 ∣ critic_nllloss : 25891.998828 ∣ critic_ganloss : -556.913120 ∣ generator_nllloss : 5205.180469 ∣ generator_ganloss : 894.184961 ∣  [  std_z : 0.99  real_sub_fake : 2101.82 ]
[  epoch 0008/0040] 1950/4800, lr:1.0e-04 ∣ avg_100 : 31733.779106 ∣ critic_nllloss : 26182.503711 ∣ critic_ganloss : -597.279834 ∣ generator_nllloss : 5332.560938 ∣ generator_ganloss : 832.093677 ∣  [  std_z : 0.99  real_sub_fake : 2498.21 ]
[  epoch 0008/0040] 1960/4800, lr:1.0e-04 ∣ avg_100 : 31730.595873 ∣ critic_nllloss : 26075.599219 ∣ critic_ganloss : -611.330682 ∣ generator_nllloss : 5172.514258 ∣ generator_ganloss : 800.590747 ∣  [  std_z : 0.98  real_sub_fake : 2282.94 ]
[  epoch 0008/0040] 1970/4800, lr:1.0e-04 ∣ avg_100 : 31729.496684 ∣ critic_nllloss : 26023.641406 ∣ critic_ganloss : -493.700702 ∣ generator_nllloss : 5179.858398 ∣ generator_ganloss : 804.713550 ∣  [  std_z : 0.99  real_sub_fake : 1911.40 ]
[  epoch 0008/0040] 1980/4800, lr:1.0e-04 ∣ avg_100 : 31727.298403 ∣ critic_nllloss : 25946.759570 ∣ critic_ganloss : -418.738010 ∣ generator_nllloss : 5133.829687 ∣ generator_ganloss : 798.001562 ∣  [  std_z : 1.00  real_sub_fake : 1566.69 ]
[  epoch 0008/0040] 1990/4800, lr:1.0e-04 ∣ avg_100 : 31727.289108 ∣ critic_nllloss : 26042.180664 ∣ critic_ganloss : -459.319583 ∣ generator_nllloss : 5241.616406 ∣ generator_ganloss : 818.153809 ∣  [  std_z : 1.00  real_sub_fake : 1756.74 ]
[  epoch 0008/0040] 2000/4800, lr:1.0e-04 ∣ avg_100 : 31728.489037 ∣ critic_nllloss : 26024.128516 ∣ critic_ganloss : -436.077704 ∣ generator_nllloss : 5187.883203 ∣ generator_ganloss : 856.747168 ∣  [  std_z : 0.98  real_sub_fake : 1746.02 ]
[  epoch 0008/0040] 2010/4800, lr:1.0e-04 ∣ avg_100 : 31732.113741 ∣ critic_nllloss : 26152.422461 ∣ critic_ganloss : -499.954028 ∣ generator_nllloss : 5189.144922 ∣ generator_ganloss : 928.143604 ∣  [  std_z : 0.99  real_sub_fake : 1724.95 ]
[  epoch 0008/0040] 2020/4800, lr:1.0e-04 ∣ avg_100 : 31731.520769 ∣ critic_nllloss : 26167.853711 ∣ critic_ganloss : -546.767719 ∣ generator_nllloss : 5244.546484 ∣ generator_ganloss : 891.991113 ∣  [  std_z : 1.00  real_sub_fake : 2238.76 ]
[  epoch 0008/0040] 2030/4800, lr:1.0e-04 ∣ avg_100 : 31732.907763 ∣ critic_nllloss : 26195.514844 ∣ critic_ganloss : -552.947577 ∣ generator_nllloss : 5280.760742 ∣ generator_ganloss : 818.302246 ∣  [  std_z : 0.98  real_sub_fake : 1997.84 ]
[  epoch 0008/0040] 2040/4800, lr:1.0e-04 ∣ avg_100 : 31734.989526 ∣ critic_nllloss : 26171.337109 ∣ critic_ganloss : -511.935938 ∣ generator_nllloss : 5165.404297 ∣ generator_ganloss : 780.416602 ∣  [  std_z : 0.98  real_sub_fake : 2076.02 ]
[  epoch 0008/0040] 2050/4800, lr:1.0e-04 ∣ avg_100 : 31733.255765 ∣ critic_nllloss : 25996.055469 ∣ critic_ganloss : -479.964798 ∣ generator_nllloss : 5233.332031 ∣ generator_ganloss : 717.243359 ∣  [  std_z : 1.00  real_sub_fake : 1729.80 ]
[  epoch 0008/0040] 2060/4800, lr:1.0e-04 ∣ avg_100 : 31726.460280 ∣ critic_nllloss : 26002.320508 ∣ critic_ganloss : -511.428595 ∣ generator_nllloss : 5117.321875 ∣ generator_ganloss : 717.725879 ∣  [  std_z : 1.00  real_sub_fake : 1885.46 ]
[  epoch 0008/0040] 2070/4800, lr:1.0e-04 ∣ avg_100 : 31719.095347 ∣ critic_nllloss : 25944.709375 ∣ critic_ganloss : -598.758490 ∣ generator_nllloss : 5311.299805 ∣ generator_ganloss : 760.864746 ∣  [  std_z : 0.98  real_sub_fake : 2286.93 ]
[  epoch 0008/0040] 2080/4800, lr:1.0e-04 ∣ avg_100 : 31713.276181 ∣ critic_nllloss : 25954.436133 ∣ critic_ganloss : -531.028412 ∣ generator_nllloss : 5203.475391 ∣ generator_ganloss : 848.806396 ∣  [  std_z : 0.97  real_sub_fake : 2341.98 ]
[  epoch 0008/0040] 2090/4800, lr:1.0e-04 ∣ avg_100 : 31709.736596 ∣ critic_nllloss : 25921.076953 ∣ critic_ganloss : -384.937326 ∣ generator_nllloss : 5231.045313 ∣ generator_ganloss : 797.642700 ∣  [  std_z : 0.98  real_sub_fake : 1354.77 ]
[  epoch 0008/0040] 2100/4800, lr:1.0e-04 ∣ avg_100 : 31709.690211 ∣ critic_nllloss : 26303.289062 ∣ critic_ganloss : -550.385172 ∣ generator_nllloss : 5227.739062 ∣ generator_ganloss : 838.964551 ∣  [  std_z : 1.00  real_sub_fake : 1881.49 ]
[  epoch 0008/0040] 2110/4800, lr:1.0e-04 ∣ avg_100 : 31708.958476 ∣ critic_nllloss : 26091.826953 ∣ critic_ganloss : -370.963708 ∣ generator_nllloss : 5170.901172 ∣ generator_ganloss : 854.617041 ∣  [  std_z : 0.99  real_sub_fake : 1976.09 ]
[  epoch 0008/0040] 2120/4800, lr:1.0e-04 ∣ avg_100 : 31707.244546 ∣ critic_nllloss : 25883.805078 ∣ critic_ganloss : -343.889366 ∣ generator_nllloss : 5208.584961 ∣ generator_ganloss : 829.384180 ∣  [  std_z : 0.99  real_sub_fake : 936.94 ]
[  epoch 0008/0040] 2130/4800, lr:1.0e-04 ∣ avg_100 : 31703.840641 ∣ critic_nllloss : 26053.646875 ∣ critic_ganloss : -512.440237 ∣ generator_nllloss : 5230.832812 ∣ generator_ganloss : 803.298975 ∣  [  std_z : 0.98  real_sub_fake : 1663.31 ]
[  epoch 0008/0040] 2140/4800, lr:1.0e-04 ∣ avg_100 : 31703.251869 ∣ critic_nllloss : 26367.331250 ∣ critic_ganloss : -445.666870 ∣ generator_nllloss : 5258.747461 ∣ generator_ganloss : 810.198584 ∣  [  std_z : 0.99  real_sub_fake : 2221.81 ]
[  epoch 0008/0040] 2150/4800, lr:1.0e-04 ∣ avg_100 : 31697.965253 ∣ critic_nllloss : 25987.950586 ∣ critic_ganloss : -543.195108 ∣ generator_nllloss : 5114.433203 ∣ generator_ganloss : 802.277710 ∣  [  std_z : 0.99  real_sub_fake : 1680.53 ]
[  epoch 0008/0040] 2160/4800, lr:1.0e-04 ∣ avg_100 : 31696.653229 ∣ critic_nllloss : 25998.052148 ∣ critic_ganloss : -429.453424 ∣ generator_nllloss : 5246.582617 ∣ generator_ganloss : 878.925537 ∣  [  std_z : 0.99  real_sub_fake : 1934.41 ]
[  epoch 0008/0040] 2170/4800, lr:1.0e-04 ∣ avg_100 : 31693.731790 ∣ critic_nllloss : 26081.507227 ∣ critic_ganloss : -520.776453 ∣ generator_nllloss : 5184.084375 ∣ generator_ganloss : 837.612646 ∣  [  std_z : 0.98  real_sub_fake : 1899.38 ]
[  epoch 0008/0040] 2180/4800, lr:1.0e-04 ∣ avg_100 : 31691.736633 ∣ critic_nllloss : 26222.477148 ∣ critic_ganloss : -562.865140 ∣ generator_nllloss : 5275.783398 ∣ generator_ganloss : 805.554150 ∣  [  std_z : 0.99  real_sub_fake : 2004.59 ]
[  epoch 0008/0040] 2190/4800, lr:1.0e-04 ∣ avg_100 : 31688.660823 ∣ critic_nllloss : 25967.095508 ∣ critic_ganloss : -578.466071 ∣ generator_nllloss : 5197.797266 ∣ generator_ganloss : 858.257324 ∣  [  std_z : 0.99  real_sub_fake : 2228.15 ]
[  epoch 0008/0040] 2200/4800, lr:1.0e-04 ∣ avg_100 : 31682.537951 ∣ critic_nllloss : 25793.195312 ∣ critic_ganloss : -596.954333 ∣ generator_nllloss : 5246.874219 ∣ generator_ganloss : 882.210400 ∣  [  std_z : 1.00  real_sub_fake : 2441.95 ]
[  epoch 0008/0040] 2210/4800, lr:1.0e-04 ∣ avg_100 : 31684.562761 ∣ critic_nllloss : 26197.725391 ∣ critic_ganloss : -422.737903 ∣ generator_nllloss : 5283.158203 ∣ generator_ganloss : 917.230420 ∣  [  std_z : 0.98  real_sub_fake : 1700.34 ]
[  epoch 0008/0040] 2220/4800, lr:1.0e-04 ∣ avg_100 : 31680.039522 ∣ critic_nllloss : 26052.222070 ∣ critic_ganloss : -328.083176 ∣ generator_nllloss : 5182.202539 ∣ generator_ganloss : 798.247827 ∣  [  std_z : 0.97  real_sub_fake : 1408.58 ]
[  epoch 0008/0040] 2230/4800, lr:1.0e-04 ∣ avg_100 : 31681.425921 ∣ critic_nllloss : 26028.003906 ∣ critic_ganloss : -330.656937 ∣ generator_nllloss : 5255.602539 ∣ generator_ganloss : 846.314795 ∣  [  std_z : 0.98  real_sub_fake : 1079.73 ]
[  epoch 0008/0040] 2240/4800, lr:1.0e-04 ∣ avg_100 : 31680.547046 ∣ critic_nllloss : 26093.882812 ∣ critic_ganloss : -401.330936 ∣ generator_nllloss : 5257.975781 ∣ generator_ganloss : 803.202979 ∣  [  std_z : 0.99  real_sub_fake : 1510.34 ]
[  epoch 0008/0040] 2250/4800, lr:1.0e-04 ∣ avg_100 : 31680.602495 ∣ critic_nllloss : 25995.616406 ∣ critic_ganloss : -398.961008 ∣ generator_nllloss : 5284.471289 ∣ generator_ganloss : 844.146094 ∣  [  std_z : 1.01  real_sub_fake : 1794.14 ]
[  epoch 0008/0040] 2260/4800, lr:1.0e-04 ∣ avg_100 : 31683.175580 ∣ critic_nllloss : 26195.530078 ∣ critic_ganloss : -446.081250 ∣ generator_nllloss : 5276.379102 ∣ generator_ganloss : 893.132080 ∣  [  std_z : 1.01  real_sub_fake : 1429.33 ]
[  epoch 0008/0040] 2270/4800, lr:1.0e-04 ∣ avg_100 : 31683.793026 ∣ critic_nllloss : 26055.226758 ∣ critic_ganloss : -440.151877 ∣ generator_nllloss : 5254.921289 ∣ generator_ganloss : 837.844727 ∣  [  std_z : 0.98  real_sub_fake : 1642.16 ]
[  epoch 0008/0040] 2280/4800, lr:1.0e-04 ∣ avg_100 : 31681.473123 ∣ critic_nllloss : 25914.972070 ∣ critic_ganloss : -518.581885 ∣ generator_nllloss : 5190.808594 ∣ generator_ganloss : 793.018799 ∣  [  std_z : 0.98  real_sub_fake : 1971.53 ]
[  epoch 0008/0040] 2290/4800, lr:1.0e-04 ∣ avg_100 : 31679.447383 ∣ critic_nllloss : 26044.277148 ∣ critic_ganloss : -449.373172 ∣ generator_nllloss : 5240.073047 ∣ generator_ganloss : 824.718945 ∣  [  std_z : 0.99  real_sub_fake : 1750.88 ]
[  epoch 0008/0040] 2300/4800, lr:1.0e-04 ∣ avg_100 : 31676.991871 ∣ critic_nllloss : 25862.376953 ∣ critic_ganloss : -417.820807 ∣ generator_nllloss : 5085.788281 ∣ generator_ganloss : 829.689868 ∣  [  std_z : 0.99  real_sub_fake : 1548.94 ]
[  epoch 0008/0040] 2310/4800, lr:1.0e-04 ∣ avg_100 : 31672.950326 ∣ critic_nllloss : 25974.083398 ∣ critic_ganloss : -471.911588 ∣ generator_nllloss : 5103.782617 ∣ generator_ganloss : 810.433350 ∣  [  std_z : 0.99  real_sub_fake : 1754.22 ]
[  epoch 0008/0040] 2320/4800, lr:1.0e-04 ∣ avg_100 : 31671.602089 ∣ critic_nllloss : 26238.964844 ∣ critic_ganloss : -509.611298 ∣ generator_nllloss : 5219.312500 ∣ generator_ganloss : 804.850439 ∣  [  std_z : 1.00  real_sub_fake : 1895.72 ]
[  epoch 0008/0040] 2330/4800, lr:1.0e-04 ∣ avg_100 : 31669.802243 ∣ critic_nllloss : 26222.747852 ∣ critic_ganloss : -524.369760 ∣ generator_nllloss : 5232.311133 ∣ generator_ganloss : 839.312793 ∣  [  std_z : 1.00  real_sub_fake : 2070.93 ]
[  epoch 0008/0040] 2340/4800, lr:1.0e-04 ∣ avg_100 : 31670.945443 ∣ critic_nllloss : 26204.326953 ∣ critic_ganloss : -496.775574 ∣ generator_nllloss : 5216.516992 ∣ generator_ganloss : 897.408789 ∣  [  std_z : 1.00  real_sub_fake : 1949.27 ]
[  epoch 0008/0040] 2350/4800, lr:1.0e-04 ∣ avg_100 : 31671.543247 ∣ critic_nllloss : 26191.296289 ∣ critic_ganloss : -493.411276 ∣ generator_nllloss : 5349.660547 ∣ generator_ganloss : 909.946484 ∣  [  std_z : 0.98  real_sub_fake : 1714.96 ]
[  epoch 0008/0040] 2360/4800, lr:1.0e-04 ∣ avg_100 : 31674.037757 ∣ critic_nllloss : 26103.417773 ∣ critic_ganloss : -474.352396 ∣ generator_nllloss : 5309.325586 ∣ generator_ganloss : 998.178369 ∣  [  std_z : 0.98  real_sub_fake : 1850.82 ]
[  epoch 0008/0040] 2370/4800, lr:1.0e-04 ∣ avg_100 : 31674.359870 ∣ critic_nllloss : 26004.953711 ∣ critic_ganloss : -336.525412 ∣ generator_nllloss : 5217.800977 ∣ generator_ganloss : 1013.124365 ∣     [  std_z : 1.00  real_sub_fake : 1568.47 ]
[  epoch 0008/0040] 2380/4800, lr:1.0e-04 ∣ avg_100 : 31678.158828 ∣ critic_nllloss : 25960.593750 ∣ critic_ganloss : -434.157211 ∣ generator_nllloss : 5253.626953 ∣ generator_ganloss : 992.712402 ∣  [  std_z : 1.00  real_sub_fake : 1424.02 ]
[  epoch 0008/0040] 2390/4800, lr:1.0e-04 ∣ avg_100 : 31681.823659 ∣ critic_nllloss : 26210.044141 ∣ critic_ganloss : -455.517404 ∣ generator_nllloss : 5337.284570 ∣ generator_ganloss : 967.222754 ∣  [  std_z : 0.98  real_sub_fake : 1872.04 ]
[  epoch 0008/0040] 2400/4800, lr:1.0e-04 ∣ avg_100 : 31677.963946 ∣ critic_nllloss : 25805.858594 ∣ critic_ganloss : -648.798071 ∣ generator_nllloss : 5124.792578 ∣ generator_ganloss : 902.820557 ∣  [  std_z : 0.98  real_sub_fake : 2213.35 ]
[  epoch 0008/0040] 2410/4800, lr:1.0e-04 ∣ avg_100 : 31683.465688 ∣ critic_nllloss : 26267.864063 ∣ critic_ganloss : -435.554156 ∣ generator_nllloss : 5276.402148 ∣ generator_ganloss : 930.570361 ∣  [  std_z : 0.99  real_sub_fake : 2136.69 ]
[  epoch 0008/0040] 2420/4800, lr:1.0e-04 ∣ avg_100 : 31684.774609 ∣ critic_nllloss : 26217.951953 ∣ critic_ganloss : -325.743280 ∣ generator_nllloss : 5313.676758 ∣ generator_ganloss : 915.155811 ∣  [  std_z : 1.00  real_sub_fake : 1232.36 ]
[  epoch 0008/0040] 2430/4800, lr:1.0e-04 ∣ avg_100 : 31685.110182 ∣ critic_nllloss : 25786.683789 ∣ critic_ganloss : -281.562738 ∣ generator_nllloss : 5217.944336 ∣ generator_ganloss : 905.884521 ∣  [  std_z : 0.98  real_sub_fake : 998.72 ]
[  epoch 0008/0040] 2440/4800, lr:1.0e-04 ∣ avg_100 : 31686.081879 ∣ critic_nllloss : 26021.973438 ∣ critic_ganloss : -458.496979 ∣ generator_nllloss : 5271.556641 ∣ generator_ganloss : 867.833447 ∣  [  std_z : 0.99  real_sub_fake : 1492.65 ]
[  epoch 0008/0040] 2450/4800, lr:1.0e-04 ∣ avg_100 : 31688.241729 ∣ critic_nllloss : 26105.209766 ∣ critic_ganloss : -468.911594 ∣ generator_nllloss : 5262.179688 ∣ generator_ganloss : 852.972021 ∣  [  std_z : 0.98  real_sub_fake : 1996.87 ]
[  epoch 0008/0040] 2460/4800, lr:1.0e-04 ∣ avg_100 : 31690.658744 ∣ critic_nllloss : 26210.762695 ∣ critic_ganloss : -501.407086 ∣ generator_nllloss : 5263.237109 ∣ generator_ganloss : 920.096240 ∣  [  std_z : 0.97  real_sub_fake : 1771.90 ]
[  epoch 0008/0040] 2470/4800, lr:1.0e-04 ∣ avg_100 : 31693.482580 ∣ critic_nllloss : 26061.430859 ∣ critic_ganloss : -445.295123 ∣ generator_nllloss : 5271.154688 ∣ generator_ganloss : 912.253516 ∣  [  std_z : 0.99  real_sub_fake : 1761.90 ]
[  epoch 0008/0040] 2480/4800, lr:1.0e-04 ∣ avg_100 : 31697.657344 ∣ critic_nllloss : 25908.743750 ∣ critic_ganloss : -406.585376 ∣ generator_nllloss : 5192.505859 ∣ generator_ganloss : 935.622705 ∣  [  std_z : 1.00  real_sub_fake : 1594.82 ]
[  epoch 0008/0040] 2490/4800, lr:1.0e-04 ∣ avg_100 : 31698.641967 ∣ critic_nllloss : 26015.019141 ∣ critic_ganloss : -519.899695 ∣ generator_nllloss : 5212.409766 ∣ generator_ganloss : 938.610693 ∣  [  std_z : 0.99  real_sub_fake : 1678.86 ]
[  epoch 0008/0040] 2500/4800, lr:1.0e-04 ∣ avg_100 : 31698.082757 ∣ critic_nllloss : 25957.741797 ∣ critic_ganloss : -441.413205 ∣ generator_nllloss : 5245.639258 ∣ generator_ganloss : 945.222998 ∣  [  std_z : 0.97  real_sub_fake : 2067.08 ]
[  epoch 0008/0040] 2510/4800, lr:1.0e-04 ∣ avg_100 : 31696.074624 ∣ critic_nllloss : 26104.732812 ∣ critic_ganloss : -486.413278 ∣ generator_nllloss : 5169.777539 ∣ generator_ganloss : 917.210352 ∣  [  std_z : 0.98  real_sub_fake : 1395.46 ]
[  epoch 0008/0040] 2520/4800, lr:1.0e-04 ∣ avg_100 : 31694.703272 ∣ critic_nllloss : 26039.548828 ∣ critic_ganloss : -462.679681 ∣ generator_nllloss : 5188.862891 ∣ generator_ganloss : 914.511865 ∣  [  std_z : 1.00  real_sub_fake : 2277.22 ]
[  epoch 0008/0040] 2530/4800, lr:1.0e-04 ∣ avg_100 : 31691.803535 ∣ critic_nllloss : 25975.140430 ∣ critic_ganloss : -475.772247 ∣ generator_nllloss : 5187.903125 ∣ generator_ganloss : 885.102441 ∣  [  std_z : 0.99  real_sub_fake : 1436.58 ]
[  epoch 0008/0040] 2540/4800, lr:1.0e-04 ∣ avg_100 : 31694.272548 ∣ critic_nllloss : 26136.052734 ∣ critic_ganloss : -516.736609 ∣ generator_nllloss : 5292.939258 ∣ generator_ganloss : 848.154443 ∣  [  std_z : 0.99  real_sub_fake : 2201.59 ]
[  epoch 0008/0040] 2550/4800, lr:1.0e-04 ∣ avg_100 : 31693.583749 ∣ critic_nllloss : 26095.252539 ∣ critic_ganloss : -510.265286 ∣ generator_nllloss : 5227.417773 ∣ generator_ganloss : 805.603809 ∣  [  std_z : 0.98  real_sub_fake : 1866.86 ]
[  epoch 0008/0040] 2560/4800, lr:1.0e-04 ∣ avg_100 : 31692.955505 ∣ critic_nllloss : 26191.565234 ∣ critic_ganloss : -644.136475 ∣ generator_nllloss : 5213.577344 ∣ generator_ganloss : 802.544043 ∣  [  std_z : 0.99  real_sub_fake : 2193.55 ]
[  epoch 0008/0040] 2570/4800, lr:1.0e-04 ∣ avg_100 : 31693.854597 ∣ critic_nllloss : 26127.822461 ∣ critic_ganloss : -484.734827 ∣ generator_nllloss : 5295.677539 ∣ generator_ganloss : 916.111230 ∣  [  std_z : 0.99  real_sub_fake : 2264.88 ]
[  epoch 0008/0040] 2580/4800, lr:1.0e-04 ∣ avg_100 : 31696.474847 ∣ critic_nllloss : 26051.855273 ∣ critic_ganloss : -428.279703 ∣ generator_nllloss : 5283.490234 ∣ generator_ganloss : 920.017627 ∣  [  std_z : 1.00  real_sub_fake : 1427.41 ]
[  epoch 0008/0040] 2590/4800, lr:1.0e-04 ∣ avg_100 : 31699.574329 ∣ critic_nllloss : 26192.462500 ∣ critic_ganloss : -481.637253 ∣ generator_nllloss : 5283.061328 ∣ generator_ganloss : 873.841016 ∣  [  std_z : 1.00  real_sub_fake : 2057.32 ]
[  epoch 0008/0040] 2600/4800, lr:1.0e-04 ∣ avg_100 : 31699.204297 ∣ critic_nllloss : 26097.801953 ∣ critic_ganloss : -519.422284 ∣ generator_nllloss : 5230.124805 ∣ generator_ganloss : 844.488086 ∣  [  std_z : 0.99  real_sub_fake : 1764.73 ]
[  epoch 0008/0040] 2610/4800, lr:1.0e-04 ∣ avg_100 : 31697.809605 ∣ critic_nllloss : 26134.055078 ∣ critic_ganloss : -592.968878 ∣ generator_nllloss : 5155.206055 ∣ generator_ganloss : 831.328857 ∣  [  std_z : 0.98  real_sub_fake : 2391.59 ]
[  epoch 0008/0040] 2620/4800, lr:1.0e-04 ∣ avg_100 : 31693.143400 ∣ critic_nllloss : 25871.476172 ∣ critic_ganloss : -591.718787 ∣ generator_nllloss : 5136.226758 ∣ generator_ganloss : 821.930371 ∣  [  std_z : 1.00  real_sub_fake : 2214.97 ]
[  epoch 0008/0040] 2630/4800, lr:1.0e-04 ∣ avg_100 : 31688.950114 ∣ critic_nllloss : 26178.249805 ∣ critic_ganloss : -640.381940 ∣ generator_nllloss : 5191.285547 ∣ generator_ganloss : 814.699170 ∣  [  std_z : 1.01  real_sub_fake : 2449.55 ]
[  epoch 0008/0040] 2640/4800, lr:1.0e-04 ∣ avg_100 : 31688.622211 ∣ critic_nllloss : 25866.101758 ∣ critic_ganloss : -392.550903 ∣ generator_nllloss : 5248.066406 ∣ generator_ganloss : 767.301050 ∣  [  std_z : 0.99  real_sub_fake : 1811.66 ]
[  epoch 0008/0040] 2650/4800, lr:1.0e-04 ∣ avg_100 : 31688.961898 ∣ critic_nllloss : 26211.327344 ∣ critic_ganloss : -479.302905 ∣ generator_nllloss : 5243.352344 ∣ generator_ganloss : 724.896875 ∣  [  std_z : 0.99  real_sub_fake : 1567.69 ]
[  epoch 0008/0040] 2660/4800, lr:1.0e-04 ∣ avg_100 : 31682.269470 ∣ critic_nllloss : 25849.232031 ∣ critic_ganloss : -438.139661 ∣ generator_nllloss : 5153.837109 ∣ generator_ganloss : 759.238110 ∣  [  std_z : 0.98  real_sub_fake : 1926.47 ]
[  epoch 0008/0040] 2670/4800, lr:1.0e-04 ∣ avg_100 : 31681.680841 ∣ critic_nllloss : 26038.717773 ∣ critic_ganloss : -346.498911 ∣ generator_nllloss : 5209.805664 ∣ generator_ganloss : 767.215576 ∣  [  std_z : 0.98  real_sub_fake : 1228.88 ]
[  epoch 0008/0040] 2680/4800, lr:1.0e-04 ∣ avg_100 : 31675.173944 ∣ critic_nllloss : 26100.878711 ∣ critic_ganloss : -462.848248 ∣ generator_nllloss : 5224.616016 ∣ generator_ganloss : 680.846143 ∣  [  std_z : 1.00  real_sub_fake : 1648.80 ]
[  epoch 0008/0040] 2690/4800, lr:1.0e-04 ∣ avg_100 : 31676.440838 ∣ critic_nllloss : 25967.815234 ∣ critic_ganloss : -590.783356 ∣ generator_nllloss : 5289.091211 ∣ generator_ganloss : 798.681885 ∣  [  std_z : 1.00  real_sub_fake : 2025.78 ]
[  epoch 0008/0040] 2700/4800, lr:1.0e-04 ∣ avg_100 : 31679.988110 ∣ critic_nllloss : 26293.246680 ∣ critic_ganloss : -403.591144 ∣ generator_nllloss : 5282.338672 ∣ generator_ganloss : 883.470264 ∣  [  std_z : 0.98  real_sub_fake : 1974.53 ]
[  epoch 0008/0040] 2710/4800, lr:1.0e-04 ∣ avg_100 : 31676.004840 ∣ critic_nllloss : 26086.283008 ∣ critic_ganloss : -424.944971 ∣ generator_nllloss : 5248.855273 ∣ generator_ganloss : 848.351123 ∣  [  std_z : 0.98  real_sub_fake : 1322.45 ]
[  epoch 0008/0040] 2720/4800, lr:1.0e-04 ∣ avg_100 : 31671.643538 ∣ critic_nllloss : 25957.761523 ∣ critic_ganloss : -441.205392 ∣ generator_nllloss : 5213.647656 ∣ generator_ganloss : 853.943750 ∣  [  std_z : 0.99  real_sub_fake : 1637.67 ]
[  epoch 0008/0040] 2730/4800, lr:1.0e-04 ∣ avg_100 : 31666.959819 ∣ critic_nllloss : 26051.747461 ∣ critic_ganloss : -563.274457 ∣ generator_nllloss : 5243.348047 ∣ generator_ganloss : 852.013379 ∣  [  std_z : 1.00  real_sub_fake : 2316.83 ]
[  epoch 0008/0040] 2740/4800, lr:1.0e-04 ∣ avg_100 : 31668.226061 ∣ critic_nllloss : 26212.608203 ∣ critic_ganloss : -591.509949 ∣ generator_nllloss : 5199.284180 ∣ generator_ganloss : 928.650439 ∣  [  std_z : 1.01  real_sub_fake : 2094.46 ]
[  epoch 0008/0040] 2750/4800, lr:1.0e-04 ∣ avg_100 : 31666.742995 ∣ critic_nllloss : 25972.900195 ∣ critic_ganloss : -554.510257 ∣ generator_nllloss : 5223.536328 ∣ generator_ganloss : 932.899512 ∣  [  std_z : 0.98  real_sub_fake : 2020.95 ]
[  epoch 0008/0040] 2760/4800, lr:1.0e-04 ∣ avg_100 : 31665.509887 ∣ critic_nllloss : 26125.985742 ∣ critic_ganloss : -553.256891 ∣ generator_nllloss : 5253.098828 ∣ generator_ganloss : 876.599414 ∣  [  std_z : 0.96  real_sub_fake : 2364.88 ]
[  epoch 0008/0040] 2770/4800, lr:1.0e-04 ∣ avg_100 : 31664.885104 ∣ critic_nllloss : 26030.692969 ∣ critic_ganloss : -416.805026 ∣ generator_nllloss : 5266.432617 ∣ generator_ganloss : 825.827808 ∣  [  std_z : 0.99  real_sub_fake : 1926.08 ]
[  epoch 0008/0040] 2780/4800, lr:1.0e-04 ∣ avg_100 : 31665.123979 ∣ critic_nllloss : 25847.058398 ∣ critic_ganloss : -417.570876 ∣ generator_nllloss : 5198.237305 ∣ generator_ganloss : 815.435449 ∣  [  std_z : 1.01  real_sub_fake : 1053.99 ]
[  epoch 0008/0040] 2790/4800, lr:1.0e-04 ∣ avg_100 : 31662.612970 ∣ critic_nllloss : 26006.697070 ∣ critic_ganloss : -399.015814 ∣ generator_nllloss : 5096.263086 ∣ generator_ganloss : 790.642236 ∣  [  std_z : 0.99  real_sub_fake : 1792.24 ]
[  epoch 0008/0040] 2800/4800, lr:1.0e-04 ∣ avg_100 : 31665.421017 ∣ critic_nllloss : 26111.207813 ∣ critic_ganloss : -342.162593 ∣ generator_nllloss : 5230.598633 ∣ generator_ganloss : 796.711475 ∣  [  std_z : 0.98  real_sub_fake : 1105.70 ]
[  epoch 0008/0040] 2810/4800, lr:1.0e-04 ∣ avg_100 : 31663.521279 ∣ critic_nllloss : 26105.848828 ∣ critic_ganloss : -497.899097 ∣ generator_nllloss : 5183.751367 ∣ generator_ganloss : 778.891187 ∣  [  std_z : 0.99  real_sub_fake : 1710.87 ]
[  epoch 0008/0040] 2820/4800, lr:1.0e-04 ∣ avg_100 : 31657.906828 ∣ critic_nllloss : 25728.548633 ∣ critic_ganloss : -480.629895 ∣ generator_nllloss : 5115.037695 ∣ generator_ganloss : 769.173926 ∣  [  std_z : 1.00  real_sub_fake : 2043.43 ]
[  epoch 0008/0040] 2830/4800, lr:1.0e-04 ∣ avg_100 : 31655.812809 ∣ critic_nllloss : 26001.228320 ∣ critic_ganloss : -461.432581 ∣ generator_nllloss : 5249.663867 ∣ generator_ganloss : 837.275342 ∣  [  std_z : 1.01  real_sub_fake : 1641.68 ]
[  epoch 0008/0040] 2840/4800, lr:1.0e-04 ∣ avg_100 : 31654.099196 ∣ critic_nllloss : 25943.175000 ∣ critic_ganloss : -508.133704 ∣ generator_nllloss : 5113.372656 ∣ generator_ganloss : 898.990234 ∣  [  std_z : 0.99  real_sub_fake : 1781.47 ]
[  epoch 0008/0040] 2850/4800, lr:1.0e-04 ∣ avg_100 : 31656.080039 ∣ critic_nllloss : 25972.129688 ∣ critic_ganloss : -347.315692 ∣ generator_nllloss : 5182.841797 ∣ generator_ganloss : 1004.832764 ∣     [  std_z : 0.98  real_sub_fake : 1591.08 ]
[  epoch 0008/0040] 2860/4800, lr:1.0e-04 ∣ avg_100 : 31651.780289 ∣ critic_nllloss : 26015.741016 ∣ critic_ganloss : -293.006952 ∣ generator_nllloss : 5241.461523 ∣ generator_ganloss : 946.775195 ∣  [  std_z : 0.99  real_sub_fake : 1681.52 ]
[  epoch 0008/0040] 2870/4800, lr:1.0e-04 ∣ avg_100 : 31646.392199 ∣ critic_nllloss : 25751.204492 ∣ critic_ganloss : -426.832626 ∣ generator_nllloss : 5225.334570 ∣ generator_ganloss : 911.322900 ∣  [  std_z : 1.00  real_sub_fake : 1114.46 ]
[  epoch 0008/0040] 2880/4800, lr:1.0e-04 ∣ avg_100 : 31648.994711 ∣ critic_nllloss : 26101.506055 ∣ critic_ganloss : -481.978864 ∣ generator_nllloss : 5203.468359 ∣ generator_ganloss : 820.209424 ∣  [  std_z : 0.99  real_sub_fake : 1681.53 ]
[  epoch 0008/0040] 2890/4800, lr:1.0e-04 ∣ avg_100 : 31649.801577 ∣ critic_nllloss : 25997.990625 ∣ critic_ganloss : -437.566058 ∣ generator_nllloss : 5204.742188 ∣ generator_ganloss : 811.948926 ∣  [  std_z : 0.98  real_sub_fake : 2055.87 ]
[  epoch 0008/0040] 2900/4800, lr:1.0e-04 ∣ avg_100 : 31651.789244 ∣ critic_nllloss : 26322.373437 ∣ critic_ganloss : -481.167068 ∣ generator_nllloss : 5272.923828 ∣ generator_ganloss : 732.319287 ∣  [  std_z : 0.99  real_sub_fake : 1606.13 ]
[  epoch 0008/0040] 2910/4800, lr:1.0e-04 ∣ avg_100 : 31653.787191 ∣ critic_nllloss : 26078.598438 ∣ critic_ganloss : -453.320490 ∣ generator_nllloss : 5173.080859 ∣ generator_ganloss : 738.903442 ∣  [  std_z : 0.99  real_sub_fake : 1881.18 ]
[  epoch 0008/0040] 2920/4800, lr:1.0e-04 ∣ avg_100 : 31652.916300 ∣ critic_nllloss : 26066.484961 ∣ critic_ganloss : -502.401279 ∣ generator_nllloss : 5178.478711 ∣ generator_ganloss : 737.499927 ∣  [  std_z : 1.00  real_sub_fake : 1843.77 ]
[  epoch 0008/0040] 2930/4800, lr:1.0e-04 ∣ avg_100 : 31648.954874 ∣ critic_nllloss : 25988.658203 ∣ critic_ganloss : -529.888376 ∣ generator_nllloss : 5284.960352 ∣ generator_ganloss : 723.585889 ∣  [  std_z : 1.00  real_sub_fake : 1939.08 ]
[  epoch 0008/0040] 2940/4800, lr:1.0e-04 ∣ avg_100 : 31647.290155 ∣ critic_nllloss : 25962.682227 ∣ critic_ganloss : -670.448529 ∣ generator_nllloss : 5186.392773 ∣ generator_ganloss : 789.352759 ∣  [  std_z : 0.97  real_sub_fake : 2180.89 ]
[  epoch 0008/0040] 2950/4800, lr:1.0e-04 ∣ avg_100 : 31645.764790 ∣ critic_nllloss : 26010.483984 ∣ critic_ganloss : -424.045404 ∣ generator_nllloss : 5208.287109 ∣ generator_ganloss : 802.616284 ∣  [  std_z : 0.96  real_sub_fake : 2181.86 ]
[  epoch 0008/0040] 2960/4800, lr:1.0e-04 ∣ avg_100 : 31644.262810 ∣ critic_nllloss : 25950.526367 ∣ critic_ganloss : -510.336374 ∣ generator_nllloss : 5116.603906 ∣ generator_ganloss : 730.381616 ∣  [  std_z : 0.99  real_sub_fake : 1746.25 ]
[  epoch 0008/0040] 2970/4800, lr:1.0e-04 ∣ avg_100 : 31644.393604 ∣ critic_nllloss : 26008.450586 ∣ critic_ganloss : -471.601840 ∣ generator_nllloss : 5175.583203 ∣ generator_ganloss : 815.160156 ∣  [  std_z : 1.02  real_sub_fake : 1896.04 ]
[  epoch 0008/0040] 2980/4800, lr:1.0e-04 ∣ avg_100 : 31644.253984 ∣ critic_nllloss : 25850.629492 ∣ critic_ganloss : -382.630582 ∣ generator_nllloss : 5145.923242 ∣ generator_ganloss : 831.968628 ∣  [  std_z : 1.00  real_sub_fake : 1589.16 ]
[  epoch 0008/0040] 2990/4800, lr:1.0e-04 ∣ avg_100 : 31644.124386 ∣ critic_nllloss : 25948.968359 ∣ critic_ganloss : -310.206609 ∣ generator_nllloss : 5193.605078 ∣ generator_ganloss : 797.304639 ∣  [  std_z : 0.97  real_sub_fake : 1403.95 ]
[  epoch 0008/0040] 3000/4800, lr:1.0e-04 ∣ avg_100 : 31646.604799 ∣ critic_nllloss : 26110.631250 ∣ critic_ganloss : -395.789041 ∣ generator_nllloss : 5329.102734 ∣ generator_ganloss : 836.777588 ∣  [  std_z : 0.99  real_sub_fake : 1157.76 ]
[  epoch 0008/0040] 3010/4800, lr:1.0e-04 ∣ avg_100 : 31646.102165 ∣ critic_nllloss : 26188.914844 ∣ critic_ganloss : -456.819540 ∣ generator_nllloss : 5221.680664 ∣ generator_ganloss : 765.717554 ∣  [  std_z : 0.99  real_sub_fake : 1800.10 ]
[  epoch 0008/0040] 3020/4800, lr:1.0e-04 ∣ avg_100 : 31643.565662 ∣ critic_nllloss : 26036.857422 ∣ critic_ganloss : -511.011023 ∣ generator_nllloss : 5186.214258 ∣ generator_ganloss : 791.912598 ∣  [  std_z : 0.98  real_sub_fake : 1837.56 ]
[  epoch 0008/0040] 3030/4800, lr:1.0e-04 ∣ avg_100 : 31642.026888 ∣ critic_nllloss : 26187.559961 ∣ critic_ganloss : -721.587756 ∣ generator_nllloss : 5273.964258 ∣ generator_ganloss : 847.816406 ∣  [  std_z : 0.99  real_sub_fake : 2623.36 ]
[  epoch 0008/0040] 3040/4800, lr:1.0e-04 ∣ avg_100 : 31641.228103 ∣ critic_nllloss : 26077.391797 ∣ critic_ganloss : -650.441919 ∣ generator_nllloss : 5233.981836 ∣ generator_ganloss : 864.411865 ∣  [  std_z : 1.00  real_sub_fake : 2800.68 ]
[  epoch 0008/0040] 3050/4800, lr:1.0e-04 ∣ avg_100 : 31640.496542 ∣ critic_nllloss : 25906.975000 ∣ critic_ganloss : -472.520163 ∣ generator_nllloss : 5117.068945 ∣ generator_ganloss : 841.986230 ∣  [  std_z : 0.99  real_sub_fake : 1771.98 ]
[  epoch 0008/0040] 3060/4800, lr:1.0e-04 ∣ avg_100 : 31645.421538 ∣ critic_nllloss : 26141.285742 ∣ critic_ganloss : -457.106512 ∣ generator_nllloss : 5254.168555 ∣ generator_ganloss : 880.091406 ∣  [  std_z : 0.99  real_sub_fake : 1766.48 ]
[  epoch 0008/0040] 3070/4800, lr:1.0e-04 ∣ avg_100 : 31644.887104 ∣ critic_nllloss : 25899.518555 ∣ critic_ganloss : -378.446918 ∣ generator_nllloss : 5075.275781 ∣ generator_ganloss : 768.324634 ∣  [  std_z : 0.98  real_sub_fake : 1619.15 ]
[  epoch 0008/0040] 3080/4800, lr:1.0e-04 ∣ avg_100 : 31648.190056 ∣ critic_nllloss : 26133.343164 ∣ critic_ganloss : -404.915356 ∣ generator_nllloss : 5286.064062 ∣ generator_ganloss : 791.492847 ∣  [  std_z : 0.98  real_sub_fake : 1270.17 ]
[  epoch 0008/0040] 3090/4800, lr:1.0e-04 ∣ avg_100 : 31647.334643 ∣ critic_nllloss : 26012.264648 ∣ critic_ganloss : -428.647137 ∣ generator_nllloss : 5172.808008 ∣ generator_ganloss : 722.860864 ∣  [  std_z : 0.99  real_sub_fake : 1793.72 ]
[  epoch 0008/0040] 3100/4800, lr:1.0e-04 ∣ avg_100 : 31642.498006 ∣ critic_nllloss : 25883.892188 ∣ critic_ganloss : -545.891446 ∣ generator_nllloss : 5178.786719 ∣ generator_ganloss : 819.156299 ∣  [  std_z : 0.99  real_sub_fake : 1603.92 ]
[  epoch 0008/0040] 3110/4800, lr:1.0e-04 ∣ avg_100 : 31637.622325 ∣ critic_nllloss : 25817.450000 ∣ critic_ganloss : -429.281213 ∣ generator_nllloss : 5117.548633 ∣ generator_ganloss : 753.095923 ∣  [  std_z : 1.00  real_sub_fake : 2084.26 ]
[  epoch 0008/0040] 3120/4800, lr:1.0e-04 ∣ avg_100 : 31633.112195 ∣ critic_nllloss : 25863.820508 ∣ critic_ganloss : -597.710889 ∣ generator_nllloss : 5182.311719 ∣ generator_ganloss : 678.450586 ∣  [  std_z : 1.01  real_sub_fake : 1846.82 ]
[  epoch 0008/0040] 3130/4800, lr:1.0e-04 ∣ avg_100 : 31630.648051 ∣ critic_nllloss : 26101.060156 ∣ critic_ganloss : -716.993213 ∣ generator_nllloss : 5240.023047 ∣ generator_ganloss : 704.833960 ∣  [  std_z : 0.99  real_sub_fake : 3012.24 ]
[  epoch 0008/0040] 3140/4800, lr:1.0e-04 ∣ avg_100 : 31625.644855 ∣ critic_nllloss : 26096.623242 ∣ critic_ganloss : -563.611578 ∣ generator_nllloss : 5230.227539 ∣ generator_ganloss : 727.051660 ∣  [  std_z : 0.98  real_sub_fake : 2064.28 ]
[  epoch 0008/0040] 3150/4800, lr:1.0e-04 ∣ avg_100 : 31626.373930 ∣ critic_nllloss : 26156.795898 ∣ critic_ganloss : -642.801495 ∣ generator_nllloss : 5187.728320 ∣ generator_ganloss : 732.651221 ∣  [  std_z : 1.00  real_sub_fake : 2361.01 ]
[  epoch 0008/0040] 3160/4800, lr:1.0e-04 ∣ avg_100 : 31625.364554 ∣ critic_nllloss : 26216.844922 ∣ critic_ganloss : -514.049948 ∣ generator_nllloss : 5186.074219 ∣ generator_ganloss : 704.300073 ∣  [  std_z : 1.01  real_sub_fake : 2205.47 ]
[  epoch 0008/0040] 3170/4800, lr:1.0e-04 ∣ avg_100 : 31622.989833 ∣ critic_nllloss : 25948.014258 ∣ critic_ganloss : -476.364111 ∣ generator_nllloss : 5202.891016 ∣ generator_ganloss : 670.414453 ∣  [  std_z : 0.99  real_sub_fake : 1922.26 ]
[  epoch 0008/0040] 3180/4800, lr:1.0e-04 ∣ avg_100 : 31619.916015 ∣ critic_nllloss : 25981.859180 ∣ critic_ganloss : -400.257162 ∣ generator_nllloss : 5243.617188 ∣ generator_ganloss : 608.348608 ∣  [  std_z : 0.98  real_sub_fake : 1748.73 ]
[  epoch 0008/0040] 3190/4800, lr:1.0e-04 ∣ avg_100 : 31617.998284 ∣ critic_nllloss : 25977.950781 ∣ critic_ganloss : -408.844534 ∣ generator_nllloss : 5118.997461 ∣ generator_ganloss : 564.807178 ∣  [  std_z : 0.99  real_sub_fake : 1365.51 ]
[  epoch 0008/0040] 3200/4800, lr:1.0e-04 ∣ avg_100 : 31619.260638 ∣ critic_nllloss : 26146.523242 ∣ critic_ganloss : -472.644080 ∣ generator_nllloss : 5233.808594 ∣ generator_ganloss : 543.873242 ∣  [  std_z : 1.00  real_sub_fake : 1561.07 ]
[  epoch 0008/0040] 3210/4800, lr:1.0e-04 ∣ avg_100 : 31611.601724 ∣ critic_nllloss : 25862.347070 ∣ critic_ganloss : -433.868433 ∣ generator_nllloss : 5172.249609 ∣ generator_ganloss : 608.756494 ∣  [  std_z : 1.00  real_sub_fake : 1876.09 ]
[  epoch 0008/0040] 3220/4800, lr:1.0e-04 ∣ avg_100 : 31605.718479 ∣ critic_nllloss : 25865.393750 ∣ critic_ganloss : -494.463416 ∣ generator_nllloss : 5140.421094 ∣ generator_ganloss : 604.913379 ∣  [  std_z : 0.98  real_sub_fake : 1849.90 ]
[  epoch 0008/0040] 3230/4800, lr:1.0e-04 ∣ avg_100 : 31601.610443 ∣ critic_nllloss : 26111.067578 ∣ critic_ganloss : -604.571753 ∣ generator_nllloss : 5230.542773 ∣ generator_ganloss : 651.422095 ∣  [  std_z : 0.97  real_sub_fake : 2371.81 ]
[  epoch 0008/0040] 3240/4800, lr:1.0e-04 ∣ avg_100 : 31596.278813 ∣ critic_nllloss : 25840.958008 ∣ critic_ganloss : -434.392206 ∣ generator_nllloss : 5151.690430 ∣ generator_ganloss : 662.311328 ∣  [  std_z : 0.99  real_sub_fake : 2025.19 ]
[  epoch 0008/0040] 3250/4800, lr:1.0e-04 ∣ avg_100 : 31597.630251 ∣ critic_nllloss : 26237.216211 ∣ critic_ganloss : -270.379083 ∣ generator_nllloss : 5237.811328 ∣ generator_ganloss : 655.768164 ∣  [  std_z : 1.00  real_sub_fake : 787.65 ]
[  epoch 0008/0040] 3260/4800, lr:1.0e-04 ∣ avg_100 : 31596.773770 ∣ critic_nllloss : 26216.575781 ∣ critic_ganloss : -325.346660 ∣ generator_nllloss : 5324.142383 ∣ generator_ganloss : 617.940454 ∣  [  std_z : 0.99  real_sub_fake : 986.01 ]
[  epoch 0008/0040] 3270/4800, lr:1.0e-04 ∣ avg_100 : 31596.603085 ∣ critic_nllloss : 26080.918555 ∣ critic_ganloss : -262.554596 ∣ generator_nllloss : 5279.517187 ∣ generator_ganloss : 592.891235 ∣  [  std_z : 0.98  real_sub_fake : 1229.29 ]
[  epoch 0008/0040] 3280/4800, lr:1.0e-04 ∣ avg_100 : 31598.766630 ∣ critic_nllloss : 26099.807617 ∣ critic_ganloss : -413.550955 ∣ generator_nllloss : 5284.726953 ∣ generator_ganloss : 625.588477 ∣  [  std_z : 0.98  real_sub_fake : 1369.98 ]
[  epoch 0008/0040] 3290/4800, lr:1.0e-04 ∣ avg_100 : 31599.106619 ∣ critic_nllloss : 26114.537305 ∣ critic_ganloss : -426.672183 ∣ generator_nllloss : 5294.427539 ∣ generator_ganloss : 711.402148 ∣  [  std_z : 0.99  real_sub_fake : 1682.33 ]
[  epoch 0008/0040] 3300/4800, lr:1.0e-04 ∣ avg_100 : 31600.814572 ∣ critic_nllloss : 25900.434570 ∣ critic_ganloss : -388.835382 ∣ generator_nllloss : 5197.119922 ∣ generator_ganloss : 822.110547 ∣  [  std_z : 1.00  real_sub_fake : 1533.11 ]
[  epoch 0008/0040] 3310/4800, lr:1.0e-04 ∣ avg_100 : 31604.178041 ∣ critic_nllloss : 26048.168945 ∣ critic_ganloss : -420.285849 ∣ generator_nllloss : 5290.737500 ∣ generator_ganloss : 834.114063 ∣  [  std_z : 1.00  real_sub_fake : 1538.32 ]
[  epoch 0008/0040] 3320/4800, lr:1.0e-04 ∣ avg_100 : 31599.591180 ∣ critic_nllloss : 25865.348242 ∣ critic_ganloss : -532.235132 ∣ generator_nllloss : 5144.860937 ∣ generator_ganloss : 816.856348 ∣  [  std_z : 0.98  real_sub_fake : 1895.91 ]
[  epoch 0008/0040] 3330/4800, lr:1.0e-04 ∣ avg_100 : 31597.340044 ∣ critic_nllloss : 26009.140625 ∣ critic_ganloss : -513.451538 ∣ generator_nllloss : 5194.997266 ∣ generator_ganloss : 854.202051 ∣  [  std_z : 0.98  real_sub_fake : 1940.33 ]
[  epoch 0008/0040] 3340/4800, lr:1.0e-04 ∣ avg_100 : 31592.775268 ∣ critic_nllloss : 25947.848633 ∣ critic_ganloss : -577.720581 ∣ generator_nllloss : 5144.766992 ∣ generator_ganloss : 850.104541 ∣  [  std_z : 0.99  real_sub_fake : 2397.54 ]
[  epoch 0008/0040] 3350/4800, lr:1.0e-04 ∣ avg_100 : 31586.306811 ∣ critic_nllloss : 25874.397461 ∣ critic_ganloss : -523.664484 ∣ generator_nllloss : 5096.201563 ∣ generator_ganloss : 863.711719 ∣  [  std_z : 1.00  real_sub_fake : 1996.21 ]
[  epoch 0008/0040] 3360/4800, lr:1.0e-04 ∣ avg_100 : 31586.505925 ∣ critic_nllloss : 26341.132227 ∣ critic_ganloss : -511.945389 ∣ generator_nllloss : 5280.802344 ∣ generator_ganloss : 846.491602 ∣  [  std_z : 1.00  real_sub_fake : 1942.42 ]
[  epoch 0008/0040] 3370/4800, lr:1.0e-04 ∣ avg_100 : 31584.338055 ∣ critic_nllloss : 25935.424414 ∣ critic_ganloss : -240.141748 ∣ generator_nllloss : 5206.096484 ∣ generator_ganloss : 781.187476 ∣  [  std_z : 0.97  real_sub_fake : 855.66 ]
[  epoch 0008/0040] 3380/4800, lr:1.0e-04 ∣ avg_100 : 31581.738594 ∣ critic_nllloss : 25954.661328 ∣ critic_ganloss : -398.052832 ∣ generator_nllloss : 5159.183008 ∣ generator_ganloss : 797.038330 ∣  [  std_z : 0.99  real_sub_fake : 1356.86 ]
[  epoch 0008/0040] 3390/4800, lr:1.0e-04 ∣ avg_100 : 31579.500919 ∣ critic_nllloss : 26121.775781 ∣ critic_ganloss : -353.913376 ∣ generator_nllloss : 5214.905664 ∣ generator_ganloss : 852.498486 ∣  [  std_z : 1.01  real_sub_fake : 1670.77 ]
[  epoch 0008/0040] 3400/4800, lr:1.0e-04 ∣ avg_100 : 31582.238241 ∣ critic_nllloss : 25858.886523 ∣ critic_ganloss : -451.971960 ∣ generator_nllloss : 5182.708984 ∣ generator_ganloss : 868.782275 ∣  [  std_z : 0.99  real_sub_fake : 1550.30 ]
[  epoch 0008/0040] 3410/4800, lr:1.0e-04 ∣ avg_100 : 31575.440168 ∣ critic_nllloss : 25842.391016 ∣ critic_ganloss : -496.626813 ∣ generator_nllloss : 5170.675977 ∣ generator_ganloss : 843.034912 ∣  [  std_z : 0.99  real_sub_fake : 1910.59 ]
[  epoch 0008/0040] 3420/4800, lr:1.0e-04 ∣ avg_100 : 31569.989826 ∣ critic_nllloss : 26100.413672 ∣ critic_ganloss : -560.493506 ∣ generator_nllloss : 5238.551562 ∣ generator_ganloss : 797.535376 ∣  [  std_z : 0.98  real_sub_fake : 2080.67 ]
[  epoch 0008/0040] 3430/4800, lr:1.0e-04 ∣ avg_100 : 31570.188468 ∣ critic_nllloss : 26108.688477 ∣ critic_ganloss : -502.586551 ∣ generator_nllloss : 5166.637109 ∣ generator_ganloss : 876.075000 ∣  [  std_z : 0.99  real_sub_fake : 1813.06 ]
[  epoch 0008/0040] 3440/4800, lr:1.0e-04 ∣ avg_100 : 31572.548816 ∣ critic_nllloss : 26148.270117 ∣ critic_ganloss : -425.114804 ∣ generator_nllloss : 5284.997461 ∣ generator_ganloss : 930.748633 ∣  [  std_z : 1.00  real_sub_fake : 1828.52 ]
[  epoch 0008/0040] 3450/4800, lr:1.0e-04 ∣ avg_100 : 31573.371813 ∣ critic_nllloss : 26124.325195 ∣ critic_ganloss : -523.521713 ∣ generator_nllloss : 5255.106055 ∣ generator_ganloss : 977.839990 ∣  [  std_z : 0.99  real_sub_fake : 1730.39 ]
[  epoch 0008/0040] 3460/4800, lr:1.0e-04 ∣ avg_100 : 31571.438088 ∣ critic_nllloss : 26111.914844 ∣ critic_ganloss : -511.349640 ∣ generator_nllloss : 5199.502344 ∣ generator_ganloss : 899.248975 ∣  [  std_z : 0.99  real_sub_fake : 2349.48 ]
[  epoch 0008/0040] 3470/4800, lr:1.0e-04 ∣ avg_100 : 31570.278986 ∣ critic_nllloss : 26076.202734 ∣ critic_ganloss : -511.393530 ∣ generator_nllloss : 5243.309180 ∣ generator_ganloss : 875.515283 ∣  [  std_z : 1.00  real_sub_fake : 1863.51 ]
[  epoch 0008/0040] 3480/4800, lr:1.0e-04 ∣ avg_100 : 31568.054856 ∣ critic_nllloss : 25997.120508 ∣ critic_ganloss : -675.783557 ∣ generator_nllloss : 5211.681641 ∣ generator_ganloss : 874.855371 ∣  [  std_z : 1.00  real_sub_fake : 2368.36 ]
[  epoch 0008/0040] 3490/4800, lr:1.0e-04 ∣ avg_100 : 31568.405278 ∣ critic_nllloss : 26090.064844 ∣ critic_ganloss : -486.137793 ∣ generator_nllloss : 5167.920313 ∣ generator_ganloss : 909.334766 ∣  [  std_z : 1.00  real_sub_fake : 2145.70 ]
[  epoch 0008/0040] 3500/4800, lr:1.0e-04 ∣ avg_100 : 31568.677732 ∣ critic_nllloss : 26171.347461 ∣ critic_ganloss : -482.821216 ∣ generator_nllloss : 5154.047461 ∣ generator_ganloss : 891.862549 ∣  [  std_z : 0.99  real_sub_fake : 1531.07 ]
[  epoch 0008/0040] 3510/4800, lr:1.0e-04 ∣ avg_100 : 31570.002032 ∣ critic_nllloss : 25927.292187 ∣ critic_ganloss : -177.600647 ∣ generator_nllloss : 5220.607813 ∣ generator_ganloss : 867.438037 ∣  [  std_z : 0.99  real_sub_fake : 1207.98 ]
[  epoch 0008/0040] 3520/4800, lr:1.0e-04 ∣ avg_100 : 31572.142041 ∣ critic_nllloss : 26121.285156 ∣ critic_ganloss : -358.853017 ∣ generator_nllloss : 5333.507812 ∣ generator_ganloss : 798.304834 ∣  [  std_z : 0.99  real_sub_fake : 1030.42 ]
[  epoch 0008/0040] 3530/4800, lr:1.0e-04 ∣ avg_100 : 31575.799351 ∣ critic_nllloss : 26324.085938 ∣ critic_ganloss : -448.127679 ∣ generator_nllloss : 5301.918359 ∣ generator_ganloss : 760.228149 ∣  [  std_z : 0.99  real_sub_fake : 2073.22 ]
[  epoch 0008/0040] 3540/4800, lr:1.0e-04 ∣ avg_100 : 31575.377707 ∣ critic_nllloss : 26059.109570 ∣ critic_ganloss : -366.868774 ∣ generator_nllloss : 5248.922656 ∣ generator_ganloss : 777.082031 ∣  [  std_z : 0.98  real_sub_fake : 1415.36 ]
[  epoch 0008/0040] 3550/4800, lr:1.0e-04 ∣ avg_100 : 31576.426074 ∣ critic_nllloss : 26076.063477 ∣ critic_ganloss : -399.828824 ∣ generator_nllloss : 5251.148633 ∣ generator_ganloss : 795.462183 ∣  [  std_z : 0.98  real_sub_fake : 1179.51 ]
[  epoch 0008/0040] 3560/4800, lr:1.0e-04 ∣ avg_100 : 31578.354775 ∣ critic_nllloss : 26211.640430 ∣ critic_ganloss : -426.955756 ∣ generator_nllloss : 5173.985156 ∣ generator_ganloss : 797.750464 ∣  [  std_z : 0.99  real_sub_fake : 1749.31 ]
[  epoch 0008/0040] 3570/4800, lr:1.0e-04 ∣ avg_100 : 31576.928868 ∣ critic_nllloss : 26082.588281 ∣ critic_ganloss : -439.982843 ∣ generator_nllloss : 5216.013477 ∣ generator_ganloss : 853.666748 ∣  [  std_z : 1.00  real_sub_fake : 1618.76 ]
[  epoch 0008/0040] 3580/4800, lr:1.0e-04 ∣ avg_100 : 31573.959340 ∣ critic_nllloss : 26040.798047 ∣ critic_ganloss : -589.410349 ∣ generator_nllloss : 5190.374609 ∣ generator_ganloss : 888.368311 ∣  [  std_z : 0.98  real_sub_fake : 1866.87 ]
[  epoch 0008/0040] 3590/4800, lr:1.0e-04 ∣ avg_100 : 31572.139147 ∣ critic_nllloss : 26183.948828 ∣ critic_ganloss : -569.873782 ∣ generator_nllloss : 5190.714844 ∣ generator_ganloss : 880.918457 ∣  [  std_z : 0.99  real_sub_fake : 2368.77 ]
[  epoch 0008/0040] 3600/4800, lr:1.0e-04 ∣ avg_100 : 31567.336388 ∣ critic_nllloss : 25891.342578 ∣ critic_ganloss : -665.063000 ∣ generator_nllloss : 5128.822656 ∣ generator_ganloss : 817.614355 ∣  [  std_z : 1.00  real_sub_fake : 2292.68 ]
[  epoch 0008/0040] 3610/4800, lr:1.0e-04 ∣ avg_100 : 31566.798498 ∣ critic_nllloss : 25978.528320 ∣ critic_ganloss : -626.361151 ∣ generator_nllloss : 5249.249023 ∣ generator_ganloss : 872.415918 ∣  [  std_z : 1.01  real_sub_fake : 2294.70 ]
[  epoch 0008/0040] 3620/4800, lr:1.0e-04 ∣ avg_100 : 31570.731031 ∣ critic_nllloss : 26120.107812 ∣ critic_ganloss : -618.512219 ∣ generator_nllloss : 5227.279688 ∣ generator_ganloss : 902.292578 ∣  [  std_z : 0.99  real_sub_fake : 2618.56 ]
[  epoch 0008/0040] 3630/4800, lr:1.0e-04 ∣ avg_100 : 31571.563856 ∣ critic_nllloss : 26039.555664 ∣ critic_ganloss : -477.897516 ∣ generator_nllloss : 5193.202734 ∣ generator_ganloss : 872.274219 ∣  [  std_z : 0.97  real_sub_fake : 2080.34 ]
[  epoch 0008/0040] 3640/4800, lr:1.0e-04 ∣ avg_100 : 31572.343715 ∣ critic_nllloss : 26147.162891 ∣ critic_ganloss : -541.901379 ∣ generator_nllloss : 5200.840039 ∣ generator_ganloss : 760.802661 ∣  [  std_z : 0.99  real_sub_fake : 1860.35 ]
[  epoch 0008/0040] 3650/4800, lr:1.0e-04 ∣ avg_100 : 31574.261646 ∣ critic_nllloss : 26381.420117 ∣ critic_ganloss : -554.159424 ∣ generator_nllloss : 5316.175781 ∣ generator_ganloss : 748.630273 ∣  [  std_z : 1.01  real_sub_fake : 2294.82 ]
[  epoch 0008/0040] 3660/4800, lr:1.0e-04 ∣ avg_100 : 31574.722469 ∣ critic_nllloss : 25957.948047 ∣ critic_ganloss : -611.868704 ∣ generator_nllloss : 5264.622852 ∣ generator_ganloss : 759.547705 ∣  [  std_z : 0.98  real_sub_fake : 2049.12 ]
[  epoch 0008/0040] 3670/4800, lr:1.0e-04 ∣ avg_100 : 31571.788660 ∣ critic_nllloss : 25877.016211 ∣ critic_ganloss : -561.236761 ∣ generator_nllloss : 5226.024219 ∣ generator_ganloss : 834.055469 ∣  [  std_z : 0.98  real_sub_fake : 2059.60 ]
[  epoch 0008/0040] 3680/4800, lr:1.0e-04 ∣ avg_100 : 31573.015180 ∣ critic_nllloss : 26019.919141 ∣ critic_ganloss : -509.103171 ∣ generator_nllloss : 5250.636133 ∣ generator_ganloss : 904.692578 ∣  [  std_z : 1.00  real_sub_fake : 2159.00 ]
[  epoch 0008/0040] 3690/4800, lr:1.0e-04 ∣ avg_100 : 31576.420154 ∣ critic_nllloss : 25939.675781 ∣ critic_ganloss : -221.090277 ∣ generator_nllloss : 5137.881055 ∣ generator_ganloss : 948.835791 ∣  [  std_z : 1.01  real_sub_fake : 939.61 ]
[  epoch 0008/0040] 3700/4800, lr:1.0e-04 ∣ avg_100 : 31571.763133 ∣ critic_nllloss : 25941.302148 ∣ critic_ganloss : -355.002553 ∣ generator_nllloss : 5159.675977 ∣ generator_ganloss : 843.786816 ∣  [  std_z : 0.99  real_sub_fake : 1203.63 ]
[  epoch 0008/0040] 3710/4800, lr:1.0e-04 ∣ avg_100 : 31571.945410 ∣ critic_nllloss : 26028.747266 ∣ critic_ganloss : -352.840903 ∣ generator_nllloss : 5263.975977 ∣ generator_ganloss : 836.889795 ∣  [  std_z : 0.98  real_sub_fake : 1400.54 ]
[  epoch 0008/0040] 3720/4800, lr:1.0e-04 ∣ avg_100 : 31572.782305 ∣ critic_nllloss : 26085.274414 ∣ critic_ganloss : -537.776370 ∣ generator_nllloss : 5249.639648 ∣ generator_ganloss : 870.699316 ∣  [  std_z : 0.99  real_sub_fake : 1798.96 ]
[  epoch 0008/0040] 3730/4800, lr:1.0e-04 ∣ avg_100 : 31573.037316 ∣ critic_nllloss : 25986.670898 ∣ critic_ganloss : -554.871332 ∣ generator_nllloss : 5209.804102 ∣ generator_ganloss : 967.731934 ∣  [  std_z : 1.00  real_sub_fake : 2020.09 ]
[  epoch 0008/0040] 3740/4800, lr:1.0e-04 ∣ avg_100 : 31574.568135 ∣ critic_nllloss : 26186.947852 ∣ critic_ganloss : -549.784674 ∣ generator_nllloss : 5252.968750 ∣ generator_ganloss : 1011.982813 ∣     [  std_z : 1.00  real_sub_fake : 2176.65 ]
[  epoch 0008/0040] 3750/4800, lr:1.0e-04 ∣ avg_100 : 31575.150316 ∣ critic_nllloss : 26038.442188 ∣ critic_ganloss : -593.124481 ∣ generator_nllloss : 5135.631641 ∣ generator_ganloss : 1052.094482 ∣     [  std_z : 0.98  real_sub_fake : 2249.44 ]
[  epoch 0008/0040] 3760/4800, lr:1.0e-04 ∣ avg_100 : 31578.210422 ∣ critic_nllloss : 26115.584766 ∣ critic_ganloss : -419.142621 ∣ generator_nllloss : 5226.355859 ∣ generator_ganloss : 1085.639697 ∣     [  std_z : 0.98  real_sub_fake : 1929.30 ]
[  epoch 0008/0040] 3770/4800, lr:1.0e-04 ∣ avg_100 : 31577.123580 ∣ critic_nllloss : 25866.489648 ∣ critic_ganloss : -469.813626 ∣ generator_nllloss : 5269.260938 ∣ generator_ganloss : 931.527197 ∣  [  std_z : 0.98  real_sub_fake : 1587.79 ]
[  epoch 0008/0040] 3780/4800, lr:1.0e-04 ∣ avg_100 : 31579.816343 ∣ critic_nllloss : 26132.550000 ∣ critic_ganloss : -573.712170 ∣ generator_nllloss : 5233.589648 ∣ generator_ganloss : 920.009131 ∣  [  std_z : 0.99  real_sub_fake : 2059.43 ]
[  epoch 0008/0040] 3790/4800, lr:1.0e-04 ∣ avg_100 : 31581.175162 ∣ critic_nllloss : 26042.889648 ∣ critic_ganloss : -499.578247 ∣ generator_nllloss : 5179.108203 ∣ generator_ganloss : 908.048926 ∣  [  std_z : 0.99  real_sub_fake : 2093.06 ]
[  epoch 0008/0040] 3800/4800, lr:1.0e-04 ∣ avg_100 : 31577.366306 ∣ critic_nllloss : 25820.040820 ∣ critic_ganloss : -461.147552 ∣ generator_nllloss : 5141.282422 ∣ generator_ganloss : 915.293945 ∣  [  std_z : 0.99  real_sub_fake : 1649.55 ]
[  epoch 0008/0040] 3810/4800, lr:1.0e-04 ∣ avg_100 : 31575.709552 ∣ critic_nllloss : 25880.214453 ∣ critic_ganloss : -369.721613 ∣ generator_nllloss : 5076.897656 ∣ generator_ganloss : 817.526465 ∣  [  std_z : 1.00  real_sub_fake : 1728.91 ]
[  epoch 0008/0040] 3820/4800, lr:1.0e-04 ∣ avg_100 : 31579.368383 ∣ critic_nllloss : 25878.068750 ∣ critic_ganloss : -408.795987 ∣ generator_nllloss : 5228.510938 ∣ generator_ganloss : 800.229687 ∣  [  std_z : 0.99  real_sub_fake : 1483.44 ]
[  epoch 0008/0040] 3830/4800, lr:1.0e-04 ∣ avg_100 : 31576.796017 ∣ critic_nllloss : 25807.117383 ∣ critic_ganloss : -430.615826 ∣ generator_nllloss : 5201.902734 ∣ generator_ganloss : 791.094141 ∣  [  std_z : 0.98  real_sub_fake : 1497.07 ]
[  epoch 0008/0040] 3840/4800, lr:1.0e-04 ∣ avg_100 : 31577.702803 ∣ critic_nllloss : 26110.908203 ∣ critic_ganloss : -585.396851 ∣ generator_nllloss : 5188.495313 ∣ generator_ganloss : 824.076099 ∣  [  std_z : 0.99  real_sub_fake : 2087.80 ]
[  epoch 0008/0040] 3850/4800, lr:1.0e-04 ∣ avg_100 : 31576.508960 ∣ critic_nllloss : 26017.567188 ∣ critic_ganloss : -454.472400 ∣ generator_nllloss : 5294.976562 ∣ generator_ganloss : 835.032910 ∣  [  std_z : 1.00  real_sub_fake : 2245.50 ]
[  epoch 0008/0040] 3860/4800, lr:1.0e-04 ∣ avg_100 : 31571.858149 ∣ critic_nllloss : 25962.498828 ∣ critic_ganloss : -597.871576 ∣ generator_nllloss : 5228.547266 ∣ generator_ganloss : 852.715186 ∣  [  std_z : 1.00  real_sub_fake : 1771.27 ]
[  epoch 0008/0040] 3870/4800, lr:1.0e-04 ∣ avg_100 : 31572.317935 ∣ critic_nllloss : 26020.366602 ∣ critic_ganloss : -544.283502 ∣ generator_nllloss : 5222.633789 ∣ generator_ganloss : 808.290967 ∣  [  std_z : 0.99  real_sub_fake : 2349.38 ]
[  epoch 0008/0040] 3880/4800, lr:1.0e-04 ∣ avg_100 : 31568.630162 ∣ critic_nllloss : 25905.233594 ∣ critic_ganloss : -460.079599 ∣ generator_nllloss : 5119.161328 ∣ generator_ganloss : 710.112427 ∣  [  std_z : 0.99  real_sub_fake : 1657.93 ]
[  epoch 0008/0040] 3890/4800, lr:1.0e-04 ∣ avg_100 : 31568.762391 ∣ critic_nllloss : 26053.389258 ∣ critic_ganloss : -312.454855 ∣ generator_nllloss : 5161.927539 ∣ generator_ganloss : 687.476636 ∣  [  std_z : 1.00  real_sub_fake : 1437.89 ]
[  epoch 0008/0040] 3900/4800, lr:1.0e-04 ∣ avg_100 : 31566.158968 ∣ critic_nllloss : 26088.337109 ∣ critic_ganloss : -404.684299 ∣ generator_nllloss : 5216.929297 ∣ generator_ganloss : 685.525024 ∣  [  std_z : 0.99  real_sub_fake : 1325.01 ]
[  epoch 0008/0040] 3910/4800, lr:1.0e-04 ∣ avg_100 : 31565.582009 ∣ critic_nllloss : 26028.649023 ∣ critic_ganloss : -455.274612 ∣ generator_nllloss : 5207.626953 ∣ generator_ganloss : 698.564990 ∣  [  std_z : 0.98  real_sub_fake : 1835.58 ]
[  epoch 0008/0040] 3920/4800, lr:1.0e-04 ∣ avg_100 : 31566.939985 ∣ critic_nllloss : 26141.669336 ∣ critic_ganloss : -463.897974 ∣ generator_nllloss : 5204.532617 ∣ generator_ganloss : 733.555908 ∣  [  std_z : 0.99  real_sub_fake : 1729.09 ]
[  epoch 0008/0040] 3930/4800, lr:1.0e-04 ∣ avg_100 : 31568.243226 ∣ critic_nllloss : 26155.745117 ∣ critic_ganloss : -471.735352 ∣ generator_nllloss : 5168.160937 ∣ generator_ganloss : 745.469531 ∣  [  std_z : 1.01  real_sub_fake : 1583.25 ]
[  epoch 0008/0040] 3940/4800, lr:1.0e-04 ∣ avg_100 : 31568.068204 ∣ critic_nllloss : 25817.474023 ∣ critic_ganloss : -469.065649 ∣ generator_nllloss : 5140.714844 ∣ generator_ganloss : 761.353760 ∣  [  std_z : 1.00  real_sub_fake : 1746.92 ]
[  epoch 0008/0040] 3950/4800, lr:1.0e-04 ∣ avg_100 : 31570.337047 ∣ critic_nllloss : 26203.295703 ∣ critic_ganloss : -332.533401 ∣ generator_nllloss : 5192.355859 ∣ generator_ganloss : 761.108179 ∣  [  std_z : 0.98  real_sub_fake : 1626.39 ]
[  epoch 0008/0040] 3960/4800, lr:1.0e-04 ∣ avg_100 : 31573.214368 ∣ critic_nllloss : 26093.150977 ∣ critic_ganloss : -458.195761 ∣ generator_nllloss : 5197.793359 ∣ generator_ganloss : 742.159033 ∣  [  std_z : 0.98  real_sub_fake : 1447.36 ]
[  epoch 0008/0040] 3970/4800, lr:1.0e-04 ∣ avg_100 : 31571.341308 ∣ critic_nllloss : 26006.258203 ∣ critic_ganloss : -576.036560 ∣ generator_nllloss : 5158.629883 ∣ generator_ganloss : 751.434595 ∣  [  std_z : 1.00  real_sub_fake : 2099.09 ]
[  epoch 0008/0040] 3980/4800, lr:1.0e-04 ∣ avg_100 : 31574.070842 ∣ critic_nllloss : 26119.086328 ∣ critic_ganloss : -399.679697 ∣ generator_nllloss : 5278.702539 ∣ generator_ganloss : 720.734985 ∣  [  std_z : 1.00  real_sub_fake : 2117.08 ]
[  epoch 0008/0040] 3990/4800, lr:1.0e-04 ∣ avg_100 : 31572.255920 ∣ critic_nllloss : 26052.713867 ∣ critic_ganloss : -477.972321 ∣ generator_nllloss : 5191.715039 ∣ generator_ganloss : 681.722656 ∣  [  std_z : 0.99  real_sub_fake : 1359.94 ]
[  epoch 0008/0040] 4000/4800, lr:1.0e-04 ∣ avg_100 : 31570.023863 ∣ critic_nllloss : 26200.359766 ∣ critic_ganloss : -452.516519 ∣ generator_nllloss : 5225.972461 ∣ generator_ganloss : 683.701123 ∣  [  std_z : 0.99  real_sub_fake : 1986.60 ]
[  epoch 0008/0040] 4010/4800, lr:1.0e-04 ∣ avg_100 : 31568.290719 ∣ critic_nllloss : 26147.162695 ∣ critic_ganloss : -462.493817 ∣ generator_nllloss : 5207.869727 ∣ generator_ganloss : 653.640503 ∣  [  std_z : 1.00  real_sub_fake : 1907.30 ]
[  epoch 0008/0040] 4020/4800, lr:1.0e-04 ∣ avg_100 : 31567.563787 ∣ critic_nllloss : 26054.370117 ∣ critic_ganloss : -437.806790 ∣ generator_nllloss : 5178.779492 ∣ generator_ganloss : 635.937280 ∣  [  std_z : 0.98  real_sub_fake : 1545.26 ]
[  epoch 0008/0040] 4030/4800, lr:1.0e-04 ∣ avg_100 : 31565.226496 ∣ critic_nllloss : 26008.967969 ∣ critic_ganloss : -464.066003 ∣ generator_nllloss : 5150.612891 ∣ generator_ganloss : 658.508936 ∣  [  std_z : 0.99  real_sub_fake : 1844.03 ]
[  epoch 0008/0040] 4040/4800, lr:1.0e-04 ∣ avg_100 : 31562.064417 ∣ critic_nllloss : 25896.522266 ∣ critic_ganloss : -447.376147 ∣ generator_nllloss : 5115.537695 ∣ generator_ganloss : 644.451807 ∣  [  std_z : 0.99  real_sub_fake : 1551.52 ]
[  epoch 0008/0040] 4050/4800, lr:1.0e-04 ∣ avg_100 : 31561.356667 ∣ critic_nllloss : 25994.262305 ∣ critic_ganloss : -493.474771 ∣ generator_nllloss : 5177.623438 ∣ generator_ganloss : 644.324023 ∣  [  std_z : 1.01  real_sub_fake : 1726.54 ]
[  epoch 0008/0040] 4060/4800, lr:1.0e-04 ∣ avg_100 : 31558.059227 ∣ critic_nllloss : 25994.773242 ∣ critic_ganloss : -526.244876 ∣ generator_nllloss : 5280.451563 ∣ generator_ganloss : 739.715332 ∣  [  std_z : 1.00  real_sub_fake : 2077.78 ]
[  epoch 0008/0040] 4070/4800, lr:1.0e-04 ∣ avg_100 : 31556.587348 ∣ critic_nllloss : 25842.855078 ∣ critic_ganloss : -537.656097 ∣ generator_nllloss : 5143.314844 ∣ generator_ganloss : 768.970264 ∣  [  std_z : 0.98  real_sub_fake : 1924.03 ]
[  epoch 0008/0040] 4080/4800, lr:1.0e-04 ∣ avg_100 : 31553.206012 ∣ critic_nllloss : 25950.596289 ∣ critic_ganloss : -348.178391 ∣ generator_nllloss : 5127.145703 ∣ generator_ganloss : 738.287500 ∣  [  std_z : 0.98  real_sub_fake : 1866.11 ]
[  epoch 0008/0040] 4090/4800, lr:1.0e-04 ∣ avg_100 : 31555.035922 ∣ critic_nllloss : 26097.209766 ∣ critic_ganloss : -498.635968 ∣ generator_nllloss : 5351.233594 ∣ generator_ganloss : 712.470044 ∣  [  std_z : 1.01  real_sub_fake : 1520.49 ]
[  epoch 0008/0040] 4100/4800, lr:1.0e-04 ∣ avg_100 : 31554.635973 ∣ critic_nllloss : 25899.539258 ∣ critic_ganloss : -472.596417 ∣ generator_nllloss : 5173.299609 ∣ generator_ganloss : 695.706421 ∣  [  std_z : 1.00  real_sub_fake : 1921.00 ]
[  epoch 0008/0040] 4110/4800, lr:1.0e-04 ∣ avg_100 : 31558.364604 ∣ critic_nllloss : 26200.903906 ∣ critic_ganloss : -533.878998 ∣ generator_nllloss : 5248.099609 ∣ generator_ganloss : 716.551880 ∣  [  std_z : 0.98  real_sub_fake : 1994.17 ]
[  epoch 0008/0040] 4120/4800, lr:1.0e-04 ∣ avg_100 : 31560.552537 ∣ critic_nllloss : 26011.897461 ∣ critic_ganloss : -655.755469 ∣ generator_nllloss : 5198.016797 ∣ generator_ganloss : 791.506445 ∣  [  std_z : 0.97  real_sub_fake : 2166.49 ]
[  epoch 0008/0040] 4130/4800, lr:1.0e-04 ∣ avg_100 : 31564.018140 ∣ critic_nllloss : 25988.641602 ∣ critic_ganloss : -418.606567 ∣ generator_nllloss : 5271.733398 ∣ generator_ganloss : 833.715869 ∣  [  std_z : 0.99  real_sub_fake : 1994.01 ]
[  epoch 0008/0040] 4140/4800, lr:1.0e-04 ∣ avg_100 : 31563.928920 ∣ critic_nllloss : 25897.144336 ∣ critic_ganloss : -413.874579 ∣ generator_nllloss : 5198.550586 ∣ generator_ganloss : 799.548511 ∣  [  std_z : 1.00  real_sub_fake : 1363.71 ]
[  epoch 0008/0040] 4150/4800, lr:1.0e-04 ∣ avg_100 : 31566.106735 ∣ critic_nllloss : 26186.573633 ∣ critic_ganloss : -457.939273 ∣ generator_nllloss : 5127.028906 ∣ generator_ganloss : 796.492114 ∣  [  std_z : 1.00  real_sub_fake : 1843.66 ]
[  epoch 0008/0040] 4160/4800, lr:1.0e-04 ∣ avg_100 : 31567.322905 ∣ critic_nllloss : 26029.311523 ∣ critic_ganloss : -417.154437 ∣ generator_nllloss : 5239.415430 ∣ generator_ganloss : 863.213818 ∣  [  std_z : 0.99  real_sub_fake : 1665.91 ]
[  epoch 0008/0040] 4170/4800, lr:1.0e-04 ∣ avg_100 : 31569.711045 ∣ critic_nllloss : 25885.125781 ∣ critic_ganloss : -392.897809 ∣ generator_nllloss : 5219.788477 ∣ generator_ganloss : 871.753174 ∣  [  std_z : 0.98  real_sub_fake : 1661.86 ]
[  epoch 0008/0040] 4180/4800, lr:1.0e-04 ∣ avg_100 : 31575.423620 ∣ critic_nllloss : 26333.962891 ∣ critic_ganloss : -470.356406 ∣ generator_nllloss : 5310.689453 ∣ generator_ganloss : 830.529297 ∣  [  std_z : 0.99  real_sub_fake : 1771.58 ]
[  epoch 0008/0040] 4190/4800, lr:1.0e-04 ∣ avg_100 : 31580.680394 ∣ critic_nllloss : 26228.619336 ∣ critic_ganloss : -496.440179 ∣ generator_nllloss : 5244.456445 ∣ generator_ganloss : 801.952734 ∣  [  std_z : 1.00  real_sub_fake : 1644.74 ]
[  epoch 0008/0040] 4200/4800, lr:1.0e-04 ∣ avg_100 : 31579.576232 ∣ critic_nllloss : 25811.703125 ∣ critic_ganloss : -538.202246 ∣ generator_nllloss : 5245.821094 ∣ generator_ganloss : 821.822827 ∣  [  std_z : 0.99  real_sub_fake : 2228.19 ]
[  epoch 0008/0040] 4210/4800, lr:1.0e-04 ∣ avg_100 : 31586.825175 ∣ critic_nllloss : 26111.995508 ∣ critic_ganloss : -269.277063 ∣ generator_nllloss : 5170.433398 ∣ generator_ganloss : 921.227148 ∣  [  std_z : 0.98  real_sub_fake : 1183.34 ]
[  epoch 0008/0040] 4220/4800, lr:1.0e-04 ∣ avg_100 : 31592.354418 ∣ critic_nllloss : 26024.536719 ∣ critic_ganloss : -366.786455 ∣ generator_nllloss : 5197.289062 ∣ generator_ganloss : 814.149805 ∣  [  std_z : 0.98  real_sub_fake : 1087.00 ]
[  epoch 0008/0040] 4230/4800, lr:1.0e-04 ∣ avg_100 : 31593.669184 ∣ critic_nllloss : 25963.986328 ∣ critic_ganloss : -377.567450 ∣ generator_nllloss : 5164.162500 ∣ generator_ganloss : 769.355957 ∣  [  std_z : 1.00  real_sub_fake : 1681.00 ]
[  epoch 0008/0040] 4240/4800, lr:1.0e-04 ∣ avg_100 : 31594.710377 ∣ critic_nllloss : 25843.884180 ∣ critic_ganloss : -500.713980 ∣ generator_nllloss : 5184.590625 ∣ generator_ganloss : 796.926001 ∣  [  std_z : 1.01  real_sub_fake : 1669.75 ]
[  epoch 0008/0040] 4250/4800, lr:1.0e-04 ∣ avg_100 : 31590.556779 ∣ critic_nllloss : 25980.516992 ∣ critic_ganloss : -548.492035 ∣ generator_nllloss : 5211.444336 ∣ generator_ganloss : 801.587549 ∣  [  std_z : 0.99  real_sub_fake : 2042.37 ]
[  epoch 0008/0040] 4260/4800, lr:1.0e-04 ∣ avg_100 : 31591.542807 ∣ critic_nllloss : 26271.918359 ∣ critic_ganloss : -479.000522 ∣ generator_nllloss : 5314.223828 ∣ generator_ganloss : 824.773022 ∣  [  std_z : 0.98  real_sub_fake : 1963.83 ]
[  epoch 0008/0040] 4270/4800, lr:1.0e-04 ∣ avg_100 : 31593.278994 ∣ critic_nllloss : 26205.905859 ∣ critic_ganloss : -413.414209 ∣ generator_nllloss : 5230.850977 ∣ generator_ganloss : 841.048486 ∣  [  std_z : 0.99  real_sub_fake : 1551.17 ]
[  epoch 0008/0040] 4280/4800, lr:1.0e-04 ∣ avg_100 : 31592.797239 ∣ critic_nllloss : 25715.525391 ∣ critic_ganloss : -254.604401 ∣ generator_nllloss : 5251.234961 ∣ generator_ganloss : 836.240625 ∣  [  std_z : 1.00  real_sub_fake : 1520.77 ]
[  epoch 0008/0040] 4290/4800, lr:1.0e-04 ∣ avg_100 : 31588.752663 ∣ critic_nllloss : 25774.195898 ∣ critic_ganloss : -367.276157 ∣ generator_nllloss : 5074.203320 ∣ generator_ganloss : 808.114160 ∣  [  std_z : 0.99  real_sub_fake : 1043.71 ]
[  epoch 0008/0040] 4300/4800, lr:1.0e-04 ∣ avg_100 : 31589.428737 ∣ critic_nllloss : 26046.990234 ∣ critic_ganloss : -404.368231 ∣ generator_nllloss : 5174.235352 ∣ generator_ganloss : 781.579687 ∣  [  std_z : 1.00  real_sub_fake : 1360.15 ]
[  epoch 0008/0040] 4310/4800, lr:1.0e-04 ∣ avg_100 : 31586.492206 ∣ critic_nllloss : 25941.537109 ∣ critic_ganloss : -442.508011 ∣ generator_nllloss : 5239.956250 ∣ generator_ganloss : 720.096240 ∣  [  std_z : 0.99  real_sub_fake : 1841.49 ]
[  epoch 0008/0040] 4320/4800, lr:1.0e-04 ∣ avg_100 : 31587.371932 ∣ critic_nllloss : 25991.639453 ∣ critic_ganloss : -492.512686 ∣ generator_nllloss : 5164.136328 ∣ generator_ganloss : 719.539941 ∣  [  std_z : 0.98  real_sub_fake : 1743.30 ]
[  epoch 0008/0040] 4330/4800, lr:1.0e-04 ∣ avg_100 : 31587.384001 ∣ critic_nllloss : 26051.700781 ∣ critic_ganloss : -509.404391 ∣ generator_nllloss : 5239.142969 ∣ generator_ganloss : 764.655908 ∣  [  std_z : 0.99  real_sub_fake : 1712.85 ]
[  epoch 0008/0040] 4340/4800, lr:1.0e-04 ∣ avg_100 : 31592.081738 ∣ critic_nllloss : 26167.428516 ∣ critic_ganloss : -322.750624 ∣ generator_nllloss : 5191.981250 ∣ generator_ganloss : 798.114160 ∣  [  std_z : 0.99  real_sub_fake : 1600.42 ]
[  epoch 0008/0040] 4350/4800, lr:1.0e-04 ∣ avg_100 : 31598.004003 ∣ critic_nllloss : 26104.308008 ∣ critic_ganloss : -196.393275 ∣ generator_nllloss : 5201.708984 ∣ generator_ganloss : 793.249023 ∣  [  std_z : 0.99  real_sub_fake : 879.07 ]
[  epoch 0008/0040] 4360/4800, lr:1.0e-04 ∣ avg_100 : 31593.031361 ∣ critic_nllloss : 25851.404687 ∣ critic_ganloss : -283.113469 ∣ generator_nllloss : 5143.121875 ∣ generator_ganloss : 747.803516 ∣  [  std_z : 0.98  real_sub_fake : 939.52 ]
[  epoch 0008/0040] 4370/4800, lr:1.0e-04 ∣ avg_100 : 31590.065444 ∣ critic_nllloss : 25948.070117 ∣ critic_ganloss : -442.240582 ∣ generator_nllloss : 5175.594336 ∣ generator_ganloss : 704.551001 ∣  [  std_z : 0.99  real_sub_fake : 1557.59 ]
[  epoch 0008/0040] 4380/4800, lr:1.0e-04 ∣ avg_100 : 31590.821253 ∣ critic_nllloss : 26058.613672 ∣ critic_ganloss : -429.766040 ∣ generator_nllloss : 5198.526758 ∣ generator_ganloss : 761.036401 ∣  [  std_z : 0.98  real_sub_fake : 1752.22 ]
[  epoch 0008/0040] 4390/4800, lr:1.0e-04 ∣ avg_100 : 31585.416022 ∣ critic_nllloss : 25872.832031 ∣ critic_ganloss : -493.008627 ∣ generator_nllloss : 5131.570898 ∣ generator_ganloss : 783.349121 ∣  [  std_z : 0.98  real_sub_fake : 1680.47 ]
[  epoch 0008/0040] 4400/4800, lr:1.0e-04 ∣ avg_100 : 31583.747781 ∣ critic_nllloss : 25765.067383 ∣ critic_ganloss : -446.314771 ∣ generator_nllloss : 5209.127344 ∣ generator_ganloss : 763.701782 ∣  [  std_z : 1.00  real_sub_fake : 1877.24 ]
[  epoch 0008/0040] 4410/4800, lr:1.0e-04 ∣ avg_100 : 31585.835420 ∣ critic_nllloss : 26090.811523 ∣ critic_ganloss : -584.925476 ∣ generator_nllloss : 5241.653516 ∣ generator_ganloss : 820.699463 ∣  [  std_z : 1.00  real_sub_fake : 2115.97 ]
[  epoch 0008/0040] 4420/4800, lr:1.0e-04 ∣ avg_100 : 31589.965075 ∣ critic_nllloss : 26173.078125 ∣ critic_ganloss : -316.686331 ∣ generator_nllloss : 5254.203906 ∣ generator_ganloss : 878.376855 ∣  [  std_z : 0.98  real_sub_fake : 1533.95 ]
[  epoch 0008/0040] 4430/4800, lr:1.0e-04 ∣ avg_100 : 31593.497026 ∣ critic_nllloss : 26178.440234 ∣ critic_ganloss : -310.253004 ∣ generator_nllloss : 5298.772656 ∣ generator_ganloss : 835.049219 ∣  [  std_z : 0.99  real_sub_fake : 958.78 ]
[  epoch 0008/0040] 4440/4800, lr:1.0e-04 ∣ avg_100 : 31591.112999 ∣ critic_nllloss : 26105.332422 ∣ critic_ganloss : -380.946323 ∣ generator_nllloss : 5197.721484 ∣ generator_ganloss : 778.391138 ∣  [  std_z : 1.00  real_sub_fake : 1339.64 ]
[  epoch 0008/0040] 4450/4800, lr:1.0e-04 ∣ avg_100 : 31590.121775 ∣ critic_nllloss : 26228.776953 ∣ critic_ganloss : -494.989178 ∣ generator_nllloss : 5200.283984 ∣ generator_ganloss : 800.555347 ∣  [  std_z : 1.00  real_sub_fake : 1865.04 ]
[  epoch 0008/0040] 4460/4800, lr:1.0e-04 ∣ avg_100 : 31585.834996 ∣ critic_nllloss : 25841.648047 ∣ critic_ganloss : -406.051471 ∣ generator_nllloss : 5061.858008 ∣ generator_ganloss : 773.184082 ∣  [  std_z : 0.99  real_sub_fake : 2008.96 ]
[  epoch 0008/0040] 4470/4800, lr:1.0e-04 ∣ avg_100 : 31583.830107 ∣ critic_nllloss : 25969.895508 ∣ critic_ganloss : -429.380931 ∣ generator_nllloss : 5140.512109 ∣ generator_ganloss : 802.118091 ∣  [  std_z : 0.99  real_sub_fake : 1239.09 ]
[  epoch 0008/0040] 4480/4800, lr:1.0e-04 ∣ avg_100 : 31586.649488 ∣ critic_nllloss : 26055.057031 ∣ critic_ganloss : -385.378723 ∣ generator_nllloss : 5243.775977 ∣ generator_ganloss : 776.357715 ∣  [  std_z : 0.99  real_sub_fake : 1681.86 ]
[  epoch 0008/0040] 4490/4800, lr:1.0e-04 ∣ avg_100 : 31587.730506 ∣ critic_nllloss : 25956.806445 ∣ critic_ganloss : -282.927090 ∣ generator_nllloss : 5266.096289 ∣ generator_ganloss : 849.308350 ∣  [  std_z : 0.99  real_sub_fake : 971.21 ]
[  epoch 0008/0040] 4500/4800, lr:1.0e-04 ∣ avg_100 : 31585.232757 ∣ critic_nllloss : 25930.384375 ∣ critic_ganloss : -427.319284 ∣ generator_nllloss : 5208.095898 ∣ generator_ganloss : 773.500317 ∣  [  std_z : 0.99  real_sub_fake : 1387.85 ]
[  epoch 0008/0040] 4510/4800, lr:1.0e-04 ∣ avg_100 : 31579.019248 ∣ critic_nllloss : 25745.678516 ∣ critic_ganloss : -509.972159 ∣ generator_nllloss : 5134.078516 ∣ generator_ganloss : 846.601660 ∣  [  std_z : 0.99  real_sub_fake : 1767.05 ]
[  epoch 0008/0040] 4520/4800, lr:1.0e-04 ∣ avg_100 : 31575.859782 ∣ critic_nllloss : 26067.455078 ∣ critic_ganloss : -438.232025 ∣ generator_nllloss : 5142.350586 ∣ generator_ganloss : 806.724536 ∣  [  std_z : 0.99  real_sub_fake : 2006.40 ]
[  epoch 0008/0040] 4530/4800, lr:1.0e-04 ∣ avg_100 : 31568.686502 ∣ critic_nllloss : 25884.219727 ∣ critic_ganloss : -527.244101 ∣ generator_nllloss : 5093.018750 ∣ generator_ganloss : 770.782349 ∣  [  std_z : 1.01  real_sub_fake : 1844.28 ]
[  epoch 0008/0040] 4540/4800, lr:1.0e-04 ∣ avg_100 : 31566.178308 ∣ critic_nllloss : 25864.516602 ∣ critic_ganloss : -386.540195 ∣ generator_nllloss : 5205.539062 ∣ generator_ganloss : 783.910669 ∣  [  std_z : 1.00  real_sub_fake : 1831.27 ]
[  epoch 0008/0040] 4550/4800, lr:1.0e-04 ∣ avg_100 : 31562.934085 ∣ critic_nllloss : 25998.383789 ∣ critic_ganloss : -577.864246 ∣ generator_nllloss : 5223.494531 ∣ generator_ganloss : 754.409033 ∣  [  std_z : 0.98  real_sub_fake : 1869.31 ]
[  epoch 0008/0040] 4560/4800, lr:1.0e-04 ∣ avg_100 : 31561.008032 ∣ critic_nllloss : 26080.670508 ∣ critic_ganloss : -452.858301 ∣ generator_nllloss : 5206.745313 ∣ generator_ganloss : 729.257520 ∣  [  std_z : 0.98  real_sub_fake : 2010.80 ]
[  epoch 0008/0040] 4570/4800, lr:1.0e-04 ∣ avg_100 : 31560.642785 ∣ critic_nllloss : 26134.195312 ∣ critic_ganloss : -461.381662 ∣ generator_nllloss : 5252.511719 ∣ generator_ganloss : 750.435596 ∣  [  std_z : 0.99  real_sub_fake : 1510.27 ]
[  epoch 0008/0040] 4580/4800, lr:1.0e-04 ∣ avg_100 : 31558.354493 ∣ critic_nllloss : 25895.831641 ∣ critic_ganloss : -536.662628 ∣ generator_nllloss : 5153.537695 ∣ generator_ganloss : 788.594727 ∣  [  std_z : 1.00  real_sub_fake : 1958.69 ]
[  epoch 0008/0040] 4590/4800, lr:1.0e-04 ∣ avg_100 : 31558.131601 ∣ critic_nllloss : 26183.660156 ∣ critic_ganloss : -527.958661 ∣ generator_nllloss : 5243.099219 ∣ generator_ganloss : 764.618433 ∣  [  std_z : 0.99  real_sub_fake : 2199.67 ]
[  epoch 0008/0040] 4600/4800, lr:1.0e-04 ∣ avg_100 : 31562.248768 ∣ critic_nllloss : 26059.164258 ∣ critic_ganloss : -509.220990 ∣ generator_nllloss : 5280.580273 ∣ generator_ganloss : 753.909766 ∣  [  std_z : 0.99  real_sub_fake : 1889.02 ]
[  epoch 0008/0040] 4610/4800, lr:1.0e-04 ∣ avg_100 : 31562.113712 ∣ critic_nllloss : 25956.200000 ∣ critic_ganloss : -577.267371 ∣ generator_nllloss : 5262.048047 ∣ generator_ganloss : 819.345850 ∣  [  std_z : 0.98  real_sub_fake : 2068.99 ]
[  epoch 0008/0040] 4620/4800, lr:1.0e-04 ∣ avg_100 : 31560.655877 ∣ critic_nllloss : 25934.822266 ∣ critic_ganloss : -540.314496 ∣ generator_nllloss : 5251.535156 ∣ generator_ganloss : 839.341357 ∣  [  std_z : 1.00  real_sub_fake : 2376.66 ]
[  epoch 0008/0040] 4630/4800, lr:1.0e-04 ∣ avg_100 : 31563.052421 ∣ critic_nllloss : 25955.467773 ∣ critic_ganloss : -89.695306 ∣ generator_nllloss : 5184.834766 ∣ generator_ganloss : 816.182275 ∣   [  std_z : 1.01  real_sub_fake : 635.42 ]
[  epoch 0008/0040] 4640/4800, lr:1.0e-04 ∣ avg_100 : 31567.287215 ∣ critic_nllloss : 26055.449805 ∣ critic_ganloss : -128.359897 ∣ generator_nllloss : 5237.891016 ∣ generator_ganloss : 825.402759 ∣  [  std_z : 0.99  real_sub_fake : 384.05 ]
[  epoch 0008/0040] 4650/4800, lr:1.0e-04 ∣ avg_100 : 31568.601997 ∣ critic_nllloss : 26075.962500 ∣ critic_ganloss : -157.297460 ∣ generator_nllloss : 5287.217773 ∣ generator_ganloss : 817.662061 ∣  [  std_z : 0.98  real_sub_fake : 466.79 ]
[  epoch 0008/0040] 4660/4800, lr:1.0e-04 ∣ avg_100 : 31574.538883 ∣ critic_nllloss : 26182.604297 ∣ critic_ganloss : -284.143680 ∣ generator_nllloss : 5273.946680 ∣ generator_ganloss : 791.531274 ∣  [  std_z : 0.99  real_sub_fake : 1000.73 ]
[  epoch 0008/0040] 4670/4800, lr:1.0e-04 ∣ avg_100 : 31575.929675 ∣ critic_nllloss : 25969.713477 ∣ critic_ganloss : -371.210831 ∣ generator_nllloss : 5095.511523 ∣ generator_ganloss : 820.924146 ∣  [  std_z : 0.99  real_sub_fake : 1265.43 ]
[  epoch 0008/0040] 4680/4800, lr:1.0e-04 ∣ avg_100 : 31574.480867 ∣ critic_nllloss : 26006.247852 ∣ critic_ganloss : -534.298465 ∣ generator_nllloss : 5226.120508 ∣ generator_ganloss : 823.193945 ∣  [  std_z : 0.99  real_sub_fake : 1828.06 ]
[  epoch 0008/0040] 4690/4800, lr:1.0e-04 ∣ avg_100 : 31570.665917 ∣ critic_nllloss : 25744.986914 ∣ critic_ganloss : -447.360333 ∣ generator_nllloss : 5195.317969 ∣ generator_ganloss : 930.862842 ∣  [  std_z : 0.99  real_sub_fake : 1870.30 ]
[  epoch 0008/0040] 4700/4800, lr:1.0e-04 ∣ avg_100 : 31572.754367 ∣ critic_nllloss : 25937.242188 ∣ critic_ganloss : -246.630997 ∣ generator_nllloss : 5172.480859 ∣ generator_ganloss : 935.515332 ∣  [  std_z : 0.99  real_sub_fake : 1086.79 ]
[  epoch 0008/0040] 4710/4800, lr:1.0e-04 ∣ avg_100 : 31573.557786 ∣ critic_nllloss : 26109.629883 ∣ critic_ganloss : -387.541690 ∣ generator_nllloss : 5261.864062 ∣ generator_ganloss : 873.161719 ∣  [  std_z : 1.00  real_sub_fake : 1316.32 ]
[  epoch 0008/0040] 4720/4800, lr:1.0e-04 ∣ avg_100 : 31571.697357 ∣ critic_nllloss : 25970.395117 ∣ critic_ganloss : -470.870111 ∣ generator_nllloss : 5155.340039 ∣ generator_ganloss : 826.929102 ∣  [  std_z : 1.01  real_sub_fake : 1819.26 ]
[  epoch 0008/0040] 4730/4800, lr:1.0e-04 ∣ avg_100 : 31572.818546 ∣ critic_nllloss : 26102.439844 ∣ critic_ganloss : -341.529605 ∣ generator_nllloss : 5156.466797 ∣ generator_ganloss : 804.077441 ∣  [  std_z : 0.99  real_sub_fake : 1712.26 ]
[  epoch 0008/0040] 4740/4800, lr:1.0e-04 ∣ avg_100 : 31565.995659 ∣ critic_nllloss : 25918.871875 ∣ critic_ganloss : -506.240894 ∣ generator_nllloss : 5099.708398 ∣ generator_ganloss : 707.486719 ∣  [  std_z : 0.98  real_sub_fake : 1589.32 ]
[  epoch 0008/0040] 4750/4800, lr:1.0e-04 ∣ avg_100 : 31565.689209 ∣ critic_nllloss : 26140.653516 ∣ critic_ganloss : -415.944913 ∣ generator_nllloss : 5217.290625 ∣ generator_ganloss : 660.399536 ∣  [  std_z : 0.99  real_sub_fake : 2174.08 ]
[  epoch 0008/0040] 4760/4800, lr:1.0e-04 ∣ avg_100 : 31562.946971 ∣ critic_nllloss : 25943.273633 ∣ critic_ganloss : -81.436203 ∣ generator_nllloss : 5193.726367 ∣ generator_ganloss : 678.650146 ∣   [  std_z : 1.00  real_sub_fake : 663.89 ]
[  epoch 0008/0040] 4770/4800, lr:1.0e-04 ∣ avg_100 : 31563.769375 ∣ critic_nllloss : 25866.331445 ∣ critic_ganloss : -99.073375 ∣ generator_nllloss : 5228.473242 ∣ generator_ganloss : 683.973218 ∣   [  std_z : 1.00  real_sub_fake : 216.43 ]
[  epoch 0008/0040] 4780/4800, lr:1.0e-04 ∣ avg_100 : 31562.448511 ∣ critic_nllloss : 25887.669531 ∣ critic_ganloss : -151.385688 ∣ generator_nllloss : 5191.163477 ∣ generator_ganloss : 652.902930 ∣  [  std_z : 0.98  real_sub_fake : 333.80 ]
[  epoch 0008/0040] 4790/4800, lr:1.0e-04 ∣ avg_100 : 31560.762771 ∣ critic_nllloss : 25898.619141 ∣ critic_ganloss : -211.463152 ∣ generator_nllloss : 5160.923047 ∣ generator_ganloss : 613.815454 ∣  [  std_z : 0.98  real_sub_fake : 568.94 ]
[  epoch 0008/0040] 4800/4800, lr:1.0e-04 ∣ avg_100 : 31564.427927 ∣ critic_nllloss : 26178.185937 ∣ critic_ganloss : -214.197614 ∣ generator_nllloss : 5220.741016 ∣ generator_ganloss : 597.255884 ∣  [  std_z : 1.00  real_sub_fake : 828.01 ]
[    val 008    ] Done! KLD: 0.045594: 0.0855527:59, total: 1 day, 3:27:28                  
[  epoch 0009/0040] 0010/4800, lr:1.0e-04 ∣ avg_100 : 31566.095025 ∣ critic_nllloss : 25928.376367 ∣ critic_ganloss : -232.534795 ∣ generator_nllloss : 5228.822656 ∣ generator_ganloss : 646.962524 ∣  [  std_z : 1.00  real_sub_fake : 833.35 ]
[  epoch 0009/0040] 0020/4800, lr:1.0e-04 ∣ avg_100 : 31563.249118 ∣ critic_nllloss : 25843.647070 ∣ critic_ganloss : -365.219406 ∣ generator_nllloss : 5077.599219 ∣ generator_ganloss : 657.395801 ∣  [  std_z : 1.00  real_sub_fake : 1191.04 ]
[  epoch 0009/0040] 0030/4800, lr:1.0e-04 ∣ avg_100 : 31563.552359 ∣ critic_nllloss : 25970.495117 ∣ critic_ganloss : -502.005170 ∣ generator_nllloss : 5191.626562 ∣ generator_ganloss : 739.706055 ∣  [  std_z : 0.99  real_sub_fake : 1623.39 ]
[  epoch 0009/0040] 0040/4800, lr:1.0e-04 ∣ avg_100 : 31562.252005 ∣ critic_nllloss : 25981.401172 ∣ critic_ganloss : -512.779190 ∣ generator_nllloss : 5127.849609 ∣ generator_ganloss : 811.575806 ∣  [  std_z : 0.98  real_sub_fake : 1918.72 ]
[  epoch 0009/0040] 0050/4800, lr:1.0e-04 ∣ avg_100 : 31558.350870 ∣ critic_nllloss : 25833.789844 ∣ critic_ganloss : -354.895389 ∣ generator_nllloss : 5069.452148 ∣ generator_ganloss : 754.644165 ∣  [  std_z : 0.98  real_sub_fake : 1537.60 ]
[  epoch 0009/0040] 0060/4800, lr:1.0e-04 ∣ avg_100 : 31559.373413 ∣ critic_nllloss : 25993.043555 ∣ critic_ganloss : -375.687982 ∣ generator_nllloss : 5250.737305 ∣ generator_ganloss : 680.051099 ∣  [  std_z : 1.00  real_sub_fake : 1396.23 ]
[  epoch 0009/0040] 0070/4800, lr:1.0e-04 ∣ avg_100 : 31562.181569 ∣ critic_nllloss : 26322.226953 ∣ critic_ganloss : -479.800565 ∣ generator_nllloss : 5280.597656 ∣ generator_ganloss : 664.799365 ∣  [  std_z : 1.00  real_sub_fake : 1680.89 ]
[  epoch 0009/0040] 0080/4800, lr:1.0e-04 ∣ avg_100 : 31562.567470 ∣ critic_nllloss : 25757.796094 ∣ critic_ganloss : -372.091949 ∣ generator_nllloss : 5143.359375 ∣ generator_ganloss : 783.954419 ∣  [  std_z : 0.99  real_sub_fake : 1408.77 ]
[  epoch 0009/0040] 0090/4800, lr:1.0e-04 ∣ avg_100 : 31564.085372 ∣ critic_nllloss : 26246.740430 ∣ critic_ganloss : -517.932910 ∣ generator_nllloss : 5248.699414 ∣ generator_ganloss : 764.621826 ∣  [  std_z : 0.98  real_sub_fake : 1982.10 ]
[  epoch 0009/0040] 0100/4800, lr:1.0e-04 ∣ avg_100 : 31564.320235 ∣ critic_nllloss : 26012.102344 ∣ critic_ganloss : -442.951315 ∣ generator_nllloss : 5171.338281 ∣ generator_ganloss : 869.104102 ∣  [  std_z : 0.98  real_sub_fake : 1629.99 ]
[  epoch 0009/0040] 0110/4800, lr:1.0e-04 ∣ avg_100 : 31567.772986 ∣ critic_nllloss : 26096.298047 ∣ critic_ganloss : -351.251462 ∣ generator_nllloss : 5219.841797 ∣ generator_ganloss : 859.953076 ∣  [  std_z : 1.01  real_sub_fake : 1559.27 ]
[  epoch 0009/0040] 0120/4800, lr:1.0e-04 ∣ avg_100 : 31569.709942 ∣ critic_nllloss : 26081.312695 ∣ critic_ganloss : -371.107532 ∣ generator_nllloss : 5251.016016 ∣ generator_ganloss : 848.334326 ∣  [  std_z : 1.01  real_sub_fake : 1326.33 ]
[  epoch 0009/0040] 0130/4800, lr:1.0e-04 ∣ avg_100 : 31571.771586 ∣ critic_nllloss : 26137.101758 ∣ critic_ganloss : -332.071820 ∣ generator_nllloss : 5187.860547 ∣ generator_ganloss : 810.914160 ∣  [  std_z : 0.97  real_sub_fake : 1458.80 ]
[  epoch 0009/0040] 0140/4800, lr:1.0e-04 ∣ avg_100 : 31573.573488 ∣ critic_nllloss : 25840.158789 ∣ critic_ganloss : -408.896954 ∣ generator_nllloss : 5208.212891 ∣ generator_ganloss : 791.192383 ∣  [  std_z : 0.96  real_sub_fake : 1304.22 ]
[  epoch 0009/0040] 0150/4800, lr:1.0e-04 ∣ avg_100 : 31572.497543 ∣ critic_nllloss : 26096.508984 ∣ critic_ganloss : -415.601956 ∣ generator_nllloss : 5259.037500 ∣ generator_ganloss : 776.687305 ∣  [  std_z : 1.00  real_sub_fake : 1507.68 ]
[  epoch 0009/0040] 0160/4800, lr:1.0e-04 ∣ avg_100 : 31567.498292 ∣ critic_nllloss : 25706.854687 ∣ critic_ganloss : -509.306512 ∣ generator_nllloss : 5110.462109 ∣ generator_ganloss : 766.972290 ∣  [  std_z : 1.02  real_sub_fake : 1794.22 ]
[  epoch 0009/0040] 0170/4800, lr:1.0e-04 ∣ avg_100 : 31568.044741 ∣ critic_nllloss : 25943.524023 ∣ critic_ganloss : -590.969592 ∣ generator_nllloss : 5240.541797 ∣ generator_ganloss : 801.834741 ∣  [  std_z : 0.98  real_sub_fake : 2204.96 ]
[  epoch 0009/0040] 0180/4800, lr:1.0e-04 ∣ avg_100 : 31564.809132 ∣ critic_nllloss : 25963.634180 ∣ critic_ganloss : -534.481076 ∣ generator_nllloss : 5126.003125 ∣ generator_ganloss : 840.127002 ∣  [  std_z : 0.97  real_sub_fake : 2161.59 ]
[  epoch 0009/0040] 0190/4800, lr:1.0e-04 ∣ avg_100 : 31563.975084 ∣ critic_nllloss : 25992.876758 ∣ critic_ganloss : -600.675409 ∣ generator_nllloss : 5175.208008 ∣ generator_ganloss : 797.365088 ∣  [  std_z : 0.99  real_sub_fake : 2288.60 ]
[  epoch 0009/0040] 0200/4800, lr:1.0e-04 ∣ avg_100 : 31563.483333 ∣ critic_nllloss : 26152.902930 ∣ critic_ganloss : -529.212329 ∣ generator_nllloss : 5206.615039 ∣ generator_ganloss : 778.036182 ∣  [  std_z : 1.00  real_sub_fake : 2131.23 ]
[  epoch 0009/0040] 0210/4800, lr:1.0e-04 ∣ avg_100 : 31561.027900 ∣ critic_nllloss : 25876.011133 ∣ critic_ganloss : -504.412112 ∣ generator_nllloss : 5177.665820 ∣ generator_ganloss : 751.370947 ∣  [  std_z : 0.98  real_sub_fake : 1978.68 ]
[  epoch 0009/0040] 0220/4800, lr:1.0e-04 ∣ avg_100 : 31561.800419 ∣ critic_nllloss : 26067.052539 ∣ critic_ganloss : -548.184064 ∣ generator_nllloss : 5254.232422 ∣ generator_ganloss : 735.431030 ∣  [  std_z : 0.98  real_sub_fake : 1948.72 ]
[  epoch 0009/0040] 0230/4800, lr:1.0e-04 ∣ avg_100 : 31564.196539 ∣ critic_nllloss : 26100.936914 ∣ critic_ganloss : -574.610638 ∣ generator_nllloss : 5271.705078 ∣ generator_ganloss : 795.604443 ∣  [  std_z : 1.00  real_sub_fake : 2546.09 ]
[  epoch 0009/0040] 0240/4800, lr:1.0e-04 ∣ avg_100 : 31566.349328 ∣ critic_nllloss : 25979.071680 ∣ critic_ganloss : -467.475601 ∣ generator_nllloss : 5195.513867 ∣ generator_ganloss : 717.304565 ∣  [  std_z : 1.00  real_sub_fake : 1830.73 ]
[  epoch 0009/0040] 0250/4800, lr:1.0e-04 ∣ avg_100 : 31567.406012 ∣ critic_nllloss : 26015.650586 ∣ critic_ganloss : -572.311572 ∣ generator_nllloss : 5266.483008 ∣ generator_ganloss : 718.581372 ∣  [  std_z : 0.99  real_sub_fake : 1724.67 ]
[  epoch 0009/0040] 0260/4800, lr:1.0e-04 ∣ avg_100 : 31564.995506 ∣ critic_nllloss : 25857.044727 ∣ critic_ganloss : -568.885779 ∣ generator_nllloss : 5204.550781 ∣ generator_ganloss : 754.934961 ∣  [  std_z : 0.98  real_sub_fake : 2273.73 ]
[  epoch 0009/0040] 0270/4800, lr:1.0e-04 ∣ avg_100 : 31566.619202 ∣ critic_nllloss : 26023.821875 ∣ critic_ganloss : -656.908789 ∣ generator_nllloss : 5178.946484 ∣ generator_ganloss : 833.994141 ∣  [  std_z : 0.99  real_sub_fake : 2184.05 ]
[  epoch 0009/0040] 0280/4800, lr:1.0e-04 ∣ avg_100 : 31565.876658 ∣ critic_nllloss : 26002.474414 ∣ critic_ganloss : -665.700598 ∣ generator_nllloss : 5151.303906 ∣ generator_ganloss : 905.518945 ∣  [  std_z : 1.00  real_sub_fake : 2452.55 ]
[  epoch 0009/0040] 0290/4800, lr:1.0e-04 ∣ avg_100 : 31564.009225 ∣ critic_nllloss : 25926.980273 ∣ critic_ganloss : -578.020184 ∣ generator_nllloss : 5204.163281 ∣ generator_ganloss : 922.410840 ∣  [  std_z : 1.00  real_sub_fake : 2638.13 ]
[  epoch 0009/0040] 0300/4800, lr:1.0e-04 ∣ avg_100 : 31564.635429 ∣ critic_nllloss : 25961.767969 ∣ critic_ganloss : -706.048126 ∣ generator_nllloss : 5192.740234 ∣ generator_ganloss : 910.109180 ∣  [  std_z : 0.98  real_sub_fake : 2353.54 ]
[  epoch 0009/0040] 0310/4800, lr:1.0e-04 ∣ avg_100 : 31559.868038 ∣ critic_nllloss : 25867.911523 ∣ critic_ganloss : -820.113318 ∣ generator_nllloss : 5239.431055 ∣ generator_ganloss : 867.708008 ∣  [  std_z : 0.98  real_sub_fake : 3085.77 ]
[  epoch 0009/0040] 0320/4800, lr:1.0e-04 ∣ avg_100 : 31562.447110 ∣ critic_nllloss : 26133.411523 ∣ critic_ganloss : -528.172595 ∣ generator_nllloss : 5148.737500 ∣ generator_ganloss : 849.595996 ∣  [  std_z : 1.00  real_sub_fake : 2557.16 ]
[  epoch 0009/0040] 0330/4800, lr:1.0e-04 ∣ avg_100 : 31563.257460 ∣ critic_nllloss : 26097.222461 ∣ critic_ganloss : -370.476819 ∣ generator_nllloss : 5200.208203 ∣ generator_ganloss : 829.565454 ∣  [  std_z : 1.00  real_sub_fake : 1091.06 ]
[  epoch 0009/0040] 0340/4800, lr:1.0e-04 ∣ avg_100 : 31561.629064 ∣ critic_nllloss : 25853.383984 ∣ critic_ganloss : -393.326929 ∣ generator_nllloss : 5089.395508 ∣ generator_ganloss : 769.076660 ∣  [  std_z : 0.98  real_sub_fake : 1848.80 ]
[  epoch 0009/0040] 0350/4800, lr:1.0e-04 ∣ avg_100 : 31558.113589 ∣ critic_nllloss : 25796.404883 ∣ critic_ganloss : -537.712390 ∣ generator_nllloss : 5159.179688 ∣ generator_ganloss : 882.735693 ∣  [  std_z : 0.98  real_sub_fake : 1580.76 ]
[  epoch 0009/0040] 0360/4800, lr:1.0e-04 ∣ avg_100 : 31556.487327 ∣ critic_nllloss : 26063.922266 ∣ critic_ganloss : -634.713019 ∣ generator_nllloss : 5221.602148 ∣ generator_ganloss : 901.348779 ∣  [  std_z : 0.99  real_sub_fake : 2413.55 ]
[  epoch 0009/0040] 0370/4800, lr:1.0e-04 ∣ avg_100 : 31555.330320 ∣ critic_nllloss : 25773.649023 ∣ critic_ganloss : -498.284412 ∣ generator_nllloss : 5208.025781 ∣ generator_ganloss : 984.678564 ∣  [  std_z : 1.00  real_sub_fake : 2215.06 ]
[  epoch 0009/0040] 0380/4800, lr:1.0e-04 ∣ avg_100 : 31554.725310 ∣ critic_nllloss : 26174.592773 ∣ critic_ganloss : -467.963745 ∣ generator_nllloss : 5279.207031 ∣ generator_ganloss : 958.488135 ∣  [  std_z : 0.99  real_sub_fake : 1820.95 ]
[  epoch 0009/0040] 0390/4800, lr:1.0e-04 ∣ avg_100 : 31555.730865 ∣ critic_nllloss : 26253.953711 ∣ critic_ganloss : -562.557272 ∣ generator_nllloss : 5275.219922 ∣ generator_ganloss : 912.527441 ∣  [  std_z : 0.99  real_sub_fake : 1905.82 ]
[  epoch 0009/0040] 0400/4800, lr:1.0e-04 ∣ avg_100 : 31555.989197 ∣ critic_nllloss : 25898.530664 ∣ critic_ganloss : -560.221780 ∣ generator_nllloss : 5097.105078 ∣ generator_ganloss : 931.564111 ∣  [  std_z : 0.98  real_sub_fake : 2374.23 ]
[  epoch 0009/0040] 0410/4800, lr:1.0e-04 ∣ avg_100 : 31553.290692 ∣ critic_nllloss : 26033.544336 ∣ critic_ganloss : -551.178690 ∣ generator_nllloss : 5184.819336 ∣ generator_ganloss : 997.343506 ∣  [  std_z : 1.00  real_sub_fake : 2038.29 ]
[  epoch 0009/0040] 0420/4800, lr:1.0e-04 ∣ avg_100 : 31552.567271 ∣ critic_nllloss : 25709.515039 ∣ critic_ganloss : -280.845114 ∣ generator_nllloss : 5139.027344 ∣ generator_ganloss : 1029.149707 ∣     [  std_z : 0.99  real_sub_fake : 1168.21 ]
[  epoch 0009/0040] 0430/4800, lr:1.0e-04 ∣ avg_100 : 31553.692632 ∣ critic_nllloss : 25873.104102 ∣ critic_ganloss : -498.127637 ∣ generator_nllloss : 5302.570703 ∣ generator_ganloss : 954.926318 ∣  [  std_z : 0.99  real_sub_fake : 1723.93 ]
[  epoch 0009/0040] 0440/4800, lr:1.0e-04 ∣ avg_100 : 31556.929257 ∣ critic_nllloss : 25966.808398 ∣ critic_ganloss : -493.171814 ∣ generator_nllloss : 5185.784766 ∣ generator_ganloss : 988.927930 ∣  [  std_z : 0.99  real_sub_fake : 2065.68 ]
[  epoch 0009/0040] 0450/4800, lr:1.0e-04 ∣ avg_100 : 31562.350982 ∣ critic_nllloss : 26182.417187 ∣ critic_ganloss : -333.972711 ∣ generator_nllloss : 5211.503711 ∣ generator_ganloss : 927.281201 ∣  [  std_z : 1.00  real_sub_fake : 1250.66 ]
[  epoch 0009/0040] 0460/4800, lr:1.0e-04 ∣ avg_100 : 31560.916620 ∣ critic_nllloss : 26165.276562 ∣ critic_ganloss : -407.776083 ∣ generator_nllloss : 5199.989844 ∣ generator_ganloss : 830.988135 ∣  [  std_z : 0.99  real_sub_fake : 1377.09 ]
[  epoch 0009/0040] 0470/4800, lr:1.0e-04 ∣ avg_100 : 31558.667600 ∣ critic_nllloss : 26009.279883 ∣ critic_ganloss : -401.193719 ∣ generator_nllloss : 5168.972656 ∣ generator_ganloss : 862.430273 ∣  [  std_z : 0.99  real_sub_fake : 1661.64 ]
[  epoch 0009/0040] 0480/4800, lr:1.0e-04 ∣ avg_100 : 31558.336775 ∣ critic_nllloss : 26082.209180 ∣ critic_ganloss : -519.593826 ∣ generator_nllloss : 5137.721875 ∣ generator_ganloss : 814.976855 ∣  [  std_z : 0.99  real_sub_fake : 2047.23 ]
[  epoch 0009/0040] 0490/4800, lr:1.0e-04 ∣ avg_100 : 31564.805011 ∣ critic_nllloss : 26126.934375 ∣ critic_ganloss : -307.007590 ∣ generator_nllloss : 5257.710547 ∣ generator_ganloss : 858.423486 ∣  [  std_z : 0.99  real_sub_fake : 1494.70 ]
[  epoch 0009/0040] 0500/4800, lr:1.0e-04 ∣ avg_100 : 31566.856117 ∣ critic_nllloss : 26128.931836 ∣ critic_ganloss : -377.364828 ∣ generator_nllloss : 5216.516797 ∣ generator_ganloss : 835.463867 ∣  [  std_z : 0.98  real_sub_fake : 1137.00 ]
[  epoch 0009/0040] 0510/4800, lr:1.0e-04 ∣ avg_100 : 31567.935228 ∣ critic_nllloss : 26139.962109 ∣ critic_ganloss : -472.464169 ∣ generator_nllloss : 5083.189648 ∣ generator_ganloss : 816.305054 ∣  [  std_z : 0.99  real_sub_fake : 1558.44 ]
[  epoch 0009/0040] 0520/4800, lr:1.0e-04 ∣ avg_100 : 31568.466593 ∣ critic_nllloss : 25873.418750 ∣ critic_ganloss : -459.087433 ∣ generator_nllloss : 5195.166602 ∣ generator_ganloss : 826.441699 ∣  [  std_z : 1.00  real_sub_fake : 1959.35 ]
[  epoch 0009/0040] 0530/4800, lr:1.0e-04 ∣ avg_100 : 31567.186637 ∣ critic_nllloss : 26071.785156 ∣ critic_ganloss : -633.438370 ∣ generator_nllloss : 5153.191016 ∣ generator_ganloss : 826.561865 ∣  [  std_z : 1.00  real_sub_fake : 2057.61 ]
[  epoch 0009/0040] 0540/4800, lr:1.0e-04 ∣ avg_100 : 31562.874292 ∣ critic_nllloss : 26054.143359 ∣ critic_ganloss : -695.848041 ∣ generator_nllloss : 5184.710156 ∣ generator_ganloss : 860.533301 ∣  [  std_z : 0.99  real_sub_fake : 2735.26 ]
[  epoch 0009/0040] 0550/4800, lr:1.0e-04 ∣ avg_100 : 31559.876467 ∣ critic_nllloss : 25934.377344 ∣ critic_ganloss : -387.885645 ∣ generator_nllloss : 5200.642383 ∣ generator_ganloss : 855.956104 ∣  [  std_z : 0.97  real_sub_fake : 1810.35 ]
[  epoch 0009/0040] 0560/4800, lr:1.0e-04 ∣ avg_100 : 31560.723250 ∣ critic_nllloss : 26012.909570 ∣ critic_ganloss : -425.509155 ∣ generator_nllloss : 5230.207031 ∣ generator_ganloss : 726.287500 ∣  [  std_z : 0.99  real_sub_fake : 1675.58 ]
[  epoch 0009/0040] 0570/4800, lr:1.0e-04 ∣ avg_100 : 31557.942538 ∣ critic_nllloss : 25739.740430 ∣ critic_ganloss : -486.739975 ∣ generator_nllloss : 5074.503125 ∣ generator_ganloss : 780.400098 ∣  [  std_z : 1.00  real_sub_fake : 1584.44 ]
[  epoch 0009/0040] 0580/4800, lr:1.0e-04 ∣ avg_100 : 31554.552234 ∣ critic_nllloss : 25757.734570 ∣ critic_ganloss : -512.921082 ∣ generator_nllloss : 5225.134375 ∣ generator_ganloss : 779.432544 ∣  [  std_z : 1.00  real_sub_fake : 2031.03 ]
[  epoch 0009/0040] 0590/4800, lr:1.0e-04 ∣ avg_100 : 31557.355913 ∣ critic_nllloss : 25919.943945 ∣ critic_ganloss : -450.828409 ∣ generator_nllloss : 5292.288281 ∣ generator_ganloss : 813.707446 ∣  [  std_z : 0.98  real_sub_fake : 1697.86 ]
[  epoch 0009/0040] 0600/4800, lr:1.0e-04 ∣ avg_100 : 31560.744533 ∣ critic_nllloss : 26025.908594 ∣ critic_ganloss : -452.221576 ∣ generator_nllloss : 5195.700977 ∣ generator_ganloss : 861.055811 ∣  [  std_z : 0.97  real_sub_fake : 1581.85 ]
[  epoch 0009/0040] 0610/4800, lr:1.0e-04 ∣ avg_100 : 31560.347084 ∣ critic_nllloss : 26064.446289 ∣ critic_ganloss : -578.667450 ∣ generator_nllloss : 5191.873047 ∣ generator_ganloss : 850.842188 ∣  [  std_z : 1.00  real_sub_fake : 2089.66 ]
[  epoch 0009/0040] 0620/4800, lr:1.0e-04 ∣ avg_100 : 31556.169362 ∣ critic_nllloss : 26033.660156 ∣ critic_ganloss : -540.897366 ∣ generator_nllloss : 5172.014453 ∣ generator_ganloss : 906.423145 ∣  [  std_z : 1.01  real_sub_fake : 2175.31 ]
[  epoch 0009/0040] 0630/4800, lr:1.0e-04 ∣ avg_100 : 31550.694280 ∣ critic_nllloss : 25962.604102 ∣ critic_ganloss : -516.059311 ∣ generator_nllloss : 5171.828711 ∣ generator_ganloss : 836.127393 ∣  [  std_z : 0.99  real_sub_fake : 2168.50 ]
[  epoch 0009/0040] 0640/4800, lr:1.0e-04 ∣ avg_100 : 31547.787319 ∣ critic_nllloss : 25898.818164 ∣ critic_ganloss : -456.483792 ∣ generator_nllloss : 5198.933984 ∣ generator_ganloss : 768.534277 ∣  [  std_z : 0.98  real_sub_fake : 1794.72 ]
[  epoch 0009/0040] 0650/4800, lr:1.0e-04 ∣ avg_100 : 31546.068385 ∣ critic_nllloss : 26075.304688 ∣ critic_ganloss : -516.258179 ∣ generator_nllloss : 5250.577344 ∣ generator_ganloss : 753.109863 ∣  [  std_z : 0.99  real_sub_fake : 1854.11 ]
[  epoch 0009/0040] 0660/4800, lr:1.0e-04 ∣ avg_100 : 31550.035942 ∣ critic_nllloss : 26198.053711 ∣ critic_ganloss : -459.204733 ∣ generator_nllloss : 5143.536328 ∣ generator_ganloss : 785.009009 ∣  [  std_z : 1.00  real_sub_fake : 1882.50 ]
[  epoch 0009/0040] 0670/4800, lr:1.0e-04 ∣ avg_100 : 31550.132522 ∣ critic_nllloss : 25937.969922 ∣ critic_ganloss : -526.074881 ∣ generator_nllloss : 5271.019922 ∣ generator_ganloss : 809.887891 ∣  [  std_z : 0.99  real_sub_fake : 1708.23 ]
[  epoch 0009/0040] 0680/4800, lr:1.0e-04 ∣ avg_100 : 31549.177485 ∣ critic_nllloss : 26116.005859 ∣ critic_ganloss : -540.066617 ∣ generator_nllloss : 5168.080859 ∣ generator_ganloss : 850.288184 ∣  [  std_z : 0.98  real_sub_fake : 2045.18 ]
[  epoch 0009/0040] 0690/4800, lr:1.0e-04 ∣ avg_100 : 31545.371049 ∣ critic_nllloss : 25947.592578 ∣ critic_ganloss : -564.660083 ∣ generator_nllloss : 5161.379297 ∣ generator_ganloss : 864.328613 ∣  [  std_z : 0.99  real_sub_fake : 2069.80 ]
[  epoch 0009/0040] 0700/4800, lr:1.0e-04 ∣ avg_100 : 31545.203889 ∣ critic_nllloss : 26007.346680 ∣ critic_ganloss : -563.203247 ∣ generator_nllloss : 5161.667188 ∣ generator_ganloss : 862.134619 ∣  [  std_z : 1.02  real_sub_fake : 2379.30 ]
[  epoch 0009/0040] 0710/4800, lr:1.0e-04 ∣ avg_100 : 31550.959748 ∣ critic_nllloss : 26197.069336 ∣ critic_ganloss : -497.958655 ∣ generator_nllloss : 5273.476953 ∣ generator_ganloss : 819.384839 ∣  [  std_z : 1.00  real_sub_fake : 2003.01 ]
[  epoch 0009/0040] 0720/4800, lr:1.0e-04 ∣ avg_100 : 31550.539562 ∣ critic_nllloss : 25998.478125 ∣ critic_ganloss : -519.537189 ∣ generator_nllloss : 5231.357227 ∣ generator_ganloss : 825.981445 ∣  [  std_z : 0.98  real_sub_fake : 1873.14 ]
[  epoch 0009/0040] 0730/4800, lr:1.0e-04 ∣ avg_100 : 31555.941095 ∣ critic_nllloss : 26162.874609 ∣ critic_ganloss : -474.798502 ∣ generator_nllloss : 5268.807617 ∣ generator_ganloss : 804.046240 ∣  [  std_z : 0.98  real_sub_fake : 2010.21 ]
[  epoch 0009/0040] 0740/4800, lr:1.0e-04 ∣ avg_100 : 31552.256545 ∣ critic_nllloss : 25862.516211 ∣ critic_ganloss : -651.047052 ∣ generator_nllloss : 5093.685547 ∣ generator_ganloss : 793.816479 ∣  [  std_z : 1.00  real_sub_fake : 2171.72 ]
[  epoch 0009/0040] 0750/4800, lr:1.0e-04 ∣ avg_100 : 31553.833689 ∣ critic_nllloss : 25977.514062 ∣ critic_ganloss : -465.717050 ∣ generator_nllloss : 5189.034570 ∣ generator_ganloss : 855.305859 ∣  [  std_z : 1.02  real_sub_fake : 2547.41 ]
[  epoch 0009/0040] 0760/4800, lr:1.0e-04 ∣ avg_100 : 31556.665463 ∣ critic_nllloss : 25900.371289 ∣ critic_ganloss : -171.498328 ∣ generator_nllloss : 5256.316797 ∣ generator_ganloss : 861.802686 ∣  [  std_z : 0.99  real_sub_fake : 438.88 ]
[  epoch 0009/0040] 0770/4800, lr:1.0e-04 ∣ avg_100 : 31558.515973 ∣ critic_nllloss : 25980.107031 ∣ critic_ganloss : -192.159891 ∣ generator_nllloss : 5256.221094 ∣ generator_ganloss : 816.643799 ∣  [  std_z : 0.97  real_sub_fake : 512.98 ]
[  epoch 0009/0040] 0780/4800, lr:1.0e-04 ∣ avg_100 : 31562.164311 ∣ critic_nllloss : 26047.384570 ∣ critic_ganloss : -305.073787 ∣ generator_nllloss : 5141.019922 ∣ generator_ganloss : 782.804468 ∣  [  std_z : 0.99  real_sub_fake : 951.26 ]
[  epoch 0009/0040] 0790/4800, lr:1.0e-04 ∣ avg_100 : 31559.592227 ∣ critic_nllloss : 25840.836719 ∣ critic_ganloss : -416.523782 ∣ generator_nllloss : 5170.868555 ∣ generator_ganloss : 811.029297 ∣  [  std_z : 1.01  real_sub_fake : 1488.83 ]
[  epoch 0009/0040] 0800/4800, lr:1.0e-04 ∣ avg_100 : 31557.592685 ∣ critic_nllloss : 25870.041602 ∣ critic_ganloss : -346.118384 ∣ generator_nllloss : 5050.894727 ∣ generator_ganloss : 809.661133 ∣  [  std_z : 1.01  real_sub_fake : 1411.00 ]
[  epoch 0009/0040] 0810/4800, lr:1.0e-04 ∣ avg_100 : 31558.341215 ∣ critic_nllloss : 25995.021680 ∣ critic_ganloss : -482.110141 ∣ generator_nllloss : 5208.308789 ∣ generator_ganloss : 813.959229 ∣  [  std_z : 0.98  real_sub_fake : 1881.89 ]
[  epoch 0009/0040] 0820/4800, lr:1.0e-04 ∣ avg_100 : 31559.742137 ∣ critic_nllloss : 25950.855664 ∣ critic_ganloss : -373.291245 ∣ generator_nllloss : 5228.630078 ∣ generator_ganloss : 819.282007 ∣  [  std_z : 0.97  real_sub_fake : 1694.53 ]
[  epoch 0009/0040] 0830/4800, lr:1.0e-04 ∣ avg_100 : 31557.005737 ∣ critic_nllloss : 26035.871289 ∣ critic_ganloss : -386.852454 ∣ generator_nllloss : 5175.853516 ∣ generator_ganloss : 768.277148 ∣  [  std_z : 0.98  real_sub_fake : 1285.41 ]
[  epoch 0009/0040] 0840/4800, lr:1.0e-04 ∣ avg_100 : 31555.351289 ∣ critic_nllloss : 26121.956641 ∣ critic_ganloss : -368.932571 ∣ generator_nllloss : 5268.945508 ∣ generator_ganloss : 802.969312 ∣  [  std_z : 1.00  real_sub_fake : 1501.42 ]
[  epoch 0009/0040] 0850/4800, lr:1.0e-04 ∣ avg_100 : 31554.000357 ∣ critic_nllloss : 25998.068555 ∣ critic_ganloss : -187.464415 ∣ generator_nllloss : 5234.698047 ∣ generator_ganloss : 843.149463 ∣  [  std_z : 1.00  real_sub_fake : 809.60 ]
[  epoch 0009/0040] 0860/4800, lr:1.0e-04 ∣ avg_100 : 31554.244721 ∣ critic_nllloss : 26120.227148 ∣ critic_ganloss : -209.783420 ∣ generator_nllloss : 5257.640820 ∣ generator_ganloss : 820.290405 ∣  [  std_z : 0.98  real_sub_fake : 695.05 ]
[  epoch 0009/0040] 0870/4800, lr:1.0e-04 ∣ avg_100 : 31555.485640 ∣ critic_nllloss : 25992.127344 ∣ critic_ganloss : -377.072443 ∣ generator_nllloss : 5183.042969 ∣ generator_ganloss : 840.932324 ∣  [  std_z : 0.98  real_sub_fake : 1035.72 ]
[  epoch 0009/0040] 0880/4800, lr:1.0e-04 ∣ avg_100 : 31557.656470 ∣ critic_nllloss : 26034.381641 ∣ critic_ganloss : -250.940472 ∣ generator_nllloss : 5122.481055 ∣ generator_ganloss : 832.424609 ∣  [  std_z : 1.00  real_sub_fake : 1341.52 ]
[  epoch 0009/0040] 0890/4800, lr:1.0e-04 ∣ avg_100 : 31560.274378 ∣ critic_nllloss : 25899.430273 ∣ critic_ganloss : -191.575388 ∣ generator_nllloss : 5126.971289 ∣ generator_ganloss : 850.772070 ∣  [  std_z : 1.01  real_sub_fake : 797.51 ]
[  epoch 0009/0040] 0900/4800, lr:1.0e-04 ∣ avg_100 : 31560.429629 ∣ critic_nllloss : 26106.559570 ∣ critic_ganloss : -348.230051 ∣ generator_nllloss : 5222.461133 ∣ generator_ganloss : 833.341797 ∣  [  std_z : 0.99  real_sub_fake : 1044.05 ]
[  epoch 0009/0040] 0910/4800, lr:1.0e-04 ∣ avg_100 : 31557.359317 ∣ critic_nllloss : 25869.753125 ∣ critic_ganloss : -421.570245 ∣ generator_nllloss : 5247.642187 ∣ generator_ganloss : 854.257715 ∣  [  std_z : 0.97  real_sub_fake : 1381.38 ]
[  epoch 0009/0040] 0920/4800, lr:1.0e-04 ∣ avg_100 : 31560.579733 ∣ critic_nllloss : 26043.104297 ∣ critic_ganloss : -399.320215 ∣ generator_nllloss : 5288.047656 ∣ generator_ganloss : 872.004004 ∣  [  std_z : 0.98  real_sub_fake : 1833.50 ]
[  epoch 0009/0040] 0930/4800, lr:1.0e-04 ∣ avg_100 : 31563.303600 ∣ critic_nllloss : 26191.109375 ∣ critic_ganloss : -427.480356 ∣ generator_nllloss : 5324.939844 ∣ generator_ganloss : 905.272314 ∣  [  std_z : 1.01  real_sub_fake : 1557.84 ]
[  epoch 0009/0040] 0940/4800, lr:1.0e-04 ∣ avg_100 : 31567.269957 ∣ critic_nllloss : 26065.430469 ∣ critic_ganloss : -481.221909 ∣ generator_nllloss : 5156.796484 ∣ generator_ganloss : 875.456738 ∣  [  std_z : 1.01  real_sub_fake : 2018.84 ]
[  epoch 0009/0040] 0950/4800, lr:1.0e-04 ∣ avg_100 : 31568.812359 ∣ critic_nllloss : 25953.994922 ∣ critic_ganloss : -264.310742 ∣ generator_nllloss : 5192.278711 ∣ generator_ganloss : 874.676123 ∣  [  std_z : 1.00  real_sub_fake : 980.46 ]
[  epoch 0009/0040] 0960/4800, lr:1.0e-04 ∣ avg_100 : 31568.401432 ∣ critic_nllloss : 26006.160156 ∣ critic_ganloss : -344.865434 ∣ generator_nllloss : 5216.898438 ∣ generator_ganloss : 814.928076 ∣  [  std_z : 0.97  real_sub_fake : 1139.25 ]
[  epoch 0009/0040] 0970/4800, lr:1.0e-04 ∣ avg_100 : 31566.543735 ∣ critic_nllloss : 25892.512109 ∣ critic_ganloss : -431.491754 ∣ generator_nllloss : 5233.144531 ∣ generator_ganloss : 799.769946 ∣  [  std_z : 0.99  real_sub_fake : 1599.17 ]
[  epoch 0009/0040] 0980/4800, lr:1.0e-04 ∣ avg_100 : 31568.996651 ∣ critic_nllloss : 26019.459766 ∣ critic_ganloss : -340.296182 ∣ generator_nllloss : 5267.895703 ∣ generator_ganloss : 878.582568 ∣  [  std_z : 1.01  real_sub_fake : 1581.78 ]
[  epoch 0009/0040] 0990/4800, lr:1.0e-04 ∣ avg_100 : 31571.855242 ∣ critic_nllloss : 26104.732617 ∣ critic_ganloss : -415.960120 ∣ generator_nllloss : 5178.700391 ∣ generator_ganloss : 880.280713 ∣  [  std_z : 1.00  real_sub_fake : 1484.62 ]
[  epoch 0009/0040] 1000/4800, lr:1.0e-04 ∣ avg_100 : 31569.561620 ∣ critic_nllloss : 25956.067969 ∣ critic_ganloss : -392.797580 ∣ generator_nllloss : 5097.473633 ∣ generator_ganloss : 891.878955 ∣  [  std_z : 0.97  real_sub_fake : 1422.99 ]
[  epoch 0009/0040] 1010/4800, lr:1.0e-04 ∣ avg_100 : 31572.347476 ∣ critic_nllloss : 26208.227344 ∣ critic_ganloss : -461.995319 ∣ generator_nllloss : 5222.172656 ∣ generator_ganloss : 881.807715 ∣  [  std_z : 0.99  real_sub_fake : 1772.03 ]
[  epoch 0009/0040] 1020/4800, lr:1.0e-04 ∣ avg_100 : 31579.132689 ∣ critic_nllloss : 26198.267969 ∣ critic_ganloss : -420.994409 ∣ generator_nllloss : 5212.574609 ∣ generator_ganloss : 902.095752 ∣  [  std_z : 1.00  real_sub_fake : 1637.35 ]
[  epoch 0009/0040] 1030/4800, lr:1.0e-04 ∣ avg_100 : 31579.574230 ∣ critic_nllloss : 25969.165625 ∣ critic_ganloss : -574.130380 ∣ generator_nllloss : 5168.602734 ∣ generator_ganloss : 880.338721 ∣  [  std_z : 1.00  real_sub_fake : 2056.85 ]
[  epoch 0009/0040] 1040/4800, lr:1.0e-04 ∣ avg_100 : 31582.653335 ∣ critic_nllloss : 26030.639844 ∣ critic_ganloss : -417.371045 ∣ generator_nllloss : 5217.222656 ∣ generator_ganloss : 885.466455 ∣  [  std_z : 0.99  real_sub_fake : 1697.99 ]
[  epoch 0009/0040] 1050/4800, lr:1.0e-04 ∣ avg_100 : 31585.838761 ∣ critic_nllloss : 25872.022461 ∣ critic_ganloss : -381.842233 ∣ generator_nllloss : 5218.286328 ∣ generator_ganloss : 913.066748 ∣  [  std_z : 0.98  real_sub_fake : 1608.59 ]
[  epoch 0009/0040] 1060/4800, lr:1.0e-04 ∣ avg_100 : 31585.279249 ∣ critic_nllloss : 25913.321680 ∣ critic_ganloss : -488.804791 ∣ generator_nllloss : 5212.726562 ∣ generator_ganloss : 854.949414 ∣  [  std_z : 0.99  real_sub_fake : 1644.27 ]
[  epoch 0009/0040] 1070/4800, lr:1.0e-04 ∣ avg_100 : 31581.578814 ∣ critic_nllloss : 25973.448047 ∣ critic_ganloss : -492.257507 ∣ generator_nllloss : 5095.895703 ∣ generator_ganloss : 840.693652 ∣  [  std_z : 0.98  real_sub_fake : 1887.39 ]
[  epoch 0009/0040] 1080/4800, lr:1.0e-04 ∣ avg_100 : 31584.555208 ∣ critic_nllloss : 26056.373242 ∣ critic_ganloss : -428.981564 ∣ generator_nllloss : 5188.165430 ∣ generator_ganloss : 795.100244 ∣  [  std_z : 1.00  real_sub_fake : 1711.22 ]
[  epoch 0009/0040] 1090/4800, lr:1.0e-04 ∣ avg_100 : 31579.726021 ∣ critic_nllloss : 25863.427930 ∣ critic_ganloss : -529.854269 ∣ generator_nllloss : 5165.141016 ∣ generator_ganloss : 760.495386 ∣  [  std_z : 1.00  real_sub_fake : 1870.88 ]
[  epoch 0009/0040] 1100/4800, lr:1.0e-04 ∣ avg_100 : 31579.738774 ∣ critic_nllloss : 26045.757227 ∣ critic_ganloss : -500.144321 ∣ generator_nllloss : 5262.742773 ∣ generator_ganloss : 802.512988 ∣  [  std_z : 0.99  real_sub_fake : 2028.52 ]
[  epoch 0009/0040] 1110/4800, lr:1.0e-04 ∣ avg_100 : 31576.726318 ∣ critic_nllloss : 26011.031250 ∣ critic_ganloss : -492.192996 ∣ generator_nllloss : 5193.668945 ∣ generator_ganloss : 811.088623 ∣  [  std_z : 0.98  real_sub_fake : 1745.27 ]
[  epoch 0009/0040] 1120/4800, lr:1.0e-04 ∣ avg_100 : 31576.054158 ∣ critic_nllloss : 26037.676563 ∣ critic_ganloss : -411.487219 ∣ generator_nllloss : 5251.940430 ∣ generator_ganloss : 864.209766 ∣  [  std_z : 0.99  real_sub_fake : 1829.74 ]
[  epoch 0009/0040] 1130/4800, lr:1.0e-04 ∣ avg_100 : 31577.950654 ∣ critic_nllloss : 26352.591406 ∣ critic_ganloss : -430.835013 ∣ generator_nllloss : 5158.997852 ∣ generator_ganloss : 912.700049 ∣  [  std_z : 1.01  real_sub_fake : 1562.28 ]
[  epoch 0009/0040] 1140/4800, lr:1.0e-04 ∣ avg_100 : 31579.420089 ∣ critic_nllloss : 26009.461719 ∣ critic_ganloss : -408.297079 ∣ generator_nllloss : 5111.326172 ∣ generator_ganloss : 865.119727 ∣  [  std_z : 1.01  real_sub_fake : 1552.48 ]
[  epoch 0009/0040] 1150/4800, lr:1.0e-04 ∣ avg_100 : 31580.134496 ∣ critic_nllloss : 26156.266406 ∣ critic_ganloss : -475.264096 ∣ generator_nllloss : 5208.876758 ∣ generator_ganloss : 898.193457 ∣  [  std_z : 1.00  real_sub_fake : 1647.22 ]
[  epoch 0009/0040] 1160/4800, lr:1.0e-04 ∣ avg_100 : 31583.675817 ∣ critic_nllloss : 25818.654102 ∣ critic_ganloss : -472.396210 ∣ generator_nllloss : 5234.667383 ∣ generator_ganloss : 848.189453 ∣  [  std_z : 0.98  real_sub_fake : 2216.65 ]
[  epoch 0009/0040] 1170/4800, lr:1.0e-04 ∣ avg_100 : 31587.521292 ∣ critic_nllloss : 25960.141992 ∣ critic_ganloss : -318.270618 ∣ generator_nllloss : 5246.616016 ∣ generator_ganloss : 890.991064 ∣  [  std_z : 0.97  real_sub_fake : 1207.33 ]
[  epoch 0009/0040] 1180/4800, lr:1.0e-04 ∣ avg_100 : 31587.982196 ∣ critic_nllloss : 25777.101172 ∣ critic_ganloss : -367.097659 ∣ generator_nllloss : 5207.551172 ∣ generator_ganloss : 823.818945 ∣  [  std_z : 1.00  real_sub_fake : 1175.95 ]
[  epoch 0009/0040] 1190/4800, lr:1.0e-04 ∣ avg_100 : 31587.644648 ∣ critic_nllloss : 25776.347461 ∣ critic_ganloss : -433.484836 ∣ generator_nllloss : 5184.073242 ∣ generator_ganloss : 804.083765 ∣  [  std_z : 1.01  real_sub_fake : 1613.23 ]
[  epoch 0009/0040] 1200/4800, lr:1.0e-04 ∣ avg_100 : 31587.370454 ∣ critic_nllloss : 26073.296680 ∣ critic_ganloss : -516.708539 ∣ generator_nllloss : 5226.424219 ∣ generator_ganloss : 797.910107 ∣  [  std_z : 0.98  real_sub_fake : 1926.63 ]
[  epoch 0009/0040] 1210/4800, lr:1.0e-04 ∣ avg_100 : 31586.068145 ∣ critic_nllloss : 25689.051563 ∣ critic_ganloss : -396.992929 ∣ generator_nllloss : 5082.200977 ∣ generator_ganloss : 796.145215 ∣  [  std_z : 0.97  real_sub_fake : 1737.66 ]
[  epoch 0009/0040] 1220/4800, lr:1.0e-04 ∣ avg_100 : 31585.229923 ∣ critic_nllloss : 25837.466016 ∣ critic_ganloss : -355.320502 ∣ generator_nllloss : 5095.682813 ∣ generator_ganloss : 846.881445 ∣  [  std_z : 1.00  real_sub_fake : 1390.13 ]
[  epoch 0009/0040] 1230/4800, lr:1.0e-04 ∣ avg_100 : 31585.180450 ∣ critic_nllloss : 26005.409180 ∣ critic_ganloss : -431.221570 ∣ generator_nllloss : 5233.433203 ∣ generator_ganloss : 781.067676 ∣  [  std_z : 1.01  real_sub_fake : 1624.70 ]
[  epoch 0009/0040] 1240/4800, lr:1.0e-04 ∣ avg_100 : 31586.313152 ∣ critic_nllloss : 26132.675195 ∣ critic_ganloss : -520.571201 ∣ generator_nllloss : 5089.300977 ∣ generator_ganloss : 836.279688 ∣  [  std_z : 0.99  real_sub_fake : 1848.83 ]
[  epoch 0009/0040] 1250/4800, lr:1.0e-04 ∣ avg_100 : 31585.183990 ∣ critic_nllloss : 25761.320117 ∣ critic_ganloss : -349.376968 ∣ generator_nllloss : 5127.318164 ∣ generator_ganloss : 776.225928 ∣  [  std_z : 0.97  real_sub_fake : 1741.88 ]
[  epoch 0009/0040] 1260/4800, lr:1.0e-04 ∣ avg_100 : 31586.994495 ∣ critic_nllloss : 25928.419336 ∣ critic_ganloss : -402.907635 ∣ generator_nllloss : 5162.319922 ∣ generator_ganloss : 740.863574 ∣  [  std_z : 1.00  real_sub_fake : 1289.65 ]
[  epoch 0009/0040] 1270/4800, lr:1.0e-04 ∣ avg_100 : 31588.747203 ∣ critic_nllloss : 26033.662695 ∣ critic_ganloss : -460.479126 ∣ generator_nllloss : 5237.304102 ∣ generator_ganloss : 744.636792 ∣  [  std_z : 1.01  real_sub_fake : 1755.40 ]
[  epoch 0009/0040] 1280/4800, lr:1.0e-04 ∣ avg_100 : 31589.345765 ∣ critic_nllloss : 25942.808594 ∣ critic_ganloss : -429.315811 ∣ generator_nllloss : 5207.812500 ∣ generator_ganloss : 732.147632 ∣  [  std_z : 0.99  real_sub_fake : 1830.89 ]
[  epoch 0009/0040] 1290/4800, lr:1.0e-04 ∣ avg_100 : 31589.313023 ∣ critic_nllloss : 25944.601367 ∣ critic_ganloss : -411.229630 ∣ generator_nllloss : 5212.706836 ∣ generator_ganloss : 726.181445 ∣  [  std_z : 0.97  real_sub_fake : 1510.07 ]
[  epoch 0009/0040] 1300/4800, lr:1.0e-04 ∣ avg_100 : 31590.015381 ∣ critic_nllloss : 26045.626172 ∣ critic_ganloss : -511.721463 ∣ generator_nllloss : 5137.416016 ∣ generator_ganloss : 757.484302 ∣  [  std_z : 0.98  real_sub_fake : 1768.24 ]
[  epoch 0009/0040] 1310/4800, lr:1.0e-04 ∣ avg_100 : 31593.051400 ∣ critic_nllloss : 26012.041406 ∣ critic_ganloss : -408.289981 ∣ generator_nllloss : 5117.886914 ∣ generator_ganloss : 736.900854 ∣  [  std_z : 1.00  real_sub_fake : 1687.02 ]
[  epoch 0009/0040] 1320/4800, lr:1.0e-04 ∣ avg_100 : 31590.090392 ∣ critic_nllloss : 25840.569336 ∣ critic_ganloss : -372.838373 ∣ generator_nllloss : 5150.513281 ∣ generator_ganloss : 689.227344 ∣  [  std_z : 1.00  real_sub_fake : 1390.44 ]
[  epoch 0009/0040] 1330/4800, lr:1.0e-04 ∣ avg_100 : 31586.697216 ∣ critic_nllloss : 25967.240430 ∣ critic_ganloss : -469.361600 ∣ generator_nllloss : 5207.021875 ∣ generator_ganloss : 712.300977 ∣  [  std_z : 0.99  real_sub_fake : 1469.46 ]
[  epoch 0009/0040] 1340/4800, lr:1.0e-04 ∣ avg_100 : 31586.676574 ∣ critic_nllloss : 25949.449219 ∣ critic_ganloss : -523.965912 ∣ generator_nllloss : 5093.609180 ∣ generator_ganloss : 797.372607 ∣  [  std_z : 1.00  real_sub_fake : 2140.08 ]
[  epoch 0009/0040] 1350/4800, lr:1.0e-04 ∣ avg_100 : 31590.017475 ∣ critic_nllloss : 26106.789062 ∣ critic_ganloss : -459.763553 ∣ generator_nllloss : 5205.438477 ∣ generator_ganloss : 782.233936 ∣  [  std_z : 1.01  real_sub_fake : 1898.13 ]
[  epoch 0009/0040] 1360/4800, lr:1.0e-04 ∣ avg_100 : 31588.555292 ∣ critic_nllloss : 25919.656641 ∣ critic_ganloss : -499.450970 ∣ generator_nllloss : 5198.170117 ∣ generator_ganloss : 787.566113 ∣  [  std_z : 0.98  real_sub_fake : 1703.85 ]
[  epoch 0009/0040] 1370/4800, lr:1.0e-04 ∣ avg_100 : 31590.791461 ∣ critic_nllloss : 26008.666406 ∣ critic_ganloss : -396.588452 ∣ generator_nllloss : 5256.853516 ∣ generator_ganloss : 822.754346 ∣  [  std_z : 0.98  real_sub_fake : 1822.12 ]
[  epoch 0009/0040] 1380/4800, lr:1.0e-04 ∣ avg_100 : 31584.672733 ∣ critic_nllloss : 25850.419922 ∣ critic_ganloss : -443.681064 ∣ generator_nllloss : 5095.948828 ∣ generator_ganloss : 829.763770 ∣  [  std_z : 0.99  real_sub_fake : 1551.63 ]
[  epoch 0009/0040] 1390/4800, lr:1.0e-04 ∣ avg_100 : 31580.788576 ∣ critic_nllloss : 25964.662695 ∣ critic_ganloss : -492.468518 ∣ generator_nllloss : 5207.561328 ∣ generator_ganloss : 810.972607 ∣  [  std_z : 1.00  real_sub_fake : 1913.60 ]
[  epoch 0009/0040] 1400/4800, lr:1.0e-04 ∣ avg_100 : 31584.078622 ∣ critic_nllloss : 26192.873242 ∣ critic_ganloss : -462.108752 ∣ generator_nllloss : 5163.136914 ∣ generator_ganloss : 802.081201 ∣  [  std_z : 1.00  real_sub_fake : 1862.86 ]
[  epoch 0009/0040] 1410/4800, lr:1.0e-04 ∣ avg_100 : 31583.112599 ∣ critic_nllloss : 26039.476953 ∣ critic_ganloss : -462.684073 ∣ generator_nllloss : 5183.156445 ∣ generator_ganloss : 807.976929 ∣  [  std_z : 0.99  real_sub_fake : 1661.51 ]
[  epoch 0009/0040] 1420/4800, lr:1.0e-04 ∣ avg_100 : 31583.989730 ∣ critic_nllloss : 26010.985352 ∣ critic_ganloss : -266.036194 ∣ generator_nllloss : 5191.213281 ∣ generator_ganloss : 748.397632 ∣  [  std_z : 0.99  real_sub_fake : 1218.17 ]
[  epoch 0009/0040] 1430/4800, lr:1.0e-04 ∣ avg_100 : 31582.727428 ∣ critic_nllloss : 25857.172070 ∣ critic_ganloss : -203.192911 ∣ generator_nllloss : 5154.029688 ∣ generator_ganloss : 698.234399 ∣  [  std_z : 0.99  real_sub_fake : 690.15 ]
[  epoch 0009/0040] 1440/4800, lr:1.0e-04 ∣ avg_100 : 31581.822868 ∣ critic_nllloss : 25985.997461 ∣ critic_ganloss : -257.765454 ∣ generator_nllloss : 5214.648633 ∣ generator_ganloss : 615.012671 ∣  [  std_z : 0.99  real_sub_fake : 969.68 ]
[  epoch 0009/0040] 1450/4800, lr:1.0e-04 ∣ avg_100 : 31578.420137 ∣ critic_nllloss : 26070.953906 ∣ critic_ganloss : -345.992511 ∣ generator_nllloss : 5255.942578 ∣ generator_ganloss : 666.052295 ∣  [  std_z : 0.99  real_sub_fake : 1104.05 ]
[  epoch 0009/0040] 1460/4800, lr:1.0e-04 ∣ avg_100 : 31574.856761 ∣ critic_nllloss : 25971.553125 ∣ critic_ganloss : -420.534814 ∣ generator_nllloss : 5147.345508 ∣ generator_ganloss : 733.777002 ∣  [  std_z : 1.00  real_sub_fake : 1468.41 ]
[  epoch 0009/0040] 1470/4800, lr:1.0e-04 ∣ avg_100 : 31572.962250 ∣ critic_nllloss : 25933.235742 ∣ critic_ganloss : -408.796814 ∣ generator_nllloss : 5114.883398 ∣ generator_ganloss : 810.715747 ∣  [  std_z : 0.99  real_sub_fake : 1668.29 ]
[  epoch 0009/0040] 1480/4800, lr:1.0e-04 ∣ avg_100 : 31574.805037 ∣ critic_nllloss : 26125.615820 ∣ critic_ganloss : -518.192630 ∣ generator_nllloss : 5217.550391 ∣ generator_ganloss : 874.619189 ∣  [  std_z : 0.98  real_sub_fake : 1902.39 ]
[  epoch 0009/0040] 1490/4800, lr:1.0e-04 ∣ avg_100 : 31572.585269 ∣ critic_nllloss : 26041.901172 ∣ critic_ganloss : -418.482224 ∣ generator_nllloss : 5214.579297 ∣ generator_ganloss : 876.085693 ∣  [  std_z : 0.99  real_sub_fake : 1575.02 ]
[  epoch 0009/0040] 1500/4800, lr:1.0e-04 ∣ avg_100 : 31571.043184 ∣ critic_nllloss : 26201.138281 ∣ critic_ganloss : -571.326227 ∣ generator_nllloss : 5149.515625 ∣ generator_ganloss : 870.011572 ∣  [  std_z : 1.00  real_sub_fake : 2083.27 ]
[  epoch 0009/0040] 1510/4800, lr:1.0e-04 ∣ avg_100 : 31574.297360 ∣ critic_nllloss : 26146.253125 ∣ critic_ganloss : -356.504160 ∣ generator_nllloss : 5208.374609 ∣ generator_ganloss : 894.286670 ∣  [  std_z : 0.99  real_sub_fake : 1727.99 ]
[  epoch 0009/0040] 1520/4800, lr:1.0e-04 ∣ avg_100 : 31576.793468 ∣ critic_nllloss : 26069.061719 ∣ critic_ganloss : -501.835699 ∣ generator_nllloss : 5288.163867 ∣ generator_ganloss : 830.160498 ∣  [  std_z : 0.99  real_sub_fake : 1538.32 ]
[  epoch 0009/0040] 1530/4800, lr:1.0e-04 ∣ avg_100 : 31576.222418 ∣ critic_nllloss : 25873.052344 ∣ critic_ganloss : -507.296097 ∣ generator_nllloss : 5236.169336 ∣ generator_ganloss : 759.069043 ∣  [  std_z : 0.99  real_sub_fake : 2103.10 ]
[  epoch 0009/0040] 1540/4800, lr:1.0e-04 ∣ avg_100 : 31577.382550 ∣ critic_nllloss : 26074.042383 ∣ critic_ganloss : -526.286188 ∣ generator_nllloss : 5195.594336 ∣ generator_ganloss : 776.201489 ∣  [  std_z : 1.00  real_sub_fake : 1820.32 ]
[  epoch 0009/0040] 1550/4800, lr:1.0e-04 ∣ avg_100 : 31577.545707 ∣ critic_nllloss : 26170.450391 ∣ critic_ganloss : -573.810925 ∣ generator_nllloss : 5230.440625 ∣ generator_ganloss : 792.325830 ∣  [  std_z : 0.99  real_sub_fake : 2293.75 ]
[  epoch 0009/0040] 1560/4800, lr:1.0e-04 ∣ avg_100 : 31577.418583 ∣ critic_nllloss : 25954.907617 ∣ critic_ganloss : -358.898749 ∣ generator_nllloss : 5109.248047 ∣ generator_ganloss : 825.925610 ∣  [  std_z : 0.96  real_sub_fake : 1619.41 ]
[  epoch 0009/0040] 1570/4800, lr:1.0e-04 ∣ avg_100 : 31579.153104 ∣ critic_nllloss : 25807.586719 ∣ critic_ganloss : -443.671298 ∣ generator_nllloss : 5109.669141 ∣ generator_ganloss : 807.771191 ∣  [  std_z : 0.99  real_sub_fake : 1599.85 ]
[  epoch 0009/0040] 1580/4800, lr:1.0e-04 ∣ avg_100 : 31583.018920 ∣ critic_nllloss : 26100.234375 ∣ critic_ganloss : -491.864853 ∣ generator_nllloss : 5186.789844 ∣ generator_ganloss : 840.802637 ∣  [  std_z : 1.02  real_sub_fake : 1712.20 ]
[  epoch 0009/0040] 1590/4800, lr:1.0e-04 ∣ avg_100 : 31579.195295 ∣ critic_nllloss : 25846.772656 ∣ critic_ganloss : -643.261975 ∣ generator_nllloss : 5125.532422 ∣ generator_ganloss : 863.705664 ∣  [  std_z : 1.01  real_sub_fake : 2361.13 ]
[  epoch 0009/0040] 1600/4800, lr:1.0e-04 ∣ avg_100 : 31579.227590 ∣ critic_nllloss : 26065.815820 ∣ critic_ganloss : -472.535669 ∣ generator_nllloss : 5234.379492 ∣ generator_ganloss : 806.013721 ∣  [  std_z : 0.98  real_sub_fake : 1895.04 ]
[  epoch 0009/0040] 1610/4800, lr:1.0e-04 ∣ avg_100 : 31578.072294 ∣ critic_nllloss : 26015.730469 ∣ critic_ganloss : -504.696802 ∣ generator_nllloss : 5111.406055 ∣ generator_ganloss : 790.524707 ∣  [  std_z : 0.97  real_sub_fake : 1958.90 ]
[  epoch 0009/0040] 1620/4800, lr:1.0e-04 ∣ avg_100 : 31578.367287 ∣ critic_nllloss : 26059.425195 ∣ critic_ganloss : -457.851709 ∣ generator_nllloss : 5119.871875 ∣ generator_ganloss : 879.254346 ∣  [  std_z : 1.00  real_sub_fake : 1780.40 ]
[  epoch 0009/0040] 1630/4800, lr:1.0e-04 ∣ avg_100 : 31578.810180 ∣ critic_nllloss : 25968.479883 ∣ critic_ganloss : -438.805185 ∣ generator_nllloss : 5138.990625 ∣ generator_ganloss : 830.124829 ∣  [  std_z : 1.01  real_sub_fake : 1784.17 ]
[  epoch 0009/0040] 1640/4800, lr:1.0e-04 ∣ avg_100 : 31578.525406 ∣ critic_nllloss : 25789.946094 ∣ critic_ganloss : -425.309903 ∣ generator_nllloss : 5202.812891 ∣ generator_ganloss : 813.876172 ∣  [  std_z : 1.00  real_sub_fake : 1740.82 ]
[  epoch 0009/0040] 1650/4800, lr:1.0e-04 ∣ avg_100 : 31575.953356 ∣ critic_nllloss : 25818.852734 ∣ critic_ganloss : -463.577603 ∣ generator_nllloss : 5202.474414 ∣ generator_ganloss : 747.779126 ∣  [  std_z : 0.99  real_sub_fake : 1533.64 ]
[  epoch 0009/0040] 1660/4800, lr:1.0e-04 ∣ avg_100 : 31575.886181 ∣ critic_nllloss : 26118.266406 ∣ critic_ganloss : -469.028687 ∣ generator_nllloss : 5232.938086 ∣ generator_ganloss : 778.501025 ∣  [  std_z : 0.98  real_sub_fake : 1861.66 ]
[  epoch 0009/0040] 1670/4800, lr:1.0e-04 ∣ avg_100 : 31575.488987 ∣ critic_nllloss : 25995.699805 ∣ critic_ganloss : -493.879474 ∣ generator_nllloss : 5132.117188 ∣ generator_ganloss : 819.145947 ∣  [  std_z : 0.99  real_sub_fake : 1746.98 ]
[  epoch 0009/0040] 1680/4800, lr:1.0e-04 ∣ avg_100 : 31574.870406 ∣ critic_nllloss : 25926.755273 ∣ critic_ganloss : -469.682520 ∣ generator_nllloss : 5190.998242 ∣ generator_ganloss : 884.379199 ∣  [  std_z : 1.00  real_sub_fake : 1794.48 ]
[  epoch 0009/0040] 1690/4800, lr:1.0e-04 ∣ avg_100 : 31579.920448 ∣ critic_nllloss : 26059.689844 ∣ critic_ganloss : -356.150668 ∣ generator_nllloss : 5309.819727 ∣ generator_ganloss : 900.285693 ∣  [  std_z : 1.01  real_sub_fake : 1779.87 ]
[  epoch 0009/0040] 1700/4800, lr:1.0e-04 ∣ avg_100 : 31583.512324 ∣ critic_nllloss : 26025.246680 ∣ critic_ganloss : -223.099954 ∣ generator_nllloss : 5156.021875 ∣ generator_ganloss : 868.964258 ∣  [  std_z : 0.99  real_sub_fake : 728.79 ]
[  epoch 0009/0040] 1710/4800, lr:1.0e-04 ∣ avg_100 : 31582.412697 ∣ critic_nllloss : 25988.403320 ∣ critic_ganloss : -279.871057 ∣ generator_nllloss : 5154.697266 ∣ generator_ganloss : 818.780225 ∣  [  std_z : 0.96  real_sub_fake : 895.87 ]
[  epoch 0009/0040] 1720/4800, lr:1.0e-04 ∣ avg_100 : 31582.777805 ∣ critic_nllloss : 26047.628711 ∣ critic_ganloss : -453.164865 ∣ generator_nllloss : 5170.082031 ∣ generator_ganloss : 808.244507 ∣  [  std_z : 0.98  real_sub_fake : 1824.25 ]
[  epoch 0009/0040] 1730/4800, lr:1.0e-04 ∣ avg_100 : 31580.178500 ∣ critic_nllloss : 25889.401367 ∣ critic_ganloss : -428.696060 ∣ generator_nllloss : 5146.223047 ∣ generator_ganloss : 894.071191 ∣  [  std_z : 1.01  real_sub_fake : 1582.86 ]
[  epoch 0009/0040] 1740/4800, lr:1.0e-04 ∣ avg_100 : 31587.141997 ∣ critic_nllloss : 26050.699414 ∣ critic_ganloss : -433.395944 ∣ generator_nllloss : 5286.298047 ∣ generator_ganloss : 891.719287 ∣  [  std_z : 1.01  real_sub_fake : 1663.56 ]
[  epoch 0009/0040] 1750/4800, lr:1.0e-04 ∣ avg_100 : 31587.370615 ∣ critic_nllloss : 25906.027539 ∣ critic_ganloss : -312.888443 ∣ generator_nllloss : 5087.395117 ∣ generator_ganloss : 898.465039 ∣  [  std_z : 0.97  real_sub_fake : 1568.14 ]
[  epoch 0009/0040] 1760/4800, lr:1.0e-04 ∣ avg_100 : 31587.668810 ∣ critic_nllloss : 26147.433203 ∣ critic_ganloss : -416.643323 ∣ generator_nllloss : 5223.094336 ∣ generator_ganloss : 922.927734 ∣  [  std_z : 0.96  real_sub_fake : 1212.17 ]
[  epoch 0009/0040] 1770/4800, lr:1.0e-04 ∣ avg_100 : 31583.322154 ∣ critic_nllloss : 25858.538281 ∣ critic_ganloss : -452.380563 ∣ generator_nllloss : 5186.482422 ∣ generator_ganloss : 833.506299 ∣  [  std_z : 1.00  real_sub_fake : 1720.11 ]
[  epoch 0009/0040] 1780/4800, lr:1.0e-04 ∣ avg_100 : 31580.264338 ∣ critic_nllloss : 25918.104883 ∣ critic_ganloss : -472.539688 ∣ generator_nllloss : 5095.836719 ∣ generator_ganloss : 818.951660 ∣  [  std_z : 1.01  real_sub_fake : 1710.15 ]
[  epoch 0009/0040] 1790/4800, lr:1.0e-04 ∣ avg_100 : 31577.346783 ∣ critic_nllloss : 25788.958008 ∣ critic_ganloss : -574.312964 ∣ generator_nllloss : 5138.972656 ∣ generator_ganloss : 760.837646 ∣  [  std_z : 0.99  real_sub_fake : 2032.72 ]
[  epoch 0009/0040] 1800/4800, lr:1.0e-04 ∣ avg_100 : 31579.767923 ∣ critic_nllloss : 26142.219727 ∣ critic_ganloss : -527.768231 ∣ generator_nllloss : 5279.475391 ∣ generator_ganloss : 732.666113 ∣  [  std_z : 0.97  real_sub_fake : 2286.33 ]
[  epoch 0009/0040] 1810/4800, lr:1.0e-04 ∣ avg_100 : 31576.598833 ∣ critic_nllloss : 25878.995508 ∣ critic_ganloss : -512.312683 ∣ generator_nllloss : 5127.840234 ∣ generator_ganloss : 723.747510 ∣  [  std_z : 0.98  real_sub_fake : 2243.11 ]
[  epoch 0009/0040] 1820/4800, lr:1.0e-04 ∣ avg_100 : 31573.919684 ∣ critic_nllloss : 25963.316797 ∣ critic_ganloss : -433.185938 ∣ generator_nllloss : 5157.139844 ∣ generator_ganloss : 670.290967 ∣  [  std_z : 1.00  real_sub_fake : 1574.27 ]
[  epoch 0009/0040] 1830/4800, lr:1.0e-04 ∣ avg_100 : 31569.996154 ∣ critic_nllloss : 25970.347266 ∣ critic_ganloss : -514.030893 ∣ generator_nllloss : 5158.534375 ∣ generator_ganloss : 585.945703 ∣  [  std_z : 1.00  real_sub_fake : 1776.11 ]
[  epoch 0009/0040] 1840/4800, lr:1.0e-04 ∣ avg_100 : 31564.455750 ∣ critic_nllloss : 25972.226758 ∣ critic_ganloss : -501.423944 ∣ generator_nllloss : 5171.362695 ∣ generator_ganloss : 628.733008 ∣  [  std_z : 0.98  real_sub_fake : 1880.04 ]
[  epoch 0009/0040] 1850/4800, lr:1.0e-04 ∣ avg_100 : 31559.978538 ∣ critic_nllloss : 26048.039258 ∣ critic_ganloss : -402.218005 ∣ generator_nllloss : 5168.492383 ∣ generator_ganloss : 626.416821 ∣  [  std_z : 0.98  real_sub_fake : 1909.91 ]
[  epoch 0009/0040] 1860/4800, lr:1.0e-04 ∣ avg_100 : 31555.297474 ∣ critic_nllloss : 26118.639648 ∣ critic_ganloss : -412.746426 ∣ generator_nllloss : 5218.289648 ∣ generator_ganloss : 596.085669 ∣  [  std_z : 1.01  real_sub_fake : 1233.17 ]
[  epoch 0009/0040] 1870/4800, lr:1.0e-04 ∣ avg_100 : 31551.772190 ∣ critic_nllloss : 25855.304883 ∣ critic_ganloss : -447.671893 ∣ generator_nllloss : 5211.405273 ∣ generator_ganloss : 667.463550 ∣  [  std_z : 0.99  real_sub_fake : 1723.09 ]
[  epoch 0009/0040] 1880/4800, lr:1.0e-04 ∣ avg_100 : 31548.975466 ∣ critic_nllloss : 25930.497656 ∣ critic_ganloss : -388.663010 ∣ generator_nllloss : 5240.656641 ∣ generator_ganloss : 676.183105 ∣  [  std_z : 0.98  real_sub_fake : 1642.94 ]
[  epoch 0009/0040] 1890/4800, lr:1.0e-04 ∣ avg_100 : 31544.076789 ∣ critic_nllloss : 25786.711523 ∣ critic_ganloss : -500.945242 ∣ generator_nllloss : 5178.622070 ∣ generator_ganloss : 731.342236 ∣  [  std_z : 0.98  real_sub_fake : 1704.12 ]
[  epoch 0009/0040] 1900/4800, lr:1.0e-04 ∣ avg_100 : 31541.206162 ∣ critic_nllloss : 26098.434570 ∣ critic_ganloss : -507.364435 ∣ generator_nllloss : 5207.353320 ∣ generator_ganloss : 728.646240 ∣  [  std_z : 1.00  real_sub_fake : 2050.96 ]
[  epoch 0009/0040] 1910/4800, lr:1.0e-04 ∣ avg_100 : 31540.331590 ∣ critic_nllloss : 25958.116797 ∣ critic_ganloss : -378.113486 ∣ generator_nllloss : 5171.830078 ∣ generator_ganloss : 710.792187 ∣  [  std_z : 1.01  real_sub_fake : 1358.24 ]
[  epoch 0009/0040] 1920/4800, lr:1.0e-04 ∣ avg_100 : 31538.297885 ∣ critic_nllloss : 26135.113477 ∣ critic_ganloss : -368.981949 ∣ generator_nllloss : 5181.302930 ∣ generator_ganloss : 653.030811 ∣  [  std_z : 0.98  real_sub_fake : 1532.07 ]
[  epoch 0009/0040] 1930/4800, lr:1.0e-04 ∣ avg_100 : 31531.393128 ∣ critic_nllloss : 25946.596484 ∣ critic_ganloss : -497.674402 ∣ generator_nllloss : 5210.155273 ∣ generator_ganloss : 644.288135 ∣  [  std_z : 0.97  real_sub_fake : 1834.44 ]
[  epoch 0009/0040] 1940/4800, lr:1.0e-04 ∣ avg_100 : 31528.269967 ∣ critic_nllloss : 25949.412109 ∣ critic_ganloss : -617.168579 ∣ generator_nllloss : 5231.200781 ∣ generator_ganloss : 740.701343 ∣  [  std_z : 0.99  real_sub_fake : 1969.45 ]
[  epoch 0009/0040] 1950/4800, lr:1.0e-04 ∣ avg_100 : 31526.247101 ∣ critic_nllloss : 26138.994141 ∣ critic_ganloss : -656.403418 ∣ generator_nllloss : 5292.756055 ∣ generator_ganloss : 779.005664 ∣  [  std_z : 1.02  real_sub_fake : 2482.48 ]
[  epoch 0009/0040] 1960/4800, lr:1.0e-04 ∣ avg_100 : 31526.066956 ∣ critic_nllloss : 25924.800586 ∣ critic_ganloss : -283.731384 ∣ generator_nllloss : 5216.448047 ∣ generator_ganloss : 817.589502 ∣  [  std_z : 1.00  real_sub_fake : 1789.09 ]
[  epoch 0009/0040] 1970/4800, lr:1.0e-04 ∣ avg_100 : 31527.032003 ∣ critic_nllloss : 25971.141406 ∣ critic_ganloss : -337.382343 ∣ generator_nllloss : 5198.351172 ∣ generator_ganloss : 758.329224 ∣  [  std_z : 0.98  real_sub_fake : 951.27 ]
[  epoch 0009/0040] 1980/4800, lr:1.0e-04 ∣ avg_100 : 31525.443844 ∣ critic_nllloss : 26098.801563 ∣ critic_ganloss : -358.715387 ∣ generator_nllloss : 5211.575977 ∣ generator_ganloss : 715.163843 ∣  [  std_z : 0.98  real_sub_fake : 1275.65 ]
[  epoch 0009/0040] 1990/4800, lr:1.0e-04 ∣ avg_100 : 31521.539054 ∣ critic_nllloss : 25878.515039 ∣ critic_ganloss : -425.791339 ∣ generator_nllloss : 5121.700000 ∣ generator_ganloss : 782.850903 ∣  [  std_z : 1.00  real_sub_fake : 1476.11 ]
[  epoch 0009/0040] 2000/4800, lr:1.0e-04 ∣ avg_100 : 31521.757207 ∣ critic_nllloss : 25927.248242 ∣ critic_ganloss : -384.689581 ∣ generator_nllloss : 5129.722852 ∣ generator_ganloss : 902.156787 ∣  [  std_z : 1.00  real_sub_fake : 1576.29 ]
[  epoch 0009/0040] 2010/4800, lr:1.0e-04 ∣ avg_100 : 31517.611691 ∣ critic_nllloss : 25837.147461 ∣ critic_ganloss : -427.090552 ∣ generator_nllloss : 5094.458398 ∣ generator_ganloss : 931.145508 ∣  [  std_z : 0.99  real_sub_fake : 1621.96 ]
[  epoch 0009/0040] 2020/4800, lr:1.0e-04 ∣ avg_100 : 31516.034831 ∣ critic_nllloss : 26075.599023 ∣ critic_ganloss : -493.386597 ∣ generator_nllloss : 5201.708398 ∣ generator_ganloss : 950.337012 ∣  [  std_z : 0.98  real_sub_fake : 1809.29 ]
[  epoch 0009/0040] 2030/4800, lr:1.0e-04 ∣ avg_100 : 31517.288379 ∣ critic_nllloss : 25996.427148 ∣ critic_ganloss : -483.351263 ∣ generator_nllloss : 5161.228906 ∣ generator_ganloss : 895.026758 ∣  [  std_z : 0.99  real_sub_fake : 2105.85 ]
[  epoch 0009/0040] 2040/4800, lr:1.0e-04 ∣ avg_100 : 31514.916131 ∣ critic_nllloss : 25914.845898 ∣ critic_ganloss : -505.298807 ∣ generator_nllloss : 5247.319141 ∣ generator_ganloss : 821.866846 ∣  [  std_z : 1.00  real_sub_fake : 1675.68 ]
[  epoch 0009/0040] 2050/4800, lr:1.0e-04 ∣ avg_100 : 31515.024485 ∣ critic_nllloss : 26140.738477 ∣ critic_ganloss : -536.945975 ∣ generator_nllloss : 5187.499219 ∣ generator_ganloss : 841.077051 ∣  [  std_z : 0.99  real_sub_fake : 1964.45 ]
[  epoch 0009/0040] 2060/4800, lr:1.0e-04 ∣ avg_100 : 31517.048151 ∣ critic_nllloss : 26091.961719 ∣ critic_ganloss : -531.991632 ∣ generator_nllloss : 5250.084375 ∣ generator_ganloss : 884.504932 ∣  [  std_z : 0.99  real_sub_fake : 2026.18 ]
[  epoch 0009/0040] 2070/4800, lr:1.0e-04 ∣ avg_100 : 31523.255250 ∣ critic_nllloss : 26296.252344 ∣ critic_ganloss : -479.711520 ∣ generator_nllloss : 5290.045313 ∣ generator_ganloss : 931.903711 ∣  [  std_z : 0.99  real_sub_fake : 2104.55 ]
[  epoch 0009/0040] 2080/4800, lr:1.0e-04 ∣ avg_100 : 31523.012404 ∣ critic_nllloss : 25969.706445 ∣ critic_ganloss : -516.666266 ∣ generator_nllloss : 5242.489844 ∣ generator_ganloss : 890.842725 ∣  [  std_z : 0.98  real_sub_fake : 1889.71 ]
[  epoch 0009/0040] 2090/4800, lr:1.0e-04 ∣ avg_100 : 31523.533699 ∣ critic_nllloss : 25877.631445 ∣ critic_ganloss : -595.949756 ∣ generator_nllloss : 5159.688477 ∣ generator_ganloss : 869.969336 ∣  [  std_z : 0.99  real_sub_fake : 2366.85 ]
[  epoch 0009/0040] 2100/4800, lr:1.0e-04 ∣ avg_100 : 31523.065521 ∣ critic_nllloss : 26039.812109 ∣ critic_ganloss : -605.387122 ∣ generator_nllloss : 5234.358594 ∣ generator_ganloss : 895.267334 ∣  [  std_z : 1.00  real_sub_fake : 2031.55 ]
[  epoch 0009/0040] 2110/4800, lr:1.0e-04 ∣ avg_100 : 31523.514189 ∣ critic_nllloss : 25911.296094 ∣ critic_ganloss : -495.114490 ∣ generator_nllloss : 5202.517969 ∣ generator_ganloss : 949.763037 ∣  [  std_z : 0.98  real_sub_fake : 2097.28 ]
[  epoch 0009/0040] 2120/4800, lr:1.0e-04 ∣ avg_100 : 31523.598714 ∣ critic_nllloss : 26036.468750 ∣ critic_ganloss : -472.156525 ∣ generator_nllloss : 5222.433594 ∣ generator_ganloss : 964.046191 ∣  [  std_z : 0.98  real_sub_fake : 1455.66 ]
[  epoch 0009/0040] 2130/4800, lr:1.0e-04 ∣ avg_100 : 31518.609114 ∣ critic_nllloss : 25845.639844 ∣ critic_ganloss : -465.463571 ∣ generator_nllloss : 5077.228516 ∣ generator_ganloss : 1037.089551 ∣     [  std_z : 1.00  real_sub_fake : 1733.61 ]
[  epoch 0009/0040] 2140/4800, lr:1.0e-04 ∣ avg_100 : 31520.127115 ∣ critic_nllloss : 25967.571289 ∣ critic_ganloss : -435.819794 ∣ generator_nllloss : 5178.642773 ∣ generator_ganloss : 1019.016357 ∣     [  std_z : 1.01  real_sub_fake : 1846.80 ]
[  epoch 0009/0040] 2150/4800, lr:1.0e-04 ∣ avg_100 : 31520.550588 ∣ critic_nllloss : 26209.596094 ∣ critic_ganloss : -559.396899 ∣ generator_nllloss : 5185.243750 ∣ generator_ganloss : 994.976904 ∣  [  std_z : 0.99  real_sub_fake : 2016.95 ]
[  epoch 0009/0040] 2160/4800, lr:1.0e-04 ∣ avg_100 : 31526.676688 ∣ critic_nllloss : 26218.953906 ∣ critic_ganloss : -408.061142 ∣ generator_nllloss : 5286.253320 ∣ generator_ganloss : 944.578662 ∣  [  std_z : 0.99  real_sub_fake : 2193.72 ]
[  epoch 0009/0040] 2170/4800, lr:1.0e-04 ∣ avg_100 : 31528.602986 ∣ critic_nllloss : 26129.897266 ∣ critic_ganloss : -354.117978 ∣ generator_nllloss : 5310.054492 ∣ generator_ganloss : 886.274414 ∣  [  std_z : 0.99  real_sub_fake : 1191.97 ]
[  epoch 0009/0040] 2180/4800, lr:1.0e-04 ∣ avg_100 : 31531.447632 ∣ critic_nllloss : 26113.039453 ∣ critic_ganloss : -473.432300 ∣ generator_nllloss : 5271.858594 ∣ generator_ganloss : 814.372461 ∣  [  std_z : 1.01  real_sub_fake : 1358.51 ]
[  epoch 0009/0040] 2190/4800, lr:1.0e-04 ∣ avg_100 : 31531.874119 ∣ critic_nllloss : 25865.381836 ∣ critic_ganloss : -415.324637 ∣ generator_nllloss : 5122.182422 ∣ generator_ganloss : 801.428711 ∣  [  std_z : 1.00  real_sub_fake : 1895.69 ]
[  epoch 0009/0040] 2200/4800, lr:1.0e-04 ∣ avg_100 : 31533.267131 ∣ critic_nllloss : 26172.602734 ∣ critic_ganloss : -536.868808 ∣ generator_nllloss : 5308.460547 ∣ generator_ganloss : 776.029248 ∣  [  std_z : 0.98  real_sub_fake : 1928.17 ]
[  epoch 0009/0040] 2210/4800, lr:1.0e-04 ∣ avg_100 : 31536.850343 ∣ critic_nllloss : 25992.467383 ∣ critic_ganloss : -480.736264 ∣ generator_nllloss : 5167.656055 ∣ generator_ganloss : 849.338818 ∣  [  std_z : 0.99  real_sub_fake : 1767.01 ]
[  epoch 0009/0040] 2220/4800, lr:1.0e-04 ∣ avg_100 : 31535.543449 ∣ critic_nllloss : 25759.847656 ∣ critic_ganloss : -449.511520 ∣ generator_nllloss : 5169.083789 ∣ generator_ganloss : 814.600513 ∣  [  std_z : 1.00  real_sub_fake : 1679.35 ]
[  epoch 0009/0040] 2230/4800, lr:1.0e-04 ∣ avg_100 : 31532.412068 ∣ critic_nllloss : 25721.599805 ∣ critic_ganloss : -493.676953 ∣ generator_nllloss : 5244.176562 ∣ generator_ganloss : 803.450977 ∣  [  std_z : 0.99  real_sub_fake : 2188.93 ]
[  epoch 0009/0040] 2240/4800, lr:1.0e-04 ∣ avg_100 : 31532.112605 ∣ critic_nllloss : 26002.450000 ∣ critic_ganloss : -520.461533 ∣ generator_nllloss : 5235.109766 ∣ generator_ganloss : 790.640088 ∣  [  std_z : 0.98  real_sub_fake : 1867.74 ]
[  epoch 0009/0040] 2250/4800, lr:1.0e-04 ∣ avg_100 : 31530.339916 ∣ critic_nllloss : 25787.334570 ∣ critic_ganloss : -575.065320 ∣ generator_nllloss : 5130.284570 ∣ generator_ganloss : 795.664551 ∣  [  std_z : 0.99  real_sub_fake : 1792.75 ]
[  epoch 0009/0040] 2260/4800, lr:1.0e-04 ∣ avg_100 : 31526.972259 ∣ critic_nllloss : 25690.959180 ∣ critic_ganloss : -605.028162 ∣ generator_nllloss : 5139.756250 ∣ generator_ganloss : 866.242188 ∣  [  std_z : 1.00  real_sub_fake : 2330.33 ]
[  epoch 0009/0040] 2270/4800, lr:1.0e-04 ∣ avg_100 : 31526.542138 ∣ critic_nllloss : 26058.810937 ∣ critic_ganloss : -647.815405 ∣ generator_nllloss : 5169.808594 ∣ generator_ganloss : 931.308203 ∣  [  std_z : 1.00  real_sub_fake : 2774.51 ]
[  epoch 0009/0040] 2280/4800, lr:1.0e-04 ∣ avg_100 : 31529.671690 ∣ critic_nllloss : 26102.038867 ∣ critic_ganloss : -577.811121 ∣ generator_nllloss : 5236.681445 ∣ generator_ganloss : 1005.498975 ∣     [  std_z : 0.99  real_sub_fake : 1943.71 ]
[  epoch 0009/0040] 2290/4800, lr:1.0e-04 ∣ avg_100 : 31532.182764 ∣ critic_nllloss : 25984.315430 ∣ critic_ganloss : -416.048456 ∣ generator_nllloss : 5217.118750 ∣ generator_ganloss : 937.981641 ∣  [  std_z : 0.99  real_sub_fake : 1893.55 ]
[  epoch 0009/0040] 2300/4800, lr:1.0e-04 ∣ avg_100 : 31537.988012 ∣ critic_nllloss : 26263.453711 ∣ critic_ganloss : -366.050815 ∣ generator_nllloss : 5214.399023 ∣ generator_ganloss : 897.527979 ∣  [  std_z : 1.01  real_sub_fake : 1379.02 ]
[  epoch 0009/0040] 2310/4800, lr:1.0e-04 ∣ avg_100 : 31540.464163 ∣ critic_nllloss : 26095.532813 ∣ critic_ganloss : -426.622568 ∣ generator_nllloss : 5115.828906 ∣ generator_ganloss : 921.415137 ∣  [  std_z : 0.99  real_sub_fake : 1532.73 ]
[  epoch 0009/0040] 2320/4800, lr:1.0e-04 ∣ avg_100 : 31545.432209 ∣ critic_nllloss : 26217.221484 ∣ critic_ganloss : -575.677307 ∣ generator_nllloss : 5248.943555 ∣ generator_ganloss : 913.788379 ∣  [  std_z : 0.98  real_sub_fake : 2082.75 ]
[  epoch 0009/0040] 2330/4800, lr:1.0e-04 ∣ avg_100 : 31551.218453 ∣ critic_nllloss : 26255.364453 ∣ critic_ganloss : -493.271106 ∣ generator_nllloss : 5317.525195 ∣ generator_ganloss : 916.207568 ∣  [  std_z : 1.00  real_sub_fake : 2363.66 ]
[  epoch 0009/0040] 2340/4800, lr:1.0e-04 ∣ avg_100 : 31551.229389 ∣ critic_nllloss : 25756.137695 ∣ critic_ganloss : -527.082999 ∣ generator_nllloss : 5203.773047 ∣ generator_ganloss : 884.731006 ∣  [  std_z : 1.01  real_sub_fake : 1739.09 ]
[  epoch 0009/0040] 2350/4800, lr:1.0e-04 ∣ avg_100 : 31550.434306 ∣ critic_nllloss : 25995.467187 ∣ critic_ganloss : -556.561813 ∣ generator_nllloss : 5230.649609 ∣ generator_ganloss : 885.634570 ∣  [  std_z : 0.99  real_sub_fake : 2057.71 ]
[  epoch 0009/0040] 2360/4800, lr:1.0e-04 ∣ avg_100 : 31551.955838 ∣ critic_nllloss : 25785.128125 ∣ critic_ganloss : -412.733865 ∣ generator_nllloss : 5263.698242 ∣ generator_ganloss : 922.002637 ∣  [  std_z : 0.97  real_sub_fake : 1520.92 ]
[  epoch 0009/0040] 2370/4800, lr:1.0e-04 ∣ avg_100 : 31551.395830 ∣ critic_nllloss : 25974.870117 ∣ critic_ganloss : -391.696085 ∣ generator_nllloss : 5142.773438 ∣ generator_ganloss : 909.737549 ∣  [  std_z : 0.98  real_sub_fake : 1673.99 ]
[  epoch 0009/0040] 2380/4800, lr:1.0e-04 ∣ avg_100 : 31555.622653 ∣ critic_nllloss : 26154.625000 ∣ critic_ganloss : -551.110449 ∣ generator_nllloss : 5271.683594 ∣ generator_ganloss : 879.935596 ∣  [  std_z : 1.00  real_sub_fake : 1804.34 ]
[  epoch 0009/0040] 2390/4800, lr:1.0e-04 ∣ avg_100 : 31554.683970 ∣ critic_nllloss : 25656.581641 ∣ critic_ganloss : -352.456720 ∣ generator_nllloss : 5218.579492 ∣ generator_ganloss : 874.155371 ∣  [  std_z : 1.00  real_sub_fake : 1697.95 ]
[  epoch 0009/0040] 2400/4800, lr:1.0e-04 ∣ avg_100 : 31553.702250 ∣ critic_nllloss : 26117.720313 ∣ critic_ganloss : -564.385260 ∣ generator_nllloss : 5276.720703 ∣ generator_ganloss : 767.754834 ∣  [  std_z : 0.98  real_sub_fake : 1848.34 ]
[  epoch 0009/0040] 2410/4800, lr:1.0e-04 ∣ avg_100 : 31550.779514 ∣ critic_nllloss : 25969.494336 ∣ critic_ganloss : -661.229486 ∣ generator_nllloss : 5192.528125 ∣ generator_ganloss : 774.859692 ∣  [  std_z : 0.99  real_sub_fake : 2455.19 ]
[  epoch 0009/0040] 2420/4800, lr:1.0e-04 ∣ avg_100 : 31548.263682 ∣ critic_nllloss : 25891.177930 ∣ critic_ganloss : -425.394623 ∣ generator_nllloss : 5182.276563 ∣ generator_ganloss : 784.917041 ∣  [  std_z : 0.99  real_sub_fake : 2128.28 ]
[  epoch 0009/0040] 2430/4800, lr:1.0e-04 ∣ avg_100 : 31548.551925 ∣ critic_nllloss : 25926.503711 ∣ critic_ganloss : -340.588141 ∣ generator_nllloss : 5179.888281 ∣ generator_ganloss : 769.263721 ∣  [  std_z : 0.99  real_sub_fake : 1053.43 ]
[  epoch 0009/0040] 2440/4800, lr:1.0e-04 ∣ avg_100 : 31546.659788 ∣ critic_nllloss : 25840.435742 ∣ critic_ganloss : -320.843034 ∣ generator_nllloss : 5094.628125 ∣ generator_ganloss : 754.458789 ∣  [  std_z : 1.00  real_sub_fake : 995.79 ]
[  epoch 0009/0040] 2450/4800, lr:1.0e-04 ∣ avg_100 : 31545.254119 ∣ critic_nllloss : 25974.489648 ∣ critic_ganloss : -391.069006 ∣ generator_nllloss : 5153.991797 ∣ generator_ganloss : 768.976904 ∣  [  std_z : 0.99  real_sub_fake : 1575.98 ]
[  epoch 0009/0040] 2460/4800, lr:1.0e-04 ∣ avg_100 : 31541.205832 ∣ critic_nllloss : 25773.307617 ∣ critic_ganloss : -588.649506 ∣ generator_nllloss : 5063.442187 ∣ generator_ganloss : 779.211792 ∣  [  std_z : 1.00  real_sub_fake : 2090.41 ]
[  epoch 0009/0040] 2470/4800, lr:1.0e-04 ∣ avg_100 : 31539.667397 ∣ critic_nllloss : 25911.746484 ∣ critic_ganloss : -644.169733 ∣ generator_nllloss : 5207.919922 ∣ generator_ganloss : 820.697900 ∣  [  std_z : 0.99  real_sub_fake : 2553.86 ]
[  epoch 0009/0040] 2480/4800, lr:1.0e-04 ∣ avg_100 : 31537.749746 ∣ critic_nllloss : 26088.495898 ∣ critic_ganloss : -524.279749 ∣ generator_nllloss : 5165.382812 ∣ generator_ganloss : 778.228687 ∣  [  std_z : 0.99  real_sub_fake : 2077.52 ]
[  epoch 0009/0040] 2490/4800, lr:1.0e-04 ∣ avg_100 : 31535.287806 ∣ critic_nllloss : 25992.174609 ∣ critic_ganloss : -490.159628 ∣ generator_nllloss : 5223.975977 ∣ generator_ganloss : 741.898975 ∣  [  std_z : 1.00  real_sub_fake : 2035.87 ]
[  epoch 0009/0040] 2500/4800, lr:1.0e-04 ∣ avg_100 : 31537.466950 ∣ critic_nllloss : 25981.058398 ∣ critic_ganloss : -232.552377 ∣ generator_nllloss : 5264.846484 ∣ generator_ganloss : 853.901221 ∣  [  std_z : 1.00  real_sub_fake : 956.14 ]
[  epoch 0009/0040] 2510/4800, lr:1.0e-04 ∣ avg_100 : 31535.465202 ∣ critic_nllloss : 25947.708789 ∣ critic_ganloss : -232.737517 ∣ generator_nllloss : 5219.252148 ∣ generator_ganloss : 758.012012 ∣  [  std_z : 0.98  real_sub_fake : 780.45 ]
[  epoch 0009/0040] 2520/4800, lr:1.0e-04 ∣ avg_100 : 31533.954802 ∣ critic_nllloss : 26004.334766 ∣ critic_ganloss : -376.648099 ∣ generator_nllloss : 5189.389844 ∣ generator_ganloss : 717.433838 ∣  [  std_z : 0.99  real_sub_fake : 1241.47 ]
[  epoch 0009/0040] 2530/4800, lr:1.0e-04 ∣ avg_100 : 31537.705321 ∣ critic_nllloss : 26174.942773 ∣ critic_ganloss : -462.837030 ∣ generator_nllloss : 5249.336328 ∣ generator_ganloss : 774.604492 ∣  [  std_z : 1.00  real_sub_fake : 2008.41 ]
[  epoch 0009/0040] 2540/4800, lr:1.0e-04 ∣ avg_100 : 31537.826315 ∣ critic_nllloss : 26025.510937 ∣ critic_ganloss : -442.331906 ∣ generator_nllloss : 5183.071484 ∣ generator_ganloss : 765.400879 ∣  [  std_z : 1.00  real_sub_fake : 1673.80 ]
[  epoch 0009/0040] 2550/4800, lr:1.0e-04 ∣ avg_100 : 31539.089575 ∣ critic_nllloss : 26181.766992 ∣ critic_ganloss : -488.741266 ∣ generator_nllloss : 5302.067773 ∣ generator_ganloss : 750.638452 ∣  [  std_z : 0.99  real_sub_fake : 1881.19 ]
[  epoch 0009/0040] 2560/4800, lr:1.0e-04 ∣ avg_100 : 31539.404345 ∣ critic_nllloss : 26031.565039 ∣ critic_ganloss : -489.731000 ∣ generator_nllloss : 5241.464648 ∣ generator_ganloss : 779.360791 ∣  [  std_z : 0.99  real_sub_fake : 1681.82 ]
[  epoch 0009/0040] 2570/4800, lr:1.0e-04 ∣ avg_100 : 31538.676100 ∣ critic_nllloss : 25829.898633 ∣ critic_ganloss : -504.611139 ∣ generator_nllloss : 5102.901563 ∣ generator_ganloss : 780.342236 ∣  [  std_z : 1.00  real_sub_fake : 1994.15 ]
[  epoch 0009/0040] 2580/4800, lr:1.0e-04 ∣ avg_100 : 31539.203988 ∣ critic_nllloss : 26020.383984 ∣ critic_ganloss : -360.660315 ∣ generator_nllloss : 5267.218164 ∣ generator_ganloss : 761.808984 ∣  [  std_z : 1.00  real_sub_fake : 1540.54 ]
[  epoch 0009/0040] 2590/4800, lr:1.0e-04 ∣ avg_100 : 31543.885017 ∣ critic_nllloss : 26105.200195 ∣ critic_ganloss : -466.391000 ∣ generator_nllloss : 5253.637305 ∣ generator_ganloss : 768.405176 ∣  [  std_z : 1.00  real_sub_fake : 1632.40 ]
[  epoch 0009/0040] 2600/4800, lr:1.0e-04 ∣ avg_100 : 31539.139116 ∣ critic_nllloss : 25845.116406 ∣ critic_ganloss : -588.054315 ∣ generator_nllloss : 5141.325977 ∣ generator_ganloss : 760.695142 ∣  [  std_z : 0.99  real_sub_fake : 2193.77 ]
[  epoch 0009/0040] 2610/4800, lr:1.0e-04 ∣ avg_100 : 31542.539528 ∣ critic_nllloss : 26101.562695 ∣ critic_ganloss : -490.386819 ∣ generator_nllloss : 5276.556250 ∣ generator_ganloss : 865.273535 ∣  [  std_z : 0.99  real_sub_fake : 1821.57 ]
[  epoch 0009/0040] 2620/4800, lr:1.0e-04 ∣ avg_100 : 31544.723089 ∣ critic_nllloss : 26170.410352 ∣ critic_ganloss : -425.764648 ∣ generator_nllloss : 5262.818750 ∣ generator_ganloss : 811.591357 ∣  [  std_z : 1.00  real_sub_fake : 1890.12 ]
[  epoch 0009/0040] 2630/4800, lr:1.0e-04 ∣ avg_100 : 31542.193720 ∣ critic_nllloss : 25788.822070 ∣ critic_ganloss : -549.375351 ∣ generator_nllloss : 5141.941992 ∣ generator_ganloss : 864.464551 ∣  [  std_z : 0.98  real_sub_fake : 1816.62 ]
[  epoch 0009/0040] 2640/4800, lr:1.0e-04 ∣ avg_100 : 31546.830964 ∣ critic_nllloss : 26059.202148 ∣ critic_ganloss : -354.970926 ∣ generator_nllloss : 5205.821289 ∣ generator_ganloss : 934.997070 ∣  [  std_z : 0.99  real_sub_fake : 1735.71 ]
[  epoch 0009/0040] 2650/4800, lr:1.0e-04 ∣ avg_100 : 31552.318144 ∣ critic_nllloss : 25960.921875 ∣ critic_ganloss : -273.245615 ∣ generator_nllloss : 5221.873047 ∣ generator_ganloss : 944.697363 ∣  [  std_z : 0.99  real_sub_fake : 845.20 ]
[  epoch 0009/0040] 2660/4800, lr:1.0e-04 ∣ avg_100 : 31550.279719 ∣ critic_nllloss : 25830.038281 ∣ critic_ganloss : -339.318216 ∣ generator_nllloss : 5100.084961 ∣ generator_ganloss : 866.029346 ∣  [  std_z : 0.99  real_sub_fake : 1254.67 ]
[  epoch 0009/0040] 2670/4800, lr:1.0e-04 ∣ avg_100 : 31552.771560 ∣ critic_nllloss : 26023.797852 ∣ critic_ganloss : -472.802094 ∣ generator_nllloss : 5236.634961 ∣ generator_ganloss : 914.636816 ∣  [  std_z : 1.00  real_sub_fake : 1615.08 ]
[  epoch 0009/0040] 2680/4800, lr:1.0e-04 ∣ avg_100 : 31553.540958 ∣ critic_nllloss : 25946.970313 ∣ critic_ganloss : -487.953073 ∣ generator_nllloss : 5199.573242 ∣ generator_ganloss : 950.799561 ∣  [  std_z : 1.01  real_sub_fake : 2210.84 ]
[  epoch 0009/0040] 2690/4800, lr:1.0e-04 ∣ avg_100 : 31552.340376 ∣ critic_nllloss : 26118.276562 ∣ critic_ganloss : -459.131183 ∣ generator_nllloss : 5232.097656 ∣ generator_ganloss : 902.343359 ∣  [  std_z : 0.99  real_sub_fake : 1616.88 ]
[  epoch 0009/0040] 2700/4800, lr:1.0e-04 ∣ avg_100 : 31549.093576 ∣ critic_nllloss : 25932.050977 ∣ critic_ganloss : -502.335391 ∣ generator_nllloss : 5186.193164 ∣ generator_ganloss : 886.544043 ∣  [  std_z : 0.98  real_sub_fake : 1721.68 ]
[  epoch 0009/0040] 2710/4800, lr:1.0e-04 ∣ avg_100 : 31549.376418 ∣ critic_nllloss : 26078.477734 ∣ critic_ganloss : -481.686386 ∣ generator_nllloss : 5227.743164 ∣ generator_ganloss : 885.759473 ∣  [  std_z : 0.98  real_sub_fake : 2034.03 ]
[  epoch 0009/0040] 2720/4800, lr:1.0e-04 ∣ avg_100 : 31550.798212 ∣ critic_nllloss : 26124.325977 ∣ critic_ganloss : -580.029468 ∣ generator_nllloss : 5261.412500 ∣ generator_ganloss : 909.260791 ∣  [  std_z : 1.00  real_sub_fake : 1829.74 ]
[  epoch 0009/0040] 2730/4800, lr:1.0e-04 ∣ avg_100 : 31552.757065 ∣ critic_nllloss : 26020.018750 ∣ critic_ganloss : -435.236087 ∣ generator_nllloss : 5221.475195 ∣ generator_ganloss : 890.627002 ∣  [  std_z : 0.99  real_sub_fake : 2095.77 ]
[  epoch 0009/0040] 2740/4800, lr:1.0e-04 ∣ avg_100 : 31550.719814 ∣ critic_nllloss : 25965.687500 ∣ critic_ganloss : -458.174063 ∣ generator_nllloss : 5236.568945 ∣ generator_ganloss : 847.513281 ∣  [  std_z : 0.99  real_sub_fake : 1574.13 ]
[  epoch 0009/0040] 2750/4800, lr:1.0e-04 ∣ avg_100 : 31550.746974 ∣ critic_nllloss : 25981.984375 ∣ critic_ganloss : -394.480051 ∣ generator_nllloss : 5146.050000 ∣ generator_ganloss : 848.160986 ∣  [  std_z : 0.99  real_sub_fake : 1609.68 ]
[  epoch 0009/0040] 2760/4800, lr:1.0e-04 ∣ avg_100 : 31547.789817 ∣ critic_nllloss : 26104.671484 ∣ critic_ganloss : -520.031775 ∣ generator_nllloss : 5190.086328 ∣ generator_ganloss : 806.370190 ∣  [  std_z : 1.00  real_sub_fake : 1969.91 ]
[  epoch 0009/0040] 2770/4800, lr:1.0e-04 ∣ avg_100 : 31548.754573 ∣ critic_nllloss : 26048.579883 ∣ critic_ganloss : -580.812732 ∣ generator_nllloss : 5225.660352 ∣ generator_ganloss : 829.194482 ∣  [  std_z : 0.99  real_sub_fake : 2208.75 ]
[  epoch 0009/0040] 2780/4800, lr:1.0e-04 ∣ avg_100 : 31548.944388 ∣ critic_nllloss : 25899.942969 ∣ critic_ganloss : -431.071057 ∣ generator_nllloss : 5105.438867 ∣ generator_ganloss : 805.024365 ∣  [  std_z : 0.99  real_sub_fake : 2158.75 ]
[  epoch 0009/0040] 2790/4800, lr:1.0e-04 ∣ avg_100 : 31551.079492 ∣ critic_nllloss : 25861.583203 ∣ critic_ganloss : -432.300052 ∣ generator_nllloss : 5121.441016 ∣ generator_ganloss : 777.241577 ∣  [  std_z : 1.00  real_sub_fake : 1256.08 ]
[  epoch 0009/0040] 2800/4800, lr:1.0e-04 ∣ avg_100 : 31550.393139 ∣ critic_nllloss : 25997.338281 ∣ critic_ganloss : -432.176282 ∣ generator_nllloss : 5274.158984 ∣ generator_ganloss : 718.636719 ∣  [  std_z : 1.00  real_sub_fake : 1706.42 ]
[  epoch 0009/0040] 2810/4800, lr:1.0e-04 ∣ avg_100 : 31552.767882 ∣ critic_nllloss : 26032.647852 ∣ critic_ganloss : -459.647217 ∣ generator_nllloss : 5157.751758 ∣ generator_ganloss : 724.992407 ∣  [  std_z : 0.98  real_sub_fake : 1508.93 ]
[  epoch 0009/0040] 2820/4800, lr:1.0e-04 ∣ avg_100 : 31557.164500 ∣ critic_nllloss : 26221.152930 ∣ critic_ganloss : -503.918152 ∣ generator_nllloss : 5367.557422 ∣ generator_ganloss : 712.431348 ∣  [  std_z : 0.98  real_sub_fake : 1959.72 ]
[  epoch 0009/0040] 2830/4800, lr:1.0e-04 ∣ avg_100 : 31559.135178 ∣ critic_nllloss : 26021.663867 ∣ critic_ganloss : -554.725262 ∣ generator_nllloss : 5203.762109 ∣ generator_ganloss : 727.163452 ∣  [  std_z : 0.99  real_sub_fake : 2234.59 ]
[  epoch 0009/0040] 2840/4800, lr:1.0e-04 ∣ avg_100 : 31565.155607 ∣ critic_nllloss : 26186.516992 ∣ critic_ganloss : -433.370523 ∣ generator_nllloss : 5311.903906 ∣ generator_ganloss : 807.891040 ∣  [  std_z : 1.00  real_sub_fake : 1833.87 ]
[  epoch 0009/0040] 2850/4800, lr:1.0e-04 ∣ avg_100 : 31571.824678 ∣ critic_nllloss : 26230.890625 ∣ critic_ganloss : -261.400404 ∣ generator_nllloss : 5308.851758 ∣ generator_ganloss : 829.295654 ∣  [  std_z : 0.99  real_sub_fake : 856.11 ]
[  epoch 0009/0040] 2860/4800, lr:1.0e-04 ∣ avg_100 : 31571.784670 ∣ critic_nllloss : 25917.523828 ∣ critic_ganloss : -392.135779 ∣ generator_nllloss : 5231.028320 ∣ generator_ganloss : 759.851318 ∣  [  std_z : 0.98  real_sub_fake : 1283.76 ]
[  epoch 0009/0040] 2870/4800, lr:1.0e-04 ∣ avg_100 : 31572.841026 ∣ critic_nllloss : 25929.906445 ∣ critic_ganloss : -502.573270 ∣ generator_nllloss : 5177.694531 ∣ generator_ganloss : 787.109692 ∣  [  std_z : 0.98  real_sub_fake : 1902.50 ]
[  epoch 0009/0040] 2880/4800, lr:1.0e-04 ∣ avg_100 : 31572.971339 ∣ critic_nllloss : 25971.220313 ∣ critic_ganloss : -458.125342 ∣ generator_nllloss : 5116.568164 ∣ generator_ganloss : 842.042627 ∣  [  std_z : 1.01  real_sub_fake : 1839.78 ]
[  epoch 0009/0040] 2890/4800, lr:1.0e-04 ∣ avg_100 : 31577.501146 ∣ critic_nllloss : 25908.118359 ∣ critic_ganloss : -295.936429 ∣ generator_nllloss : 5208.552539 ∣ generator_ganloss : 827.976807 ∣  [  std_z : 1.00  real_sub_fake : 1090.88 ]
[  epoch 0009/0040] 2900/4800, lr:1.0e-04 ∣ avg_100 : 31579.553929 ∣ critic_nllloss : 26068.279102 ∣ critic_ganloss : -346.525958 ∣ generator_nllloss : 5186.198242 ∣ generator_ganloss : 824.396631 ∣  [  std_z : 0.99  real_sub_fake : 1196.75 ]
[  epoch 0009/0040] 2910/4800, lr:1.0e-04 ∣ avg_100 : 31582.437490 ∣ critic_nllloss : 26128.716016 ∣ critic_ganloss : -480.957916 ∣ generator_nllloss : 5232.545117 ∣ generator_ganloss : 870.678418 ∣  [  std_z : 0.98  real_sub_fake : 1790.31 ]
[  epoch 0009/0040] 2920/4800, lr:1.0e-04 ∣ avg_100 : 31582.198094 ∣ critic_nllloss : 25959.584766 ∣ critic_ganloss : -499.375290 ∣ generator_nllloss : 5133.459570 ∣ generator_ganloss : 982.856641 ∣  [  std_z : 0.99  real_sub_fake : 2021.11 ]
[  epoch 0009/0040] 2930/4800, lr:1.0e-04 ∣ avg_100 : 31586.966077 ∣ critic_nllloss : 26077.098438 ∣ critic_ganloss : -482.148117 ∣ generator_nllloss : 5150.695312 ∣ generator_ganloss : 1034.518115 ∣     [  std_z : 1.00  real_sub_fake : 1611.34 ]
[  epoch 0009/0040] 2940/4800, lr:1.0e-04 ∣ avg_100 : 31589.818114 ∣ critic_nllloss : 25936.734375 ∣ critic_ganloss : -449.797705 ∣ generator_nllloss : 5077.839063 ∣ generator_ganloss : 1024.573682 ∣     [  std_z : 1.01  real_sub_fake : 1940.57 ]
[  epoch 0009/0040] 2950/4800, lr:1.0e-04 ∣ avg_100 : 31592.682716 ∣ critic_nllloss : 25984.305078 ∣ critic_ganloss : -453.104538 ∣ generator_nllloss : 5267.707422 ∣ generator_ganloss : 1041.904687 ∣     [  std_z : 0.98  real_sub_fake : 1785.54 ]
[  epoch 0009/0040] 2960/4800, lr:1.0e-04 ∣ avg_100 : 31593.862717 ∣ critic_nllloss : 25969.010547 ∣ critic_ganloss : -495.500232 ∣ generator_nllloss : 5316.860156 ∣ generator_ganloss : 1002.736328 ∣     [  std_z : 0.98  real_sub_fake : 1700.94 ]
[  epoch 0009/0040] 2970/4800, lr:1.0e-04 ∣ avg_100 : 31593.906530 ∣ critic_nllloss : 25812.420312 ∣ critic_ganloss : -289.471547 ∣ generator_nllloss : 5117.038672 ∣ generator_ganloss : 954.833350 ∣  [  std_z : 0.99  real_sub_fake : 1549.16 ]
[  epoch 0009/0040] 2980/4800, lr:1.0e-04 ∣ avg_100 : 31594.089937 ∣ critic_nllloss : 25966.598047 ∣ critic_ganloss : -382.025012 ∣ generator_nllloss : 5191.311914 ∣ generator_ganloss : 909.281738 ∣  [  std_z : 1.01  real_sub_fake : 1173.48 ]
[  epoch 0009/0040] 2990/4800, lr:1.0e-04 ∣ avg_100 : 31596.904590 ∣ critic_nllloss : 26065.769531 ∣ critic_ganloss : -544.228503 ∣ generator_nllloss : 5245.622266 ∣ generator_ganloss : 871.576563 ∣  [  std_z : 0.99  real_sub_fake : 1930.95 ]
[  epoch 0009/0040] 3000/4800, lr:1.0e-04 ∣ avg_100 : 31594.890544 ∣ critic_nllloss : 25824.452539 ∣ critic_ganloss : -547.263397 ∣ generator_nllloss : 5131.425000 ∣ generator_ganloss : 964.419580 ∣  [  std_z : 0.98  real_sub_fake : 2069.81 ]
[  epoch 0009/0040] 3010/4800, lr:1.0e-04 ∣ avg_100 : 31599.277448 ∣ critic_nllloss : 26047.623047 ∣ critic_ganloss : -460.934711 ∣ generator_nllloss : 5267.250781 ∣ generator_ganloss : 1020.412158 ∣     [  std_z : 0.99  real_sub_fake : 1972.05 ]
[  epoch 0009/0040] 3020/4800, lr:1.0e-04 ∣ avg_100 : 31594.533601 ∣ critic_nllloss : 25802.981641 ∣ critic_ganloss : -582.069354 ∣ generator_nllloss : 5057.724023 ∣ generator_ganloss : 981.236816 ∣  [  std_z : 1.00  real_sub_fake : 1960.99 ]
[  epoch 0009/0040] 3030/4800, lr:1.0e-04 ∣ avg_100 : 31594.359598 ∣ critic_nllloss : 25853.979883 ∣ critic_ganloss : -495.823273 ∣ generator_nllloss : 5259.117773 ∣ generator_ganloss : 934.656836 ∣  [  std_z : 0.99  real_sub_fake : 2129.20 ]
[  epoch 0009/0040] 3040/4800, lr:1.0e-04 ∣ avg_100 : 31596.233776 ∣ critic_nllloss : 25992.396289 ∣ critic_ganloss : -492.327188 ∣ generator_nllloss : 5227.081836 ∣ generator_ganloss : 938.999902 ∣  [  std_z : 0.99  real_sub_fake : 1977.00 ]
[  epoch 0009/0040] 3050/4800, lr:1.0e-04 ∣ avg_100 : 31594.073235 ∣ critic_nllloss : 25854.660352 ∣ critic_ganloss : -468.436649 ∣ generator_nllloss : 5148.138281 ∣ generator_ganloss : 881.952686 ∣  [  std_z : 0.97  real_sub_fake : 1730.64 ]
[  epoch 0009/0040] 3060/4800, lr:1.0e-04 ∣ avg_100 : 31592.680945 ∣ critic_nllloss : 26022.273828 ∣ critic_ganloss : -531.899094 ∣ generator_nllloss : 5181.595117 ∣ generator_ganloss : 883.360547 ∣  [  std_z : 0.99  real_sub_fake : 1855.19 ]
[  epoch 0009/0040] 3070/4800, lr:1.0e-04 ∣ avg_100 : 31588.794800 ∣ critic_nllloss : 26018.387305 ∣ critic_ganloss : -492.265240 ∣ generator_nllloss : 5202.975391 ∣ generator_ganloss : 920.777881 ∣  [  std_z : 1.00  real_sub_fake : 2056.78 ]
[  epoch 0009/0040] 3080/4800, lr:1.0e-04 ∣ avg_100 : 31589.531361 ∣ critic_nllloss : 26105.403125 ∣ critic_ganloss : -549.471967 ∣ generator_nllloss : 5207.530273 ∣ generator_ganloss : 896.567432 ∣  [  std_z : 0.99  real_sub_fake : 2206.99 ]
[  epoch 0009/0040] 3090/4800, lr:1.0e-04 ∣ avg_100 : 31594.331729 ∣ critic_nllloss : 26222.531055 ∣ critic_ganloss : -589.724573 ∣ generator_nllloss : 5243.092773 ∣ generator_ganloss : 915.477051 ∣  [  std_z : 0.98  real_sub_fake : 1932.05 ]
[  epoch 0009/0040] 3100/4800, lr:1.0e-04 ∣ avg_100 : 31593.822236 ∣ critic_nllloss : 25878.126172 ∣ critic_ganloss : -451.205795 ∣ generator_nllloss : 5193.390625 ∣ generator_ganloss : 892.790674 ∣  [  std_z : 0.99  real_sub_fake : 1839.23 ]
[  epoch 0009/0040] 3110/4800, lr:1.0e-04 ∣ avg_100 : 31595.161034 ∣ critic_nllloss : 26023.861133 ∣ critic_ganloss : -459.757477 ∣ generator_nllloss : 5223.363086 ∣ generator_ganloss : 914.875635 ∣  [  std_z : 0.99  real_sub_fake : 1836.03 ]
[  epoch 0009/0040] 3120/4800, lr:1.0e-04 ∣ avg_100 : 31594.038866 ∣ critic_nllloss : 25995.915430 ∣ critic_ganloss : -435.588617 ∣ generator_nllloss : 5143.409180 ∣ generator_ganloss : 934.839160 ∣  [  std_z : 0.98  real_sub_fake : 1696.64 ]
[  epoch 0009/0040] 3130/4800, lr:1.0e-04 ∣ avg_100 : 31594.771962 ∣ critic_nllloss : 26019.456836 ∣ critic_ganloss : -584.997540 ∣ generator_nllloss : 5234.195508 ∣ generator_ganloss : 899.149219 ∣  [  std_z : 1.00  real_sub_fake : 2102.99 ]
[  epoch 0009/0040] 3140/4800, lr:1.0e-04 ∣ avg_100 : 31594.849250 ∣ critic_nllloss : 26096.591016 ∣ critic_ganloss : -487.999850 ∣ generator_nllloss : 5223.916797 ∣ generator_ganloss : 904.631445 ∣  [  std_z : 1.01  real_sub_fake : 2004.76 ]
[  epoch 0009/0040] 3150/4800, lr:1.0e-04 ∣ avg_100 : 31591.020965 ∣ critic_nllloss : 25843.809961 ∣ critic_ganloss : -360.116718 ∣ generator_nllloss : 5045.813086 ∣ generator_ganloss : 918.084961 ∣  [  std_z : 0.99  real_sub_fake : 1483.02 ]
[  epoch 0009/0040] 3160/4800, lr:1.0e-04 ∣ avg_100 : 31586.221278 ∣ critic_nllloss : 25775.547656 ∣ critic_ganloss : -382.637039 ∣ generator_nllloss : 5254.312500 ∣ generator_ganloss : 914.532959 ∣  [  std_z : 0.99  real_sub_fake : 1339.97 ]
[  epoch 0009/0040] 3170/4800, lr:1.0e-04 ∣ avg_100 : 31583.231429 ∣ critic_nllloss : 26010.797266 ∣ critic_ganloss : -413.468585 ∣ generator_nllloss : 5176.536719 ∣ generator_ganloss : 899.257910 ∣  [  std_z : 0.98  real_sub_fake : 1551.09 ]
[  epoch 0009/0040] 3180/4800, lr:1.0e-04 ∣ avg_100 : 31582.198775 ∣ critic_nllloss : 26066.928711 ∣ critic_ganloss : -635.449622 ∣ generator_nllloss : 5300.424219 ∣ generator_ganloss : 890.669531 ∣  [  std_z : 0.98  real_sub_fake : 2026.67 ]
[  epoch 0009/0040] 3190/4800, lr:1.0e-04 ∣ avg_100 : 31585.435705 ∣ critic_nllloss : 26018.499023 ∣ critic_ganloss : -386.299948 ∣ generator_nllloss : 5211.492578 ∣ generator_ganloss : 853.669678 ∣  [  std_z : 0.98  real_sub_fake : 2125.94 ]
[  epoch 0009/0040] 3200/4800, lr:1.0e-04 ∣ avg_100 : 31581.580869 ∣ critic_nllloss : 25769.035156 ∣ critic_ganloss : -390.803955 ∣ generator_nllloss : 5102.123828 ∣ generator_ganloss : 854.385107 ∣  [  std_z : 1.01  real_sub_fake : 1199.11 ]
[  epoch 0009/0040] 3210/4800, lr:1.0e-04 ∣ avg_100 : 31579.791137 ∣ critic_nllloss : 25816.967578 ∣ critic_ganloss : -482.027930 ∣ generator_nllloss : 5164.361328 ∣ generator_ganloss : 850.451758 ∣  [  std_z : 1.00  real_sub_fake : 1675.72 ]
[  epoch 0009/0040] 3220/4800, lr:1.0e-04 ∣ avg_100 : 31584.521571 ∣ critic_nllloss : 26111.500391 ∣ critic_ganloss : -464.450720 ∣ generator_nllloss : 5252.370703 ∣ generator_ganloss : 867.643457 ∣  [  std_z : 0.97  real_sub_fake : 2300.88 ]
[  epoch 0009/0040] 3230/4800, lr:1.0e-04 ∣ avg_100 : 31591.060791 ∣ critic_nllloss : 26045.010742 ∣ critic_ganloss : -324.473471 ∣ generator_nllloss : 5296.372266 ∣ generator_ganloss : 912.562842 ∣  [  std_z : 0.97  real_sub_fake : 1197.42 ]
[  epoch 0009/0040] 3240/4800, lr:1.0e-04 ∣ avg_100 : 31592.056342 ∣ critic_nllloss : 25982.269727 ∣ critic_ganloss : -333.517743 ∣ generator_nllloss : 5155.923047 ∣ generator_ganloss : 802.618408 ∣  [  std_z : 1.01  real_sub_fake : 1009.98 ]
[  epoch 0009/0040] 3250/4800, lr:1.0e-04 ∣ avg_100 : 31594.498950 ∣ critic_nllloss : 25864.139648 ∣ critic_ganloss : -425.342218 ∣ generator_nllloss : 5148.869727 ∣ generator_ganloss : 794.812012 ∣  [  std_z : 1.01  real_sub_fake : 1609.16 ]
[  epoch 0009/0040] 3260/4800, lr:1.0e-04 ∣ avg_100 : 31598.691980 ∣ critic_nllloss : 26054.959180 ∣ critic_ganloss : -581.597018 ∣ generator_nllloss : 5220.282812 ∣ generator_ganloss : 817.587500 ∣  [  std_z : 0.99  real_sub_fake : 1957.65 ]
[  epoch 0009/0040] 3270/4800, lr:1.0e-04 ∣ avg_100 : 31598.488084 ∣ critic_nllloss : 25976.968750 ∣ critic_ganloss : -416.156143 ∣ generator_nllloss : 5129.189062 ∣ generator_ganloss : 801.721021 ∣  [  std_z : 0.98  real_sub_fake : 2068.74 ]
[  epoch 0009/0040] 3280/4800, lr:1.0e-04 ∣ avg_100 : 31596.982932 ∣ critic_nllloss : 25954.628320 ∣ critic_ganloss : -377.848984 ∣ generator_nllloss : 5228.888867 ∣ generator_ganloss : 810.224829 ∣  [  std_z : 1.00  real_sub_fake : 1301.33 ]
[  epoch 0009/0040] 3290/4800, lr:1.0e-04 ∣ avg_100 : 31595.183920 ∣ critic_nllloss : 26040.191406 ∣ critic_ganloss : -444.969531 ∣ generator_nllloss : 5224.788281 ∣ generator_ganloss : 723.455981 ∣  [  std_z : 1.00  real_sub_fake : 1646.68 ]
[  epoch 0009/0040] 3300/4800, lr:1.0e-04 ∣ avg_100 : 31590.318104 ∣ critic_nllloss : 26043.080273 ∣ critic_ganloss : -535.920862 ∣ generator_nllloss : 5261.371094 ∣ generator_ganloss : 754.217822 ∣  [  std_z : 0.99  real_sub_fake : 2031.38 ]
[  epoch 0009/0040] 3310/4800, lr:1.0e-04 ∣ avg_100 : 31589.494899 ∣ critic_nllloss : 26177.409961 ∣ critic_ganloss : -546.023779 ∣ generator_nllloss : 5219.595703 ∣ generator_ganloss : 772.851855 ∣  [  std_z : 0.98  real_sub_fake : 2000.69 ]
[  epoch 0009/0040] 3320/4800, lr:1.0e-04 ∣ avg_100 : 31586.887769 ∣ critic_nllloss : 26068.444336 ∣ critic_ganloss : -541.690842 ∣ generator_nllloss : 5228.771094 ∣ generator_ganloss : 788.038550 ∣  [  std_z : 0.99  real_sub_fake : 1909.39 ]
[  epoch 0009/0040] 3330/4800, lr:1.0e-04 ∣ avg_100 : 31583.330954 ∣ critic_nllloss : 26076.382031 ∣ critic_ganloss : -441.583850 ∣ generator_nllloss : 5217.187695 ∣ generator_ganloss : 788.158716 ∣  [  std_z : 1.00  real_sub_fake : 1921.04 ]
[  epoch 0009/0040] 3340/4800, lr:1.0e-04 ∣ avg_100 : 31585.824012 ∣ critic_nllloss : 26081.347852 ∣ critic_ganloss : -430.392679 ∣ generator_nllloss : 5131.880469 ∣ generator_ganloss : 784.028931 ∣  [  std_z : 0.99  real_sub_fake : 1624.13 ]
[  epoch 0009/0040] 3350/4800, lr:1.0e-04 ∣ avg_100 : 31585.387648 ∣ critic_nllloss : 25952.037109 ∣ critic_ganloss : -498.006094 ∣ generator_nllloss : 5256.633984 ∣ generator_ganloss : 800.888110 ∣  [  std_z : 0.97  real_sub_fake : 1872.10 ]
[  epoch 0009/0040] 3360/4800, lr:1.0e-04 ∣ avg_100 : 31582.036171 ∣ critic_nllloss : 25801.674609 ∣ critic_ganloss : -487.776987 ∣ generator_nllloss : 5112.554492 ∣ generator_ganloss : 796.495361 ∣  [  std_z : 0.98  real_sub_fake : 1661.07 ]
[  epoch 0009/0040] 3370/4800, lr:1.0e-04 ∣ avg_100 : 31584.901992 ∣ critic_nllloss : 26240.908398 ∣ critic_ganloss : -400.973965 ∣ generator_nllloss : 5203.466602 ∣ generator_ganloss : 878.866113 ∣  [  std_z : 1.01  real_sub_fake : 2064.86 ]
[  epoch 0009/0040] 3380/4800, lr:1.0e-04 ∣ avg_100 : 31586.735769 ∣ critic_nllloss : 26082.648828 ∣ critic_ganloss : -300.034818 ∣ generator_nllloss : 5224.731641 ∣ generator_ganloss : 931.165723 ∣  [  std_z : 1.01  real_sub_fake : 970.52 ]
[  epoch 0009/0040] 3390/4800, lr:1.0e-04 ∣ avg_100 : 31591.909849 ∣ critic_nllloss : 26246.987891 ∣ critic_ganloss : -407.185410 ∣ generator_nllloss : 5195.925781 ∣ generator_ganloss : 878.539551 ∣  [  std_z : 0.99  real_sub_fake : 1275.38 ]
[  epoch 0009/0040] 3400/4800, lr:1.0e-04 ∣ avg_100 : 31592.994109 ∣ critic_nllloss : 26184.487500 ∣ critic_ganloss : -505.774011 ∣ generator_nllloss : 5183.978320 ∣ generator_ganloss : 843.544775 ∣  [  std_z : 0.97  real_sub_fake : 2052.62 ]
[  epoch 0009/0040] 3410/4800, lr:1.0e-04 ∣ avg_100 : 31598.718328 ∣ critic_nllloss : 26227.238086 ∣ critic_ganloss : -458.022598 ∣ generator_nllloss : 5201.042578 ∣ generator_ganloss : 877.816455 ∣  [  std_z : 0.99  real_sub_fake : 1991.90 ]
[  epoch 0009/0040] 3420/4800, lr:1.0e-04 ∣ avg_100 : 31602.214427 ∣ critic_nllloss : 26246.189063 ∣ critic_ganloss : -489.841199 ∣ generator_nllloss : 5218.474805 ∣ generator_ganloss : 807.764233 ∣  [  std_z : 1.01  real_sub_fake : 1801.79 ]
[  epoch 0009/0040] 3430/4800, lr:1.0e-04 ∣ avg_100 : 31605.809323 ∣ critic_nllloss : 26184.762891 ∣ critic_ganloss : -447.086536 ∣ generator_nllloss : 5295.238281 ∣ generator_ganloss : 861.642480 ∣  [  std_z : 1.00  real_sub_fake : 1699.55 ]
[  epoch 0009/0040] 3440/4800, lr:1.0e-04 ∣ avg_100 : 31608.447605 ∣ critic_nllloss : 26046.057227 ∣ critic_ganloss : -481.730414 ∣ generator_nllloss : 5211.347656 ∣ generator_ganloss : 856.833398 ∣  [  std_z : 0.99  real_sub_fake : 1902.28 ]
[  epoch 0009/0040] 3450/4800, lr:1.0e-04 ∣ avg_100 : 31606.744874 ∣ critic_nllloss : 25857.773242 ∣ critic_ganloss : -490.552417 ∣ generator_nllloss : 5110.257422 ∣ generator_ganloss : 858.637939 ∣  [  std_z : 0.99  real_sub_fake : 1650.27 ]
[  epoch 0009/0040] 3460/4800, lr:1.0e-04 ∣ avg_100 : 31614.180617 ∣ critic_nllloss : 26107.845117 ∣ critic_ganloss : -413.696814 ∣ generator_nllloss : 5262.829687 ∣ generator_ganloss : 813.908398 ∣  [  std_z : 1.00  real_sub_fake : 1784.58 ]
[  epoch 0009/0040] 3470/4800, lr:1.0e-04 ∣ avg_100 : 31615.571600 ∣ critic_nllloss : 25907.365234 ∣ critic_ganloss : -465.369516 ∣ generator_nllloss : 5188.461719 ∣ generator_ganloss : 804.835425 ∣  [  std_z : 1.00  real_sub_fake : 1536.09 ]
[  epoch 0009/0040] 3480/4800, lr:1.0e-04 ∣ avg_100 : 31614.943950 ∣ critic_nllloss : 25923.159766 ∣ critic_ganloss : -469.902808 ∣ generator_nllloss : 5161.933594 ∣ generator_ganloss : 829.872168 ∣  [  std_z : 0.99  real_sub_fake : 2052.33 ]
[  epoch 0009/0040] 3490/4800, lr:1.0e-04 ∣ avg_100 : 31614.016652 ∣ critic_nllloss : 25838.616992 ∣ critic_ganloss : -372.081580 ∣ generator_nllloss : 5126.195508 ∣ generator_ganloss : 782.429150 ∣  [  std_z : 0.98  real_sub_fake : 1264.79 ]
[  epoch 0009/0040] 3500/4800, lr:1.0e-04 ∣ avg_100 : 31609.135257 ∣ critic_nllloss : 25875.007031 ∣ critic_ganloss : -450.027328 ∣ generator_nllloss : 5174.384375 ∣ generator_ganloss : 779.750146 ∣  [  std_z : 0.99  real_sub_fake : 1588.07 ]
[  epoch 0009/0040] 3510/4800, lr:1.0e-04 ∣ avg_100 : 31608.806776 ∣ critic_nllloss : 26008.386523 ∣ critic_ganloss : -433.913168 ∣ generator_nllloss : 5240.748828 ∣ generator_ganloss : 844.165137 ∣  [  std_z : 1.01  real_sub_fake : 1783.36 ]
[  epoch 0009/0040] 3520/4800, lr:1.0e-04 ∣ avg_100 : 31608.734899 ∣ critic_nllloss : 26023.097852 ∣ critic_ganloss : -389.739734 ∣ generator_nllloss : 5096.395703 ∣ generator_ganloss : 797.568848 ∣  [  std_z : 1.00  real_sub_fake : 1491.94 ]
[  epoch 0009/0040] 3530/4800, lr:1.0e-04 ∣ avg_100 : 31608.216288 ∣ critic_nllloss : 26073.017578 ∣ critic_ganloss : -406.755069 ∣ generator_nllloss : 5243.171094 ∣ generator_ganloss : 774.751855 ∣  [  std_z : 0.98  real_sub_fake : 1705.69 ]
[  epoch 0009/0040] 3540/4800, lr:1.0e-04 ∣ avg_100 : 31605.973277 ∣ critic_nllloss : 25871.657031 ∣ critic_ganloss : -554.482361 ∣ generator_nllloss : 5212.614062 ∣ generator_ganloss : 777.561621 ∣  [  std_z : 0.97  real_sub_fake : 1776.38 ]
[  epoch 0009/0040] 3550/4800, lr:1.0e-04 ∣ avg_100 : 31604.640966 ∣ critic_nllloss : 26188.261523 ∣ critic_ganloss : -571.207111 ∣ generator_nllloss : 5202.800977 ∣ generator_ganloss : 792.645410 ∣  [  std_z : 1.00  real_sub_fake : 2319.19 ]
[  epoch 0009/0040] 3560/4800, lr:1.0e-04 ∣ avg_100 : 31607.419430 ∣ critic_nllloss : 26096.018555 ∣ critic_ganloss : -341.485080 ∣ generator_nllloss : 5289.374414 ∣ generator_ganloss : 796.597974 ∣  [  std_z : 1.00  real_sub_fake : 1404.60 ]
[  epoch 0009/0040] 3570/4800, lr:1.0e-04 ∣ avg_100 : 31612.934492 ∣ critic_nllloss : 25932.619922 ∣ critic_ganloss : -239.611272 ∣ generator_nllloss : 5289.866016 ∣ generator_ganloss : 777.162866 ∣  [  std_z : 0.99  real_sub_fake : 683.63 ]
[  epoch 0009/0040] 3580/4800, lr:1.0e-04 ∣ avg_100 : 31612.602534 ∣ critic_nllloss : 25979.275586 ∣ critic_ganloss : -322.103442 ∣ generator_nllloss : 5238.681836 ∣ generator_ganloss : 759.701025 ∣  [  std_z : 0.98  real_sub_fake : 1155.65 ]
[  epoch 0009/0040] 3590/4800, lr:1.0e-04 ∣ avg_100 : 31612.800998 ∣ critic_nllloss : 26018.939063 ∣ critic_ganloss : -296.355029 ∣ generator_nllloss : 5171.713672 ∣ generator_ganloss : 786.400391 ∣  [  std_z : 1.00  real_sub_fake : 1476.21 ]
[  epoch 0009/0040] 3600/4800, lr:1.0e-04 ∣ avg_100 : 31618.963844 ∣ critic_nllloss : 26154.335742 ∣ critic_ganloss : -364.256848 ∣ generator_nllloss : 5274.405469 ∣ generator_ganloss : 710.883398 ∣  [  std_z : 1.00  real_sub_fake : 1209.78 ]
[  epoch 0009/0040] 3610/4800, lr:1.0e-04 ∣ avg_100 : 31616.224358 ∣ critic_nllloss : 25949.432227 ∣ critic_ganloss : -402.034821 ∣ generator_nllloss : 5220.594922 ∣ generator_ganloss : 711.064771 ∣  [  std_z : 0.98  real_sub_fake : 1447.80 ]
[  epoch 0009/0040] 3620/4800, lr:1.0e-04 ∣ avg_100 : 31612.584658 ∣ critic_nllloss : 25980.154492 ∣ critic_ganloss : -459.732010 ∣ generator_nllloss : 5187.548242 ∣ generator_ganloss : 747.115088 ∣  [  std_z : 0.98  real_sub_fake : 1713.82 ]
[  epoch 0009/0040] 3630/4800, lr:1.0e-04 ∣ avg_100 : 31614.393208 ∣ critic_nllloss : 25898.217187 ∣ critic_ganloss : -390.721680 ∣ generator_nllloss : 5168.470898 ∣ generator_ganloss : 750.741895 ∣  [  std_z : 1.01  real_sub_fake : 1513.97 ]
[  epoch 0009/0040] 3640/4800, lr:1.0e-04 ∣ avg_100 : 31609.233234 ∣ critic_nllloss : 25868.123828 ∣ critic_ganloss : -471.573303 ∣ generator_nllloss : 5156.381445 ∣ generator_ganloss : 776.120215 ∣  [  std_z : 1.00  real_sub_fake : 1722.85 ]
[  epoch 0009/0040] 3650/4800, lr:1.0e-04 ∣ avg_100 : 31607.280672 ∣ critic_nllloss : 26055.407617 ∣ critic_ganloss : -404.358905 ∣ generator_nllloss : 5227.699609 ∣ generator_ganloss : 780.242090 ∣  [  std_z : 0.97  real_sub_fake : 1883.87 ]
[  epoch 0009/0040] 3660/4800, lr:1.0e-04 ∣ avg_100 : 31611.338927 ∣ critic_nllloss : 26143.128516 ∣ critic_ganloss : -343.561459 ∣ generator_nllloss : 5263.296680 ∣ generator_ganloss : 799.796167 ∣  [  std_z : 0.98  real_sub_fake : 1237.61 ]
[  epoch 0009/0040] 3670/4800, lr:1.0e-04 ∣ avg_100 : 31609.643007 ∣ critic_nllloss : 25977.410352 ∣ critic_ganloss : -488.064963 ∣ generator_nllloss : 5236.334766 ∣ generator_ganloss : 806.995410 ∣  [  std_z : 0.99  real_sub_fake : 1629.68 ]
[  epoch 0009/0040] 3680/4800, lr:1.0e-04 ∣ avg_100 : 31605.880938 ∣ critic_nllloss : 25842.395898 ∣ critic_ganloss : -590.108636 ∣ generator_nllloss : 5131.072852 ∣ generator_ganloss : 849.822949 ∣  [  std_z : 1.01  real_sub_fake : 2170.03 ]
[  epoch 0009/0040] 3690/4800, lr:1.0e-04 ∣ avg_100 : 31603.070750 ∣ critic_nllloss : 25778.511719 ∣ critic_ganloss : -288.721167 ∣ generator_nllloss : 5117.540820 ∣ generator_ganloss : 905.236279 ∣  [  std_z : 0.99  real_sub_fake : 1674.47 ]
[  epoch 0009/0040] 3700/4800, lr:1.0e-04 ∣ avg_100 : 31605.922420 ∣ critic_nllloss : 26039.737305 ∣ critic_ganloss : -335.151329 ∣ generator_nllloss : 5219.530273 ∣ generator_ganloss : 863.503516 ∣  [  std_z : 0.98  real_sub_fake : 994.62 ]
[  epoch 0009/0040] 3710/4800, lr:1.0e-04 ∣ avg_100 : 31605.429600 ∣ critic_nllloss : 26070.617383 ∣ critic_ganloss : -434.435004 ∣ generator_nllloss : 5180.929492 ∣ generator_ganloss : 843.900098 ∣  [  std_z : 1.00  real_sub_fake : 1258.21 ]
[  epoch 0009/0040] 3720/4800, lr:1.0e-04 ∣ avg_100 : 31603.731634 ∣ critic_nllloss : 25947.809570 ∣ critic_ganloss : -401.815533 ∣ generator_nllloss : 5173.146289 ∣ generator_ganloss : 826.032886 ∣  [  std_z : 1.00  real_sub_fake : 1953.35 ]
[  epoch 0009/0040] 3730/4800, lr:1.0e-04 ∣ avg_100 : 31603.976502 ∣ critic_nllloss : 26034.841406 ∣ critic_ganloss : -432.452548 ∣ generator_nllloss : 5213.276953 ∣ generator_ganloss : 905.705908 ∣  [  std_z : 0.99  real_sub_fake : 1587.56 ]
[  epoch 0009/0040] 3740/4800, lr:1.0e-04 ∣ avg_100 : 31605.047245 ∣ critic_nllloss : 26017.613672 ∣ critic_ganloss : -464.164536 ∣ generator_nllloss : 5248.625391 ∣ generator_ganloss : 896.595410 ∣  [  std_z : 0.98  real_sub_fake : 1542.25 ]
[  epoch 0009/0040] 3750/4800, lr:1.0e-04 ∣ avg_100 : 31605.520919 ∣ critic_nllloss : 25982.750000 ∣ critic_ganloss : -401.949521 ∣ generator_nllloss : 5130.336328 ∣ generator_ganloss : 917.945850 ∣  [  std_z : 1.00  real_sub_fake : 1800.60 ]
[  epoch 0009/0040] 3760/4800, lr:1.0e-04 ∣ avg_100 : 31604.986600 ∣ critic_nllloss : 25984.396875 ∣ critic_ganloss : -527.169366 ∣ generator_nllloss : 5181.035547 ∣ generator_ganloss : 889.401318 ∣  [  std_z : 1.00  real_sub_fake : 1911.23 ]
[  epoch 0009/0040] 3770/4800, lr:1.0e-04 ∣ avg_100 : 31605.179011 ∣ critic_nllloss : 25954.563281 ∣ critic_ganloss : -557.259625 ∣ generator_nllloss : 5233.772852 ∣ generator_ganloss : 910.786523 ∣  [  std_z : 0.99  real_sub_fake : 2107.56 ]
[  epoch 0009/0040] 3780/4800, lr:1.0e-04 ∣ avg_100 : 31608.991916 ∣ critic_nllloss : 26087.982422 ∣ critic_ganloss : -498.996829 ∣ generator_nllloss : 5212.757227 ∣ generator_ganloss : 958.882910 ∣  [  std_z : 0.98  real_sub_fake : 1673.59 ]
[  epoch 0009/0040] 3790/4800, lr:1.0e-04 ∣ avg_100 : 31613.876621 ∣ critic_nllloss : 26017.728516 ∣ critic_ganloss : -378.381177 ∣ generator_nllloss : 5185.609375 ∣ generator_ganloss : 991.479492 ∣  [  std_z : 0.99  real_sub_fake : 1830.86 ]
[  epoch 0009/0040] 3800/4800, lr:1.0e-04 ∣ avg_100 : 31615.923914 ∣ critic_nllloss : 25967.401367 ∣ critic_ganloss : -344.670535 ∣ generator_nllloss : 5151.798437 ∣ generator_ganloss : 988.157715 ∣  [  std_z : 1.01  real_sub_fake : 1210.47 ]
[  epoch 0009/0040] 3810/4800, lr:1.0e-04 ∣ avg_100 : 31618.290287 ∣ critic_nllloss : 26043.920117 ∣ critic_ganloss : -430.389682 ∣ generator_nllloss : 5150.895508 ∣ generator_ganloss : 927.956201 ∣  [  std_z : 1.01  real_sub_fake : 1445.37 ]
[  epoch 0009/0040] 3820/4800, lr:1.0e-04 ∣ avg_100 : 31616.691596 ∣ critic_nllloss : 26036.386523 ∣ critic_ganloss : -520.569131 ∣ generator_nllloss : 5249.923047 ∣ generator_ganloss : 871.614014 ∣  [  std_z : 0.98  real_sub_fake : 2195.20 ]
[  epoch 0009/0040] 3830/4800, lr:1.0e-04 ∣ avg_100 : 31621.328324 ∣ critic_nllloss : 26153.195898 ∣ critic_ganloss : -461.483521 ∣ generator_nllloss : 5232.074023 ∣ generator_ganloss : 937.750488 ∣  [  std_z : 0.97  real_sub_fake : 1928.87 ]
[  epoch 0009/0040] 3840/4800, lr:1.0e-04 ∣ avg_100 : 31623.652673 ∣ critic_nllloss : 26294.532422 ∣ critic_ganloss : -391.191364 ∣ generator_nllloss : 5278.683984 ∣ generator_ganloss : 923.351270 ∣  [  std_z : 0.98  real_sub_fake : 1357.78 ]
[  epoch 0009/0040] 3850/4800, lr:1.0e-04 ∣ avg_100 : 31616.403192 ∣ critic_nllloss : 25902.481641 ∣ critic_ganloss : -524.381857 ∣ generator_nllloss : 5125.319141 ∣ generator_ganloss : 879.270654 ∣  [  std_z : 1.01  real_sub_fake : 1673.34 ]
[  epoch 0009/0040] 3860/4800, lr:1.0e-04 ∣ avg_100 : 31618.818317 ∣ critic_nllloss : 26254.356836 ∣ critic_ganloss : -603.636829 ∣ generator_nllloss : 5235.614648 ∣ generator_ganloss : 871.445557 ∣  [  std_z : 1.01  real_sub_fake : 2550.81 ]
[  epoch 0009/0040] 3870/4800, lr:1.0e-04 ∣ avg_100 : 31618.362764 ∣ critic_nllloss : 25910.284570 ∣ critic_ganloss : -459.683032 ∣ generator_nllloss : 5028.105664 ∣ generator_ganloss : 867.874902 ∣  [  std_z : 0.98  real_sub_fake : 1810.71 ]
[  epoch 0009/0040] 3880/4800, lr:1.0e-04 ∣ avg_100 : 31619.932483 ∣ critic_nllloss : 26005.422070 ∣ critic_ganloss : -485.127344 ∣ generator_nllloss : 5244.121094 ∣ generator_ganloss : 864.261768 ∣  [  std_z : 0.97  real_sub_fake : 1737.35 ]
[  epoch 0009/0040] 3890/4800, lr:1.0e-04 ∣ avg_100 : 31622.982075 ∣ critic_nllloss : 26137.863281 ∣ critic_ganloss : -337.377515 ∣ generator_nllloss : 5266.296484 ∣ generator_ganloss : 886.888232 ∣  [  std_z : 0.99  real_sub_fake : 1432.51 ]
[  epoch 0009/0040] 3900/4800, lr:1.0e-04 ∣ avg_100 : 31620.397980 ∣ critic_nllloss : 25841.089844 ∣ critic_ganloss : -465.626419 ∣ generator_nllloss : 5269.682031 ∣ generator_ganloss : 828.793066 ∣  [  std_z : 1.00  real_sub_fake : 1528.58 ]
[  epoch 0009/0040] 3910/4800, lr:1.0e-04 ∣ avg_100 : 31617.528893 ∣ critic_nllloss : 25861.433789 ∣ critic_ganloss : -471.337314 ∣ generator_nllloss : 5204.376367 ∣ generator_ganloss : 869.600098 ∣  [  std_z : 0.98  real_sub_fake : 1912.68 ]
[  epoch 0009/0040] 3920/4800, lr:1.0e-04 ∣ avg_100 : 31617.892342 ∣ critic_nllloss : 25949.547070 ∣ critic_ganloss : -485.877661 ∣ generator_nllloss : 5273.724609 ∣ generator_ganloss : 875.476562 ∣  [  std_z : 0.98  real_sub_fake : 1821.55 ]
[  epoch 0009/0040] 3930/4800, lr:1.0e-04 ∣ avg_100 : 31616.285842 ∣ critic_nllloss : 25971.084375 ∣ critic_ganloss : -548.381058 ∣ generator_nllloss : 5266.462695 ∣ generator_ganloss : 930.347803 ∣  [  std_z : 0.99  real_sub_fake : 1880.66 ]
[  epoch 0009/0040] 3940/4800, lr:1.0e-04 ∣ avg_100 : 31615.761199 ∣ critic_nllloss : 26006.702930 ∣ critic_ganloss : -496.611713 ∣ generator_nllloss : 5084.447656 ∣ generator_ganloss : 942.346191 ∣  [  std_z : 1.01  real_sub_fake : 2258.23 ]
[  epoch 0009/0040] 3950/4800, lr:1.0e-04 ∣ avg_100 : 31614.023189 ∣ critic_nllloss : 26118.769141 ∣ critic_ganloss : -652.058740 ∣ generator_nllloss : 5234.166211 ∣ generator_ganloss : 966.135059 ∣  [  std_z : 1.00  real_sub_fake : 2072.92 ]
[  epoch 0009/0040] 3960/4800, lr:1.0e-04 ∣ avg_100 : 31613.117216 ∣ critic_nllloss : 25910.637695 ∣ critic_ganloss : -393.700851 ∣ generator_nllloss : 5144.457422 ∣ generator_ganloss : 1041.115234 ∣     [  std_z : 0.97  real_sub_fake : 1681.96 ]
[  epoch 0009/0040] 3970/4800, lr:1.0e-04 ∣ avg_100 : 31613.653458 ∣ critic_nllloss : 25857.971094 ∣ critic_ganloss : -426.931274 ∣ generator_nllloss : 5215.123242 ∣ generator_ganloss : 1002.281885 ∣     [  std_z : 0.97  real_sub_fake : 1931.99 ]
[  epoch 0009/0040] 3980/4800, lr:1.0e-04 ∣ avg_100 : 31615.053406 ∣ critic_nllloss : 25835.750000 ∣ critic_ganloss : -243.578702 ∣ generator_nllloss : 5125.691406 ∣ generator_ganloss : 1107.298779 ∣     [  std_z : 1.00  real_sub_fake : 932.32 ]
[  epoch 0009/0040] 3990/4800, lr:1.0e-04 ∣ avg_100 : 31621.058029 ∣ critic_nllloss : 26141.839062 ∣ critic_ganloss : -181.378865 ∣ generator_nllloss : 5201.759375 ∣ generator_ganloss : 1076.982666 ∣     [  std_z : 1.01  real_sub_fake : 508.67 ]
[  epoch 0009/0040] 4000/4800, lr:1.0e-04 ∣ avg_100 : 31629.210889 ∣ critic_nllloss : 26130.764062 ∣ critic_ganloss : -182.462686 ∣ generator_nllloss : 5263.317773 ∣ generator_ganloss : 976.700537 ∣  [  std_z : 1.00  real_sub_fake : 713.50 ]
[  epoch 0009/0040] 4010/4800, lr:1.0e-04 ∣ avg_100 : 31625.503187 ∣ critic_nllloss : 25710.179102 ∣ critic_ganloss : -279.718459 ∣ generator_nllloss : 5113.850977 ∣ generator_ganloss : 959.269434 ∣  [  std_z : 0.96  real_sub_fake : 818.58 ]
[  epoch 0009/0040] 4020/4800, lr:1.0e-04 ∣ avg_100 : 31631.909442 ∣ critic_nllloss : 26130.472656 ∣ critic_ganloss : -379.011276 ∣ generator_nllloss : 5230.477930 ∣ generator_ganloss : 918.559277 ∣  [  std_z : 0.99  real_sub_fake : 1262.28 ]
[  epoch 0009/0040] 4030/4800, lr:1.0e-04 ∣ avg_100 : 31634.287604 ∣ critic_nllloss : 26002.141211 ∣ critic_ganloss : -257.578445 ∣ generator_nllloss : 5115.628125 ∣ generator_ganloss : 929.556543 ∣  [  std_z : 1.01  real_sub_fake : 1375.50 ]
[  epoch 0009/0040] 4040/4800, lr:1.0e-04 ∣ avg_100 : 31635.195599 ∣ critic_nllloss : 25924.698242 ∣ critic_ganloss : -298.302272 ∣ generator_nllloss : 5156.627930 ∣ generator_ganloss : 973.926514 ∣  [  std_z : 1.00  real_sub_fake : 1036.80 ]
[  epoch 0009/0040] 4050/4800, lr:1.0e-04 ∣ avg_100 : 31643.532409 ∣ critic_nllloss : 26304.424805 ∣ critic_ganloss : -291.015701 ∣ generator_nllloss : 5258.989648 ∣ generator_ganloss : 977.596924 ∣  [  std_z : 0.97  real_sub_fake : 1177.61 ]
[  epoch 0009/0040] 4060/4800, lr:1.0e-04 ∣ avg_100 : 31643.947682 ∣ critic_nllloss : 25758.314453 ∣ critic_ganloss : -351.925891 ∣ generator_nllloss : 5216.946484 ∣ generator_ganloss : 973.522607 ∣  [  std_z : 0.98  real_sub_fake : 1225.73 ]
[  epoch 0009/0040] 4070/4800, lr:1.0e-04 ∣ avg_100 : 31644.783054 ∣ critic_nllloss : 25997.830273 ∣ critic_ganloss : -413.389270 ∣ generator_nllloss : 5203.581641 ∣ generator_ganloss : 945.389893 ∣  [  std_z : 1.00  real_sub_fake : 1568.72 ]
[  epoch 0009/0040] 4080/4800, lr:1.0e-04 ∣ avg_100 : 31648.121424 ∣ critic_nllloss : 26131.887109 ∣ critic_ganloss : -441.988785 ∣ generator_nllloss : 5316.892578 ∣ generator_ganloss : 987.075000 ∣  [  std_z : 1.01  real_sub_fake : 1692.06 ]
[  epoch 0009/0040] 4090/4800, lr:1.0e-04 ∣ avg_100 : 31647.519064 ∣ critic_nllloss : 25974.790234 ∣ critic_ganloss : -428.239853 ∣ generator_nllloss : 5222.335938 ∣ generator_ganloss : 962.253955 ∣  [  std_z : 0.99  real_sub_fake : 1669.60 ]
[  epoch 0009/0040] 4100/4800, lr:1.0e-04 ∣ avg_100 : 31648.760050 ∣ critic_nllloss : 25829.078906 ∣ critic_ganloss : -363.522891 ∣ generator_nllloss : 5178.422070 ∣ generator_ganloss : 993.222168 ∣  [  std_z : 0.98  real_sub_fake : 1455.63 ]
[  epoch 0009/0040] 4110/4800, lr:1.0e-04 ∣ avg_100 : 31649.443870 ∣ critic_nllloss : 25977.600586 ∣ critic_ganloss : -384.368118 ∣ generator_nllloss : 5241.908984 ∣ generator_ganloss : 935.582910 ∣  [  std_z : 0.98  real_sub_fake : 1274.76 ]
[  epoch 0009/0040] 4120/4800, lr:1.0e-04 ∣ avg_100 : 31649.849609 ∣ critic_nllloss : 25963.719727 ∣ critic_ganloss : -396.450433 ∣ generator_nllloss : 5191.824609 ∣ generator_ganloss : 920.055176 ∣  [  std_z : 1.00  real_sub_fake : 1578.08 ]
[  epoch 0009/0040] 4130/4800, lr:1.0e-04 ∣ avg_100 : 31651.580065 ∣ critic_nllloss : 26080.956836 ∣ critic_ganloss : -515.893448 ∣ generator_nllloss : 5300.862891 ∣ generator_ganloss : 874.923340 ∣  [  std_z : 1.00  real_sub_fake : 1909.43 ]
[  epoch 0009/0040] 4140/4800, lr:1.0e-04 ∣ avg_100 : 31649.504140 ∣ critic_nllloss : 25903.241797 ∣ critic_ganloss : -397.223093 ∣ generator_nllloss : 5148.356641 ∣ generator_ganloss : 875.171582 ∣  [  std_z : 0.98  real_sub_fake : 1520.89 ]
[  epoch 0009/0040] 4150/4800, lr:1.0e-04 ∣ avg_100 : 31648.598346 ∣ critic_nllloss : 25965.753516 ∣ critic_ganloss : -559.658807 ∣ generator_nllloss : 5120.267187 ∣ generator_ganloss : 830.649951 ∣  [  std_z : 0.98  real_sub_fake : 2104.30 ]
[  epoch 0009/0040] 4160/4800, lr:1.0e-04 ∣ avg_100 : 31647.115270 ∣ critic_nllloss : 25973.188672 ∣ critic_ganloss : -585.137762 ∣ generator_nllloss : 5226.041406 ∣ generator_ganloss : 799.356226 ∣  [  std_z : 1.01  real_sub_fake : 2285.06 ]
[  epoch 0009/0040] 4170/4800, lr:1.0e-04 ∣ avg_100 : 31646.830331 ∣ critic_nllloss : 26046.701562 ∣ critic_ganloss : -454.940451 ∣ generator_nllloss : 5184.542578 ∣ generator_ganloss : 868.325684 ∣  [  std_z : 0.99  real_sub_fake : 1922.76 ]
[  epoch 0009/0040] 4180/4800, lr:1.0e-04 ∣ avg_100 : 31650.173993 ∣ critic_nllloss : 26235.636719 ∣ critic_ganloss : -507.567606 ∣ generator_nllloss : 5352.511328 ∣ generator_ganloss : 876.358643 ∣  [  std_z : 0.98  real_sub_fake : 1777.93 ]
[  epoch 0009/0040] 4190/4800, lr:1.0e-04 ∣ avg_100 : 31649.121558 ∣ critic_nllloss : 26013.044141 ∣ critic_ganloss : -402.329736 ∣ generator_nllloss : 5137.392383 ∣ generator_ganloss : 844.011035 ∣  [  std_z : 0.98  real_sub_fake : 1693.94 ]
[  epoch 0009/0040] 4200/4800, lr:1.0e-04 ∣ avg_100 : 31649.885107 ∣ critic_nllloss : 25832.185742 ∣ critic_ganloss : -551.152393 ∣ generator_nllloss : 5231.005859 ∣ generator_ganloss : 899.055762 ∣  [  std_z : 1.00  real_sub_fake : 1787.33 ]
[  epoch 0009/0040] 4210/4800, lr:1.0e-04 ∣ avg_100 : 31651.716715 ∣ critic_nllloss : 25842.151562 ∣ critic_ganloss : -343.164215 ∣ generator_nllloss : 5178.423242 ∣ generator_ganloss : 855.502930 ∣  [  std_z : 1.00  real_sub_fake : 1838.55 ]
[  epoch 0009/0040] 4220/4800, lr:1.0e-04 ∣ avg_100 : 31653.471375 ∣ critic_nllloss : 26203.762305 ∣ critic_ganloss : -350.513402 ∣ generator_nllloss : 5260.786133 ∣ generator_ganloss : 828.494873 ∣  [  std_z : 0.99  real_sub_fake : 1151.59 ]
[  epoch 0009/0040] 4230/4800, lr:1.0e-04 ∣ avg_100 : 31649.707878 ∣ critic_nllloss : 26092.785938 ∣ critic_ganloss : -462.954712 ∣ generator_nllloss : 5156.799219 ∣ generator_ganloss : 766.492188 ∣  [  std_z : 0.98  real_sub_fake : 1629.24 ]
[  epoch 0009/0040] 4240/4800, lr:1.0e-04 ∣ avg_100 : 31647.822532 ∣ critic_nllloss : 25974.126563 ∣ critic_ganloss : -430.792535 ∣ generator_nllloss : 5094.818555 ∣ generator_ganloss : 780.606226 ∣  [  std_z : 0.99  real_sub_fake : 1823.47 ]
[  epoch 0009/0040] 4250/4800, lr:1.0e-04 ∣ avg_100 : 31648.176998 ∣ critic_nllloss : 25868.565234 ∣ critic_ganloss : -414.702582 ∣ generator_nllloss : 5188.906250 ∣ generator_ganloss : 775.156885 ∣  [  std_z : 1.00  real_sub_fake : 1426.39 ]
[  epoch 0009/0040] 4260/4800, lr:1.0e-04 ∣ avg_100 : 31649.870108 ∣ critic_nllloss : 26118.764453 ∣ critic_ganloss : -464.945853 ∣ generator_nllloss : 5232.891211 ∣ generator_ganloss : 793.833716 ∣  [  std_z : 1.00  real_sub_fake : 1698.47 ]
[  epoch 0009/0040] 4270/4800, lr:1.0e-04 ∣ avg_100 : 31648.024943 ∣ critic_nllloss : 25825.481836 ∣ critic_ganloss : -482.253738 ∣ generator_nllloss : 5159.734180 ∣ generator_ganloss : 804.243848 ∣  [  std_z : 0.98  real_sub_fake : 1847.35 ]
[  epoch 0009/0040] 4280/4800, lr:1.0e-04 ∣ avg_100 : 31646.186524 ∣ critic_nllloss : 26093.387695 ∣ critic_ganloss : -695.213489 ∣ generator_nllloss : 5180.212109 ∣ generator_ganloss : 853.664844 ∣  [  std_z : 0.98  real_sub_fake : 2531.80 ]
[  epoch 0009/0040] 4290/4800, lr:1.0e-04 ∣ avg_100 : 31644.398904 ∣ critic_nllloss : 25919.298047 ∣ critic_ganloss : -472.253369 ∣ generator_nllloss : 5103.336914 ∣ generator_ganloss : 814.322559 ∣  [  std_z : 0.99  real_sub_fake : 2320.66 ]
[  epoch 0009/0040] 4300/4800, lr:1.0e-04 ∣ avg_100 : 31646.256757 ∣ critic_nllloss : 26184.458594 ∣ critic_ganloss : -385.420700 ∣ generator_nllloss : 5086.863672 ∣ generator_ganloss : 822.632080 ∣  [  std_z : 1.00  real_sub_fake : 1177.42 ]
[  epoch 0009/0040] 4310/4800, lr:1.0e-04 ∣ avg_100 : 31641.788017 ∣ critic_nllloss : 25778.762500 ∣ critic_ganloss : -449.688379 ∣ generator_nllloss : 5092.065039 ∣ generator_ganloss : 755.820605 ∣  [  std_z : 1.00  real_sub_fake : 1625.46 ]
[  epoch 0009/0040] 4320/4800, lr:1.0e-04 ∣ avg_100 : 31639.688992 ∣ critic_nllloss : 25864.378320 ∣ critic_ganloss : -442.487024 ∣ generator_nllloss : 5187.958203 ∣ generator_ganloss : 723.811084 ∣  [  std_z : 0.99  real_sub_fake : 1865.35 ]
[  epoch 0009/0040] 4330/4800, lr:1.0e-04 ∣ avg_100 : 31635.907774 ∣ critic_nllloss : 25859.493359 ∣ critic_ganloss : -552.898666 ∣ generator_nllloss : 5159.323828 ∣ generator_ganloss : 796.104321 ∣  [  std_z : 0.98  real_sub_fake : 1755.82 ]
[  epoch 0009/0040] 4340/4800, lr:1.0e-04 ∣ avg_100 : 31636.865119 ∣ critic_nllloss : 26075.697070 ∣ critic_ganloss : -436.376251 ∣ generator_nllloss : 5172.053320 ∣ generator_ganloss : 851.224902 ∣  [  std_z : 1.00  real_sub_fake : 2081.10 ]
[  epoch 0009/0040] 4350/4800, lr:1.0e-04 ∣ avg_100 : 31638.050454 ∣ critic_nllloss : 26031.253906 ∣ critic_ganloss : -456.657401 ∣ generator_nllloss : 5246.752344 ∣ generator_ganloss : 808.737793 ∣  [  std_z : 1.00  real_sub_fake : 1433.75 ]
[  epoch 0009/0040] 4360/4800, lr:1.0e-04 ∣ avg_100 : 31639.548634 ∣ critic_nllloss : 25873.028320 ∣ critic_ganloss : -516.288507 ∣ generator_nllloss : 5210.352930 ∣ generator_ganloss : 805.672729 ∣  [  std_z : 0.99  real_sub_fake : 1975.39 ]
[  epoch 0009/0040] 4370/4800, lr:1.0e-04 ∣ avg_100 : 31637.606728 ∣ critic_nllloss : 26095.731836 ∣ critic_ganloss : -447.878940 ∣ generator_nllloss : 5257.769922 ∣ generator_ganloss : 822.453711 ∣  [  std_z : 0.98  real_sub_fake : 1850.06 ]
[  epoch 0009/0040] 4380/4800, lr:1.0e-04 ∣ avg_100 : 31634.025802 ∣ critic_nllloss : 26056.999219 ∣ critic_ganloss : -478.116199 ∣ generator_nllloss : 5199.392578 ∣ generator_ganloss : 802.143115 ∣  [  std_z : 0.99  real_sub_fake : 1734.99 ]
[  epoch 0009/0040] 4390/4800, lr:1.0e-04 ∣ avg_100 : 31632.738072 ∣ critic_nllloss : 26182.447070 ∣ critic_ganloss : -436.214261 ∣ generator_nllloss : 5251.607227 ∣ generator_ganloss : 787.654810 ∣  [  std_z : 1.00  real_sub_fake : 1624.64 ]
[  epoch 0009/0040] 4400/4800, lr:1.0e-04 ∣ avg_100 : 31629.530184 ∣ critic_nllloss : 25919.130469 ∣ critic_ganloss : -424.158414 ∣ generator_nllloss : 5122.339258 ∣ generator_ganloss : 768.136475 ∣  [  std_z : 1.00  real_sub_fake : 1751.07 ]
[  epoch 0009/0040] 4410/4800, lr:1.0e-04 ∣ avg_100 : 31627.467331 ∣ critic_nllloss : 26164.487305 ∣ critic_ganloss : -543.363113 ∣ generator_nllloss : 5247.780469 ∣ generator_ganloss : 772.884570 ∣  [  std_z : 0.99  real_sub_fake : 1792.49 ]
[  epoch 0009/0040] 4420/4800, lr:1.0e-04 ∣ avg_100 : 31628.468760 ∣ critic_nllloss : 26152.829492 ∣ critic_ganloss : -404.158594 ∣ generator_nllloss : 5298.988281 ∣ generator_ganloss : 835.070654 ∣  [  std_z : 0.99  real_sub_fake : 1846.93 ]
[  epoch 0009/0040] 4430/4800, lr:1.0e-04 ∣ avg_100 : 31624.736562 ∣ critic_nllloss : 25999.638086 ∣ critic_ganloss : -408.930664 ∣ generator_nllloss : 5181.006055 ∣ generator_ganloss : 749.623755 ∣  [  std_z : 0.99  real_sub_fake : 1599.19 ]
[  epoch 0009/0040] 4440/4800, lr:1.0e-04 ∣ avg_100 : 31623.445705 ∣ critic_nllloss : 26008.221289 ∣ critic_ganloss : -505.817978 ∣ generator_nllloss : 5239.490625 ∣ generator_ganloss : 761.528271 ∣  [  std_z : 0.99  real_sub_fake : 1683.93 ]
[  epoch 0009/0040] 4450/4800, lr:1.0e-04 ∣ avg_100 : 31625.365298 ∣ critic_nllloss : 25993.106445 ∣ critic_ganloss : -514.536511 ∣ generator_nllloss : 5256.936133 ∣ generator_ganloss : 792.569409 ∣  [  std_z : 1.00  real_sub_fake : 2053.42 ]
[  epoch 0009/0040] 4460/4800, lr:1.0e-04 ∣ avg_100 : 31624.502406 ∣ critic_nllloss : 26196.841992 ∣ critic_ganloss : -572.784641 ∣ generator_nllloss : 5261.072070 ∣ generator_ganloss : 799.467749 ∣  [  std_z : 1.00  real_sub_fake : 2062.11 ]
[  epoch 0009/0040] 4470/4800, lr:1.0e-04 ∣ avg_100 : 31626.239164 ∣ critic_nllloss : 25942.339648 ∣ critic_ganloss : -425.406735 ∣ generator_nllloss : 5289.075000 ∣ generator_ganloss : 802.960815 ∣  [  std_z : 0.99  real_sub_fake : 2094.17 ]
[  epoch 0009/0040] 4480/4800, lr:1.0e-04 ∣ avg_100 : 31627.824232 ∣ critic_nllloss : 25980.968750 ∣ critic_ganloss : -374.335056 ∣ generator_nllloss : 5218.503711 ∣ generator_ganloss : 778.432080 ∣  [  std_z : 0.98  real_sub_fake : 1162.64 ]
[  epoch 0009/0040] 4490/4800, lr:1.0e-04 ∣ avg_100 : 31629.222583 ∣ critic_nllloss : 26021.459375 ∣ critic_ganloss : -412.929437 ∣ generator_nllloss : 5166.175000 ∣ generator_ganloss : 740.290210 ∣  [  std_z : 0.99  real_sub_fake : 1604.06 ]
[  epoch 0009/0040] 4500/4800, lr:1.0e-04 ∣ avg_100 : 31628.814856 ∣ critic_nllloss : 25894.214258 ∣ critic_ganloss : -392.953650 ∣ generator_nllloss : 5105.252344 ∣ generator_ganloss : 731.828564 ∣  [  std_z : 1.01  real_sub_fake : 1516.61 ]
[  epoch 0009/0040] 4510/4800, lr:1.0e-04 ∣ avg_100 : 31626.525049 ∣ critic_nllloss : 26013.559570 ∣ critic_ganloss : -523.941101 ∣ generator_nllloss : 5237.944531 ∣ generator_ganloss : 702.843701 ∣  [  std_z : 0.99  real_sub_fake : 1901.27 ]
[  epoch 0009/0040] 4520/4800, lr:1.0e-04 ∣ avg_100 : 31627.525551 ∣ critic_nllloss : 26104.788281 ∣ critic_ganloss : -354.979782 ∣ generator_nllloss : 5130.609375 ∣ generator_ganloss : 746.954932 ∣  [  std_z : 0.97  real_sub_fake : 1526.03 ]
[  epoch 0009/0040] 4530/4800, lr:1.0e-04 ∣ avg_100 : 31626.889480 ∣ critic_nllloss : 26085.489063 ∣ critic_ganloss : -457.998199 ∣ generator_nllloss : 5238.739844 ∣ generator_ganloss : 754.347705 ∣  [  std_z : 0.98  real_sub_fake : 1787.47 ]
[  epoch 0009/0040] 4540/4800, lr:1.0e-04 ∣ avg_100 : 31627.890748 ∣ critic_nllloss : 26043.859180 ∣ critic_ganloss : -569.170444 ∣ generator_nllloss : 5173.802539 ∣ generator_ganloss : 758.985864 ∣  [  std_z : 1.00  real_sub_fake : 1886.66 ]
[  epoch 0009/0040] 4550/4800, lr:1.0e-04 ∣ avg_100 : 31626.827917 ∣ critic_nllloss : 26093.591406 ∣ critic_ganloss : -596.820093 ∣ generator_nllloss : 5212.731250 ∣ generator_ganloss : 796.715112 ∣  [  std_z : 1.00  real_sub_fake : 2319.35 ]
[  epoch 0009/0040] 4560/4800, lr:1.0e-04 ∣ avg_100 : 31622.777629 ∣ critic_nllloss : 26000.190234 ∣ critic_ganloss : -608.330786 ∣ generator_nllloss : 5169.941797 ∣ generator_ganloss : 873.675781 ∣  [  std_z : 0.98  real_sub_fake : 2269.10 ]
[  epoch 0009/0040] 4570/4800, lr:1.0e-04 ∣ avg_100 : 31620.106465 ∣ critic_nllloss : 25941.526172 ∣ critic_ganloss : -469.890012 ∣ generator_nllloss : 5150.378125 ∣ generator_ganloss : 870.906885 ∣  [  std_z : 0.99  real_sub_fake : 1969.79 ]
[  epoch 0009/0040] 4580/4800, lr:1.0e-04 ∣ avg_100 : 31619.478709 ∣ critic_nllloss : 26122.696289 ∣ critic_ganloss : -567.059314 ∣ generator_nllloss : 5202.019531 ∣ generator_ganloss : 835.122852 ∣  [  std_z : 1.01  real_sub_fake : 2008.99 ]
[  epoch 0009/0040] 4590/4800, lr:1.0e-04 ∣ avg_100 : 31617.806102 ∣ critic_nllloss : 25936.235742 ∣ critic_ganloss : -429.788620 ∣ generator_nllloss : 5198.172656 ∣ generator_ganloss : 808.817676 ∣  [  std_z : 0.99  real_sub_fake : 1730.34 ]
[  epoch 0009/0040] 4600/4800, lr:1.0e-04 ∣ avg_100 : 31612.819424 ∣ critic_nllloss : 25859.314648 ∣ critic_ganloss : -457.894168 ∣ generator_nllloss : 5079.248633 ∣ generator_ganloss : 796.030884 ∣  [  std_z : 0.98  real_sub_fake : 1575.29 ]
[  epoch 0009/0040] 4610/4800, lr:1.0e-04 ∣ avg_100 : 31617.009159 ∣ critic_nllloss : 26258.446680 ∣ critic_ganloss : -463.477658 ∣ generator_nllloss : 5301.127148 ∣ generator_ganloss : 801.934351 ∣  [  std_z : 0.99  real_sub_fake : 2081.44 ]
[  epoch 0009/0040] 4620/4800, lr:1.0e-04 ∣ avg_100 : 31617.193029 ∣ critic_nllloss : 25970.190430 ∣ critic_ganloss : -472.321948 ∣ generator_nllloss : 5203.810938 ∣ generator_ganloss : 771.793433 ∣  [  std_z : 0.99  real_sub_fake : 1785.05 ]
[  epoch 0009/0040] 4630/4800, lr:1.0e-04 ∣ avg_100 : 31616.071224 ∣ critic_nllloss : 25915.973438 ∣ critic_ganloss : -596.840979 ∣ generator_nllloss : 5218.017187 ∣ generator_ganloss : 777.378125 ∣  [  std_z : 1.00  real_sub_fake : 2017.64 ]
[  epoch 0009/0040] 4640/4800, lr:1.0e-04 ∣ avg_100 : 31613.807985 ∣ critic_nllloss : 25769.154687 ∣ critic_ganloss : -607.320715 ∣ generator_nllloss : 5097.456836 ∣ generator_ganloss : 843.437451 ∣  [  std_z : 1.00  real_sub_fake : 2091.85 ]
[  epoch 0009/0040] 4650/4800, lr:1.0e-04 ∣ avg_100 : 31614.582176 ∣ critic_nllloss : 25843.050195 ∣ critic_ganloss : -75.195737 ∣ generator_nllloss : 5142.434375 ∣ generator_ganloss : 826.120703 ∣   [  std_z : 0.99  real_sub_fake : 1360.41 ]
[  epoch 0009/0040] 4660/4800, lr:1.0e-04 ∣ avg_100 : 31612.950380 ∣ critic_nllloss : 25861.278516 ∣ critic_ganloss : -196.273769 ∣ generator_nllloss : 5230.576758 ∣ generator_ganloss : 803.898853 ∣  [  std_z : 0.98  real_sub_fake : 456.56 ]
[  epoch 0009/0040] 4670/4800, lr:1.0e-04 ∣ avg_100 : 31613.306373 ∣ critic_nllloss : 25980.145313 ∣ critic_ganloss : -307.687909 ∣ generator_nllloss : 5198.159961 ∣ generator_ganloss : 697.657471 ∣  [  std_z : 0.98  real_sub_fake : 814.33 ]
[  epoch 0009/0040] 4680/4800, lr:1.0e-04 ∣ avg_100 : 31614.896277 ∣ critic_nllloss : 25893.972266 ∣ critic_ganloss : -317.878520 ∣ generator_nllloss : 5178.112305 ∣ generator_ganloss : 637.967456 ∣  [  std_z : 1.00  real_sub_fake : 1182.70 ]
[  epoch 0009/0040] 4690/4800, lr:1.0e-04 ∣ avg_100 : 31613.677303 ∣ critic_nllloss : 25928.627734 ∣ critic_ganloss : -358.739084 ∣ generator_nllloss : 5147.481250 ∣ generator_ganloss : 673.300293 ∣  [  std_z : 1.00  real_sub_fake : 1370.90 ]
[  epoch 0009/0040] 4700/4800, lr:1.0e-04 ∣ avg_100 : 31612.357044 ∣ critic_nllloss : 25998.407617 ∣ critic_ganloss : -398.394992 ∣ generator_nllloss : 5306.589063 ∣ generator_ganloss : 748.992163 ∣  [  std_z : 0.99  real_sub_fake : 1254.41 ]
[  epoch 0009/0040] 4710/4800, lr:1.0e-04 ∣ avg_100 : 31610.009894 ∣ critic_nllloss : 25838.094727 ∣ critic_ganloss : -359.386783 ∣ generator_nllloss : 5161.697656 ∣ generator_ganloss : 785.891382 ∣  [  std_z : 0.98  real_sub_fake : 1450.72 ]
[  epoch 0009/0040] 4720/4800, lr:1.0e-04 ∣ avg_100 : 31609.938120 ∣ critic_nllloss : 25917.241602 ∣ critic_ganloss : -424.954605 ∣ generator_nllloss : 5183.176758 ∣ generator_ganloss : 862.532031 ∣  [  std_z : 0.99  real_sub_fake : 1521.86 ]
[  epoch 0009/0040] 4730/4800, lr:1.0e-04 ∣ avg_100 : 31610.121169 ∣ critic_nllloss : 26122.508789 ∣ critic_ganloss : -526.151605 ∣ generator_nllloss : 5239.743750 ∣ generator_ganloss : 903.575732 ∣  [  std_z : 1.00  real_sub_fake : 1899.52 ]
[  epoch 0009/0040] 4740/4800, lr:1.0e-04 ∣ avg_100 : 31609.430762 ∣ critic_nllloss : 26108.753711 ∣ critic_ganloss : -661.631720 ∣ generator_nllloss : 5239.918750 ∣ generator_ganloss : 942.588477 ∣  [  std_z : 1.00  real_sub_fake : 2261.41 ]
[  epoch 0009/0040] 4750/4800, lr:1.0e-04 ∣ avg_100 : 31603.226583 ∣ critic_nllloss : 25639.171484 ∣ critic_ganloss : -559.144446 ∣ generator_nllloss : 4962.187109 ∣ generator_ganloss : 966.450586 ∣  [  std_z : 0.99  real_sub_fake : 2628.61 ]
[  epoch 0009/0040] 4760/4800, lr:1.0e-04 ∣ avg_100 : 31607.246645 ∣ critic_nllloss : 26268.464062 ∣ critic_ganloss : -502.069867 ∣ generator_nllloss : 5253.853516 ∣ generator_ganloss : 909.422852 ∣  [  std_z : 1.00  real_sub_fake : 1843.93 ]
[  epoch 0009/0040] 4770/4800, lr:1.0e-04 ∣ avg_100 : 31610.956624 ∣ critic_nllloss : 26246.400391 ∣ critic_ganloss : -391.738342 ∣ generator_nllloss : 5239.613477 ∣ generator_ganloss : 818.585449 ∣  [  std_z : 0.99  real_sub_fake : 1680.06 ]
[  epoch 0009/0040] 4780/4800, lr:1.0e-04 ∣ avg_100 : 31606.585300 ∣ critic_nllloss : 25993.583398 ∣ critic_ganloss : -545.972955 ∣ generator_nllloss : 5072.697656 ∣ generator_ganloss : 803.185205 ∣  [  std_z : 0.97  real_sub_fake : 1754.30 ]
[  epoch 0009/0040] 4790/4800, lr:1.0e-04 ∣ avg_100 : 31603.041024 ∣ critic_nllloss : 26152.478711 ∣ critic_ganloss : -721.555710 ∣ generator_nllloss : 5234.182813 ∣ generator_ganloss : 796.902856 ∣  [  std_z : 0.99  real_sub_fake : 2610.72 ]
[  epoch 0009/0040] 4800/4800, lr:1.0e-04 ∣ avg_100 : 31598.454182 ∣ critic_nllloss : 25861.361133 ∣ critic_ganloss : -492.270648 ∣ generator_nllloss : 5116.518359 ∣ generator_ganloss : 818.393921 ∣  [  std_z : 1.01  real_sub_fake : 2073.49 ]
[    val 009    ] Done! KLD: 0.030306: 0.0471376:43, total: 1 day, 3:27:22                  
[  epoch 0010/0040] 0010/4800, lr:1.0e-04 ∣ avg_100 : 31594.663192 ∣ critic_nllloss : 25769.075000 ∣ critic_ganloss : -445.320007 ∣ generator_nllloss : 5180.778906 ∣ generator_ganloss : 808.749243 ∣  [  std_z : 0.99  real_sub_fake : 1842.87 ]
[  epoch 0010/0040] 0020/4800, lr:1.0e-04 ∣ avg_100 : 31594.093304 ∣ critic_nllloss : 26026.693750 ∣ critic_ganloss : -380.225311 ∣ generator_nllloss : 5138.108594 ∣ generator_ganloss : 795.788574 ∣  [  std_z : 0.98  real_sub_fake : 1417.52 ]
[  epoch 0010/0040] 0030/4800, lr:1.0e-04 ∣ avg_100 : 31589.719823 ∣ critic_nllloss : 25843.297461 ∣ critic_ganloss : -322.903030 ∣ generator_nllloss : 5163.468555 ∣ generator_ganloss : 740.325879 ∣  [  std_z : 0.98  real_sub_fake : 1283.58 ]
[  epoch 0010/0040] 0040/4800, lr:1.0e-04 ∣ avg_100 : 31584.982058 ∣ critic_nllloss : 26068.891797 ∣ critic_ganloss : -460.363928 ∣ generator_nllloss : 5303.528516 ∣ generator_ganloss : 719.543359 ∣  [  std_z : 1.01  real_sub_fake : 1556.79 ]
[  epoch 0010/0040] 0050/4800, lr:1.0e-04 ∣ avg_100 : 31587.064219 ∣ critic_nllloss : 25997.529492 ∣ critic_ganloss : -445.775980 ∣ generator_nllloss : 5284.752734 ∣ generator_ganloss : 754.399414 ∣  [  std_z : 1.00  real_sub_fake : 1827.71 ]
[  epoch 0010/0040] 0060/4800, lr:1.0e-04 ∣ avg_100 : 31583.279248 ∣ critic_nllloss : 25952.033203 ∣ critic_ganloss : -513.965314 ∣ generator_nllloss : 5129.762109 ∣ generator_ganloss : 811.453174 ∣  [  std_z : 0.98  real_sub_fake : 1850.56 ]
[  epoch 0010/0040] 0070/4800, lr:1.0e-04 ∣ avg_100 : 31585.367189 ∣ critic_nllloss : 26015.248047 ∣ critic_ganloss : -589.458173 ∣ generator_nllloss : 5281.026758 ∣ generator_ganloss : 848.559521 ∣  [  std_z : 0.98  real_sub_fake : 2412.51 ]
[  epoch 0010/0040] 0080/4800, lr:1.0e-04 ∣ avg_100 : 31582.442595 ∣ critic_nllloss : 25820.425195 ∣ critic_ganloss : -515.702203 ∣ generator_nllloss : 5218.736523 ∣ generator_ganloss : 812.758691 ∣  [  std_z : 1.00  real_sub_fake : 1899.09 ]
[  epoch 0010/0040] 0090/4800, lr:1.0e-04 ∣ avg_100 : 31574.866102 ∣ critic_nllloss : 25766.098828 ∣ critic_ganloss : -463.909656 ∣ generator_nllloss : 5125.075000 ∣ generator_ganloss : 768.757007 ∣  [  std_z : 1.01  real_sub_fake : 1763.91 ]
[  epoch 0010/0040] 0100/4800, lr:1.0e-04 ∣ avg_100 : 31574.068466 ∣ critic_nllloss : 25972.843945 ∣ critic_ganloss : -501.296689 ∣ generator_nllloss : 5205.484766 ∣ generator_ganloss : 717.142896 ∣  [  std_z : 0.99  real_sub_fake : 1978.50 ]
[  epoch 0010/0040] 0110/4800, lr:1.0e-04 ∣ avg_100 : 31573.652163 ∣ critic_nllloss : 25958.556641 ∣ critic_ganloss : -519.437509 ∣ generator_nllloss : 5181.440039 ∣ generator_ganloss : 801.883472 ∣  [  std_z : 0.96  real_sub_fake : 1677.11 ]
[  epoch 0010/0040] 0120/4800, lr:1.0e-04 ∣ avg_100 : 31569.437018 ∣ critic_nllloss : 25928.906055 ∣ critic_ganloss : -712.247034 ∣ generator_nllloss : 5169.384180 ∣ generator_ganloss : 805.312891 ∣  [  std_z : 0.98  real_sub_fake : 2749.21 ]
[  epoch 0010/0040] 0130/4800, lr:1.0e-04 ∣ avg_100 : 31568.434547 ∣ critic_nllloss : 25888.742188 ∣ critic_ganloss : -373.767554 ∣ generator_nllloss : 5163.306836 ∣ generator_ganloss : 840.985254 ∣  [  std_z : 1.01  real_sub_fake : 1876.09 ]
[  epoch 0010/0040] 0140/4800, lr:1.0e-04 ∣ avg_100 : 31569.900294 ∣ critic_nllloss : 26250.186719 ∣ critic_ganloss : -503.684570 ∣ generator_nllloss : 5151.710938 ∣ generator_ganloss : 785.246680 ∣  [  std_z : 1.01  real_sub_fake : 1716.23 ]
[  epoch 0010/0040] 0150/4800, lr:1.0e-04 ∣ avg_100 : 31564.170555 ∣ critic_nllloss : 25826.331055 ∣ critic_ganloss : -565.595050 ∣ generator_nllloss : 5043.649805 ∣ generator_ganloss : 789.651953 ∣  [  std_z : 1.00  real_sub_fake : 1892.20 ]
[  epoch 0010/0040] 0160/4800, lr:1.0e-04 ∣ avg_100 : 31563.239026 ∣ critic_nllloss : 26063.813281 ∣ critic_ganloss : -449.403265 ∣ generator_nllloss : 5188.073438 ∣ generator_ganloss : 806.873169 ∣  [  std_z : 0.99  real_sub_fake : 2208.69 ]
[  epoch 0010/0040] 0170/4800, lr:1.0e-04 ∣ avg_100 : 31562.439838 ∣ critic_nllloss : 25990.340625 ∣ critic_ganloss : -529.022617 ∣ generator_nllloss : 5346.697656 ∣ generator_ganloss : 760.510474 ∣  [  std_z : 0.99  real_sub_fake : 1707.65 ]
[  epoch 0010/0040] 0180/4800, lr:1.0e-04 ∣ avg_100 : 31557.559627 ∣ critic_nllloss : 25882.012305 ∣ critic_ganloss : -440.612265 ∣ generator_nllloss : 5150.143750 ∣ generator_ganloss : 745.596582 ∣  [  std_z : 0.99  real_sub_fake : 1807.99 ]
[  epoch 0010/0040] 0190/4800, lr:1.0e-04 ∣ avg_100 : 31547.998291 ∣ critic_nllloss : 25846.706641 ∣ critic_ganloss : -455.247836 ∣ generator_nllloss : 5153.864648 ∣ generator_ganloss : 737.745166 ∣  [  std_z : 0.99  real_sub_fake : 1672.67 ]
[  epoch 0010/0040] 0200/4800, lr:1.0e-04 ∣ avg_100 : 31540.750660 ∣ critic_nllloss : 25883.010742 ∣ critic_ganloss : -387.330469 ∣ generator_nllloss : 5149.964648 ∣ generator_ganloss : 817.911646 ∣  [  std_z : 1.00  real_sub_fake : 1524.15 ]
[  epoch 0010/0040] 0210/4800, lr:1.0e-04 ∣ avg_100 : 31542.351740 ∣ critic_nllloss : 26054.304883 ∣ critic_ganloss : -475.797452 ∣ generator_nllloss : 5275.654688 ∣ generator_ganloss : 809.526953 ∣  [  std_z : 0.99  real_sub_fake : 1602.85 ]
[  epoch 0010/0040] 0220/4800, lr:1.0e-04 ∣ avg_100 : 31539.105457 ∣ critic_nllloss : 25947.314258 ∣ critic_ganloss : -473.261523 ∣ generator_nllloss : 5264.917383 ∣ generator_ganloss : 836.900244 ∣  [  std_z : 0.99  real_sub_fake : 1993.39 ]
[  epoch 0010/0040] 0230/4800, lr:1.0e-04 ∣ avg_100 : 31536.907418 ∣ critic_nllloss : 25893.575977 ∣ critic_ganloss : -428.681763 ∣ generator_nllloss : 5224.258984 ∣ generator_ganloss : 880.790332 ∣  [  std_z : 1.00  real_sub_fake : 1700.28 ]
[  epoch 0010/0040] 0240/4800, lr:1.0e-04 ∣ avg_100 : 31536.689011 ∣ critic_nllloss : 26102.701367 ∣ critic_ganloss : -499.778915 ∣ generator_nllloss : 5208.185156 ∣ generator_ganloss : 924.002100 ∣  [  std_z : 0.99  real_sub_fake : 1707.50 ]
[  epoch 0010/0040] 0250/4800, lr:1.0e-04 ∣ avg_100 : 31527.338073 ∣ critic_nllloss : 25820.914844 ∣ critic_ganloss : -551.501569 ∣ generator_nllloss : 5163.458203 ∣ generator_ganloss : 882.030371 ∣  [  std_z : 0.98  real_sub_fake : 2056.76 ]
[  epoch 0010/0040] 0260/4800, lr:1.0e-04 ∣ avg_100 : 31527.639859 ∣ critic_nllloss : 25861.586523 ∣ critic_ganloss : -403.920432 ∣ generator_nllloss : 5282.538867 ∣ generator_ganloss : 886.831250 ∣  [  std_z : 0.98  real_sub_fake : 1887.97 ]
[  epoch 0010/0040] 0270/4800, lr:1.0e-04 ∣ avg_100 : 31525.058871 ∣ critic_nllloss : 25895.309961 ∣ critic_ganloss : -441.840137 ∣ generator_nllloss : 5162.256641 ∣ generator_ganloss : 859.587256 ∣  [  std_z : 0.99  real_sub_fake : 1609.95 ]
[  epoch 0010/0040] 0280/4800, lr:1.0e-04 ∣ avg_100 : 31521.237367 ∣ critic_nllloss : 26102.238477 ∣ critic_ganloss : -589.132681 ∣ generator_nllloss : 5256.391602 ∣ generator_ganloss : 842.218164 ∣  [  std_z : 1.00  real_sub_fake : 1990.32 ]
[  epoch 0010/0040] 0290/4800, lr:1.0e-04 ∣ avg_100 : 31516.711683 ∣ critic_nllloss : 25791.940039 ∣ critic_ganloss : -484.448715 ∣ generator_nllloss : 5125.362109 ∣ generator_ganloss : 845.718408 ∣  [  std_z : 0.99  real_sub_fake : 1842.69 ]
[  epoch 0010/0040] 0300/4800, lr:1.0e-04 ∣ avg_100 : 31515.163031 ∣ critic_nllloss : 25999.666406 ∣ critic_ganloss : -520.555688 ∣ generator_nllloss : 5146.778320 ∣ generator_ganloss : 856.446045 ∣  [  std_z : 0.99  real_sub_fake : 2182.65 ]
[  epoch 0010/0040] 0310/4800, lr:1.0e-04 ∣ avg_100 : 31511.174365 ∣ critic_nllloss : 25865.567383 ∣ critic_ganloss : -484.472705 ∣ generator_nllloss : 5136.394336 ∣ generator_ganloss : 854.368701 ∣  [  std_z : 1.00  real_sub_fake : 1816.44 ]
[  epoch 0010/0040] 0320/4800, lr:1.0e-04 ∣ avg_100 : 31514.222815 ∣ critic_nllloss : 26249.341992 ∣ critic_ganloss : -322.937643 ∣ generator_nllloss : 5201.171680 ∣ generator_ganloss : 856.418066 ∣  [  std_z : 1.01  real_sub_fake : 1393.01 ]
[  epoch 0010/0040] 0330/4800, lr:1.0e-04 ∣ avg_100 : 31512.005455 ∣ critic_nllloss : 26102.242773 ∣ critic_ganloss : -511.127753 ∣ generator_nllloss : 5155.644336 ∣ generator_ganloss : 772.354272 ∣  [  std_z : 0.99  real_sub_fake : 1525.62 ]
[  epoch 0010/0040] 0340/4800, lr:1.0e-04 ∣ avg_100 : 31510.296458 ∣ critic_nllloss : 25830.304883 ∣ critic_ganloss : -477.507062 ∣ generator_nllloss : 5178.876953 ∣ generator_ganloss : 826.972437 ∣  [  std_z : 0.98  real_sub_fake : 1872.93 ]
[  epoch 0010/0040] 0350/4800, lr:1.0e-04 ∣ avg_100 : 31510.696047 ∣ critic_nllloss : 25805.799023 ∣ critic_ganloss : -397.492227 ∣ generator_nllloss : 5148.569531 ∣ generator_ganloss : 840.094434 ∣  [  std_z : 1.00  real_sub_fake : 1853.31 ]
[  epoch 0010/0040] 0360/4800, lr:1.0e-04 ∣ avg_100 : 31513.308261 ∣ critic_nllloss : 26080.256250 ∣ critic_ganloss : -401.027356 ∣ generator_nllloss : 5196.801367 ∣ generator_ganloss : 798.639722 ∣  [  std_z : 1.01  real_sub_fake : 1368.09 ]
[  epoch 0010/0040] 0370/4800, lr:1.0e-04 ∣ avg_100 : 31512.611189 ∣ critic_nllloss : 26020.367578 ∣ critic_ganloss : -509.221609 ∣ generator_nllloss : 5206.852148 ∣ generator_ganloss : 856.924072 ∣  [  std_z : 0.99  real_sub_fake : 1666.28 ]
[  epoch 0010/0040] 0380/4800, lr:1.0e-04 ∣ avg_100 : 31510.857436 ∣ critic_nllloss : 26081.199805 ∣ critic_ganloss : -444.634027 ∣ generator_nllloss : 5300.385352 ∣ generator_ganloss : 844.612646 ∣  [  std_z : 0.99  real_sub_fake : 2153.84 ]
[  epoch 0010/0040] 0390/4800, lr:1.0e-04 ∣ avg_100 : 31514.198900 ∣ critic_nllloss : 26237.057617 ∣ critic_ganloss : -381.430307 ∣ generator_nllloss : 5232.250586 ∣ generator_ganloss : 838.386279 ∣  [  std_z : 0.98  real_sub_fake : 1600.18 ]
[  epoch 0010/0040] 0400/4800, lr:1.0e-04 ∣ avg_100 : 31515.576505 ∣ critic_nllloss : 25912.453906 ∣ critic_ganloss : -412.453430 ∣ generator_nllloss : 5189.546875 ∣ generator_ganloss : 859.308154 ∣  [  std_z : 0.98  real_sub_fake : 1127.91 ]
[  epoch 0010/0040] 0410/4800, lr:1.0e-04 ∣ avg_100 : 31515.952442 ∣ critic_nllloss : 26097.065430 ∣ critic_ganloss : -433.477213 ∣ generator_nllloss : 5121.968750 ∣ generator_ganloss : 784.950244 ∣  [  std_z : 1.00  real_sub_fake : 1746.68 ]
[  epoch 0010/0040] 0420/4800, lr:1.0e-04 ∣ avg_100 : 31510.779953 ∣ critic_nllloss : 25821.115039 ∣ critic_ganloss : -444.899667 ∣ generator_nllloss : 5185.654883 ∣ generator_ganloss : 863.410742 ∣  [  std_z : 1.01  real_sub_fake : 1804.69 ]
[  epoch 0010/0040] 0430/4800, lr:1.0e-04 ∣ avg_100 : 31514.458502 ∣ critic_nllloss : 26387.666406 ∣ critic_ganloss : -569.555310 ∣ generator_nllloss : 5260.054688 ∣ generator_ganloss : 842.811768 ∣  [  std_z : 0.99  real_sub_fake : 2031.99 ]
[  epoch 0010/0040] 0440/4800, lr:1.0e-04 ∣ avg_100 : 31515.607314 ∣ critic_nllloss : 25948.732812 ∣ critic_ganloss : -468.779987 ∣ generator_nllloss : 5209.833594 ∣ generator_ganloss : 843.853516 ∣  [  std_z : 0.97  real_sub_fake : 1861.40 ]
[  epoch 0010/0040] 0450/4800, lr:1.0e-04 ∣ avg_100 : 31516.394988 ∣ critic_nllloss : 26050.133984 ∣ critic_ganloss : -518.285367 ∣ generator_nllloss : 5120.936914 ∣ generator_ganloss : 843.907666 ∣  [  std_z : 1.00  real_sub_fake : 1799.27 ]
[  epoch 0010/0040] 0460/4800, lr:1.0e-04 ∣ avg_100 : 31516.471878 ∣ critic_nllloss : 26082.018164 ∣ critic_ganloss : -475.715295 ∣ generator_nllloss : 5217.199023 ∣ generator_ganloss : 864.730713 ∣  [  std_z : 1.00  real_sub_fake : 1946.52 ]
[  epoch 0010/0040] 0470/4800, lr:1.0e-04 ∣ avg_100 : 31519.147328 ∣ critic_nllloss : 25958.697461 ∣ critic_ganloss : -453.369165 ∣ generator_nllloss : 5185.927930 ∣ generator_ganloss : 883.494873 ∣  [  std_z : 1.00  real_sub_fake : 1763.27 ]
[  epoch 0010/0040] 0480/4800, lr:1.0e-04 ∣ avg_100 : 31519.981062 ∣ critic_nllloss : 25880.875391 ∣ critic_ganloss : -511.516412 ∣ generator_nllloss : 5239.088281 ∣ generator_ganloss : 906.977246 ∣  [  std_z : 0.98  real_sub_fake : 1800.83 ]
[  epoch 0010/0040] 0490/4800, lr:1.0e-04 ∣ avg_100 : 31521.969851 ∣ critic_nllloss : 25933.407813 ∣ critic_ganloss : -399.155444 ∣ generator_nllloss : 5148.266992 ∣ generator_ganloss : 881.063770 ∣  [  std_z : 0.98  real_sub_fake : 2051.11 ]
[  epoch 0010/0040] 0500/4800, lr:1.0e-04 ∣ avg_100 : 31518.890643 ∣ critic_nllloss : 25762.689258 ∣ critic_ganloss : -398.969357 ∣ generator_nllloss : 5163.819336 ∣ generator_ganloss : 873.073535 ∣  [  std_z : 1.00  real_sub_fake : 1455.72 ]
[  epoch 0010/0040] 0510/4800, lr:1.0e-04 ∣ avg_100 : 31523.335803 ∣ critic_nllloss : 26020.070117 ∣ critic_ganloss : -433.714746 ∣ generator_nllloss : 5222.615625 ∣ generator_ganloss : 812.504785 ∣  [  std_z : 1.00  real_sub_fake : 1342.57 ]
[  epoch 0010/0040] 0520/4800, lr:1.0e-04 ∣ avg_100 : 31524.000118 ∣ critic_nllloss : 25928.800977 ∣ critic_ganloss : -505.022641 ∣ generator_nllloss : 5201.964844 ∣ generator_ganloss : 774.348877 ∣  [  std_z : 0.99  real_sub_fake : 1815.68 ]
[  epoch 0010/0040] 0530/4800, lr:1.0e-04 ∣ avg_100 : 31523.529848 ∣ critic_nllloss : 25762.327734 ∣ critic_ganloss : -462.837329 ∣ generator_nllloss : 5094.784180 ∣ generator_ganloss : 820.721313 ∣  [  std_z : 1.00  real_sub_fake : 2040.70 ]
[  epoch 0010/0040] 0540/4800, lr:1.0e-04 ∣ avg_100 : 31522.900685 ∣ critic_nllloss : 26049.567773 ∣ critic_ganloss : -468.739764 ∣ generator_nllloss : 5201.056250 ∣ generator_ganloss : 817.798486 ∣  [  std_z : 1.00  real_sub_fake : 1803.68 ]
[  epoch 0010/0040] 0550/4800, lr:1.0e-04 ∣ avg_100 : 31518.027477 ∣ critic_nllloss : 25764.850977 ∣ critic_ganloss : -502.379120 ∣ generator_nllloss : 5092.586719 ∣ generator_ganloss : 787.707251 ∣  [  std_z : 0.99  real_sub_fake : 1659.75 ]
[  epoch 0010/0040] 0560/4800, lr:1.0e-04 ∣ avg_100 : 31519.591266 ∣ critic_nllloss : 25944.544141 ∣ critic_ganloss : -423.231601 ∣ generator_nllloss : 5211.438086 ∣ generator_ganloss : 796.393799 ∣  [  std_z : 0.99  real_sub_fake : 1783.23 ]
[  epoch 0010/0040] 0570/4800, lr:1.0e-04 ∣ avg_100 : 31518.522762 ∣ critic_nllloss : 25998.344531 ∣ critic_ganloss : -423.979306 ∣ generator_nllloss : 5215.468945 ∣ generator_ganloss : 831.391895 ∣  [  std_z : 1.00  real_sub_fake : 1343.30 ]
[  epoch 0010/0040] 0580/4800, lr:1.0e-04 ∣ avg_100 : 31521.433360 ∣ critic_nllloss : 26161.834570 ∣ critic_ganloss : -403.506934 ∣ generator_nllloss : 5251.139844 ∣ generator_ganloss : 862.011035 ∣  [  std_z : 0.99  real_sub_fake : 1847.05 ]
[  epoch 0010/0040] 0590/4800, lr:1.0e-04 ∣ avg_100 : 31519.499122 ∣ critic_nllloss : 26006.071484 ∣ critic_ganloss : -338.813281 ∣ generator_nllloss : 5145.323438 ∣ generator_ganloss : 779.489404 ∣  [  std_z : 0.98  real_sub_fake : 1427.49 ]
[  epoch 0010/0040] 0600/4800, lr:1.0e-04 ∣ avg_100 : 31523.140114 ∣ critic_nllloss : 26156.485742 ∣ critic_ganloss : -433.075861 ∣ generator_nllloss : 5296.207227 ∣ generator_ganloss : 729.929883 ∣  [  std_z : 0.99  real_sub_fake : 1401.55 ]
[  epoch 0010/0040] 0610/4800, lr:1.0e-04 ∣ avg_100 : 31521.148626 ∣ critic_nllloss : 25990.527539 ∣ critic_ganloss : -393.490784 ∣ generator_nllloss : 5143.681250 ∣ generator_ganloss : 701.922437 ∣  [  std_z : 1.00  real_sub_fake : 1689.55 ]
[  epoch 0010/0040] 0620/4800, lr:1.0e-04 ∣ avg_100 : 31516.444910 ∣ critic_nllloss : 25980.171680 ∣ critic_ganloss : -486.130939 ∣ generator_nllloss : 5249.717383 ∣ generator_ganloss : 668.600098 ∣  [  std_z : 0.99  real_sub_fake : 1642.53 ]
[  epoch 0010/0040] 0630/4800, lr:1.0e-04 ∣ avg_100 : 31516.054865 ∣ critic_nllloss : 26005.841211 ∣ critic_ganloss : -549.485040 ∣ generator_nllloss : 5246.531445 ∣ generator_ganloss : 779.445093 ∣  [  std_z : 0.98  real_sub_fake : 1917.33 ]
[  epoch 0010/0040] 0640/4800, lr:1.0e-04 ∣ avg_100 : 31519.822168 ∣ critic_nllloss : 26082.910938 ∣ critic_ganloss : -261.190259 ∣ generator_nllloss : 5314.322070 ∣ generator_ganloss : 744.109814 ∣  [  std_z : 0.99  real_sub_fake : 1510.54 ]
[  epoch 0010/0040] 0650/4800, lr:1.0e-04 ∣ avg_100 : 31520.467878 ∣ critic_nllloss : 25863.380469 ∣ critic_ganloss : -344.688416 ∣ generator_nllloss : 5231.566797 ∣ generator_ganloss : 842.387598 ∣  [  std_z : 1.00  real_sub_fake : 968.75 ]
[  epoch 0010/0040] 0660/4800, lr:1.0e-04 ∣ avg_100 : 31521.757709 ∣ critic_nllloss : 26161.648047 ∣ critic_ganloss : -492.259219 ∣ generator_nllloss : 5359.702344 ∣ generator_ganloss : 784.489063 ∣  [  std_z : 1.00  real_sub_fake : 1625.89 ]
[  epoch 0010/0040] 0670/4800, lr:1.0e-04 ∣ avg_100 : 31521.619615 ∣ critic_nllloss : 25875.745508 ∣ critic_ganloss : -372.024484 ∣ generator_nllloss : 5245.324805 ∣ generator_ganloss : 846.113574 ∣  [  std_z : 0.98  real_sub_fake : 1804.75 ]
[  epoch 0010/0040] 0680/4800, lr:1.0e-04 ∣ avg_100 : 31519.763833 ∣ critic_nllloss : 25851.201367 ∣ critic_ganloss : -360.082559 ∣ generator_nllloss : 5092.200977 ∣ generator_ganloss : 834.671484 ∣  [  std_z : 0.99  real_sub_fake : 1260.50 ]
[  epoch 0010/0040] 0690/4800, lr:1.0e-04 ∣ avg_100 : 31522.611625 ∣ critic_nllloss : 26185.546680 ∣ critic_ganloss : -507.123480 ∣ generator_nllloss : 5227.098242 ∣ generator_ganloss : 894.252930 ∣  [  std_z : 1.00  real_sub_fake : 1631.57 ]
[  epoch 0010/0040] 0700/4800, lr:1.0e-04 ∣ avg_100 : 31525.998423 ∣ critic_nllloss : 25900.656250 ∣ critic_ganloss : -340.488354 ∣ generator_nllloss : 5182.528906 ∣ generator_ganloss : 934.324512 ∣  [  std_z : 1.00  real_sub_fake : 1743.64 ]
[  epoch 0010/0040] 0710/4800, lr:1.0e-04 ∣ avg_100 : 31523.642304 ∣ critic_nllloss : 25608.135937 ∣ critic_ganloss : -425.478293 ∣ generator_nllloss : 5116.303516 ∣ generator_ganloss : 895.833643 ∣  [  std_z : 1.00  real_sub_fake : 1202.10 ]
[  epoch 0010/0040] 0720/4800, lr:1.0e-04 ∣ avg_100 : 31521.628272 ∣ critic_nllloss : 25880.605859 ∣ critic_ganloss : -555.040930 ∣ generator_nllloss : 5196.324609 ∣ generator_ganloss : 904.080078 ∣  [  std_z : 0.99  real_sub_fake : 2095.28 ]
[  epoch 0010/0040] 0730/4800, lr:1.0e-04 ∣ avg_100 : 31518.502414 ∣ critic_nllloss : 25746.623828 ∣ critic_ganloss : -504.709714 ∣ generator_nllloss : 5091.762891 ∣ generator_ganloss : 974.315527 ∣  [  std_z : 0.99  real_sub_fake : 2272.20 ]
[  epoch 0010/0040] 0740/4800, lr:1.0e-04 ∣ avg_100 : 31523.073808 ∣ critic_nllloss : 26053.820898 ∣ critic_ganloss : -418.044635 ∣ generator_nllloss : 5287.969141 ∣ generator_ganloss : 940.871143 ∣  [  std_z : 1.01  real_sub_fake : 1561.75 ]
[  epoch 0010/0040] 0750/4800, lr:1.0e-04 ∣ avg_100 : 31522.404226 ∣ critic_nllloss : 25929.387891 ∣ critic_ganloss : -451.638336 ∣ generator_nllloss : 5108.084766 ∣ generator_ganloss : 853.425146 ∣  [  std_z : 0.99  real_sub_fake : 1503.95 ]
[  epoch 0010/0040] 0760/4800, lr:1.0e-04 ∣ avg_100 : 31521.385028 ∣ critic_nllloss : 25776.916797 ∣ critic_ganloss : -531.894403 ∣ generator_nllloss : 5241.531641 ∣ generator_ganloss : 847.003247 ∣  [  std_z : 0.98  real_sub_fake : 2021.23 ]
[  epoch 0010/0040] 0770/4800, lr:1.0e-04 ∣ avg_100 : 31522.038953 ∣ critic_nllloss : 26057.538867 ∣ critic_ganloss : -479.151981 ∣ generator_nllloss : 5134.050781 ∣ generator_ganloss : 845.876025 ∣  [  std_z : 0.99  real_sub_fake : 2189.97 ]
[  epoch 0010/0040] 0780/4800, lr:1.0e-04 ∣ avg_100 : 31521.852448 ∣ critic_nllloss : 25993.459180 ∣ critic_ganloss : -489.096194 ∣ generator_nllloss : 5149.792969 ∣ generator_ganloss : 919.972852 ∣  [  std_z : 1.01  real_sub_fake : 1416.35 ]
[  epoch 0010/0040] 0790/4800, lr:1.0e-04 ∣ avg_100 : 31521.608088 ∣ critic_nllloss : 25932.673438 ∣ critic_ganloss : -527.559845 ∣ generator_nllloss : 5230.285547 ∣ generator_ganloss : 853.602344 ∣  [  std_z : 1.00  real_sub_fake : 2176.26 ]
[  epoch 0010/0040] 0800/4800, lr:1.0e-04 ∣ avg_100 : 31525.875729 ∣ critic_nllloss : 26142.700781 ∣ critic_ganloss : -452.217670 ∣ generator_nllloss : 5197.866016 ∣ generator_ganloss : 815.114966 ∣  [  std_z : 0.98  real_sub_fake : 1843.16 ]
[  epoch 0010/0040] 0810/4800, lr:1.0e-04 ∣ avg_100 : 31522.461701 ∣ critic_nllloss : 25934.376172 ∣ critic_ganloss : -388.030219 ∣ generator_nllloss : 5200.600195 ∣ generator_ganloss : 809.681543 ∣  [  std_z : 0.98  real_sub_fake : 1611.37 ]
[  epoch 0010/0040] 0820/4800, lr:1.0e-04 ∣ avg_100 : 31523.981404 ∣ critic_nllloss : 26062.719336 ∣ critic_ganloss : -422.731857 ∣ generator_nllloss : 5201.478125 ∣ generator_ganloss : 783.977563 ∣  [  std_z : 1.01  real_sub_fake : 1367.29 ]
[  epoch 0010/0040] 0830/4800, lr:1.0e-04 ∣ avg_100 : 31524.551420 ∣ critic_nllloss : 25919.445117 ∣ critic_ganloss : -582.345752 ∣ generator_nllloss : 5226.841211 ∣ generator_ganloss : 807.588745 ∣  [  std_z : 1.00  real_sub_fake : 1964.92 ]
[  epoch 0010/0040] 0840/4800, lr:1.0e-04 ∣ avg_100 : 31528.760813 ∣ critic_nllloss : 25967.681055 ∣ critic_ganloss : -556.847449 ∣ generator_nllloss : 5186.552734 ∣ generator_ganloss : 926.281250 ∣  [  std_z : 0.98  real_sub_fake : 2399.62 ]
[  epoch 0010/0040] 0850/4800, lr:1.0e-04 ∣ avg_100 : 31528.864765 ∣ critic_nllloss : 26040.651562 ∣ critic_ganloss : -383.660425 ∣ generator_nllloss : 5165.896875 ∣ generator_ganloss : 923.916699 ∣  [  std_z : 0.99  real_sub_fake : 1843.35 ]
[  epoch 0010/0040] 0860/4800, lr:1.0e-04 ∣ avg_100 : 31529.081938 ∣ critic_nllloss : 25910.275195 ∣ critic_ganloss : -403.269019 ∣ generator_nllloss : 5256.594336 ∣ generator_ganloss : 957.597217 ∣  [  std_z : 1.00  real_sub_fake : 1231.02 ]
[  epoch 0010/0040] 0870/4800, lr:1.0e-04 ∣ avg_100 : 31527.942551 ∣ critic_nllloss : 25884.616406 ∣ critic_ganloss : -460.677209 ∣ generator_nllloss : 5115.296875 ∣ generator_ganloss : 915.100049 ∣  [  std_z : 1.00  real_sub_fake : 1704.98 ]
[  epoch 0010/0040] 0880/4800, lr:1.0e-04 ∣ avg_100 : 31527.273329 ∣ critic_nllloss : 25846.766211 ∣ critic_ganloss : -553.917780 ∣ generator_nllloss : 5139.699414 ∣ generator_ganloss : 892.703467 ∣  [  std_z : 0.98  real_sub_fake : 2027.93 ]
[  epoch 0010/0040] 0890/4800, lr:1.0e-04 ∣ avg_100 : 31533.897618 ∣ critic_nllloss : 26289.805078 ∣ critic_ganloss : -437.931696 ∣ generator_nllloss : 5312.743945 ∣ generator_ganloss : 888.481787 ∣  [  std_z : 1.00  real_sub_fake : 2379.27 ]
[  epoch 0010/0040] 0900/4800, lr:1.0e-04 ∣ avg_100 : 31535.271610 ∣ critic_nllloss : 26087.840430 ∣ critic_ganloss : -349.057007 ∣ generator_nllloss : 5219.500391 ∣ generator_ganloss : 834.709180 ∣  [  std_z : 1.01  real_sub_fake : 1121.90 ]
[  epoch 0010/0040] 0910/4800, lr:1.0e-04 ∣ avg_100 : 31536.060666 ∣ critic_nllloss : 25994.062305 ∣ critic_ganloss : -425.303543 ∣ generator_nllloss : 5157.932227 ∣ generator_ganloss : 778.511572 ∣  [  std_z : 0.98  real_sub_fake : 1253.53 ]
[  epoch 0010/0040] 0920/4800, lr:1.0e-04 ∣ avg_100 : 31534.172458 ∣ critic_nllloss : 25988.978125 ∣ critic_ganloss : -501.162601 ∣ generator_nllloss : 5093.056250 ∣ generator_ganloss : 768.303271 ∣  [  std_z : 0.98  real_sub_fake : 1988.35 ]
[  epoch 0010/0040] 0930/4800, lr:1.0e-04 ∣ avg_100 : 31531.111942 ∣ critic_nllloss : 25945.028320 ∣ critic_ganloss : -469.391360 ∣ generator_nllloss : 5168.074219 ∣ generator_ganloss : 789.913867 ∣  [  std_z : 1.01  real_sub_fake : 1821.15 ]
[  epoch 0010/0040] 0940/4800, lr:1.0e-04 ∣ avg_100 : 31529.390159 ∣ critic_nllloss : 25972.359766 ∣ critic_ganloss : -481.087540 ∣ generator_nllloss : 5208.636133 ∣ generator_ganloss : 757.542554 ∣  [  std_z : 1.00  real_sub_fake : 1821.24 ]
[  epoch 0010/0040] 0950/4800, lr:1.0e-04 ∣ avg_100 : 31537.769573 ∣ critic_nllloss : 26049.056250 ∣ critic_ganloss : -203.014595 ∣ generator_nllloss : 5178.905078 ∣ generator_ganloss : 821.659375 ∣  [  std_z : 0.99  real_sub_fake : 1285.08 ]
[  epoch 0010/0040] 0960/4800, lr:1.0e-04 ∣ avg_100 : 31538.576292 ∣ critic_nllloss : 26029.910742 ∣ critic_ganloss : -82.428226 ∣ generator_nllloss : 5224.674023 ∣ generator_ganloss : 838.185986 ∣   [  std_z : 0.98  real_sub_fake : 205.37 ]
[  epoch 0010/0040] 0970/4800, lr:1.0e-04 ∣ avg_100 : 31538.690415 ∣ critic_nllloss : 25989.112695 ∣ critic_ganloss : -124.368966 ∣ generator_nllloss : 5267.505469 ∣ generator_ganloss : 792.024072 ∣  [  std_z : 0.98  real_sub_fake : 305.39 ]
[  epoch 0010/0040] 0980/4800, lr:1.0e-04 ∣ avg_100 : 31542.069081 ∣ critic_nllloss : 25923.932031 ∣ critic_ganloss : -221.410875 ∣ generator_nllloss : 5221.116406 ∣ generator_ganloss : 737.722314 ∣  [  std_z : 1.00  real_sub_fake : 604.84 ]
[  epoch 0010/0040] 0990/4800, lr:1.0e-04 ∣ avg_100 : 31544.427991 ∣ critic_nllloss : 26039.463477 ∣ critic_ganloss : -267.940788 ∣ generator_nllloss : 5170.413672 ∣ generator_ganloss : 755.963330 ∣  [  std_z : 1.01  real_sub_fake : 982.53 ]
[  epoch 0010/0040] 1000/4800, lr:1.0e-04 ∣ avg_100 : 31547.696236 ∣ critic_nllloss : 25873.648633 ∣ critic_ganloss : -309.114664 ∣ generator_nllloss : 5251.802148 ∣ generator_ganloss : 814.491162 ∣  [  std_z : 0.98  real_sub_fake : 1133.50 ]
[  epoch 0010/0040] 1010/4800, lr:1.0e-04 ∣ avg_100 : 31547.989589 ∣ critic_nllloss : 25789.201172 ∣ critic_ganloss : -374.157397 ∣ generator_nllloss : 5102.235937 ∣ generator_ganloss : 825.338721 ∣  [  std_z : 0.97  real_sub_fake : 1467.77 ]
[  epoch 0010/0040] 1020/4800, lr:1.0e-04 ∣ avg_100 : 31550.229756 ∣ critic_nllloss : 26106.708984 ∣ critic_ganloss : -407.289923 ∣ generator_nllloss : 5267.110352 ∣ generator_ganloss : 837.852832 ∣  [  std_z : 0.99  real_sub_fake : 1398.60 ]
[  epoch 0010/0040] 1030/4800, lr:1.0e-04 ∣ avg_100 : 31553.696890 ∣ critic_nllloss : 26071.283789 ∣ critic_ganloss : -427.762045 ∣ generator_nllloss : 5248.920117 ∣ generator_ganloss : 878.460449 ∣  [  std_z : 1.01  real_sub_fake : 1526.05 ]
[  epoch 0010/0040] 1040/4800, lr:1.0e-04 ∣ avg_100 : 31553.682888 ∣ critic_nllloss : 25913.721875 ∣ critic_ganloss : -436.477097 ∣ generator_nllloss : 5239.095898 ∣ generator_ganloss : 913.858887 ∣  [  std_z : 1.00  real_sub_fake : 1757.78 ]
[  epoch 0010/0040] 1050/4800, lr:1.0e-04 ∣ avg_100 : 31553.279194 ∣ critic_nllloss : 25738.018555 ∣ critic_ganloss : -303.905331 ∣ generator_nllloss : 5167.053125 ∣ generator_ganloss : 949.369873 ∣  [  std_z : 0.98  real_sub_fake : 1539.01 ]
[  epoch 0010/0040] 1060/4800, lr:1.0e-04 ∣ avg_100 : 31552.563082 ∣ critic_nllloss : 25709.866602 ∣ critic_ganloss : -443.244269 ∣ generator_nllloss : 5174.331445 ∣ generator_ganloss : 866.718213 ∣  [  std_z : 0.98  real_sub_fake : 1411.40 ]
[  epoch 0010/0040] 1070/4800, lr:1.0e-04 ∣ avg_100 : 31551.000247 ∣ critic_nllloss : 25907.874023 ∣ critic_ganloss : -533.554080 ∣ generator_nllloss : 5178.443945 ∣ generator_ganloss : 846.328711 ∣  [  std_z : 1.00  real_sub_fake : 1946.60 ]
[  epoch 0010/0040] 1080/4800, lr:1.0e-04 ∣ avg_100 : 31554.194640 ∣ critic_nllloss : 25913.593750 ∣ critic_ganloss : -364.650073 ∣ generator_nllloss : 5231.727539 ∣ generator_ganloss : 874.986377 ∣  [  std_z : 1.00  real_sub_fake : 1960.37 ]
[  epoch 0010/0040] 1090/4800, lr:1.0e-04 ∣ avg_100 : 31558.759585 ∣ critic_nllloss : 26038.798828 ∣ critic_ganloss : -439.174536 ∣ generator_nllloss : 5253.246484 ∣ generator_ganloss : 799.644873 ∣  [  std_z : 0.98  real_sub_fake : 1527.64 ]
[  epoch 0010/0040] 1100/4800, lr:1.0e-04 ∣ avg_100 : 31559.750153 ∣ critic_nllloss : 25994.041602 ∣ critic_ganloss : -423.103339 ∣ generator_nllloss : 5123.127344 ∣ generator_ganloss : 799.166064 ∣  [  std_z : 0.98  real_sub_fake : 1665.98 ]
[  epoch 0010/0040] 1110/4800, lr:1.0e-04 ∣ avg_100 : 31563.573811 ∣ critic_nllloss : 26215.392188 ∣ critic_ganloss : -428.108078 ∣ generator_nllloss : 5202.075391 ∣ generator_ganloss : 815.448926 ∣  [  std_z : 1.00  real_sub_fake : 1574.92 ]
[  epoch 0010/0040] 1120/4800, lr:1.0e-04 ∣ avg_100 : 31564.373349 ∣ critic_nllloss : 25910.214453 ∣ critic_ganloss : -535.127875 ∣ generator_nllloss : 5093.494141 ∣ generator_ganloss : 802.729248 ∣  [  std_z : 1.00  real_sub_fake : 1659.09 ]
[  epoch 0010/0040] 1130/4800, lr:1.0e-04 ∣ avg_100 : 31565.029543 ∣ critic_nllloss : 26143.663477 ∣ critic_ganloss : -536.614532 ∣ generator_nllloss : 5148.041797 ∣ generator_ganloss : 829.795313 ∣  [  std_z : 0.98  real_sub_fake : 2128.23 ]
[  epoch 0010/0040] 1140/4800, lr:1.0e-04 ∣ avg_100 : 31562.602816 ∣ critic_nllloss : 25872.865820 ∣ critic_ganloss : -512.902057 ∣ generator_nllloss : 5224.978516 ∣ generator_ganloss : 855.844824 ∣  [  std_z : 0.98  real_sub_fake : 1948.32 ]
[  epoch 0010/0040] 1150/4800, lr:1.0e-04 ∣ avg_100 : 31567.374068 ∣ critic_nllloss : 25959.375586 ∣ critic_ganloss : -442.858359 ∣ generator_nllloss : 5246.539453 ∣ generator_ganloss : 808.106274 ∣  [  std_z : 0.99  real_sub_fake : 1862.98 ]
[  epoch 0010/0040] 1160/4800, lr:1.0e-04 ∣ avg_100 : 31564.574578 ∣ critic_nllloss : 25818.884570 ∣ critic_ganloss : -512.398318 ∣ generator_nllloss : 5160.287891 ∣ generator_ganloss : 862.633496 ∣  [  std_z : 0.99  real_sub_fake : 1703.35 ]
[  epoch 0010/0040] 1170/4800, lr:1.0e-04 ∣ avg_100 : 31567.706289 ∣ critic_nllloss : 26171.669922 ∣ critic_ganloss : -416.402942 ∣ generator_nllloss : 5261.255273 ∣ generator_ganloss : 865.175000 ∣  [  std_z : 0.99  real_sub_fake : 1989.55 ]
[  epoch 0010/0040] 1180/4800, lr:1.0e-04 ∣ avg_100 : 31569.747456 ∣ critic_nllloss : 25803.633984 ∣ critic_ganloss : -449.910153 ∣ generator_nllloss : 5262.905078 ∣ generator_ganloss : 924.628125 ∣  [  std_z : 0.98  real_sub_fake : 1488.44 ]
[  epoch 0010/0040] 1190/4800, lr:1.0e-04 ∣ avg_100 : 31572.779521 ∣ critic_nllloss : 25888.401172 ∣ critic_ganloss : -489.725201 ∣ generator_nllloss : 5293.117578 ∣ generator_ganloss : 894.481543 ∣  [  std_z : 1.00  real_sub_fake : 1717.53 ]
[  epoch 0010/0040] 1200/4800, lr:1.0e-04 ∣ avg_100 : 31571.185262 ∣ critic_nllloss : 25637.689844 ∣ critic_ganloss : -325.327260 ∣ generator_nllloss : 5018.248047 ∣ generator_ganloss : 973.520117 ∣  [  std_z : 1.00  real_sub_fake : 1598.04 ]
[  epoch 0010/0040] 1210/4800, lr:1.0e-04 ∣ avg_100 : 31573.690759 ∣ critic_nllloss : 26045.576172 ∣ critic_ganloss : -259.753870 ∣ generator_nllloss : 5177.810742 ∣ generator_ganloss : 950.605713 ∣  [  std_z : 0.99  real_sub_fake : 814.45 ]
[  epoch 0010/0040] 1220/4800, lr:1.0e-04 ∣ avg_100 : 31579.147218 ∣ critic_nllloss : 26169.515039 ∣ critic_ganloss : -261.121701 ∣ generator_nllloss : 5256.408789 ∣ generator_ganloss : 956.714111 ∣  [  std_z : 0.97  real_sub_fake : 1043.35 ]
[  epoch 0010/0040] 1230/4800, lr:1.0e-04 ∣ avg_100 : 31582.478443 ∣ critic_nllloss : 25981.470117 ∣ critic_ganloss : -254.896471 ∣ generator_nllloss : 5233.163672 ∣ generator_ganloss : 943.328760 ∣  [  std_z : 0.99  real_sub_fake : 979.32 ]
[  epoch 0010/0040] 1240/4800, lr:1.0e-04 ∣ avg_100 : 31582.379073 ∣ critic_nllloss : 26000.223633 ∣ critic_ganloss : -365.925784 ∣ generator_nllloss : 5166.616797 ∣ generator_ganloss : 924.258008 ∣  [  std_z : 1.00  real_sub_fake : 1311.68 ]
[  epoch 0010/0040] 1250/4800, lr:1.0e-04 ∣ avg_100 : 31588.493594 ∣ critic_nllloss : 26028.986133 ∣ critic_ganloss : -338.316080 ∣ generator_nllloss : 5263.578516 ∣ generator_ganloss : 972.105371 ∣  [  std_z : 1.00  real_sub_fake : 1346.48 ]
[  epoch 0010/0040] 1260/4800, lr:1.0e-04 ∣ avg_100 : 31591.005531 ∣ critic_nllloss : 26099.636523 ∣ critic_ganloss : -421.625726 ∣ generator_nllloss : 5270.407227 ∣ generator_ganloss : 929.811865 ∣  [  std_z : 0.99  real_sub_fake : 1516.18 ]
[  epoch 0010/0040] 1270/4800, lr:1.0e-04 ∣ avg_100 : 31591.485118 ∣ critic_nllloss : 25846.411133 ∣ critic_ganloss : -429.195377 ∣ generator_nllloss : 5204.026563 ∣ generator_ganloss : 902.030176 ∣  [  std_z : 0.98  real_sub_fake : 1677.61 ]
[  epoch 0010/0040] 1280/4800, lr:1.0e-04 ∣ avg_100 : 31592.698268 ∣ critic_nllloss : 25994.508594 ∣ critic_ganloss : -494.391971 ∣ generator_nllloss : 5305.778320 ∣ generator_ganloss : 927.135547 ∣  [  std_z : 1.01  real_sub_fake : 1890.37 ]
[  epoch 0010/0040] 1290/4800, lr:1.0e-04 ∣ avg_100 : 31596.705217 ∣ critic_nllloss : 26047.362500 ∣ critic_ganloss : -473.313269 ∣ generator_nllloss : 5185.750781 ∣ generator_ganloss : 919.466797 ∣  [  std_z : 1.00  real_sub_fake : 1750.69 ]
[  epoch 0010/0040] 1300/4800, lr:1.0e-04 ∣ avg_100 : 31596.896630 ∣ critic_nllloss : 25943.318164 ∣ critic_ganloss : -559.259109 ∣ generator_nllloss : 5196.027734 ∣ generator_ganloss : 921.389551 ∣  [  std_z : 0.98  real_sub_fake : 1901.36 ]
[  epoch 0010/0040] 1310/4800, lr:1.0e-04 ∣ avg_100 : 31600.770791 ∣ critic_nllloss : 26113.880859 ∣ critic_ganloss : -451.222156 ∣ generator_nllloss : 5208.391016 ∣ generator_ganloss : 888.224121 ∣  [  std_z : 0.99  real_sub_fake : 2312.82 ]
[  epoch 0010/0040] 1320/4800, lr:1.0e-04 ∣ avg_100 : 31593.638532 ∣ critic_nllloss : 25948.038477 ∣ critic_ganloss : -559.168723 ∣ generator_nllloss : 5094.217188 ∣ generator_ganloss : 787.681201 ∣  [  std_z : 1.00  real_sub_fake : 1772.02 ]
[  epoch 0010/0040] 1330/4800, lr:1.0e-04 ∣ avg_100 : 31592.640668 ∣ critic_nllloss : 25971.902148 ∣ critic_ganloss : -501.667517 ∣ generator_nllloss : 5170.315625 ∣ generator_ganloss : 778.776978 ∣  [  std_z : 1.00  real_sub_fake : 1798.75 ]
[  epoch 0010/0040] 1340/4800, lr:1.0e-04 ∣ avg_100 : 31593.843719 ∣ critic_nllloss : 26017.478906 ∣ critic_ganloss : -462.430081 ∣ generator_nllloss : 5179.510938 ∣ generator_ganloss : 744.392603 ∣  [  std_z : 0.99  real_sub_fake : 1908.62 ]
[  epoch 0010/0040] 1350/4800, lr:1.0e-04 ∣ avg_100 : 31597.947032 ∣ critic_nllloss : 26269.832422 ∣ critic_ganloss : -449.066284 ∣ generator_nllloss : 5135.985547 ∣ generator_ganloss : 850.550342 ∣  [  std_z : 0.99  real_sub_fake : 1826.60 ]
[  epoch 0010/0040] 1360/4800, lr:1.0e-04 ∣ avg_100 : 31597.367510 ∣ critic_nllloss : 26029.741602 ∣ critic_ganloss : -423.696793 ∣ generator_nllloss : 5219.251758 ∣ generator_ganloss : 791.421216 ∣  [  std_z : 0.99  real_sub_fake : 1612.34 ]
[  epoch 0010/0040] 1370/4800, lr:1.0e-04 ∣ avg_100 : 31596.121670 ∣ critic_nllloss : 25980.628906 ∣ critic_ganloss : -480.219217 ∣ generator_nllloss : 5143.688477 ∣ generator_ganloss : 806.240039 ∣  [  std_z : 1.00  real_sub_fake : 1768.73 ]
[  epoch 0010/0040] 1380/4800, lr:1.0e-04 ∣ avg_100 : 31594.612222 ∣ critic_nllloss : 26022.822852 ∣ critic_ganloss : -463.732852 ∣ generator_nllloss : 5225.714844 ∣ generator_ganloss : 845.814111 ∣  [  std_z : 1.00  real_sub_fake : 1899.72 ]
[  epoch 0010/0040] 1390/4800, lr:1.0e-04 ∣ avg_100 : 31594.912981 ∣ critic_nllloss : 26195.373047 ∣ critic_ganloss : -353.370667 ∣ generator_nllloss : 5280.749805 ∣ generator_ganloss : 833.587891 ∣  [  std_z : 0.99  real_sub_fake : 1669.43 ]
[  epoch 0010/0040] 1400/4800, lr:1.0e-04 ∣ avg_100 : 31597.675713 ∣ critic_nllloss : 26197.907813 ∣ critic_ganloss : -438.941409 ∣ generator_nllloss : 5219.363281 ∣ generator_ganloss : 846.799023 ∣  [  std_z : 0.99  real_sub_fake : 1353.38 ]
[  epoch 0010/0040] 1410/4800, lr:1.0e-04 ∣ avg_100 : 31597.078959 ∣ critic_nllloss : 26042.177539 ∣ critic_ganloss : -515.100696 ∣ generator_nllloss : 5164.678125 ∣ generator_ganloss : 819.076855 ∣  [  std_z : 0.99  real_sub_fake : 1915.22 ]
[  epoch 0010/0040] 1420/4800, lr:1.0e-04 ∣ avg_100 : 31600.421006 ∣ critic_nllloss : 26144.387500 ∣ critic_ganloss : -522.835846 ∣ generator_nllloss : 5248.944727 ∣ generator_ganloss : 888.989307 ∣  [  std_z : 1.00  real_sub_fake : 1861.91 ]
[  epoch 0010/0040] 1430/4800, lr:1.0e-04 ∣ avg_100 : 31596.409304 ∣ critic_nllloss : 25985.783008 ∣ critic_ganloss : -491.475977 ∣ generator_nllloss : 5127.020312 ∣ generator_ganloss : 898.479980 ∣  [  std_z : 1.01  real_sub_fake : 1947.49 ]
[  epoch 0010/0040] 1440/4800, lr:1.0e-04 ∣ avg_100 : 31595.141889 ∣ critic_nllloss : 25911.418164 ∣ critic_ganloss : -606.690796 ∣ generator_nllloss : 5211.021680 ∣ generator_ganloss : 891.149463 ∣  [  std_z : 0.99  real_sub_fake : 2259.80 ]
[  epoch 0010/0040] 1450/4800, lr:1.0e-04 ∣ avg_100 : 31596.933090 ∣ critic_nllloss : 25936.783008 ∣ critic_ganloss : -448.853854 ∣ generator_nllloss : 5259.577539 ∣ generator_ganloss : 928.306543 ∣  [  std_z : 0.98  real_sub_fake : 2024.65 ]
[  epoch 0010/0040] 1460/4800, lr:1.0e-04 ∣ avg_100 : 31596.514362 ∣ critic_nllloss : 25956.205859 ∣ critic_ganloss : -432.146063 ∣ generator_nllloss : 5221.207031 ∣ generator_ganloss : 901.092969 ∣  [  std_z : 0.99  real_sub_fake : 1387.63 ]
[  epoch 0010/0040] 1470/4800, lr:1.0e-04 ∣ avg_100 : 31594.413578 ∣ critic_nllloss : 25837.074414 ∣ critic_ganloss : -475.763101 ∣ generator_nllloss : 5170.118164 ∣ generator_ganloss : 833.243213 ∣  [  std_z : 1.00  real_sub_fake : 1739.92 ]
[  epoch 0010/0040] 1480/4800, lr:1.0e-04 ∣ avg_100 : 31595.731514 ∣ critic_nllloss : 25936.807812 ∣ critic_ganloss : -453.797461 ∣ generator_nllloss : 5279.866016 ∣ generator_ganloss : 884.341748 ∣  [  std_z : 1.00  real_sub_fake : 1806.10 ]
[  epoch 0010/0040] 1490/4800, lr:1.0e-04 ∣ avg_100 : 31597.980977 ∣ critic_nllloss : 26055.933594 ∣ critic_ganloss : -356.159387 ∣ generator_nllloss : 5186.854688 ∣ generator_ganloss : 901.900586 ∣  [  std_z : 0.99  real_sub_fake : 1566.23 ]
[  epoch 0010/0040] 1500/4800, lr:1.0e-04 ∣ avg_100 : 31599.344151 ∣ critic_nllloss : 25918.243164 ∣ critic_ganloss : -483.140256 ∣ generator_nllloss : 5208.393555 ∣ generator_ganloss : 893.433643 ∣  [  std_z : 0.99  real_sub_fake : 1532.01 ]
[  epoch 0010/0040] 1510/4800, lr:1.0e-04 ∣ avg_100 : 31599.837056 ∣ critic_nllloss : 26030.834375 ∣ critic_ganloss : -405.932068 ∣ generator_nllloss : 5152.686914 ∣ generator_ganloss : 893.177100 ∣  [  std_z : 1.00  real_sub_fake : 2106.09 ]
[  epoch 0010/0040] 1520/4800, lr:1.0e-04 ∣ avg_100 : 31605.324738 ∣ critic_nllloss : 26168.783984 ∣ critic_ganloss : -431.595181 ∣ generator_nllloss : 5223.833789 ∣ generator_ganloss : 987.837695 ∣  [  std_z : 0.99  real_sub_fake : 1326.60 ]
[  epoch 0010/0040] 1530/4800, lr:1.0e-04 ∣ avg_100 : 31608.205059 ∣ critic_nllloss : 25855.835547 ∣ critic_ganloss : -431.961632 ∣ generator_nllloss : 5153.651367 ∣ generator_ganloss : 925.502734 ∣  [  std_z : 0.99  real_sub_fake : 1267.89 ]
[  epoch 0010/0040] 1540/4800, lr:1.0e-04 ∣ avg_100 : 31609.680101 ∣ critic_nllloss : 26026.409180 ∣ critic_ganloss : -455.265250 ∣ generator_nllloss : 5281.188672 ∣ generator_ganloss : 894.854297 ∣  [  std_z : 1.00  real_sub_fake : 2140.30 ]
[  epoch 0010/0040] 1550/4800, lr:1.0e-04 ∣ avg_100 : 31615.492967 ∣ critic_nllloss : 26116.052539 ∣ critic_ganloss : -541.896017 ∣ generator_nllloss : 5246.682227 ∣ generator_ganloss : 903.213672 ∣  [  std_z : 0.98  real_sub_fake : 1943.88 ]
[  epoch 0010/0040] 1560/4800, lr:1.0e-04 ∣ avg_100 : 31619.797690 ∣ critic_nllloss : 26167.488477 ∣ critic_ganloss : -319.147421 ∣ generator_nllloss : 5135.929297 ∣ generator_ganloss : 975.346387 ∣  [  std_z : 0.99  real_sub_fake : 1321.44 ]
[  epoch 0010/0040] 1570/4800, lr:1.0e-04 ∣ avg_100 : 31621.646593 ∣ critic_nllloss : 25953.263867 ∣ critic_ganloss : -226.433098 ∣ generator_nllloss : 5107.660937 ∣ generator_ganloss : 971.624609 ∣  [  std_z : 1.02  real_sub_fake : 855.05 ]
[  epoch 0010/0040] 1580/4800, lr:1.0e-04 ∣ avg_100 : 31618.533835 ∣ critic_nllloss : 25777.483203 ∣ critic_ganloss : -314.191858 ∣ generator_nllloss : 5194.350000 ∣ generator_ganloss : 902.561377 ∣  [  std_z : 1.00  real_sub_fake : 1104.28 ]
[  epoch 0010/0040] 1590/4800, lr:1.0e-04 ∣ avg_100 : 31619.005202 ∣ critic_nllloss : 25909.610938 ∣ critic_ganloss : -363.619635 ∣ generator_nllloss : 5220.409375 ∣ generator_ganloss : 872.807129 ∣  [  std_z : 0.97  real_sub_fake : 1591.85 ]
[  epoch 0010/0040] 1600/4800, lr:1.0e-04 ∣ avg_100 : 31617.180088 ∣ critic_nllloss : 25876.319922 ∣ critic_ganloss : -421.483582 ∣ generator_nllloss : 5242.431055 ∣ generator_ganloss : 869.768213 ∣  [  std_z : 0.97  real_sub_fake : 1442.09 ]
[  epoch 0010/0040] 1610/4800, lr:1.0e-04 ∣ avg_100 : 31615.487838 ∣ critic_nllloss : 25782.679688 ∣ critic_ganloss : -430.460373 ∣ generator_nllloss : 5097.410156 ∣ generator_ganloss : 823.785938 ∣  [  std_z : 1.00  real_sub_fake : 1620.81 ]
[  epoch 0010/0040] 1620/4800, lr:1.0e-04 ∣ avg_100 : 31616.094798 ∣ critic_nllloss : 25930.580859 ∣ critic_ganloss : -553.800854 ∣ generator_nllloss : 5228.579492 ∣ generator_ganloss : 867.694727 ∣  [  std_z : 1.01  real_sub_fake : 1842.72 ]
[  epoch 0010/0040] 1630/4800, lr:1.0e-04 ∣ avg_100 : 31616.686480 ∣ critic_nllloss : 25850.979102 ∣ critic_ganloss : -368.560971 ∣ generator_nllloss : 5160.144531 ∣ generator_ganloss : 898.938281 ∣  [  std_z : 0.98  real_sub_fake : 1971.44 ]
[  epoch 0010/0040] 1640/4800, lr:1.0e-04 ∣ avg_100 : 31617.193469 ∣ critic_nllloss : 26129.712695 ∣ critic_ganloss : -406.273648 ∣ generator_nllloss : 5236.331836 ∣ generator_ganloss : 971.080566 ∣  [  std_z : 0.98  real_sub_fake : 1390.45 ]
[  epoch 0010/0040] 1650/4800, lr:1.0e-04 ∣ avg_100 : 31617.933532 ∣ critic_nllloss : 25974.758984 ∣ critic_ganloss : -424.422882 ∣ generator_nllloss : 5236.740039 ∣ generator_ganloss : 879.576563 ∣  [  std_z : 0.99  real_sub_fake : 1454.97 ]
[  epoch 0010/0040] 1660/4800, lr:1.0e-04 ∣ avg_100 : 31613.720340 ∣ critic_nllloss : 25880.403125 ∣ critic_ganloss : -471.642706 ∣ generator_nllloss : 5150.775391 ∣ generator_ganloss : 832.725244 ∣  [  std_z : 1.00  real_sub_fake : 1790.67 ]
[  epoch 0010/0040] 1670/4800, lr:1.0e-04 ∣ avg_100 : 31611.960103 ∣ critic_nllloss : 25993.774609 ∣ critic_ganloss : -510.984094 ∣ generator_nllloss : 5077.967578 ∣ generator_ganloss : 858.377637 ∣  [  std_z : 0.99  real_sub_fake : 1921.64 ]
[  epoch 0010/0040] 1680/4800, lr:1.0e-04 ∣ avg_100 : 31614.258138 ∣ critic_nllloss : 26013.178125 ∣ critic_ganloss : -429.450003 ∣ generator_nllloss : 5177.158203 ∣ generator_ganloss : 886.908398 ∣  [  std_z : 1.00  real_sub_fake : 1776.63 ]
[  epoch 0010/0040] 1690/4800, lr:1.0e-04 ∣ avg_100 : 31612.424325 ∣ critic_nllloss : 26000.528320 ∣ critic_ganloss : -421.701349 ∣ generator_nllloss : 5161.038672 ∣ generator_ganloss : 876.527490 ∣  [  std_z : 0.99  real_sub_fake : 1658.94 ]
[  epoch 0010/0040] 1700/4800, lr:1.0e-04 ∣ avg_100 : 31612.334983 ∣ critic_nllloss : 25882.044336 ∣ critic_ganloss : -360.732657 ∣ generator_nllloss : 5220.359375 ∣ generator_ganloss : 926.415967 ∣  [  std_z : 0.99  real_sub_fake : 1150.91 ]
[  epoch 0010/0040] 1710/4800, lr:1.0e-04 ∣ avg_100 : 31617.356302 ∣ critic_nllloss : 25997.514844 ∣ critic_ganloss : -385.257144 ∣ generator_nllloss : 5261.965039 ∣ generator_ganloss : 822.703979 ∣  [  std_z : 1.00  real_sub_fake : 1749.14 ]
[  epoch 0010/0040] 1720/4800, lr:1.0e-04 ∣ avg_100 : 31619.208779 ∣ critic_nllloss : 26032.337305 ∣ critic_ganloss : -468.124902 ∣ generator_nllloss : 5153.221680 ∣ generator_ganloss : 893.783252 ∣  [  std_z : 1.01  real_sub_fake : 1417.66 ]
[  epoch 0010/0040] 1730/4800, lr:1.0e-04 ∣ avg_100 : 31621.051246 ∣ critic_nllloss : 25933.056641 ∣ critic_ganloss : -439.134521 ∣ generator_nllloss : 5133.410156 ∣ generator_ganloss : 864.906982 ∣  [  std_z : 1.00  real_sub_fake : 1967.52 ]
[  epoch 0010/0040] 1740/4800, lr:1.0e-04 ∣ avg_100 : 31617.824885 ∣ critic_nllloss : 25931.729687 ∣ critic_ganloss : -416.907211 ∣ generator_nllloss : 5120.932422 ∣ generator_ganloss : 906.225586 ∣  [  std_z : 0.98  real_sub_fake : 1516.51 ]
[  epoch 0010/0040] 1750/4800, lr:1.0e-04 ∣ avg_100 : 31621.195962 ∣ critic_nllloss : 26032.951172 ∣ critic_ganloss : -411.997519 ∣ generator_nllloss : 5219.358789 ∣ generator_ganloss : 936.054639 ∣  [  std_z : 0.99  real_sub_fake : 1659.18 ]
[  epoch 0010/0040] 1760/4800, lr:1.0e-04 ∣ avg_100 : 31622.932644 ∣ critic_nllloss : 25957.350586 ∣ critic_ganloss : -506.546997 ∣ generator_nllloss : 5125.374609 ∣ generator_ganloss : 931.047363 ∣  [  std_z : 1.01  real_sub_fake : 1574.91 ]
[  epoch 0010/0040] 1770/4800, lr:1.0e-04 ∣ avg_100 : 31623.559321 ∣ critic_nllloss : 25821.019922 ∣ critic_ganloss : -343.516635 ∣ generator_nllloss : 5217.765625 ∣ generator_ganloss : 925.712451 ∣  [  std_z : 1.00  real_sub_fake : 1614.36 ]
[  epoch 0010/0040] 1780/4800, lr:1.0e-04 ∣ avg_100 : 31622.093932 ∣ critic_nllloss : 25824.143555 ∣ critic_ganloss : -475.890036 ∣ generator_nllloss : 5152.011914 ∣ generator_ganloss : 927.324463 ∣  [  std_z : 0.97  real_sub_fake : 1582.44 ]
[  epoch 0010/0040] 1790/4800, lr:1.0e-04 ∣ avg_100 : 31623.335920 ∣ critic_nllloss : 25999.347852 ∣ critic_ganloss : -494.429749 ∣ generator_nllloss : 5187.345898 ∣ generator_ganloss : 920.936279 ∣  [  std_z : 0.99  real_sub_fake : 1955.29 ]
[  epoch 0010/0040] 1800/4800, lr:1.0e-04 ∣ avg_100 : 31623.417977 ∣ critic_nllloss : 25849.293359 ∣ critic_ganloss : -153.074182 ∣ generator_nllloss : 5104.314062 ∣ generator_ganloss : 911.136523 ∣  [  std_z : 1.02  real_sub_fake : 725.25 ]
[  epoch 0010/0040] 1810/4800, lr:1.0e-04 ∣ avg_100 : 31623.072740 ∣ critic_nllloss : 25781.787891 ∣ critic_ganloss : -243.678612 ∣ generator_nllloss : 5124.663867 ∣ generator_ganloss : 859.330908 ∣  [  std_z : 1.00  real_sub_fake : 771.07 ]
[  epoch 0010/0040] 1820/4800, lr:1.0e-04 ∣ avg_100 : 31624.595533 ∣ critic_nllloss : 25957.083203 ∣ critic_ganloss : -278.631094 ∣ generator_nllloss : 5262.143359 ∣ generator_ganloss : 837.126953 ∣  [  std_z : 0.97  real_sub_fake : 971.18 ]
[  epoch 0010/0040] 1830/4800, lr:1.0e-04 ∣ avg_100 : 31628.148987 ∣ critic_nllloss : 25977.465039 ∣ critic_ganloss : -333.883221 ∣ generator_nllloss : 5257.233008 ∣ generator_ganloss : 826.059863 ∣  [  std_z : 0.98  real_sub_fake : 1200.17 ]
[  epoch 0010/0040] 1840/4800, lr:1.0e-04 ∣ avg_100 : 31630.855500 ∣ critic_nllloss : 26067.997070 ∣ critic_ganloss : -305.711725 ∣ generator_nllloss : 5212.454687 ∣ generator_ganloss : 819.578857 ∣  [  std_z : 1.01  real_sub_fake : 1454.96 ]
[  epoch 0010/0040] 1850/4800, lr:1.0e-04 ∣ avg_100 : 31630.869434 ∣ critic_nllloss : 25980.631836 ∣ critic_ganloss : -227.039542 ∣ generator_nllloss : 5147.773633 ∣ generator_ganloss : 846.832227 ∣  [  std_z : 1.02  real_sub_fake : 869.36 ]
[  epoch 0010/0040] 1860/4800, lr:1.0e-04 ∣ avg_100 : 31627.842073 ∣ critic_nllloss : 25725.879492 ∣ critic_ganloss : -299.216949 ∣ generator_nllloss : 5170.856641 ∣ generator_ganloss : 820.942480 ∣  [  std_z : 0.99  real_sub_fake : 1037.04 ]
[  epoch 0010/0040] 1870/4800, lr:1.0e-04 ∣ avg_100 : 31629.436242 ∣ critic_nllloss : 25938.745898 ∣ critic_ganloss : -352.168686 ∣ generator_nllloss : 5142.547852 ∣ generator_ganloss : 884.627930 ∣  [  std_z : 0.97  real_sub_fake : 1298.06 ]
[  epoch 0010/0040] 1880/4800, lr:1.0e-04 ∣ avg_100 : 31633.639544 ∣ critic_nllloss : 26093.665234 ∣ critic_ganloss : -477.254745 ∣ generator_nllloss : 5212.395508 ∣ generator_ganloss : 916.775488 ∣  [  std_z : 0.99  real_sub_fake : 1677.56 ]
[  epoch 0010/0040] 1890/4800, lr:1.0e-04 ∣ avg_100 : 31626.885168 ∣ critic_nllloss : 25620.542187 ∣ critic_ganloss : -325.665747 ∣ generator_nllloss : 5184.651172 ∣ generator_ganloss : 898.133936 ∣  [  std_z : 1.01  real_sub_fake : 1831.04 ]
[  epoch 0010/0040] 1900/4800, lr:1.0e-04 ∣ avg_100 : 31625.282411 ∣ critic_nllloss : 25970.979687 ∣ critic_ganloss : -455.681671 ∣ generator_nllloss : 5247.045703 ∣ generator_ganloss : 870.373535 ∣  [  std_z : 0.99  real_sub_fake : 1473.61 ]
[  epoch 0010/0040] 1910/4800, lr:1.0e-04 ∣ avg_100 : 31622.900661 ∣ critic_nllloss : 25724.383203 ∣ critic_ganloss : -390.123529 ∣ generator_nllloss : 5172.051953 ∣ generator_ganloss : 760.715942 ∣  [  std_z : 0.98  real_sub_fake : 1614.93 ]
[  epoch 0010/0040] 1920/4800, lr:1.0e-04 ∣ avg_100 : 31621.404438 ∣ critic_nllloss : 25677.723633 ∣ critic_ganloss : -433.026727 ∣ generator_nllloss : 5122.647656 ∣ generator_ganloss : 832.208154 ∣  [  std_z : 1.00  real_sub_fake : 1547.18 ]
[  epoch 0010/0040] 1930/4800, lr:1.0e-04 ∣ avg_100 : 31624.443254 ∣ critic_nllloss : 26197.353516 ∣ critic_ganloss : -539.581097 ∣ generator_nllloss : 5257.575195 ∣ generator_ganloss : 822.159082 ∣  [  std_z : 1.00  real_sub_fake : 2040.22 ]
[  epoch 0010/0040] 1940/4800, lr:1.0e-04 ∣ avg_100 : 31624.157232 ∣ critic_nllloss : 25933.796289 ∣ critic_ganloss : -479.916794 ∣ generator_nllloss : 5137.216211 ∣ generator_ganloss : 837.752979 ∣  [  std_z : 1.00  real_sub_fake : 1678.64 ]
[  epoch 0010/0040] 1950/4800, lr:1.0e-04 ∣ avg_100 : 31620.813053 ∣ critic_nllloss : 26027.572070 ∣ critic_ganloss : -534.777228 ∣ generator_nllloss : 5164.350000 ∣ generator_ganloss : 855.043359 ∣  [  std_z : 0.98  real_sub_fake : 2054.36 ]
[  epoch 0010/0040] 1960/4800, lr:1.0e-04 ∣ avg_100 : 31611.517042 ∣ critic_nllloss : 25650.467578 ∣ critic_ganloss : -464.428314 ∣ generator_nllloss : 5047.725391 ∣ generator_ganloss : 846.976807 ∣  [  std_z : 0.98  real_sub_fake : 2348.05 ]
[  epoch 0010/0040] 1970/4800, lr:1.0e-04 ∣ avg_100 : 31605.879125 ∣ critic_nllloss : 25986.729687 ∣ critic_ganloss : -477.888559 ∣ generator_nllloss : 5110.114062 ∣ generator_ganloss : 741.526343 ∣  [  std_z : 1.00  real_sub_fake : 1455.16 ]
[  epoch 0010/0040] 1980/4800, lr:1.0e-04 ∣ avg_100 : 31604.496926 ∣ critic_nllloss : 25985.488086 ∣ critic_ganloss : -465.286145 ∣ generator_nllloss : 5254.108594 ∣ generator_ganloss : 748.829517 ∣  [  std_z : 1.00  real_sub_fake : 1658.30 ]
[  epoch 0010/0040] 1990/4800, lr:1.0e-04 ∣ avg_100 : 31603.646643 ∣ critic_nllloss : 26165.382227 ∣ critic_ganloss : -491.833691 ∣ generator_nllloss : 5161.676172 ∣ generator_ganloss : 777.646606 ∣  [  std_z : 0.99  real_sub_fake : 1912.72 ]
[  epoch 0010/0040] 2000/4800, lr:1.0e-04 ∣ avg_100 : 31602.438598 ∣ critic_nllloss : 26032.763867 ∣ critic_ganloss : -546.789233 ∣ generator_nllloss : 5181.412500 ∣ generator_ganloss : 842.635693 ∣  [  std_z : 0.99  real_sub_fake : 1912.49 ]
[  epoch 0010/0040] 2010/4800, lr:1.0e-04 ∣ avg_100 : 31603.669165 ∣ critic_nllloss : 25731.685547 ∣ critic_ganloss : -404.618439 ∣ generator_nllloss : 5188.672266 ∣ generator_ganloss : 949.935742 ∣  [  std_z : 0.99  real_sub_fake : 1894.49 ]
[  epoch 0010/0040] 2020/4800, lr:1.0e-04 ∣ avg_100 : 31602.820613 ∣ critic_nllloss : 25886.226562 ∣ critic_ganloss : -258.730685 ∣ generator_nllloss : 5168.397266 ∣ generator_ganloss : 923.633936 ∣  [  std_z : 0.99  real_sub_fake : 1311.80 ]
[  epoch 0010/0040] 2030/4800, lr:1.0e-04 ∣ avg_100 : 31600.827188 ∣ critic_nllloss : 25865.530664 ∣ critic_ganloss : -243.971677 ∣ generator_nllloss : 5035.531055 ∣ generator_ganloss : 914.469775 ∣  [  std_z : 0.99  real_sub_fake : 665.16 ]
[  epoch 0010/0040] 2040/4800, lr:1.0e-04 ∣ avg_100 : 31602.293275 ∣ critic_nllloss : 26148.463086 ∣ critic_ganloss : -409.645761 ∣ generator_nllloss : 5210.537109 ∣ generator_ganloss : 827.453809 ∣  [  std_z : 1.00  real_sub_fake : 1407.32 ]
[  epoch 0010/0040] 2050/4800, lr:1.0e-04 ∣ avg_100 : 31600.353855 ∣ critic_nllloss : 25757.044727 ∣ critic_ganloss : -454.982547 ∣ generator_nllloss : 5189.542578 ∣ generator_ganloss : 864.989404 ∣  [  std_z : 1.01  real_sub_fake : 1666.05 ]
[  epoch 0010/0040] 2060/4800, lr:1.0e-04 ∣ avg_100 : 31601.484022 ∣ critic_nllloss : 25806.888672 ∣ critic_ganloss : -392.797229 ∣ generator_nllloss : 5128.649219 ∣ generator_ganloss : 877.948096 ∣  [  std_z : 0.99  real_sub_fake : 1654.53 ]
[  epoch 0010/0040] 2070/4800, lr:1.0e-04 ∣ avg_100 : 31602.548925 ∣ critic_nllloss : 25930.166211 ∣ critic_ganloss : -388.744656 ∣ generator_nllloss : 5088.264844 ∣ generator_ganloss : 875.896484 ∣  [  std_z : 0.98  real_sub_fake : 1455.52 ]
[  epoch 0010/0040] 2080/4800, lr:1.0e-04 ∣ avg_100 : 31599.689603 ∣ critic_nllloss : 25696.359375 ∣ critic_ganloss : -383.900699 ∣ generator_nllloss : 5141.705664 ∣ generator_ganloss : 915.561035 ∣  [  std_z : 0.99  real_sub_fake : 1241.47 ]
[  epoch 0010/0040] 2090/4800, lr:1.0e-04 ∣ avg_100 : 31602.738810 ∣ critic_nllloss : 26148.114844 ∣ critic_ganloss : -381.265726 ∣ generator_nllloss : 5313.526758 ∣ generator_ganloss : 877.060449 ∣  [  std_z : 1.00  real_sub_fake : 1667.13 ]
[  epoch 0010/0040] 2100/4800, lr:1.0e-04 ∣ avg_100 : 31605.518561 ∣ critic_nllloss : 26150.660742 ∣ critic_ganloss : -502.923059 ∣ generator_nllloss : 5249.603125 ∣ generator_ganloss : 873.865967 ∣  [  std_z : 1.00  real_sub_fake : 1686.20 ]
[  epoch 0010/0040] 2110/4800, lr:1.0e-04 ∣ avg_100 : 31600.729979 ∣ critic_nllloss : 25967.957422 ∣ critic_ganloss : -599.481287 ∣ generator_nllloss : 5097.227148 ∣ generator_ganloss : 860.247021 ∣  [  std_z : 0.99  real_sub_fake : 2076.94 ]
[  epoch 0010/0040] 2120/4800, lr:1.0e-04 ∣ avg_100 : 31603.049019 ∣ critic_nllloss : 25917.936523 ∣ critic_ganloss : -487.875201 ∣ generator_nllloss : 5217.974609 ∣ generator_ganloss : 855.177979 ∣  [  std_z : 0.99  real_sub_fake : 2215.45 ]
[  epoch 0010/0040] 2130/4800, lr:1.0e-04 ∣ avg_100 : 31600.940126 ∣ critic_nllloss : 25924.007227 ∣ critic_ganloss : -457.444632 ∣ generator_nllloss : 5135.198047 ∣ generator_ganloss : 772.236133 ∣  [  std_z : 1.00  real_sub_fake : 1630.44 ]
[  epoch 0010/0040] 2140/4800, lr:1.0e-04 ∣ avg_100 : 31600.316400 ∣ critic_nllloss : 25683.767188 ∣ critic_ganloss : -322.563596 ∣ generator_nllloss : 5229.316016 ∣ generator_ganloss : 787.894922 ∣  [  std_z : 1.00  real_sub_fake : 1361.69 ]
[  epoch 0010/0040] 2150/4800, lr:1.0e-04 ∣ avg_100 : 31599.450119 ∣ critic_nllloss : 25953.011328 ∣ critic_ganloss : -531.738791 ∣ generator_nllloss : 5274.750977 ∣ generator_ganloss : 788.511279 ∣  [  std_z : 0.99  real_sub_fake : 1718.77 ]
[  epoch 0010/0040] 2160/4800, lr:1.0e-04 ∣ avg_100 : 31600.841396 ∣ critic_nllloss : 25918.676367 ∣ critic_ganloss : -457.614203 ∣ generator_nllloss : 5190.115234 ∣ generator_ganloss : 817.357935 ∣  [  std_z : 0.98  real_sub_fake : 2203.22 ]
[  epoch 0010/0040] 2170/4800, lr:1.0e-04 ∣ avg_100 : 31597.842858 ∣ critic_nllloss : 26001.440820 ∣ critic_ganloss : -455.093478 ∣ generator_nllloss : 5212.059570 ∣ generator_ganloss : 823.436572 ∣  [  std_z : 0.99  real_sub_fake : 1731.07 ]
[  epoch 0010/0040] 2180/4800, lr:1.0e-04 ∣ avg_100 : 31598.504082 ∣ critic_nllloss : 26025.720703 ∣ critic_ganloss : -460.569489 ∣ generator_nllloss : 5250.507617 ∣ generator_ganloss : 791.720557 ∣  [  std_z : 1.00  real_sub_fake : 1560.17 ]
[  epoch 0010/0040] 2190/4800, lr:1.0e-04 ∣ avg_100 : 31596.107644 ∣ critic_nllloss : 25927.529297 ∣ critic_ganloss : -482.522812 ∣ generator_nllloss : 5108.005859 ∣ generator_ganloss : 793.618994 ∣  [  std_z : 0.99  real_sub_fake : 1869.63 ]
[  epoch 0010/0040] 2200/4800, lr:1.0e-04 ∣ avg_100 : 31597.564778 ∣ critic_nllloss : 25852.185937 ∣ critic_ganloss : -454.917786 ∣ generator_nllloss : 5213.378906 ∣ generator_ganloss : 839.197119 ∣  [  std_z : 0.99  real_sub_fake : 1867.64 ]
[  epoch 0010/0040] 2210/4800, lr:1.0e-04 ∣ avg_100 : 31595.904818 ∣ critic_nllloss : 25972.655273 ∣ critic_ganloss : -393.417206 ∣ generator_nllloss : 5303.005469 ∣ generator_ganloss : 865.999219 ∣  [  std_z : 0.98  real_sub_fake : 1481.66 ]
[  epoch 0010/0040] 2220/4800, lr:1.0e-04 ∣ avg_100 : 31588.972756 ∣ critic_nllloss : 25909.834766 ∣ critic_ganloss : -504.087314 ∣ generator_nllloss : 5172.323047 ∣ generator_ganloss : 850.239551 ∣  [  std_z : 0.99  real_sub_fake : 1604.95 ]
[  epoch 0010/0040] 2230/4800, lr:1.0e-04 ∣ avg_100 : 31583.233610 ∣ critic_nllloss : 25893.170117 ∣ critic_ganloss : -529.485175 ∣ generator_nllloss : 5131.289648 ∣ generator_ganloss : 834.176855 ∣  [  std_z : 1.01  real_sub_fake : 2093.94 ]
[  epoch 0010/0040] 2240/4800, lr:1.0e-04 ∣ avg_100 : 31582.109706 ∣ critic_nllloss : 26077.828906 ∣ critic_ganloss : -494.011273 ∣ generator_nllloss : 5268.977734 ∣ generator_ganloss : 759.986841 ∣  [  std_z : 1.01  real_sub_fake : 2118.21 ]
[  epoch 0010/0040] 2250/4800, lr:1.0e-04 ∣ avg_100 : 31578.171451 ∣ critic_nllloss : 26018.872656 ∣ critic_ganloss : -436.434885 ∣ generator_nllloss : 5172.150781 ∣ generator_ganloss : 777.939941 ∣  [  std_z : 0.97  real_sub_fake : 1628.94 ]
[  epoch 0010/0040] 2260/4800, lr:1.0e-04 ∣ avg_100 : 31572.400081 ∣ critic_nllloss : 25935.322852 ∣ critic_ganloss : -536.220432 ∣ generator_nllloss : 5200.709766 ∣ generator_ganloss : 701.280737 ∣  [  std_z : 0.99  real_sub_fake : 1992.29 ]
[  epoch 0010/0040] 2270/4800, lr:1.0e-04 ∣ avg_100 : 31568.150833 ∣ critic_nllloss : 25764.582422 ∣ critic_ganloss : -568.274597 ∣ generator_nllloss : 5120.191992 ∣ generator_ganloss : 781.847827 ∣  [  std_z : 1.00  real_sub_fake : 2090.03 ]
[  epoch 0010/0040] 2280/4800, lr:1.0e-04 ∣ avg_100 : 31565.646739 ∣ critic_nllloss : 26145.240820 ∣ critic_ganloss : -541.230734 ∣ generator_nllloss : 5133.416602 ∣ generator_ganloss : 745.194409 ∣  [  std_z : 1.01  real_sub_fake : 2103.04 ]
[  epoch 0010/0040] 2290/4800, lr:1.0e-04 ∣ avg_100 : 31560.823562 ∣ critic_nllloss : 25757.638672 ∣ critic_ganloss : -443.301837 ∣ generator_nllloss : 5111.891797 ∣ generator_ganloss : 770.720483 ∣  [  std_z : 0.99  real_sub_fake : 1662.64 ]
[  epoch 0010/0040] 2300/4800, lr:1.0e-04 ∣ avg_100 : 31562.835151 ∣ critic_nllloss : 26196.680273 ∣ critic_ganloss : -529.651849 ∣ generator_nllloss : 5255.797266 ∣ generator_ganloss : 779.809546 ∣  [  std_z : 0.97  real_sub_fake : 1937.01 ]
[  epoch 0010/0040] 2310/4800, lr:1.0e-04 ∣ avg_100 : 31563.393480 ∣ critic_nllloss : 26120.150781 ∣ critic_ganloss : -334.584183 ∣ generator_nllloss : 5207.814062 ∣ generator_ganloss : 821.726025 ∣  [  std_z : 1.00  real_sub_fake : 1601.37 ]
[  epoch 0010/0040] 2320/4800, lr:1.0e-04 ∣ avg_100 : 31566.262519 ∣ critic_nllloss : 26084.221289 ∣ critic_ganloss : -523.162161 ∣ generator_nllloss : 5195.103125 ∣ generator_ganloss : 801.509863 ∣  [  std_z : 1.01  real_sub_fake : 1634.05 ]
[  epoch 0010/0040] 2330/4800, lr:1.0e-04 ∣ avg_100 : 31564.889945 ∣ critic_nllloss : 25947.988281 ∣ critic_ganloss : -641.622522 ∣ generator_nllloss : 5100.201172 ∣ generator_ganloss : 875.502832 ∣  [  std_z : 0.99  real_sub_fake : 2257.32 ]
[  epoch 0010/0040] 2340/4800, lr:1.0e-04 ∣ avg_100 : 31562.687988 ∣ critic_nllloss : 25870.492188 ∣ critic_ganloss : -580.698486 ∣ generator_nllloss : 5029.685547 ∣ generator_ganloss : 939.277490 ∣  [  std_z : 0.97  real_sub_fake : 2539.59 ]
[  epoch 0010/0040] 2350/4800, lr:1.0e-04 ∣ avg_100 : 31564.211365 ∣ critic_nllloss : 26091.247852 ∣ critic_ganloss : -350.891742 ∣ generator_nllloss : 5234.263672 ∣ generator_ganloss : 985.019922 ∣  [  std_z : 0.99  real_sub_fake : 1490.59 ]
[  epoch 0010/0040] 2360/4800, lr:1.0e-04 ∣ avg_100 : 31564.290790 ∣ critic_nllloss : 25889.946680 ∣ critic_ganloss : -333.743402 ∣ generator_nllloss : 5148.421875 ∣ generator_ganloss : 920.035156 ∣  [  std_z : 1.01  real_sub_fake : 1222.99 ]
[  epoch 0010/0040] 2370/4800, lr:1.0e-04 ∣ avg_100 : 31568.456153 ∣ critic_nllloss : 26121.063086 ∣ critic_ganloss : -371.693915 ∣ generator_nllloss : 5225.941016 ∣ generator_ganloss : 891.564258 ∣  [  std_z : 0.99  real_sub_fake : 1313.75 ]
[  epoch 0010/0040] 2380/4800, lr:1.0e-04 ∣ avg_100 : 31568.314324 ∣ critic_nllloss : 25860.035156 ∣ critic_ganloss : -359.793134 ∣ generator_nllloss : 5196.006641 ∣ generator_ganloss : 920.187402 ∣  [  std_z : 0.97  real_sub_fake : 1353.37 ]
[  epoch 0010/0040] 2390/4800, lr:1.0e-04 ∣ avg_100 : 31565.614931 ∣ critic_nllloss : 26032.834570 ∣ critic_ganloss : -393.121027 ∣ generator_nllloss : 5150.857031 ∣ generator_ganloss : 895.830176 ∣  [  std_z : 0.98  real_sub_fake : 1453.88 ]
[  epoch 0010/0040] 2400/4800, lr:1.0e-04 ∣ avg_100 : 31565.510394 ∣ critic_nllloss : 26104.220508 ∣ critic_ganloss : -387.130594 ∣ generator_nllloss : 5234.187109 ∣ generator_ganloss : 863.397998 ∣  [  std_z : 1.01  real_sub_fake : 1550.99 ]
[  epoch 0010/0040] 2410/4800, lr:1.0e-04 ∣ avg_100 : 31563.605606 ∣ critic_nllloss : 25838.379102 ∣ critic_ganloss : -518.103809 ∣ generator_nllloss : 5090.896484 ∣ generator_ganloss : 909.181299 ∣  [  std_z : 1.00  real_sub_fake : 1617.01 ]
[  epoch 0010/0040] 2420/4800, lr:1.0e-04 ∣ avg_100 : 31561.940591 ∣ critic_nllloss : 25961.740430 ∣ critic_ganloss : -440.313333 ∣ generator_nllloss : 5191.225000 ∣ generator_ganloss : 880.332031 ∣  [  std_z : 0.98  real_sub_fake : 1998.26 ]
[  epoch 0010/0040] 2430/4800, lr:1.0e-04 ∣ avg_100 : 31564.340579 ∣ critic_nllloss : 26149.109375 ∣ critic_ganloss : -464.239856 ∣ generator_nllloss : 5245.146289 ∣ generator_ganloss : 829.790381 ∣  [  std_z : 0.98  real_sub_fake : 1814.51 ]
[  epoch 0010/0040] 2440/4800, lr:1.0e-04 ∣ avg_100 : 31568.701765 ∣ critic_nllloss : 26150.493945 ∣ critic_ganloss : -415.857388 ∣ generator_nllloss : 5246.745898 ∣ generator_ganloss : 861.634668 ∣  [  std_z : 1.00  real_sub_fake : 1700.26 ]
[  epoch 0010/0040] 2450/4800, lr:1.0e-04 ∣ avg_100 : 31568.068585 ∣ critic_nllloss : 26117.022266 ∣ critic_ganloss : -511.286426 ∣ generator_nllloss : 5156.716406 ∣ generator_ganloss : 850.042969 ∣  [  std_z : 1.00  real_sub_fake : 1630.69 ]
[  epoch 0010/0040] 2460/4800, lr:1.0e-04 ∣ avg_100 : 31569.117873 ∣ critic_nllloss : 26081.363867 ∣ critic_ganloss : -422.170462 ∣ generator_nllloss : 5247.800586 ∣ generator_ganloss : 844.294580 ∣  [  std_z : 0.99  real_sub_fake : 1872.75 ]
[  epoch 0010/0040] 2470/4800, lr:1.0e-04 ∣ avg_100 : 31567.072971 ∣ critic_nllloss : 25678.725391 ∣ critic_ganloss : -503.294043 ∣ generator_nllloss : 5159.824219 ∣ generator_ganloss : 824.926904 ∣  [  std_z : 0.99  real_sub_fake : 1545.45 ]
[  epoch 0010/0040] 2480/4800, lr:1.0e-04 ∣ avg_100 : 31565.809158 ∣ critic_nllloss : 25987.142383 ∣ critic_ganloss : -426.304190 ∣ generator_nllloss : 5175.580078 ∣ generator_ganloss : 784.418604 ∣  [  std_z : 1.00  real_sub_fake : 1773.79 ]
[  epoch 0010/0040] 2490/4800, lr:1.0e-04 ∣ avg_100 : 31565.552768 ∣ critic_nllloss : 26126.177148 ∣ critic_ganloss : -406.663538 ∣ generator_nllloss : 5270.935352 ∣ generator_ganloss : 772.441431 ∣  [  std_z : 0.99  real_sub_fake : 1586.55 ]
[  epoch 0010/0040] 2500/4800, lr:1.0e-04 ∣ avg_100 : 31566.071985 ∣ critic_nllloss : 26024.659375 ∣ critic_ganloss : -439.744415 ∣ generator_nllloss : 5183.750391 ∣ generator_ganloss : 820.186475 ∣  [  std_z : 0.98  real_sub_fake : 1800.06 ]
[  epoch 0010/0040] 2510/4800, lr:1.0e-04 ∣ avg_100 : 31561.784599 ∣ critic_nllloss : 25725.757812 ∣ critic_ganloss : -459.744470 ∣ generator_nllloss : 5167.610156 ∣ generator_ganloss : 808.404272 ∣  [  std_z : 0.98  real_sub_fake : 1727.57 ]
[  epoch 0010/0040] 2520/4800, lr:1.0e-04 ∣ avg_100 : 31554.723602 ∣ critic_nllloss : 25829.804492 ∣ critic_ganloss : -575.059320 ∣ generator_nllloss : 5218.630469 ∣ generator_ganloss : 769.384961 ∣  [  std_z : 1.01  real_sub_fake : 1909.84 ]
[  epoch 0010/0040] 2530/4800, lr:1.0e-04 ∣ avg_100 : 31554.024500 ∣ critic_nllloss : 26047.023633 ∣ critic_ganloss : -510.588687 ∣ generator_nllloss : 5180.442187 ∣ generator_ganloss : 716.240698 ∣  [  std_z : 1.00  real_sub_fake : 1996.19 ]
[  epoch 0010/0040] 2540/4800, lr:1.0e-04 ∣ avg_100 : 31547.632915 ∣ critic_nllloss : 25821.011328 ∣ critic_ganloss : -581.355127 ∣ generator_nllloss : 5100.306641 ∣ generator_ganloss : 768.065527 ∣  [  std_z : 0.98  real_sub_fake : 2402.49 ]
[  epoch 0010/0040] 2550/4800, lr:1.0e-04 ∣ avg_100 : 31546.747251 ∣ critic_nllloss : 26074.513281 ∣ critic_ganloss : -491.183939 ∣ generator_nllloss : 5220.677539 ∣ generator_ganloss : 831.479102 ∣  [  std_z : 0.98  real_sub_fake : 1772.17 ]
[  epoch 0010/0040] 2560/4800, lr:1.0e-04 ∣ avg_100 : 31542.241827 ∣ critic_nllloss : 25970.994922 ∣ critic_ganloss : -502.484241 ∣ generator_nllloss : 5218.781445 ∣ generator_ganloss : 821.782251 ∣  [  std_z : 1.00  real_sub_fake : 1870.60 ]
[  epoch 0010/0040] 2570/4800, lr:1.0e-04 ∣ avg_100 : 31537.171925 ∣ critic_nllloss : 25991.928125 ∣ critic_ganloss : -636.212347 ∣ generator_nllloss : 5097.623633 ∣ generator_ganloss : 845.786670 ∣  [  std_z : 1.02  real_sub_fake : 2431.56 ]
[  epoch 0010/0040] 2580/4800, lr:1.0e-04 ∣ avg_100 : 31537.766113 ∣ critic_nllloss : 25935.199219 ∣ critic_ganloss : -473.520190 ∣ generator_nllloss : 5235.078711 ∣ generator_ganloss : 922.863818 ∣  [  std_z : 1.00  real_sub_fake : 1881.62 ]
[  epoch 0010/0040] 2590/4800, lr:1.0e-04 ∣ avg_100 : 31541.453601 ∣ critic_nllloss : 26283.148828 ∣ critic_ganloss : -455.203394 ∣ generator_nllloss : 5261.497266 ∣ generator_ganloss : 918.513867 ∣  [  std_z : 0.97  real_sub_fake : 1745.94 ]
[  epoch 0010/0040] 2600/4800, lr:1.0e-04 ∣ avg_100 : 31540.916727 ∣ critic_nllloss : 25975.447070 ∣ critic_ganloss : -576.700854 ∣ generator_nllloss : 5190.172266 ∣ generator_ganloss : 924.429785 ∣  [  std_z : 0.98  real_sub_fake : 2038.47 ]
[  epoch 0010/0040] 2610/4800, lr:1.0e-04 ∣ avg_100 : 31546.492276 ∣ critic_nllloss : 26068.248828 ∣ critic_ganloss : -376.251486 ∣ generator_nllloss : 5209.774609 ∣ generator_ganloss : 929.198291 ∣  [  std_z : 1.01  real_sub_fake : 1624.44 ]
[  epoch 0010/0040] 2620/4800, lr:1.0e-04 ∣ avg_100 : 31548.888974 ∣ critic_nllloss : 25847.225781 ∣ critic_ganloss : -366.800009 ∣ generator_nllloss : 5255.097656 ∣ generator_ganloss : 977.200586 ∣  [  std_z : 1.00  real_sub_fake : 1415.25 ]
[  epoch 0010/0040] 2630/4800, lr:1.0e-04 ∣ avg_100 : 31550.267668 ∣ critic_nllloss : 25962.713086 ∣ critic_ganloss : -520.948364 ∣ generator_nllloss : 5243.560547 ∣ generator_ganloss : 994.045117 ∣  [  std_z : 0.98  real_sub_fake : 1820.25 ]
[  epoch 0010/0040] 2640/4800, lr:1.0e-04 ∣ avg_100 : 31548.394048 ∣ critic_nllloss : 26003.252344 ∣ critic_ganloss : -507.777994 ∣ generator_nllloss : 5251.569922 ∣ generator_ganloss : 996.445215 ∣  [  std_z : 1.00  real_sub_fake : 1793.06 ]
[  epoch 0010/0040] 2650/4800, lr:1.0e-04 ∣ avg_100 : 31548.950266 ∣ critic_nllloss : 25839.479687 ∣ critic_ganloss : -322.506644 ∣ generator_nllloss : 5201.458008 ∣ generator_ganloss : 1003.843359 ∣     [  std_z : 1.00  real_sub_fake : 1520.02 ]
[  epoch 0010/0040] 2660/4800, lr:1.0e-04 ∣ avg_100 : 31552.198173 ∣ critic_nllloss : 25978.008203 ∣ critic_ganloss : -381.878476 ∣ generator_nllloss : 5166.094531 ∣ generator_ganloss : 954.827539 ∣  [  std_z : 0.99  real_sub_fake : 1576.29 ]
[  epoch 0010/0040] 2670/4800, lr:1.0e-04 ∣ avg_100 : 31556.573639 ∣ critic_nllloss : 25992.545117 ∣ critic_ganloss : -328.500369 ∣ generator_nllloss : 5221.358398 ∣ generator_ganloss : 971.279199 ∣  [  std_z : 0.99  real_sub_fake : 1358.65 ]
[  epoch 0010/0040] 2680/4800, lr:1.0e-04 ∣ avg_100 : 31556.455397 ∣ critic_nllloss : 26023.392969 ∣ critic_ganloss : -450.432956 ∣ generator_nllloss : 5172.150391 ∣ generator_ganloss : 890.860156 ∣  [  std_z : 0.99  real_sub_fake : 1466.11 ]
[  epoch 0010/0040] 2690/4800, lr:1.0e-04 ∣ avg_100 : 31554.639821 ∣ critic_nllloss : 25898.777734 ∣ critic_ganloss : -515.551715 ∣ generator_nllloss : 5205.755664 ∣ generator_ganloss : 845.853809 ∣  [  std_z : 0.99  real_sub_fake : 1952.89 ]
[  epoch 0010/0040] 2700/4800, lr:1.0e-04 ∣ avg_100 : 31552.847200 ∣ critic_nllloss : 26014.452539 ∣ critic_ganloss : -676.805948 ∣ generator_nllloss : 5266.152539 ∣ generator_ganloss : 885.025781 ∣  [  std_z : 0.99  real_sub_fake : 2377.90 ]
[  epoch 0010/0040] 2710/4800, lr:1.0e-04 ∣ avg_100 : 31550.181757 ∣ critic_nllloss : 25863.157813 ∣ critic_ganloss : -531.908954 ∣ generator_nllloss : 5151.974023 ∣ generator_ganloss : 947.159521 ∣  [  std_z : 0.99  real_sub_fake : 2225.91 ]
[  epoch 0010/0040] 2720/4800, lr:1.0e-04 ∣ avg_100 : 31552.760073 ∣ critic_nllloss : 26027.290234 ∣ critic_ganloss : -298.714337 ∣ generator_nllloss : 5224.544727 ∣ generator_ganloss : 915.928369 ∣  [  std_z : 1.00  real_sub_fake : 1660.16 ]
[  epoch 0010/0040] 2730/4800, lr:1.0e-04 ∣ avg_100 : 31556.411286 ∣ critic_nllloss : 25920.630469 ∣ critic_ganloss : -210.223051 ∣ generator_nllloss : 5198.762305 ∣ generator_ganloss : 948.190771 ∣  [  std_z : 0.99  real_sub_fake : 874.04 ]
[  epoch 0010/0040] 2740/4800, lr:1.0e-04 ∣ avg_100 : 31557.540172 ∣ critic_nllloss : 25910.348633 ∣ critic_ganloss : -277.640904 ∣ generator_nllloss : 5138.733203 ∣ generator_ganloss : 883.428223 ∣  [  std_z : 0.99  real_sub_fake : 744.83 ]
[  epoch 0010/0040] 2750/4800, lr:1.0e-04 ∣ avg_100 : 31555.316021 ∣ critic_nllloss : 25892.980664 ∣ critic_ganloss : -409.052423 ∣ generator_nllloss : 5263.708203 ∣ generator_ganloss : 806.315527 ∣  [  std_z : 1.00  real_sub_fake : 1393.15 ]
[  epoch 0010/0040] 2760/4800, lr:1.0e-04 ∣ avg_100 : 31556.083002 ∣ critic_nllloss : 26102.223828 ∣ critic_ganloss : -468.601923 ∣ generator_nllloss : 5159.399805 ∣ generator_ganloss : 790.901953 ∣  [  std_z : 1.01  real_sub_fake : 1812.89 ]
[  epoch 0010/0040] 2770/4800, lr:1.0e-04 ∣ avg_100 : 31553.628564 ∣ critic_nllloss : 25841.460742 ∣ critic_ganloss : -513.564566 ∣ generator_nllloss : 5196.065039 ∣ generator_ganloss : 851.576270 ∣  [  std_z : 0.99  real_sub_fake : 1836.90 ]
[  epoch 0010/0040] 2780/4800, lr:1.0e-04 ∣ avg_100 : 31556.482900 ∣ critic_nllloss : 26012.479687 ∣ critic_ganloss : -453.961914 ∣ generator_nllloss : 5238.879492 ∣ generator_ganloss : 915.626318 ∣  [  std_z : 0.99  real_sub_fake : 1772.38 ]
[  epoch 0010/0040] 2790/4800, lr:1.0e-04 ∣ avg_100 : 31558.431185 ∣ critic_nllloss : 26075.012891 ∣ critic_ganloss : -438.611615 ∣ generator_nllloss : 5234.799023 ∣ generator_ganloss : 936.828418 ∣  [  std_z : 1.00  real_sub_fake : 1579.94 ]
[  epoch 0010/0040] 2800/4800, lr:1.0e-04 ∣ avg_100 : 31555.614834 ∣ critic_nllloss : 25824.108594 ∣ critic_ganloss : -460.365042 ∣ generator_nllloss : 5156.386523 ∣ generator_ganloss : 909.904590 ∣  [  std_z : 0.99  real_sub_fake : 1944.82 ]
[  epoch 0010/0040] 2810/4800, lr:1.0e-04 ∣ avg_100 : 31555.220217 ∣ critic_nllloss : 25962.448828 ∣ critic_ganloss : -559.980347 ∣ generator_nllloss : 5216.787305 ∣ generator_ganloss : 863.386621 ∣  [  std_z : 0.99  real_sub_fake : 2092.31 ]
[  epoch 0010/0040] 2820/4800, lr:1.0e-04 ∣ avg_100 : 31552.166460 ∣ critic_nllloss : 25881.609961 ∣ critic_ganloss : -411.436615 ∣ generator_nllloss : 5157.873633 ∣ generator_ganloss : 844.299658 ∣  [  std_z : 1.00  real_sub_fake : 1548.01 ]
[  epoch 0010/0040] 2830/4800, lr:1.0e-04 ∣ avg_100 : 31552.315381 ∣ critic_nllloss : 26080.580469 ∣ critic_ganloss : -356.882684 ∣ generator_nllloss : 5193.069531 ∣ generator_ganloss : 824.999512 ∣  [  std_z : 1.00  real_sub_fake : 1455.56 ]
[  epoch 0010/0040] 2840/4800, lr:1.0e-04 ∣ avg_100 : 31547.978115 ∣ critic_nllloss : 25768.299805 ∣ critic_ganloss : -447.853979 ∣ generator_nllloss : 5166.634570 ∣ generator_ganloss : 873.511914 ∣  [  std_z : 0.98  real_sub_fake : 1478.24 ]
[  epoch 0010/0040] 2850/4800, lr:1.0e-04 ∣ avg_100 : 31546.826579 ∣ critic_nllloss : 25977.317969 ∣ critic_ganloss : -334.105380 ∣ generator_nllloss : 5155.188281 ∣ generator_ganloss : 834.643652 ∣  [  std_z : 0.99  real_sub_fake : 1512.14 ]
[  epoch 0010/0040] 2860/4800, lr:1.0e-04 ∣ avg_100 : 31550.637195 ∣ critic_nllloss : 26103.793750 ∣ critic_ganloss : -337.907112 ∣ generator_nllloss : 5165.945117 ∣ generator_ganloss : 867.691553 ∣  [  std_z : 0.99  real_sub_fake : 1151.06 ]
[  epoch 0010/0040] 2870/4800, lr:1.0e-04 ∣ avg_100 : 31551.887898 ∣ critic_nllloss : 26118.094531 ∣ critic_ganloss : -382.909177 ∣ generator_nllloss : 5165.275000 ∣ generator_ganloss : 838.362891 ∣  [  std_z : 1.00  real_sub_fake : 1489.47 ]
[  epoch 0010/0040] 2880/4800, lr:1.0e-04 ∣ avg_100 : 31550.221185 ∣ critic_nllloss : 25887.734766 ∣ critic_ganloss : -414.229126 ∣ generator_nllloss : 5229.084961 ∣ generator_ganloss : 876.319629 ∣  [  std_z : 1.00  real_sub_fake : 1560.29 ]
[  epoch 0010/0040] 2890/4800, lr:1.0e-04 ∣ avg_100 : 31554.607723 ∣ critic_nllloss : 26017.163867 ∣ critic_ganloss : -357.576889 ∣ generator_nllloss : 5267.372656 ∣ generator_ganloss : 889.355664 ∣  [  std_z : 0.98  real_sub_fake : 1514.83 ]
[  epoch 0010/0040] 2900/4800, lr:1.0e-04 ∣ avg_100 : 31557.811731 ∣ critic_nllloss : 26153.311719 ∣ critic_ganloss : -434.729636 ∣ generator_nllloss : 5318.368945 ∣ generator_ganloss : 916.167090 ∣  [  std_z : 0.98  real_sub_fake : 1290.84 ]
[  epoch 0010/0040] 2910/4800, lr:1.0e-04 ∣ avg_100 : 31563.178744 ∣ critic_nllloss : 26134.983203 ∣ critic_ganloss : -462.486392 ∣ generator_nllloss : 5192.973047 ∣ generator_ganloss : 938.258984 ∣  [  std_z : 0.99  real_sub_fake : 1832.30 ]
[  epoch 0010/0040] 2920/4800, lr:1.0e-04 ∣ avg_100 : 31566.618571 ∣ critic_nllloss : 25815.599414 ∣ critic_ganloss : -419.831445 ∣ generator_nllloss : 5185.736523 ∣ generator_ganloss : 962.030957 ∣  [  std_z : 1.01  real_sub_fake : 1585.96 ]
[  epoch 0010/0040] 2930/4800, lr:1.0e-04 ∣ avg_100 : 31565.619679 ∣ critic_nllloss : 25902.894141 ∣ critic_ganloss : -368.186359 ∣ generator_nllloss : 5101.942578 ∣ generator_ganloss : 1000.967090 ∣     [  std_z : 0.99  real_sub_fake : 1481.42 ]
[  epoch 0010/0040] 2940/4800, lr:1.0e-04 ∣ avg_100 : 31568.804068 ∣ critic_nllloss : 26068.809766 ∣ critic_ganloss : -531.881619 ∣ generator_nllloss : 5229.324609 ∣ generator_ganloss : 981.034863 ∣  [  std_z : 0.98  real_sub_fake : 1735.73 ]
[  epoch 0010/0040] 2950/4800, lr:1.0e-04 ∣ avg_100 : 31571.064837 ∣ critic_nllloss : 25984.001367 ∣ critic_ganloss : -446.069238 ∣ generator_nllloss : 5243.333203 ∣ generator_ganloss : 956.999756 ∣  [  std_z : 0.99  real_sub_fake : 2130.27 ]
[  epoch 0010/0040] 2960/4800, lr:1.0e-04 ∣ avg_100 : 31577.099862 ∣ critic_nllloss : 25920.717969 ∣ critic_ganloss : -340.851543 ∣ generator_nllloss : 5139.299609 ∣ generator_ganloss : 965.077930 ∣  [  std_z : 1.00  real_sub_fake : 1312.11 ]
[  epoch 0010/0040] 2970/4800, lr:1.0e-04 ∣ avg_100 : 31582.114653 ∣ critic_nllloss : 26061.763672 ∣ critic_ganloss : -424.257574 ∣ generator_nllloss : 5275.473047 ∣ generator_ganloss : 948.981494 ∣  [  std_z : 0.99  real_sub_fake : 1448.97 ]
[  epoch 0010/0040] 2980/4800, lr:1.0e-04 ∣ avg_100 : 31584.536255 ∣ critic_nllloss : 26077.634961 ∣ critic_ganloss : -417.193463 ∣ generator_nllloss : 5173.844336 ∣ generator_ganloss : 931.014355 ∣  [  std_z : 0.98  real_sub_fake : 1892.06 ]
[  epoch 0010/0040] 2990/4800, lr:1.0e-04 ∣ avg_100 : 31584.506226 ∣ critic_nllloss : 25894.334375 ∣ critic_ganloss : -410.889383 ∣ generator_nllloss : 5233.444922 ∣ generator_ganloss : 892.978564 ∣  [  std_z : 1.00  real_sub_fake : 1372.47 ]
[  epoch 0010/0040] 3000/4800, lr:1.0e-04 ∣ avg_100 : 31583.557872 ∣ critic_nllloss : 25822.473633 ∣ critic_ganloss : -414.941025 ∣ generator_nllloss : 5155.974219 ∣ generator_ganloss : 851.680566 ∣  [  std_z : 1.00  real_sub_fake : 1575.77 ]
[  epoch 0010/0040] 3010/4800, lr:1.0e-04 ∣ avg_100 : 31587.621082 ∣ critic_nllloss : 26201.938477 ∣ critic_ganloss : -502.496851 ∣ generator_nllloss : 5290.821875 ∣ generator_ganloss : 881.732617 ∣  [  std_z : 0.99  real_sub_fake : 1799.43 ]
[  epoch 0010/0040] 3020/4800, lr:1.0e-04 ∣ avg_100 : 31584.931325 ∣ critic_nllloss : 25953.508984 ∣ critic_ganloss : -549.928763 ∣ generator_nllloss : 5160.753320 ∣ generator_ganloss : 886.217822 ∣  [  std_z : 0.98  real_sub_fake : 2151.54 ]
[  epoch 0010/0040] 3030/4800, lr:1.0e-04 ∣ avg_100 : 31586.841242 ∣ critic_nllloss : 25921.010547 ∣ critic_ganloss : -270.974272 ∣ generator_nllloss : 5182.022656 ∣ generator_ganloss : 930.492627 ∣  [  std_z : 1.00  real_sub_fake : 1607.60 ]
[  epoch 0010/0040] 3040/4800, lr:1.0e-04 ∣ avg_100 : 31588.647529 ∣ critic_nllloss : 26111.907227 ∣ critic_ganloss : -239.544501 ∣ generator_nllloss : 5178.555664 ∣ generator_ganloss : 906.518506 ∣  [  std_z : 1.00  real_sub_fake : 651.71 ]
[  epoch 0010/0040] 3050/4800, lr:1.0e-04 ∣ avg_100 : 31589.949420 ∣ critic_nllloss : 25888.016602 ∣ critic_ganloss : -395.894620 ∣ generator_nllloss : 5136.844141 ∣ generator_ganloss : 857.817188 ∣  [  std_z : 0.99  real_sub_fake : 1097.00 ]
[  epoch 0010/0040] 3060/4800, lr:1.0e-04 ∣ avg_100 : 31592.467672 ∣ critic_nllloss : 26130.065625 ∣ critic_ganloss : -483.746936 ∣ generator_nllloss : 5171.375977 ∣ generator_ganloss : 854.819238 ∣  [  std_z : 0.99  real_sub_fake : 2016.73 ]
[  epoch 0010/0040] 3070/4800, lr:1.0e-04 ∣ avg_100 : 31594.553921 ∣ critic_nllloss : 26120.384570 ∣ critic_ganloss : -455.493530 ∣ generator_nllloss : 5232.158984 ∣ generator_ganloss : 817.157812 ∣  [  std_z : 1.01  real_sub_fake : 1878.62 ]
[  epoch 0010/0040] 3080/4800, lr:1.0e-04 ∣ avg_100 : 31596.124346 ∣ critic_nllloss : 25926.244727 ∣ critic_ganloss : -419.848975 ∣ generator_nllloss : 5199.673828 ∣ generator_ganloss : 820.698242 ∣  [  std_z : 0.99  real_sub_fake : 1596.13 ]
[  epoch 0010/0040] 3090/4800, lr:1.0e-04 ∣ avg_100 : 31591.014404 ∣ critic_nllloss : 25852.598438 ∣ critic_ganloss : -439.828146 ∣ generator_nllloss : 5222.410742 ∣ generator_ganloss : 811.261084 ∣  [  std_z : 0.98  real_sub_fake : 1539.16 ]
[  epoch 0010/0040] 3100/4800, lr:1.0e-04 ∣ avg_100 : 31589.528056 ∣ critic_nllloss : 25831.137109 ∣ critic_ganloss : -235.137508 ∣ generator_nllloss : 5271.160937 ∣ generator_ganloss : 755.411426 ∣  [  std_z : 0.99  real_sub_fake : 1344.43 ]
[  epoch 0010/0040] 3110/4800, lr:1.0e-04 ∣ avg_100 : 31593.549334 ∣ critic_nllloss : 26088.365430 ∣ critic_ganloss : -307.965453 ∣ generator_nllloss : 5221.972070 ∣ generator_ganloss : 725.706055 ∣  [  std_z : 0.99  real_sub_fake : 899.81 ]
[  epoch 0010/0040] 3120/4800, lr:1.0e-04 ∣ avg_100 : 31593.280621 ∣ critic_nllloss : 26019.104687 ∣ critic_ganloss : -430.666595 ∣ generator_nllloss : 5188.854883 ∣ generator_ganloss : 699.049707 ∣  [  std_z : 0.99  real_sub_fake : 1419.25 ]
[  epoch 0010/0040] 3130/4800, lr:1.0e-04 ∣ avg_100 : 31594.467433 ∣ critic_nllloss : 26004.031641 ∣ critic_ganloss : -469.530380 ∣ generator_nllloss : 5216.845898 ∣ generator_ganloss : 741.330786 ∣  [  std_z : 0.99  real_sub_fake : 1668.77 ]
[  epoch 0010/0040] 3140/4800, lr:1.0e-04 ∣ avg_100 : 31595.776769 ∣ critic_nllloss : 26037.110156 ∣ critic_ganloss : -416.485202 ∣ generator_nllloss : 5150.360156 ∣ generator_ganloss : 738.362988 ∣  [  std_z : 0.98  real_sub_fake : 1918.44 ]
[  epoch 0010/0040] 3150/4800, lr:1.0e-04 ∣ avg_100 : 31592.876380 ∣ critic_nllloss : 25740.050977 ∣ critic_ganloss : -417.783151 ∣ generator_nllloss : 5126.625000 ∣ generator_ganloss : 745.603076 ∣  [  std_z : 1.00  real_sub_fake : 1554.50 ]
[  epoch 0010/0040] 3160/4800, lr:1.0e-04 ∣ avg_100 : 31595.156945 ∣ critic_nllloss : 26158.561523 ∣ critic_ganloss : -426.788739 ∣ generator_nllloss : 5232.778516 ∣ generator_ganloss : 732.040601 ∣  [  std_z : 1.01  real_sub_fake : 1580.04 ]
[  epoch 0010/0040] 3170/4800, lr:1.0e-04 ∣ avg_100 : 31595.114829 ∣ critic_nllloss : 26162.445703 ∣ critic_ganloss : -458.854733 ∣ generator_nllloss : 5141.381055 ∣ generator_ganloss : 732.659863 ∣  [  std_z : 0.99  real_sub_fake : 1817.20 ]
[  epoch 0010/0040] 3180/4800, lr:1.0e-04 ∣ avg_100 : 31591.803801 ∣ critic_nllloss : 25840.921680 ∣ critic_ganloss : -487.934641 ∣ generator_nllloss : 5134.191602 ∣ generator_ganloss : 789.097949 ∣  [  std_z : 0.98  real_sub_fake : 1730.69 ]
[  epoch 0010/0040] 3190/4800, lr:1.0e-04 ∣ avg_100 : 31592.677001 ∣ critic_nllloss : 26029.631055 ∣ critic_ganloss : -587.757614 ∣ generator_nllloss : 5209.223828 ∣ generator_ganloss : 782.853979 ∣  [  std_z : 1.00  real_sub_fake : 2084.37 ]
[  epoch 0010/0040] 3200/4800, lr:1.0e-04 ∣ avg_100 : 31595.662433 ∣ critic_nllloss : 25953.620312 ∣ critic_ganloss : -220.276056 ∣ generator_nllloss : 5247.168359 ∣ generator_ganloss : 767.874780 ∣  [  std_z : 0.99  real_sub_fake : 1375.32 ]
[  epoch 0010/0040] 3210/4800, lr:1.0e-04 ∣ avg_100 : 31597.550077 ∣ critic_nllloss : 26208.491406 ∣ critic_ganloss : -261.843062 ∣ generator_nllloss : 5195.164453 ∣ generator_ganloss : 795.194336 ∣  [  std_z : 0.99  real_sub_fake : 740.31 ]
[  epoch 0010/0040] 3220/4800, lr:1.0e-04 ∣ avg_100 : 31597.920660 ∣ critic_nllloss : 25906.122070 ∣ critic_ganloss : -388.820990 ∣ generator_nllloss : 5174.189844 ∣ generator_ganloss : 773.877490 ∣  [  std_z : 0.99  real_sub_fake : 1274.83 ]
[  epoch 0010/0040] 3230/4800, lr:1.0e-04 ∣ avg_100 : 31599.689207 ∣ critic_nllloss : 25760.865625 ∣ critic_ganloss : -254.056631 ∣ generator_nllloss : 5213.917773 ∣ generator_ganloss : 785.279395 ∣  [  std_z : 1.00  real_sub_fake : 1361.53 ]
[  epoch 0010/0040] 3240/4800, lr:1.0e-04 ∣ avg_100 : 31596.483504 ∣ critic_nllloss : 25741.855664 ∣ critic_ganloss : -359.708249 ∣ generator_nllloss : 5156.607227 ∣ generator_ganloss : 753.457227 ∣  [  std_z : 0.99  real_sub_fake : 1020.05 ]
[  epoch 0010/0040] 3250/4800, lr:1.0e-04 ∣ avg_100 : 31595.586543 ∣ critic_nllloss : 25961.837305 ∣ critic_ganloss : -397.488123 ∣ generator_nllloss : 5133.801172 ∣ generator_ganloss : 744.682031 ∣  [  std_z : 0.98  real_sub_fake : 1361.71 ]
[  epoch 0010/0040] 3260/4800, lr:1.0e-04 ∣ avg_100 : 31596.965238 ∣ critic_nllloss : 25895.645117 ∣ critic_ganloss : -435.917551 ∣ generator_nllloss : 5178.039648 ∣ generator_ganloss : 801.195264 ∣  [  std_z : 1.00  real_sub_fake : 1780.56 ]
[  epoch 0010/0040] 3270/4800, lr:1.0e-04 ∣ avg_100 : 31601.305153 ∣ critic_nllloss : 26018.279883 ∣ critic_ganloss : -452.852472 ∣ generator_nllloss : 5135.613086 ∣ generator_ganloss : 831.298584 ∣  [  std_z : 1.00  real_sub_fake : 1662.00 ]
[  epoch 0010/0040] 3280/4800, lr:1.0e-04 ∣ avg_100 : 31601.700757 ∣ critic_nllloss : 25960.512891 ∣ critic_ganloss : -475.056390 ∣ generator_nllloss : 5209.082031 ∣ generator_ganloss : 827.642969 ∣  [  std_z : 1.00  real_sub_fake : 1901.46 ]
[  epoch 0010/0040] 3290/4800, lr:1.0e-04 ∣ avg_100 : 31604.670175 ∣ critic_nllloss : 25974.341992 ∣ critic_ganloss : -450.074896 ∣ generator_nllloss : 5147.893750 ∣ generator_ganloss : 821.730078 ∣  [  std_z : 0.99  real_sub_fake : 1854.73 ]
[  epoch 0010/0040] 3300/4800, lr:1.0e-04 ∣ avg_100 : 31604.447131 ∣ critic_nllloss : 26078.677930 ∣ critic_ganloss : -430.309058 ∣ generator_nllloss : 5251.515820 ∣ generator_ganloss : 780.446118 ∣  [  std_z : 0.99  real_sub_fake : 1725.05 ]
[  epoch 0010/0040] 3310/4800, lr:1.0e-04 ∣ avg_100 : 31604.861489 ∣ critic_nllloss : 26071.222070 ∣ critic_ganloss : -289.385938 ∣ generator_nllloss : 5325.500781 ∣ generator_ganloss : 749.205566 ∣  [  std_z : 0.99  real_sub_fake : 1178.69 ]
[  epoch 0010/0040] 3320/4800, lr:1.0e-04 ∣ avg_100 : 31606.942428 ∣ critic_nllloss : 25981.162695 ∣ critic_ganloss : -184.006380 ∣ generator_nllloss : 5210.280469 ∣ generator_ganloss : 758.329297 ∣  [  std_z : 0.99  real_sub_fake : 711.34 ]
[  epoch 0010/0040] 3330/4800, lr:1.0e-04 ∣ avg_100 : 31607.187348 ∣ critic_nllloss : 25739.070312 ∣ critic_ganloss : -309.740620 ∣ generator_nllloss : 5147.608203 ∣ generator_ganloss : 729.623853 ∣  [  std_z : 0.98  real_sub_fake : 967.55 ]
[  epoch 0010/0040] 3340/4800, lr:1.0e-04 ∣ avg_100 : 31610.946464 ∣ critic_nllloss : 26040.603711 ∣ critic_ganloss : -453.709857 ∣ generator_nllloss : 5271.970703 ∣ generator_ganloss : 775.803784 ∣  [  std_z : 0.99  real_sub_fake : 1518.52 ]
[  epoch 0010/0040] 3350/4800, lr:1.0e-04 ∣ avg_100 : 31605.138570 ∣ critic_nllloss : 25834.551758 ∣ critic_ganloss : -338.229736 ∣ generator_nllloss : 5068.539258 ∣ generator_ganloss : 813.989014 ∣  [  std_z : 0.99  real_sub_fake : 1634.11 ]
[  epoch 0010/0040] 3360/4800, lr:1.0e-04 ∣ avg_100 : 31605.757555 ∣ critic_nllloss : 26047.053906 ∣ critic_ganloss : -347.363669 ∣ generator_nllloss : 5177.118750 ∣ generator_ganloss : 809.749805 ∣  [  std_z : 0.99  real_sub_fake : 1337.57 ]
[  epoch 0010/0040] 3370/4800, lr:1.0e-04 ∣ avg_100 : 31600.992785 ∣ critic_nllloss : 25872.531250 ∣ critic_ganloss : -435.291656 ∣ generator_nllloss : 5145.169141 ∣ generator_ganloss : 807.988721 ∣  [  std_z : 0.99  real_sub_fake : 1459.52 ]
[  epoch 0010/0040] 3380/4800, lr:1.0e-04 ∣ avg_100 : 31601.064823 ∣ critic_nllloss : 25816.889062 ∣ critic_ganloss : -331.500308 ∣ generator_nllloss : 5234.473828 ∣ generator_ganloss : 903.777246 ∣  [  std_z : 1.00  real_sub_fake : 1511.74 ]
[  epoch 0010/0040] 3390/4800, lr:1.0e-04 ∣ avg_100 : 31606.117126 ∣ critic_nllloss : 26112.222070 ∣ critic_ganloss : -135.409167 ∣ generator_nllloss : 5261.239844 ∣ generator_ganloss : 953.578320 ∣  [  std_z : 1.00  real_sub_fake : 437.74 ]
[  epoch 0010/0040] 3400/4800, lr:1.0e-04 ∣ avg_100 : 31604.290789 ∣ critic_nllloss : 25869.994531 ∣ critic_ganloss : -233.372055 ∣ generator_nllloss : 5116.793750 ∣ generator_ganloss : 878.625098 ∣  [  std_z : 0.99  real_sub_fake : 756.79 ]
[  epoch 0010/0040] 3410/4800, lr:1.0e-04 ∣ avg_100 : 31607.252597 ∣ critic_nllloss : 25965.838086 ∣ critic_ganloss : -344.711127 ∣ generator_nllloss : 5091.621484 ∣ generator_ganloss : 903.785449 ∣  [  std_z : 0.99  real_sub_fake : 1241.12 ]
[  epoch 0010/0040] 3420/4800, lr:1.0e-04 ∣ avg_100 : 31607.452220 ∣ critic_nllloss : 25807.418750 ∣ critic_ganloss : -372.198404 ∣ generator_nllloss : 5202.345703 ∣ generator_ganloss : 975.380371 ∣  [  std_z : 0.99  real_sub_fake : 1337.91 ]
[  epoch 0010/0040] 3430/4800, lr:1.0e-04 ∣ avg_100 : 31606.751451 ∣ critic_nllloss : 26040.577539 ∣ critic_ganloss : -471.776440 ∣ generator_nllloss : 5154.354883 ∣ generator_ganloss : 966.573291 ∣  [  std_z : 1.00  real_sub_fake : 1676.35 ]
[  epoch 0010/0040] 3440/4800, lr:1.0e-04 ∣ avg_100 : 31608.294070 ∣ critic_nllloss : 26074.069141 ∣ critic_ganloss : -334.016504 ∣ generator_nllloss : 5295.861914 ∣ generator_ganloss : 961.364551 ∣  [  std_z : 1.00  real_sub_fake : 1621.38 ]
[  epoch 0010/0040] 3450/4800, lr:1.0e-04 ∣ avg_100 : 31613.215402 ∣ critic_nllloss : 26122.963672 ∣ critic_ganloss : -211.978519 ∣ generator_nllloss : 5229.894922 ∣ generator_ganloss : 963.748340 ∣  [  std_z : 0.99  real_sub_fake : 886.16 ]
[  epoch 0010/0040] 3460/4800, lr:1.0e-04 ∣ avg_100 : 31614.961785 ∣ critic_nllloss : 26058.919531 ∣ critic_ganloss : -239.456104 ∣ generator_nllloss : 5183.170703 ∣ generator_ganloss : 923.292725 ∣  [  std_z : 0.99  real_sub_fake : 744.45 ]
[  epoch 0010/0040] 3470/4800, lr:1.0e-04 ∣ avg_100 : 31623.633058 ∣ critic_nllloss : 26234.951172 ∣ critic_ganloss : -319.601920 ∣ generator_nllloss : 5227.529297 ∣ generator_ganloss : 884.431152 ∣  [  std_z : 0.99  real_sub_fake : 1020.37 ]
[  epoch 0010/0040] 3480/4800, lr:1.0e-04 ∣ avg_100 : 31625.478341 ∣ critic_nllloss : 25932.051367 ∣ critic_ganloss : -360.272336 ∣ generator_nllloss : 5278.617383 ∣ generator_ganloss : 854.968799 ∣  [  std_z : 1.00  real_sub_fake : 1384.14 ]
[  epoch 0010/0040] 3490/4800, lr:1.0e-04 ∣ avg_100 : 31624.326188 ∣ critic_nllloss : 25935.325977 ∣ critic_ganloss : -354.503726 ∣ generator_nllloss : 5193.401367 ∣ generator_ganloss : 873.451514 ∣  [  std_z : 0.99  real_sub_fake : 1433.53 ]
[  epoch 0010/0040] 3500/4800, lr:1.0e-04 ∣ avg_100 : 31626.353451 ∣ critic_nllloss : 26072.409766 ∣ critic_ganloss : -404.664694 ∣ generator_nllloss : 5282.234961 ∣ generator_ganloss : 841.598047 ∣  [  std_z : 1.00  real_sub_fake : 1482.44 ]
[  epoch 0010/0040] 3510/4800, lr:1.0e-04 ∣ avg_100 : 31629.826912 ∣ critic_nllloss : 26028.057617 ∣ critic_ganloss : -459.641473 ∣ generator_nllloss : 5146.038086 ∣ generator_ganloss : 874.919629 ∣  [  std_z : 0.99  real_sub_fake : 1711.30 ]
[  epoch 0010/0040] 3520/4800, lr:1.0e-04 ∣ avg_100 : 31636.789306 ∣ critic_nllloss : 26107.339453 ∣ critic_ganloss : -330.063565 ∣ generator_nllloss : 5242.190430 ∣ generator_ganloss : 919.533691 ∣  [  std_z : 1.00  real_sub_fake : 1521.44 ]
[  epoch 0010/0040] 3530/4800, lr:1.0e-04 ∣ avg_100 : 31641.714702 ∣ critic_nllloss : 26036.854492 ∣ critic_ganloss : -320.149231 ∣ generator_nllloss : 5231.430664 ∣ generator_ganloss : 977.521533 ∣  [  std_z : 0.99  real_sub_fake : 1167.36 ]
[  epoch 0010/0040] 3540/4800, lr:1.0e-04 ∣ avg_100 : 31648.699430 ∣ critic_nllloss : 26016.889453 ∣ critic_ganloss : -373.867596 ∣ generator_nllloss : 5195.454883 ∣ generator_ganloss : 968.024463 ∣  [  std_z : 0.99  real_sub_fake : 1262.85 ]
[  epoch 0010/0040] 3550/4800, lr:1.0e-04 ∣ avg_100 : 31648.295148 ∣ critic_nllloss : 25983.291016 ∣ critic_ganloss : -463.068683 ∣ generator_nllloss : 5158.473242 ∣ generator_ganloss : 916.362207 ∣  [  std_z : 0.99  real_sub_fake : 1656.81 ]
[  epoch 0010/0040] 3560/4800, lr:1.0e-04 ∣ avg_100 : 31647.527784 ∣ critic_nllloss : 25841.479883 ∣ critic_ganloss : -440.656927 ∣ generator_nllloss : 5102.315234 ∣ generator_ganloss : 929.199707 ∣  [  std_z : 1.00  real_sub_fake : 1708.94 ]
[  epoch 0010/0040] 3570/4800, lr:1.0e-04 ∣ avg_100 : 31653.510090 ∣ critic_nllloss : 26062.240430 ∣ critic_ganloss : -371.853793 ∣ generator_nllloss : 5250.277344 ∣ generator_ganloss : 956.692773 ∣  [  std_z : 0.99  real_sub_fake : 1586.66 ]
[  epoch 0010/0040] 3580/4800, lr:1.0e-04 ∣ avg_100 : 31652.315841 ∣ critic_nllloss : 25779.948047 ∣ critic_ganloss : -374.016425 ∣ generator_nllloss : 5161.572852 ∣ generator_ganloss : 932.692188 ∣  [  std_z : 0.98  real_sub_fake : 1241.98 ]
[  epoch 0010/0040] 3590/4800, lr:1.0e-04 ∣ avg_100 : 31651.344156 ∣ critic_nllloss : 26013.192969 ∣ critic_ganloss : -261.064594 ∣ generator_nllloss : 5245.427344 ∣ generator_ganloss : 913.232324 ∣  [  std_z : 1.00  real_sub_fake : 1542.70 ]
[  epoch 0010/0040] 3600/4800, lr:1.0e-04 ∣ avg_100 : 31652.199610 ∣ critic_nllloss : 25774.167383 ∣ critic_ganloss : -310.449451 ∣ generator_nllloss : 5225.206250 ∣ generator_ganloss : 909.969434 ∣  [  std_z : 1.00  real_sub_fake : 1041.03 ]
[  epoch 0010/0040] 3610/4800, lr:1.0e-04 ∣ avg_100 : 31647.813726 ∣ critic_nllloss : 25898.791016 ∣ critic_ganloss : -403.123483 ∣ generator_nllloss : 5078.196680 ∣ generator_ganloss : 818.517651 ∣  [  std_z : 0.98  real_sub_fake : 1328.14 ]
[  epoch 0010/0040] 3620/4800, lr:1.0e-04 ∣ avg_100 : 31645.431742 ∣ critic_nllloss : 26011.681641 ∣ critic_ganloss : -503.658157 ∣ generator_nllloss : 5146.449219 ∣ generator_ganloss : 820.052954 ∣  [  std_z : 0.99  real_sub_fake : 1815.08 ]
[  epoch 0010/0040] 3630/4800, lr:1.0e-04 ∣ avg_100 : 31649.181718 ∣ critic_nllloss : 26255.033203 ∣ critic_ganloss : -383.886267 ∣ generator_nllloss : 5313.326953 ∣ generator_ganloss : 869.894043 ∣  [  std_z : 1.00  real_sub_fake : 1647.01 ]
[  epoch 0010/0040] 3640/4800, lr:1.0e-04 ∣ avg_100 : 31645.565473 ∣ critic_nllloss : 25764.320703 ∣ critic_ganloss : -430.460403 ∣ generator_nllloss : 5224.124609 ∣ generator_ganloss : 823.880054 ∣  [  std_z : 0.99  real_sub_fake : 1357.05 ]
[  epoch 0010/0040] 3650/4800, lr:1.0e-04 ∣ avg_100 : 31642.932178 ∣ critic_nllloss : 25857.254492 ∣ critic_ganloss : -436.506528 ∣ generator_nllloss : 5177.156055 ∣ generator_ganloss : 861.040918 ∣  [  std_z : 0.99  real_sub_fake : 1770.34 ]
[  epoch 0010/0040] 3660/4800, lr:1.0e-04 ∣ avg_100 : 31641.266066 ∣ critic_nllloss : 25883.010547 ∣ critic_ganloss : -442.561334 ∣ generator_nllloss : 5153.687305 ∣ generator_ganloss : 956.304102 ∣  [  std_z : 0.99  real_sub_fake : 1653.35 ]
[  epoch 0010/0040] 3670/4800, lr:1.0e-04 ∣ avg_100 : 31636.827688 ∣ critic_nllloss : 25861.926172 ∣ critic_ganloss : -499.250989 ∣ generator_nllloss : 5068.396680 ∣ generator_ganloss : 981.772656 ∣  [  std_z : 1.00  real_sub_fake : 1930.01 ]
[  epoch 0010/0040] 3680/4800, lr:1.0e-04 ∣ avg_100 : 31638.111599 ∣ critic_nllloss : 25974.774414 ∣ critic_ganloss : -438.900278 ∣ generator_nllloss : 5187.709961 ∣ generator_ganloss : 1040.777637 ∣     [  std_z : 1.00  real_sub_fake : 1871.15 ]
[  epoch 0010/0040] 3690/4800, lr:1.0e-04 ∣ avg_100 : 31638.270812 ∣ critic_nllloss : 25701.573242 ∣ critic_ganloss : -415.649237 ∣ generator_nllloss : 5145.455078 ∣ generator_ganloss : 1019.377637 ∣     [  std_z : 0.98  real_sub_fake : 1472.77 ]
[  epoch 0010/0040] 3700/4800, lr:1.0e-04 ∣ avg_100 : 31642.246568 ∣ critic_nllloss : 26090.917578 ∣ critic_ganloss : -384.042966 ∣ generator_nllloss : 5182.896094 ∣ generator_ganloss : 996.629834 ∣  [  std_z : 0.99  real_sub_fake : 1420.51 ]
[  epoch 0010/0040] 3710/4800, lr:1.0e-04 ∣ avg_100 : 31645.256781 ∣ critic_nllloss : 25996.497070 ∣ critic_ganloss : -447.775720 ∣ generator_nllloss : 5254.219336 ∣ generator_ganloss : 928.463037 ∣  [  std_z : 1.01  real_sub_fake : 1631.18 ]
[  epoch 0010/0040] 3720/4800, lr:1.0e-04 ∣ avg_100 : 31642.195783 ∣ critic_nllloss : 25921.361328 ∣ critic_ganloss : -450.580389 ∣ generator_nllloss : 5136.543945 ∣ generator_ganloss : 955.624316 ∣  [  std_z : 1.00  real_sub_fake : 1709.79 ]
[  epoch 0010/0040] 3730/4800, lr:1.0e-04 ∣ avg_100 : 31645.162231 ∣ critic_nllloss : 26175.175391 ∣ critic_ganloss : -232.472505 ∣ generator_nllloss : 5220.750391 ∣ generator_ganloss : 990.551953 ∣  [  std_z : 0.98  real_sub_fake : 1024.63 ]
[  epoch 0010/0040] 3740/4800, lr:1.0e-04 ∣ avg_100 : 31645.213088 ∣ critic_nllloss : 25872.610547 ∣ critic_ganloss : -204.423547 ∣ generator_nllloss : 5079.704492 ∣ generator_ganloss : 912.063428 ∣  [  std_z : 0.99  real_sub_fake : 682.43 ]
[  epoch 0010/0040] 3750/4800, lr:1.0e-04 ∣ avg_100 : 31648.030910 ∣ critic_nllloss : 25984.368555 ∣ critic_ganloss : -304.096809 ∣ generator_nllloss : 5264.772852 ∣ generator_ganloss : 890.689551 ∣  [  std_z : 0.99  real_sub_fake : 1101.61 ]
[  epoch 0010/0040] 3760/4800, lr:1.0e-04 ∣ avg_100 : 31647.013423 ∣ critic_nllloss : 25957.116016 ∣ critic_ganloss : -509.382343 ∣ generator_nllloss : 5140.522656 ∣ generator_ganloss : 893.918652 ∣  [  std_z : 0.99  real_sub_fake : 1765.76 ]
[  epoch 0010/0040] 3770/4800, lr:1.0e-04 ∣ avg_100 : 31649.924401 ∣ critic_nllloss : 26038.775000 ∣ critic_ganloss : -505.968448 ∣ generator_nllloss : 5236.551367 ∣ generator_ganloss : 897.277295 ∣  [  std_z : 0.99  real_sub_fake : 1870.79 ]
[  epoch 0010/0040] 3780/4800, lr:1.0e-04 ∣ avg_100 : 31648.704136 ∣ critic_nllloss : 25961.467187 ∣ critic_ganloss : -416.463458 ∣ generator_nllloss : 5093.605859 ∣ generator_ganloss : 952.387549 ∣  [  std_z : 1.00  real_sub_fake : 1865.27 ]
[  epoch 0010/0040] 3790/4800, lr:1.0e-04 ∣ avg_100 : 31648.918095 ∣ critic_nllloss : 25968.834180 ∣ critic_ganloss : -347.027127 ∣ generator_nllloss : 5199.553320 ∣ generator_ganloss : 1008.064258 ∣     [  std_z : 0.99  real_sub_fake : 1718.47 ]
[  epoch 0010/0040] 3800/4800, lr:1.0e-04 ∣ avg_100 : 31653.286165 ∣ critic_nllloss : 25962.468359 ∣ critic_ganloss : -376.175494 ∣ generator_nllloss : 5265.251562 ∣ generator_ganloss : 1015.297217 ∣     [  std_z : 0.99  real_sub_fake : 1148.15 ]
[  epoch 0010/0040] 3810/4800, lr:1.0e-04 ∣ avg_100 : 31655.924510 ∣ critic_nllloss : 26071.325000 ∣ critic_ganloss : -466.568033 ∣ generator_nllloss : 5196.318164 ∣ generator_ganloss : 945.401807 ∣  [  std_z : 0.98  real_sub_fake : 1714.59 ]
[  epoch 0010/0040] 3820/4800, lr:1.0e-04 ∣ avg_100 : 31656.899000 ∣ critic_nllloss : 25836.770313 ∣ critic_ganloss : -425.176230 ∣ generator_nllloss : 5237.144141 ∣ generator_ganloss : 921.057373 ∣  [  std_z : 1.00  real_sub_fake : 1705.89 ]
[  epoch 0010/0040] 3830/4800, lr:1.0e-04 ∣ avg_100 : 31655.151453 ∣ critic_nllloss : 25835.190625 ∣ critic_ganloss : -394.313431 ∣ generator_nllloss : 5174.513867 ∣ generator_ganloss : 951.621045 ∣  [  std_z : 1.00  real_sub_fake : 1345.59 ]
[  epoch 0010/0040] 3840/4800, lr:1.0e-04 ∣ avg_100 : 31660.071777 ∣ critic_nllloss : 26070.549023 ∣ critic_ganloss : -444.130853 ∣ generator_nllloss : 5278.503906 ∣ generator_ganloss : 947.702637 ∣  [  std_z : 0.99  real_sub_fake : 1592.06 ]
[  epoch 0010/0040] 3850/4800, lr:1.0e-04 ∣ avg_100 : 31658.737718 ∣ critic_nllloss : 25842.940430 ∣ critic_ganloss : -443.396997 ∣ generator_nllloss : 5179.033594 ∣ generator_ganloss : 921.061621 ∣  [  std_z : 0.98  real_sub_fake : 1876.60 ]
[  epoch 0010/0040] 3860/4800, lr:1.0e-04 ∣ avg_100 : 31657.717196 ∣ critic_nllloss : 26042.537695 ∣ critic_ganloss : -399.513348 ∣ generator_nllloss : 5120.278906 ∣ generator_ganloss : 934.167822 ∣  [  std_z : 0.99  real_sub_fake : 1664.26 ]
[  epoch 0010/0040] 3870/4800, lr:1.0e-04 ∣ avg_100 : 31656.802850 ∣ critic_nllloss : 25934.794922 ∣ critic_ganloss : -390.437579 ∣ generator_nllloss : 5167.065625 ∣ generator_ganloss : 935.965723 ∣  [  std_z : 0.99  real_sub_fake : 1298.39 ]
[  epoch 0010/0040] 3880/4800, lr:1.0e-04 ∣ avg_100 : 31657.357476 ∣ critic_nllloss : 25948.626953 ∣ critic_ganloss : -465.490640 ∣ generator_nllloss : 5221.167969 ∣ generator_ganloss : 930.068506 ∣  [  std_z : 1.00  real_sub_fake : 1741.19 ]
[  epoch 0010/0040] 3890/4800, lr:1.0e-04 ∣ avg_100 : 31654.987604 ∣ critic_nllloss : 25997.601758 ∣ critic_ganloss : -513.038849 ∣ generator_nllloss : 5207.846875 ∣ generator_ganloss : 886.918359 ∣  [  std_z : 1.00  real_sub_fake : 1966.99 ]
[  epoch 0010/0040] 3900/4800, lr:1.0e-04 ∣ avg_100 : 31647.935118 ∣ critic_nllloss : 25697.306445 ∣ critic_ganloss : -509.200891 ∣ generator_nllloss : 5135.755859 ∣ generator_ganloss : 924.008105 ∣  [  std_z : 0.98  real_sub_fake : 1669.68 ]
[  epoch 0010/0040] 3910/4800, lr:1.0e-04 ∣ avg_100 : 31646.917922 ∣ critic_nllloss : 26018.096875 ∣ critic_ganloss : -469.729327 ∣ generator_nllloss : 5176.516797 ∣ generator_ganloss : 977.124902 ∣  [  std_z : 0.99  real_sub_fake : 1924.48 ]
[  epoch 0010/0040] 3920/4800, lr:1.0e-04 ∣ avg_100 : 31646.595590 ∣ critic_nllloss : 25862.511328 ∣ critic_ganloss : -447.753564 ∣ generator_nllloss : 5161.718750 ∣ generator_ganloss : 934.825732 ∣  [  std_z : 1.00  real_sub_fake : 1783.12 ]
[  epoch 0010/0040] 3930/4800, lr:1.0e-04 ∣ avg_100 : 31644.694210 ∣ critic_nllloss : 25838.850586 ∣ critic_ganloss : -524.708005 ∣ generator_nllloss : 5194.192578 ∣ generator_ganloss : 939.144287 ∣  [  std_z : 0.99  real_sub_fake : 1909.69 ]
[  epoch 0010/0040] 3940/4800, lr:1.0e-04 ∣ avg_100 : 31641.922857 ∣ critic_nllloss : 25758.113477 ∣ critic_ganloss : -467.732852 ∣ generator_nllloss : 5187.481250 ∣ generator_ganloss : 992.290430 ∣  [  std_z : 0.98  real_sub_fake : 1735.47 ]
[  epoch 0010/0040] 3950/4800, lr:1.0e-04 ∣ avg_100 : 31641.459934 ∣ critic_nllloss : 26020.965820 ∣ critic_ganloss : -435.643130 ∣ generator_nllloss : 5206.990430 ∣ generator_ganloss : 899.659717 ∣  [  std_z : 0.99  real_sub_fake : 1839.09 ]
[  epoch 0010/0040] 3960/4800, lr:1.0e-04 ∣ avg_100 : 31639.765210 ∣ critic_nllloss : 25853.748047 ∣ critic_ganloss : -382.766953 ∣ generator_nllloss : 5110.758203 ∣ generator_ganloss : 933.032227 ∣  [  std_z : 1.00  real_sub_fake : 1526.09 ]
[  epoch 0010/0040] 3970/4800, lr:1.0e-04 ∣ avg_100 : 31636.466356 ∣ critic_nllloss : 25849.276172 ∣ critic_ganloss : -378.016507 ∣ generator_nllloss : 5163.181250 ∣ generator_ganloss : 897.634277 ∣  [  std_z : 1.00  real_sub_fake : 1382.78 ]
[  epoch 0010/0040] 3980/4800, lr:1.0e-04 ∣ avg_100 : 31634.403210 ∣ critic_nllloss : 25855.199805 ∣ critic_ganloss : -381.878931 ∣ generator_nllloss : 5159.600586 ∣ generator_ganloss : 926.064209 ∣  [  std_z : 0.98  real_sub_fake : 1494.43 ]
[  epoch 0010/0040] 3990/4800, lr:1.0e-04 ∣ avg_100 : 31634.885970 ∣ critic_nllloss : 25999.866602 ∣ critic_ganloss : -489.000031 ∣ generator_nllloss : 5215.425781 ∣ generator_ganloss : 931.852051 ∣  [  std_z : 0.98  real_sub_fake : 1904.61 ]
[  epoch 0010/0040] 4000/4800, lr:1.0e-04 ∣ avg_100 : 31634.462330 ∣ critic_nllloss : 25791.185547 ∣ critic_ganloss : -413.618759 ∣ generator_nllloss : 5077.305664 ∣ generator_ganloss : 917.950928 ∣  [  std_z : 1.01  real_sub_fake : 1515.61 ]
[  epoch 0010/0040] 4010/4800, lr:1.0e-04 ∣ avg_100 : 31632.585919 ∣ critic_nllloss : 25973.696680 ∣ critic_ganloss : -361.438681 ∣ generator_nllloss : 5188.432422 ∣ generator_ganloss : 883.664648 ∣  [  std_z : 1.00  real_sub_fake : 1492.35 ]
[  epoch 0010/0040] 4020/4800, lr:1.0e-04 ∣ avg_100 : 31636.590263 ∣ critic_nllloss : 26138.816797 ∣ critic_ganloss : -433.048581 ∣ generator_nllloss : 5298.971289 ∣ generator_ganloss : 846.246240 ∣  [  std_z : 0.97  real_sub_fake : 1549.44 ]
[  epoch 0010/0040] 4030/4800, lr:1.0e-04 ∣ avg_100 : 31632.895135 ∣ critic_nllloss : 25900.441992 ∣ critic_ganloss : -503.816516 ∣ generator_nllloss : 5140.508984 ∣ generator_ganloss : 855.904297 ∣  [  std_z : 0.97  real_sub_fake : 1730.74 ]
[  epoch 0010/0040] 4040/4800, lr:1.0e-04 ∣ avg_100 : 31630.376699 ∣ critic_nllloss : 26006.202344 ∣ critic_ganloss : -377.717584 ∣ generator_nllloss : 5222.893750 ∣ generator_ganloss : 854.214844 ∣  [  std_z : 1.02  real_sub_fake : 1775.62 ]
[  epoch 0010/0040] 4050/4800, lr:1.0e-04 ∣ avg_100 : 31632.820026 ∣ critic_nllloss : 26008.728906 ∣ critic_ganloss : -355.279816 ∣ generator_nllloss : 5251.143945 ∣ generator_ganloss : 826.522900 ∣  [  std_z : 1.01  real_sub_fake : 1419.97 ]
[  epoch 0010/0040] 4060/4800, lr:1.0e-04 ∣ avg_100 : 31631.683013 ∣ critic_nllloss : 25996.160547 ∣ critic_ganloss : -414.677228 ∣ generator_nllloss : 5169.004687 ∣ generator_ganloss : 808.324585 ∣  [  std_z : 0.98  real_sub_fake : 1412.94 ]
[  epoch 0010/0040] 4070/4800, lr:1.0e-04 ∣ avg_100 : 31630.858137 ∣ critic_nllloss : 25981.575781 ∣ critic_ganloss : -432.598047 ∣ generator_nllloss : 5241.900195 ∣ generator_ganloss : 840.842334 ∣  [  std_z : 0.97  real_sub_fake : 1607.81 ]
[  epoch 0010/0040] 4080/4800, lr:1.0e-04 ∣ avg_100 : 31628.952710 ∣ critic_nllloss : 25765.378125 ∣ critic_ganloss : -400.236090 ∣ generator_nllloss : 5180.056641 ∣ generator_ganloss : 791.026465 ∣  [  std_z : 1.01  real_sub_fake : 1609.81 ]
[  epoch 0010/0040] 4090/4800, lr:1.0e-04 ∣ avg_100 : 31628.917081 ∣ critic_nllloss : 25707.606055 ∣ critic_ganloss : -367.386292 ∣ generator_nllloss : 5277.142773 ∣ generator_ganloss : 825.516724 ∣  [  std_z : 1.00  real_sub_fake : 1409.32 ]
[  epoch 0010/0040] 4100/4800, lr:1.0e-04 ∣ avg_100 : 31628.958890 ∣ critic_nllloss : 25994.405469 ∣ critic_ganloss : -407.725601 ∣ generator_nllloss : 5205.317773 ∣ generator_ganloss : 834.755176 ∣  [  std_z : 0.98  real_sub_fake : 1461.07 ]
[  epoch 0010/0040] 4110/4800, lr:1.0e-04 ∣ avg_100 : 31627.266525 ∣ critic_nllloss : 25962.124609 ∣ critic_ganloss : -459.732742 ∣ generator_nllloss : 5228.461914 ∣ generator_ganloss : 827.987793 ∣  [  std_z : 1.00  real_sub_fake : 1562.99 ]
[  epoch 0010/0040] 4120/4800, lr:1.0e-04 ∣ avg_100 : 31629.636471 ∣ critic_nllloss : 25998.315625 ∣ critic_ganloss : -313.993588 ∣ generator_nllloss : 5215.549609 ∣ generator_ganloss : 813.465674 ∣  [  std_z : 1.01  real_sub_fake : 1474.56 ]
[  epoch 0010/0040] 4130/4800, lr:1.0e-04 ∣ avg_100 : 31632.243470 ∣ critic_nllloss : 26098.058008 ∣ critic_ganloss : -400.574747 ∣ generator_nllloss : 5267.767578 ∣ generator_ganloss : 788.126978 ∣  [  std_z : 0.98  real_sub_fake : 1439.75 ]
[  epoch 0010/0040] 4140/4800, lr:1.0e-04 ∣ avg_100 : 31631.406393 ∣ critic_nllloss : 25992.701562 ∣ critic_ganloss : -619.665756 ∣ generator_nllloss : 5231.863281 ∣ generator_ganloss : 820.741357 ∣  [  std_z : 0.98  real_sub_fake : 1857.07 ]
[  epoch 0010/0040] 4150/4800, lr:1.0e-04 ∣ avg_100 : 31633.270375 ∣ critic_nllloss : 25973.295703 ∣ critic_ganloss : -654.474841 ∣ generator_nllloss : 5161.327539 ∣ generator_ganloss : 900.745703 ∣  [  std_z : 0.99  real_sub_fake : 2558.98 ]
[  epoch 0010/0040] 4160/4800, lr:1.0e-04 ∣ avg_100 : 31631.031557 ∣ critic_nllloss : 25949.800195 ∣ critic_ganloss : -563.913403 ∣ generator_nllloss : 5174.706641 ∣ generator_ganloss : 912.116602 ∣  [  std_z : 1.00  real_sub_fake : 2272.89 ]
[  epoch 0010/0040] 4170/4800, lr:1.0e-04 ∣ avg_100 : 31634.392095 ∣ critic_nllloss : 25976.831641 ∣ critic_ganloss : -348.335126 ∣ generator_nllloss : 5213.451563 ∣ generator_ganloss : 1071.737646 ∣     [  std_z : 0.99  real_sub_fake : 1782.17 ]
[  epoch 0010/0040] 4180/4800, lr:1.0e-04 ∣ avg_100 : 31642.295963 ∣ critic_nllloss : 26106.623633 ∣ critic_ganloss : -322.987009 ∣ generator_nllloss : 5243.328516 ∣ generator_ganloss : 1039.698242 ∣     [  std_z : 0.99  real_sub_fake : 983.36 ]
[  epoch 0010/0040] 4190/4800, lr:1.0e-04 ∣ avg_100 : 31644.171164 ∣ critic_nllloss : 25907.409766 ∣ critic_ganloss : -445.748413 ∣ generator_nllloss : 5205.699805 ∣ generator_ganloss : 954.110254 ∣  [  std_z : 0.99  real_sub_fake : 1531.27 ]
[  epoch 0010/0040] 4200/4800, lr:1.0e-04 ∣ avg_100 : 31639.965020 ∣ critic_nllloss : 25797.627344 ∣ critic_ganloss : -575.026935 ∣ generator_nllloss : 5149.368750 ∣ generator_ganloss : 955.803760 ∣  [  std_z : 1.00  real_sub_fake : 2175.19 ]
[  epoch 0010/0040] 4210/4800, lr:1.0e-04 ∣ avg_100 : 31638.367191 ∣ critic_nllloss : 26160.103125 ∣ critic_ganloss : -491.784204 ∣ generator_nllloss : 5071.006445 ∣ generator_ganloss : 1037.898877 ∣     [  std_z : 1.00  real_sub_fake : 2044.87 ]
[  epoch 0010/0040] 4220/4800, lr:1.0e-04 ∣ avg_100 : 31643.805826 ∣ critic_nllloss : 26184.573633 ∣ critic_ganloss : -453.152328 ∣ generator_nllloss : 5237.433984 ∣ generator_ganloss : 1040.376660 ∣     [  std_z : 1.00  real_sub_fake : 1687.84 ]
[  epoch 0010/0040] 4230/4800, lr:1.0e-04 ∣ avg_100 : 31647.198731 ∣ critic_nllloss : 25873.962305 ∣ critic_ganloss : -267.871478 ∣ generator_nllloss : 5188.325195 ∣ generator_ganloss : 1050.880664 ∣     [  std_z : 0.98  real_sub_fake : 1249.98 ]
[  epoch 0010/0040] 4240/4800, lr:1.0e-04 ∣ avg_100 : 31654.875342 ∣ critic_nllloss : 26141.325977 ∣ critic_ganloss : -338.299600 ∣ generator_nllloss : 5238.188672 ∣ generator_ganloss : 1018.657910 ∣     [  std_z : 0.98  real_sub_fake : 1062.61 ]
[  epoch 0010/0040] 4250/4800, lr:1.0e-04 ∣ avg_100 : 31659.226418 ∣ critic_nllloss : 26129.858984 ∣ critic_ganloss : -429.687769 ∣ generator_nllloss : 5188.472656 ∣ generator_ganloss : 989.296094 ∣  [  std_z : 1.01  real_sub_fake : 1591.20 ]
[  epoch 0010/0040] 4260/4800, lr:1.0e-04 ∣ avg_100 : 31661.214085 ∣ critic_nllloss : 25862.985547 ∣ critic_ganloss : -382.514978 ∣ generator_nllloss : 5169.252930 ∣ generator_ganloss : 988.005664 ∣  [  std_z : 1.00  real_sub_fake : 1469.92 ]
[  epoch 0010/0040] 4270/4800, lr:1.0e-04 ∣ avg_100 : 31659.249757 ∣ critic_nllloss : 25743.943359 ∣ critic_ganloss : -516.221716 ∣ generator_nllloss : 5172.964453 ∣ generator_ganloss : 935.220215 ∣  [  std_z : 0.99  real_sub_fake : 1785.99 ]
[  epoch 0010/0040] 4280/4800, lr:1.0e-04 ∣ avg_100 : 31660.567473 ∣ critic_nllloss : 26025.699414 ∣ critic_ganloss : -435.418875 ∣ generator_nllloss : 5140.586914 ∣ generator_ganloss : 923.085596 ∣  [  std_z : 0.99  real_sub_fake : 1959.14 ]
[  epoch 0010/0040] 4290/4800, lr:1.0e-04 ∣ avg_100 : 31657.829304 ∣ critic_nllloss : 25747.334570 ∣ critic_ganloss : -518.136285 ∣ generator_nllloss : 5097.265820 ∣ generator_ganloss : 893.609961 ∣  [  std_z : 1.00  real_sub_fake : 1707.70 ]
[  epoch 0010/0040] 4300/4800, lr:1.0e-04 ∣ avg_100 : 31659.589344 ∣ critic_nllloss : 26191.253516 ∣ critic_ganloss : -489.720215 ∣ generator_nllloss : 5224.286328 ∣ generator_ganloss : 930.515186 ∣  [  std_z : 1.00  real_sub_fake : 1956.41 ]
[  epoch 0010/0040] 4310/4800, lr:1.0e-04 ∣ avg_100 : 31656.904740 ∣ critic_nllloss : 25974.962891 ∣ critic_ganloss : -512.580222 ∣ generator_nllloss : 5159.518945 ∣ generator_ganloss : 966.180420 ∣  [  std_z : 0.98  real_sub_fake : 1944.53 ]
[  epoch 0010/0040] 4320/4800, lr:1.0e-04 ∣ avg_100 : 31659.236855 ∣ critic_nllloss : 26116.335742 ∣ critic_ganloss : -467.623395 ∣ generator_nllloss : 5330.941992 ∣ generator_ganloss : 1019.323291 ∣     [  std_z : 0.99  real_sub_fake : 1848.54 ]
[  epoch 0010/0040] 4330/4800, lr:1.0e-04 ∣ avg_100 : 31664.527288 ∣ critic_nllloss : 26065.663477 ∣ critic_ganloss : -447.944547 ∣ generator_nllloss : 5251.853516 ∣ generator_ganloss : 966.032617 ∣  [  std_z : 1.00  real_sub_fake : 1748.52 ]
[  epoch 0010/0040] 4340/4800, lr:1.0e-04 ∣ avg_100 : 31667.424382 ∣ critic_nllloss : 26102.747266 ∣ critic_ganloss : -483.612158 ∣ generator_nllloss : 5279.069727 ∣ generator_ganloss : 1026.172900 ∣     [  std_z : 1.00  real_sub_fake : 1619.08 ]
[  epoch 0010/0040] 4350/4800, lr:1.0e-04 ∣ avg_100 : 31669.703926 ∣ critic_nllloss : 25965.530469 ∣ critic_ganloss : -467.489410 ∣ generator_nllloss : 5130.329102 ∣ generator_ganloss : 978.434473 ∣  [  std_z : 0.98  real_sub_fake : 2003.73 ]
[  epoch 0010/0040] 4360/4800, lr:1.0e-04 ∣ avg_100 : 31668.577022 ∣ critic_nllloss : 25722.937891 ∣ critic_ganloss : -268.070233 ∣ generator_nllloss : 5098.703906 ∣ generator_ganloss : 1020.296875 ∣     [  std_z : 0.99  real_sub_fake : 1030.28 ]
[  epoch 0010/0040] 4370/4800, lr:1.0e-04 ∣ avg_100 : 31670.632539 ∣ critic_nllloss : 25727.098438 ∣ critic_ganloss : -291.771970 ∣ generator_nllloss : 5164.382812 ∣ generator_ganloss : 996.239844 ∣  [  std_z : 1.01  real_sub_fake : 1125.54 ]
[  epoch 0010/0040] 4380/4800, lr:1.0e-04 ∣ avg_100 : 31669.824740 ∣ critic_nllloss : 25820.863086 ∣ critic_ganloss : -390.126410 ∣ generator_nllloss : 5132.156250 ∣ generator_ganloss : 979.967041 ∣  [  std_z : 0.99  real_sub_fake : 1147.58 ]
[  epoch 0010/0040] 4390/4800, lr:1.0e-04 ∣ avg_100 : 31665.901219 ∣ critic_nllloss : 26010.626563 ∣ critic_ganloss : -357.554822 ∣ generator_nllloss : 5224.524805 ∣ generator_ganloss : 921.682422 ∣  [  std_z : 0.98  real_sub_fake : 1685.18 ]
[  epoch 0010/0040] 4400/4800, lr:1.0e-04 ∣ avg_100 : 31667.005889 ∣ critic_nllloss : 25937.803711 ∣ critic_ganloss : -388.060074 ∣ generator_nllloss : 5261.058398 ∣ generator_ganloss : 931.706299 ∣  [  std_z : 1.00  real_sub_fake : 1464.11 ]
[  epoch 0010/0040] 4410/4800, lr:1.0e-04 ∣ avg_100 : 31666.744780 ∣ critic_nllloss : 26033.282813 ∣ critic_ganloss : -516.773813 ∣ generator_nllloss : 5212.572656 ∣ generator_ganloss : 861.341309 ∣  [  std_z : 1.00  real_sub_fake : 1719.60 ]
[  epoch 0010/0040] 4420/4800, lr:1.0e-04 ∣ avg_100 : 31666.293388 ∣ critic_nllloss : 25921.860547 ∣ critic_ganloss : -424.510062 ∣ generator_nllloss : 5183.739453 ∣ generator_ganloss : 886.717285 ∣  [  std_z : 0.98  real_sub_fake : 1885.26 ]
[  epoch 0010/0040] 4430/4800, lr:1.0e-04 ∣ avg_100 : 31663.722616 ∣ critic_nllloss : 25716.916211 ∣ critic_ganloss : -437.799112 ∣ generator_nllloss : 5195.174219 ∣ generator_ganloss : 958.360742 ∣  [  std_z : 0.98  real_sub_fake : 1572.01 ]
[  epoch 0010/0040] 4440/4800, lr:1.0e-04 ∣ avg_100 : 31658.507944 ∣ critic_nllloss : 25785.003320 ∣ critic_ganloss : -438.020468 ∣ generator_nllloss : 5173.947266 ∣ generator_ganloss : 954.881738 ∣  [  std_z : 1.00  real_sub_fake : 1745.81 ]
[  epoch 0010/0040] 4450/4800, lr:1.0e-04 ∣ avg_100 : 31654.102879 ∣ critic_nllloss : 25969.860742 ∣ critic_ganloss : -432.084012 ∣ generator_nllloss : 5161.999414 ∣ generator_ganloss : 964.345850 ∣  [  std_z : 0.99  real_sub_fake : 1675.66 ]
[  epoch 0010/0040] 4460/4800, lr:1.0e-04 ∣ avg_100 : 31655.744577 ∣ critic_nllloss : 26390.862695 ∣ critic_ganloss : -412.872711 ∣ generator_nllloss : 5228.645898 ∣ generator_ganloss : 883.460791 ∣  [  std_z : 0.97  real_sub_fake : 1778.67 ]
[  epoch 0010/0040] 4470/4800, lr:1.0e-04 ∣ avg_100 : 31650.483982 ∣ critic_nllloss : 25838.731641 ∣ critic_ganloss : -352.099478 ∣ generator_nllloss : 5130.909180 ∣ generator_ganloss : 883.708789 ∣  [  std_z : 1.00  real_sub_fake : 1259.63 ]
[  epoch 0010/0040] 4480/4800, lr:1.0e-04 ∣ avg_100 : 31649.170574 ∣ critic_nllloss : 25855.524805 ∣ critic_ganloss : -345.614285 ∣ generator_nllloss : 5206.294531 ∣ generator_ganloss : 857.819336 ∣  [  std_z : 1.01  real_sub_fake : 1213.75 ]
[  epoch 0010/0040] 4490/4800, lr:1.0e-04 ∣ avg_100 : 31647.633613 ∣ critic_nllloss : 25871.122656 ∣ critic_ganloss : -415.681131 ∣ generator_nllloss : 5213.559375 ∣ generator_ganloss : 824.978174 ∣  [  std_z : 0.99  real_sub_fake : 1584.00 ]
[  epoch 0010/0040] 4500/4800, lr:1.0e-04 ∣ avg_100 : 31643.844618 ∣ critic_nllloss : 25930.510742 ∣ critic_ganloss : -491.858594 ∣ generator_nllloss : 5165.148047 ∣ generator_ganloss : 808.878369 ∣  [  std_z : 0.98  real_sub_fake : 2072.02 ]
[  epoch 0010/0040] 4510/4800, lr:1.0e-04 ∣ avg_100 : 31643.632497 ∣ critic_nllloss : 26075.781445 ∣ critic_ganloss : -423.945233 ∣ generator_nllloss : 5139.339648 ∣ generator_ganloss : 776.985962 ∣  [  std_z : 0.98  real_sub_fake : 1806.86 ]
[  epoch 0010/0040] 4520/4800, lr:1.0e-04 ∣ avg_100 : 31637.949998 ∣ critic_nllloss : 25820.896094 ∣ critic_ganloss : -369.746121 ∣ generator_nllloss : 5199.928711 ∣ generator_ganloss : 719.671387 ∣  [  std_z : 1.00  real_sub_fake : 1226.47 ]
[  epoch 0010/0040] 4530/4800, lr:1.0e-04 ∣ avg_100 : 31631.845392 ∣ critic_nllloss : 25919.347852 ∣ critic_ganloss : -467.212192 ∣ generator_nllloss : 5172.286719 ∣ generator_ganloss : 690.774487 ∣  [  std_z : 1.00  real_sub_fake : 1568.60 ]
[  epoch 0010/0040] 4540/4800, lr:1.0e-04 ∣ avg_100 : 31626.709206 ∣ critic_nllloss : 25841.514648 ∣ critic_ganloss : -450.395267 ∣ generator_nllloss : 5121.795313 ∣ generator_ganloss : 779.967896 ∣  [  std_z : 0.99  real_sub_fake : 1702.40 ]
[  epoch 0010/0040] 4550/4800, lr:1.0e-04 ∣ avg_100 : 31625.161685 ∣ critic_nllloss : 25836.246680 ∣ critic_ganloss : -368.012225 ∣ generator_nllloss : 5199.038672 ∣ generator_ganloss : 773.032568 ∣  [  std_z : 0.99  real_sub_fake : 1300.89 ]
[  epoch 0010/0040] 4560/4800, lr:1.0e-04 ∣ avg_100 : 31623.768916 ∣ critic_nllloss : 25808.898828 ∣ critic_ganloss : -475.488998 ∣ generator_nllloss : 5148.164844 ∣ generator_ganloss : 811.486328 ∣  [  std_z : 0.99  real_sub_fake : 1883.14 ]
[  epoch 0010/0040] 4570/4800, lr:1.0e-04 ∣ avg_100 : 31620.596569 ∣ critic_nllloss : 26052.855469 ∣ critic_ganloss : -520.862827 ∣ generator_nllloss : 5181.842188 ∣ generator_ganloss : 866.287158 ∣  [  std_z : 0.99  real_sub_fake : 1966.41 ]
[  epoch 0010/0040] 4580/4800, lr:1.0e-04 ∣ avg_100 : 31618.757114 ∣ critic_nllloss : 25869.144141 ∣ critic_ganloss : -527.906778 ∣ generator_nllloss : 5154.198828 ∣ generator_ganloss : 820.815015 ∣  [  std_z : 0.99  real_sub_fake : 1858.28 ]
[  epoch 0010/0040] 4590/4800, lr:1.0e-04 ∣ avg_100 : 31615.669394 ∣ critic_nllloss : 25937.602734 ∣ critic_ganloss : -486.477380 ∣ generator_nllloss : 5292.866016 ∣ generator_ganloss : 858.024707 ∣  [  std_z : 1.00  real_sub_fake : 1893.82 ]
[  epoch 0010/0040] 4600/4800, lr:1.0e-04 ∣ avg_100 : 31611.982445 ∣ critic_nllloss : 25649.717187 ∣ critic_ganloss : -400.410562 ∣ generator_nllloss : 5079.602734 ∣ generator_ganloss : 901.289355 ∣  [  std_z : 0.99  real_sub_fake : 1627.02 ]
[  epoch 0010/0040] 4610/4800, lr:1.0e-04 ∣ avg_100 : 31612.110337 ∣ critic_nllloss : 25722.523047 ∣ critic_ganloss : -419.596967 ∣ generator_nllloss : 5197.013672 ∣ generator_ganloss : 905.231299 ∣  [  std_z : 0.99  real_sub_fake : 1550.76 ]
[  epoch 0010/0040] 4620/4800, lr:1.0e-04 ∣ avg_100 : 31612.856392 ∣ critic_nllloss : 25984.755273 ∣ critic_ganloss : -425.453821 ∣ generator_nllloss : 5111.636133 ∣ generator_ganloss : 878.193555 ∣  [  std_z : 1.00  real_sub_fake : 1762.41 ]
[  epoch 0010/0040] 4630/4800, lr:1.0e-04 ∣ avg_100 : 31608.081794 ∣ critic_nllloss : 26011.453906 ∣ critic_ganloss : -481.696002 ∣ generator_nllloss : 5242.773438 ∣ generator_ganloss : 804.376782 ∣  [  std_z : 1.00  real_sub_fake : 1658.54 ]
[  epoch 0010/0040] 4640/4800, lr:1.0e-04 ∣ avg_100 : 31612.137603 ∣ critic_nllloss : 26101.598438 ∣ critic_ganloss : -440.442773 ∣ generator_nllloss : 5282.172070 ∣ generator_ganloss : 844.118164 ∣  [  std_z : 0.98  real_sub_fake : 2103.79 ]
[  epoch 0010/0040] 4650/4800, lr:1.0e-04 ∣ avg_100 : 31614.743487 ∣ critic_nllloss : 25942.651562 ∣ critic_ganloss : -348.428763 ∣ generator_nllloss : 5301.170313 ∣ generator_ganloss : 824.140234 ∣  [  std_z : 1.00  real_sub_fake : 1201.25 ]
[  epoch 0010/0040] 4660/4800, lr:1.0e-04 ∣ avg_100 : 31614.324073 ∣ critic_nllloss : 25940.545312 ∣ critic_ganloss : -400.918008 ∣ generator_nllloss : 5162.126562 ∣ generator_ganloss : 806.745361 ∣  [  std_z : 1.01  real_sub_fake : 1252.88 ]
[  epoch 0010/0040] 4670/4800, lr:1.0e-04 ∣ avg_100 : 31616.381979 ∣ critic_nllloss : 26041.407031 ∣ critic_ganloss : -399.782681 ∣ generator_nllloss : 5116.870898 ∣ generator_ganloss : 860.139844 ∣  [  std_z : 0.98  real_sub_fake : 1534.35 ]
[  epoch 0010/0040] 4680/4800, lr:1.0e-04 ∣ avg_100 : 31612.885370 ∣ critic_nllloss : 25766.323828 ∣ critic_ganloss : -497.195779 ∣ generator_nllloss : 5241.640625 ∣ generator_ganloss : 903.932129 ∣  [  std_z : 0.98  real_sub_fake : 2008.02 ]
[  epoch 0010/0040] 4690/4800, lr:1.0e-04 ∣ avg_100 : 31613.381878 ∣ critic_nllloss : 25983.069336 ∣ critic_ganloss : -547.356042 ∣ generator_nllloss : 5149.497461 ∣ generator_ganloss : 915.196777 ∣  [  std_z : 1.00  real_sub_fake : 2000.00 ]
[  epoch 0010/0040] 4700/4800, lr:1.0e-04 ∣ avg_100 : 31614.078851 ∣ critic_nllloss : 25921.842187 ∣ critic_ganloss : -98.730315 ∣ generator_nllloss : 5162.896094 ∣ generator_ganloss : 970.089844 ∣   [  std_z : 1.01  real_sub_fake : 931.95 ]
[  epoch 0010/0040] 4710/4800, lr:1.0e-04 ∣ avg_100 : 31617.446771 ∣ critic_nllloss : 25948.861914 ∣ critic_ganloss : -56.694859 ∣ generator_nllloss : 5175.652148 ∣ generator_ganloss : 1000.376514 ∣  [  std_z : 1.00  real_sub_fake : 139.11 ]
[  epoch 0010/0040] 4720/4800, lr:1.0e-04 ∣ avg_100 : 31623.355059 ∣ critic_nllloss : 26011.723828 ∣ critic_ganloss : -58.064216 ∣ generator_nllloss : 5211.829102 ∣ generator_ganloss : 988.289355 ∣   [  std_z : 0.98  real_sub_fake : 146.95 ]
[  epoch 0010/0040] 4730/4800, lr:1.0e-04 ∣ avg_100 : 31622.169313 ∣ critic_nllloss : 25990.168164 ∣ critic_ganloss : -93.123470 ∣ generator_nllloss : 5174.223633 ∣ generator_ganloss : 964.162256 ∣   [  std_z : 1.00  real_sub_fake : 260.38 ]
[  epoch 0010/0040] 4740/4800, lr:1.0e-04 ∣ avg_100 : 31624.998165 ∣ critic_nllloss : 25951.096289 ∣ critic_ganloss : -109.208776 ∣ generator_nllloss : 5161.048633 ∣ generator_ganloss : 939.904004 ∣  [  std_z : 1.01  real_sub_fake : 336.22 ]
[  epoch 0010/0040] 4750/4800, lr:1.0e-04 ∣ avg_100 : 31624.397311 ∣ critic_nllloss : 25849.528516 ∣ critic_ganloss : -172.972435 ∣ generator_nllloss : 5163.355859 ∣ generator_ganloss : 935.736768 ∣  [  std_z : 0.99  real_sub_fake : 531.68 ]
[  epoch 0010/0040] 4760/4800, lr:1.0e-04 ∣ avg_100 : 31623.991253 ∣ critic_nllloss : 25780.758594 ∣ critic_ganloss : -312.210883 ∣ generator_nllloss : 5068.274219 ∣ generator_ganloss : 904.747266 ∣  [  std_z : 0.98  real_sub_fake : 963.97 ]
[  epoch 0010/0040] 4770/4800, lr:1.0e-04 ∣ avg_100 : 31622.223608 ∣ critic_nllloss : 25912.423438 ∣ critic_ganloss : -411.358557 ∣ generator_nllloss : 5116.025195 ∣ generator_ganloss : 872.780664 ∣  [  std_z : 1.00  real_sub_fake : 1573.71 ]
[  epoch 0010/0040] 4780/4800, lr:1.0e-04 ∣ avg_100 : 31621.984932 ∣ critic_nllloss : 25923.083594 ∣ critic_ganloss : -486.866547 ∣ generator_nllloss : 5170.392969 ∣ generator_ganloss : 960.519531 ∣  [  std_z : 1.00  real_sub_fake : 1828.46 ]
[  epoch 0010/0040] 4790/4800, lr:1.0e-04 ∣ avg_100 : 31619.463516 ∣ critic_nllloss : 25932.267578 ∣ critic_ganloss : -497.672726 ∣ generator_nllloss : 5164.262305 ∣ generator_ganloss : 978.425830 ∣  [  std_z : 0.98  real_sub_fake : 1803.10 ]
[  epoch 0010/0040] 4800/4800, lr:5.0e-05 ∣ avg_100 : 31615.557290 ∣ critic_nllloss : 25891.881836 ∣ critic_ganloss : -568.327838 ∣ generator_nllloss : 5199.035742 ∣ generator_ganloss : 953.629297 ∣  [  std_z : 0.99  real_sub_fake : 2262.06 ]
[    val 010    ] Done! KLD: 0.040651: 0.0921485:40, total: 1 day, 3:27:33                  
[  epoch 0011/0040] 0010/4800, lr:5.0e-05 ∣ avg_100 : 31614.631892 ∣ critic_nllloss : 25925.482422 ∣ critic_ganloss : -559.775232 ∣ generator_nllloss : 5305.422461 ∣ generator_ganloss : 982.807520 ∣  [  std_z : 1.00  real_sub_fake : 2291.20 ]
[  epoch 0011/0040] 0020/4800, lr:5.0e-05 ∣ avg_100 : 31611.604183 ∣ critic_nllloss : 25727.691602 ∣ critic_ganloss : -677.015576 ∣ generator_nllloss : 5192.268164 ∣ generator_ganloss : 1024.080469 ∣     [  std_z : 0.99  real_sub_fake : 1975.20 ]
[  epoch 0011/0040] 0030/4800, lr:5.0e-05 ∣ avg_100 : 31610.237430 ∣ critic_nllloss : 25839.010352 ∣ critic_ganloss : -423.032581 ∣ generator_nllloss : 5043.407227 ∣ generator_ganloss : 970.951855 ∣  [  std_z : 1.00  real_sub_fake : 2430.32 ]
[  epoch 0011/0040] 0040/4800, lr:5.0e-05 ∣ avg_100 : 31608.510865 ∣ critic_nllloss : 26057.052734 ∣ critic_ganloss : -446.107840 ∣ generator_nllloss : 5165.142187 ∣ generator_ganloss : 903.881104 ∣  [  std_z : 0.99  real_sub_fake : 1813.71 ]
[  epoch 0011/0040] 0050/4800, lr:5.0e-05 ∣ avg_100 : 31611.229353 ∣ critic_nllloss : 26168.019922 ∣ critic_ganloss : -496.085233 ∣ generator_nllloss : 5220.882812 ∣ generator_ganloss : 878.669922 ∣  [  std_z : 0.99  real_sub_fake : 1630.56 ]
[  epoch 0011/0040] 0060/4800, lr:5.0e-05 ∣ avg_100 : 31606.029632 ∣ critic_nllloss : 25739.522266 ∣ critic_ganloss : -526.494687 ∣ generator_nllloss : 5101.264648 ∣ generator_ganloss : 863.206787 ∣  [  std_z : 0.98  real_sub_fake : 1796.03 ]
[  epoch 0011/0040] 0070/4800, lr:5.0e-05 ∣ avg_100 : 31606.556083 ∣ critic_nllloss : 25982.195508 ∣ critic_ganloss : -374.516803 ∣ generator_nllloss : 5261.405273 ∣ generator_ganloss : 830.949805 ∣  [  std_z : 0.99  real_sub_fake : 1933.41 ]
[  epoch 0011/0040] 0080/4800, lr:5.0e-05 ∣ avg_100 : 31603.397060 ∣ critic_nllloss : 25822.563086 ∣ critic_ganloss : -542.462463 ∣ generator_nllloss : 5229.516016 ∣ generator_ganloss : 808.853882 ∣  [  std_z : 0.99  real_sub_fake : 1692.05 ]
[  epoch 0011/0040] 0090/4800, lr:5.0e-05 ∣ avg_100 : 31603.287471 ∣ critic_nllloss : 25960.734570 ∣ critic_ganloss : -434.688757 ∣ generator_nllloss : 5199.529883 ∣ generator_ganloss : 842.793555 ∣  [  std_z : 0.99  real_sub_fake : 1765.61 ]
[  epoch 0011/0040] 0100/4800, lr:5.0e-05 ∣ avg_100 : 31605.902697 ∣ critic_nllloss : 25852.962891 ∣ critic_ganloss : -351.204617 ∣ generator_nllloss : 5173.856250 ∣ generator_ganloss : 833.777588 ∣  [  std_z : 0.99  real_sub_fake : 1565.50 ]
[  epoch 0011/0040] 0110/4800, lr:5.0e-05 ∣ avg_100 : 31602.353418 ∣ critic_nllloss : 25848.341797 ∣ critic_ganloss : -478.657703 ∣ generator_nllloss : 5108.926172 ∣ generator_ganloss : 868.471094 ∣  [  std_z : 0.99  real_sub_fake : 1509.78 ]
[  epoch 0011/0040] 0120/4800, lr:5.0e-05 ∣ avg_100 : 31603.471177 ∣ critic_nllloss : 25903.174805 ∣ critic_ganloss : -462.206274 ∣ generator_nllloss : 5324.885547 ∣ generator_ganloss : 857.224023 ∣  [  std_z : 0.99  real_sub_fake : 1754.74 ]
[  epoch 0011/0040] 0130/4800, lr:5.0e-05 ∣ avg_100 : 31606.322418 ∣ critic_nllloss : 26015.972070 ∣ critic_ganloss : -437.848062 ∣ generator_nllloss : 5280.924414 ∣ generator_ganloss : 873.555176 ∣  [  std_z : 0.99  real_sub_fake : 1860.62 ]
[  epoch 0011/0040] 0140/4800, lr:5.0e-05 ∣ avg_100 : 31608.563959 ∣ critic_nllloss : 26006.983398 ∣ critic_ganloss : -418.336478 ∣ generator_nllloss : 5211.123633 ∣ generator_ganloss : 894.535840 ∣  [  std_z : 1.00  real_sub_fake : 1717.03 ]
[  epoch 0011/0040] 0150/4800, lr:5.0e-05 ∣ avg_100 : 31606.956244 ∣ critic_nllloss : 25918.082813 ∣ critic_ganloss : -461.255798 ∣ generator_nllloss : 5205.389063 ∣ generator_ganloss : 868.985205 ∣  [  std_z : 1.00  real_sub_fake : 1570.89 ]
[  epoch 0011/0040] 0160/4800, lr:5.0e-05 ∣ avg_100 : 31610.460518 ∣ critic_nllloss : 26037.658594 ∣ critic_ganloss : -350.138660 ∣ generator_nllloss : 5304.080273 ∣ generator_ganloss : 873.598730 ∣  [  std_z : 0.99  real_sub_fake : 1615.75 ]
[  epoch 0011/0040] 0170/4800, lr:5.0e-05 ∣ avg_100 : 31608.655472 ∣ critic_nllloss : 25778.816406 ∣ critic_ganloss : -477.835715 ∣ generator_nllloss : 5194.832617 ∣ generator_ganloss : 855.757324 ∣  [  std_z : 0.98  real_sub_fake : 1587.43 ]
[  epoch 0011/0040] 0180/4800, lr:5.0e-05 ∣ avg_100 : 31610.745313 ∣ critic_nllloss : 26204.825195 ∣ critic_ganloss : -539.718668 ∣ generator_nllloss : 5230.032422 ∣ generator_ganloss : 872.830762 ∣  [  std_z : 0.98  real_sub_fake : 1875.12 ]
[  epoch 0011/0040] 0190/4800, lr:5.0e-05 ∣ avg_100 : 31609.319315 ∣ critic_nllloss : 25843.177148 ∣ critic_ganloss : -344.976578 ∣ generator_nllloss : 5137.970703 ∣ generator_ganloss : 879.373340 ∣  [  std_z : 0.99  real_sub_fake : 1671.66 ]
[  epoch 0011/0040] 0200/4800, lr:5.0e-05 ∣ avg_100 : 31611.802811 ∣ critic_nllloss : 26086.823242 ∣ critic_ganloss : -473.492227 ∣ generator_nllloss : 5185.829297 ∣ generator_ganloss : 822.012720 ∣  [  std_z : 1.01  real_sub_fake : 1703.98 ]
[  epoch 0011/0040] 0210/4800, lr:5.0e-05 ∣ avg_100 : 31608.563950 ∣ critic_nllloss : 25795.857617 ∣ critic_ganloss : -375.492081 ∣ generator_nllloss : 5112.283594 ∣ generator_ganloss : 827.819824 ∣  [  std_z : 1.01  real_sub_fake : 1613.32 ]
[  epoch 0011/0040] 0220/4800, lr:5.0e-05 ∣ avg_100 : 31606.015732 ∣ critic_nllloss : 26073.600000 ∣ critic_ganloss : -502.243521 ∣ generator_nllloss : 5220.197070 ∣ generator_ganloss : 804.610376 ∣  [  std_z : 1.00  real_sub_fake : 1613.12 ]
[  epoch 0011/0040] 0230/4800, lr:5.0e-05 ∣ avg_100 : 31607.011184 ∣ critic_nllloss : 26017.426172 ∣ critic_ganloss : -537.717023 ∣ generator_nllloss : 5171.370508 ∣ generator_ganloss : 841.504297 ∣  [  std_z : 0.98  real_sub_fake : 1885.54 ]
[  epoch 0011/0040] 0240/4800, lr:5.0e-05 ∣ avg_100 : 31603.820304 ∣ critic_nllloss : 25820.766211 ∣ critic_ganloss : -447.314377 ∣ generator_nllloss : 5137.837891 ∣ generator_ganloss : 875.215625 ∣  [  std_z : 0.97  real_sub_fake : 1850.24 ]
[  epoch 0011/0040] 0250/4800, lr:5.0e-05 ∣ avg_100 : 31604.867528 ∣ critic_nllloss : 26137.065820 ∣ critic_ganloss : -455.487393 ∣ generator_nllloss : 5269.337891 ∣ generator_ganloss : 884.922021 ∣  [  std_z : 1.00  real_sub_fake : 1844.41 ]
[  epoch 0011/0040] 0260/4800, lr:5.0e-05 ∣ avg_100 : 31608.560348 ∣ critic_nllloss : 26285.343555 ∣ critic_ganloss : -394.129926 ∣ generator_nllloss : 5212.045898 ∣ generator_ganloss : 824.835107 ∣  [  std_z : 1.01  real_sub_fake : 1722.61 ]
[  epoch 0011/0040] 0270/4800, lr:5.0e-05 ∣ avg_100 : 31608.472828 ∣ critic_nllloss : 25953.984180 ∣ critic_ganloss : -362.510260 ∣ generator_nllloss : 5217.227344 ∣ generator_ganloss : 814.266919 ∣  [  std_z : 1.00  real_sub_fake : 1422.62 ]
[  epoch 0011/0040] 0280/4800, lr:5.0e-05 ∣ avg_100 : 31608.482942 ∣ critic_nllloss : 25720.283008 ∣ critic_ganloss : -398.159430 ∣ generator_nllloss : 5245.594336 ∣ generator_ganloss : 769.518677 ∣  [  std_z : 0.98  real_sub_fake : 1299.12 ]
[  epoch 0011/0040] 0290/4800, lr:5.0e-05 ∣ avg_100 : 31610.656865 ∣ critic_nllloss : 26042.364063 ∣ critic_ganloss : -419.941406 ∣ generator_nllloss : 5262.081836 ∣ generator_ganloss : 775.767065 ∣  [  std_z : 0.98  real_sub_fake : 1643.63 ]
[  epoch 0011/0040] 0300/4800, lr:5.0e-05 ∣ avg_100 : 31608.265843 ∣ critic_nllloss : 25951.413281 ∣ critic_ganloss : -516.148291 ∣ generator_nllloss : 5156.799805 ∣ generator_ganloss : 795.585815 ∣  [  std_z : 0.99  real_sub_fake : 1647.19 ]
[  epoch 0011/0040] 0310/4800, lr:5.0e-05 ∣ avg_100 : 31607.356780 ∣ critic_nllloss : 25973.804883 ∣ critic_ganloss : -530.598834 ∣ generator_nllloss : 5242.522656 ∣ generator_ganloss : 782.206567 ∣  [  std_z : 0.99  real_sub_fake : 2061.75 ]
[  epoch 0011/0040] 0320/4800, lr:5.0e-05 ∣ avg_100 : 31606.606972 ∣ critic_nllloss : 25991.710547 ∣ critic_ganloss : -441.815924 ∣ generator_nllloss : 5264.823633 ∣ generator_ganloss : 823.638232 ∣  [  std_z : 1.00  real_sub_fake : 1823.17 ]
[  epoch 0011/0040] 0330/4800, lr:5.0e-05 ∣ avg_100 : 31604.154715 ∣ critic_nllloss : 26113.635352 ∣ critic_ganloss : -599.199725 ∣ generator_nllloss : 5204.350000 ∣ generator_ganloss : 789.366479 ∣  [  std_z : 1.00  real_sub_fake : 1990.17 ]
[  epoch 0011/0040] 0340/4800, lr:5.0e-05 ∣ avg_100 : 31606.627991 ∣ critic_nllloss : 26191.028906 ∣ critic_ganloss : -545.616406 ∣ generator_nllloss : 5224.870898 ∣ generator_ganloss : 802.684717 ∣  [  std_z : 1.00  real_sub_fake : 2269.99 ]
[  epoch 0011/0040] 0350/4800, lr:5.0e-05 ∣ avg_100 : 31605.331662 ∣ critic_nllloss : 25717.650000 ∣ critic_ganloss : -431.506857 ∣ generator_nllloss : 5090.160156 ∣ generator_ganloss : 874.957861 ∣  [  std_z : 0.99  real_sub_fake : 1745.91 ]
[  epoch 0011/0040] 0360/4800, lr:5.0e-05 ∣ avg_100 : 31604.844067 ∣ critic_nllloss : 25879.387695 ∣ critic_ganloss : -514.756171 ∣ generator_nllloss : 5176.979688 ∣ generator_ganloss : 882.339355 ∣  [  std_z : 0.99  real_sub_fake : 1687.98 ]
[  epoch 0011/0040] 0370/4800, lr:5.0e-05 ∣ avg_100 : 31604.598873 ∣ critic_nllloss : 25943.974609 ∣ critic_ganloss : -271.883081 ∣ generator_nllloss : 5233.941797 ∣ generator_ganloss : 983.133008 ∣  [  std_z : 0.99  real_sub_fake : 1598.07 ]
[  epoch 0011/0040] 0380/4800, lr:5.0e-05 ∣ avg_100 : 31604.023145 ∣ critic_nllloss : 25884.702930 ∣ critic_ganloss : -116.165871 ∣ generator_nllloss : 5216.445898 ∣ generator_ganloss : 1024.107568 ∣     [  std_z : 1.00  real_sub_fake : 583.72 ]
[  epoch 0011/0040] 0390/4800, lr:5.0e-05 ∣ avg_100 : 31605.467092 ∣ critic_nllloss : 25839.641992 ∣ critic_ganloss : -207.715579 ∣ generator_nllloss : 5149.714063 ∣ generator_ganloss : 984.225684 ∣  [  std_z : 0.99  real_sub_fake : 652.67 ]
[  epoch 0011/0040] 0400/4800, lr:5.0e-05 ∣ avg_100 : 31606.701829 ∣ critic_nllloss : 25637.993359 ∣ critic_ganloss : -234.256018 ∣ generator_nllloss : 5089.709180 ∣ generator_ganloss : 957.800098 ∣  [  std_z : 0.99  real_sub_fake : 705.01 ]
[  epoch 0011/0040] 0410/4800, lr:5.0e-05 ∣ avg_100 : 31606.051789 ∣ critic_nllloss : 25937.200000 ∣ critic_ganloss : -322.975969 ∣ generator_nllloss : 5193.702344 ∣ generator_ganloss : 904.293896 ∣  [  std_z : 0.99  real_sub_fake : 1032.54 ]
[  epoch 0011/0040] 0420/4800, lr:5.0e-05 ∣ avg_100 : 31603.271555 ∣ critic_nllloss : 25966.054688 ∣ critic_ganloss : -318.893591 ∣ generator_nllloss : 5165.727734 ∣ generator_ganloss : 918.319629 ∣  [  std_z : 0.99  real_sub_fake : 1205.74 ]
[  epoch 0011/0040] 0430/4800, lr:5.0e-05 ∣ avg_100 : 31604.444055 ∣ critic_nllloss : 26081.641992 ∣ critic_ganloss : -322.097339 ∣ generator_nllloss : 5254.216016 ∣ generator_ganloss : 948.786035 ∣  [  std_z : 1.00  real_sub_fake : 1292.06 ]
[  epoch 0011/0040] 0440/4800, lr:5.0e-05 ∣ avg_100 : 31603.281759 ∣ critic_nllloss : 26112.608984 ∣ critic_ganloss : -365.416251 ∣ generator_nllloss : 5244.225781 ∣ generator_ganloss : 952.224902 ∣  [  std_z : 1.00  real_sub_fake : 1192.52 ]
[  epoch 0011/0040] 0450/4800, lr:5.0e-05 ∣ avg_100 : 31600.680437 ∣ critic_nllloss : 25771.523828 ∣ critic_ganloss : -329.295651 ∣ generator_nllloss : 5205.778711 ∣ generator_ganloss : 969.800830 ∣  [  std_z : 0.99  real_sub_fake : 1382.27 ]
[  epoch 0011/0040] 0460/4800, lr:5.0e-05 ∣ avg_100 : 31604.703429 ∣ critic_nllloss : 26041.648633 ∣ critic_ganloss : -287.424118 ∣ generator_nllloss : 5260.352930 ∣ generator_ganloss : 1025.450928 ∣     [  std_z : 0.99  real_sub_fake : 1143.81 ]
[  epoch 0011/0040] 0470/4800, lr:5.0e-05 ∣ avg_100 : 31607.419115 ∣ critic_nllloss : 25713.031445 ∣ critic_ganloss : -369.541165 ∣ generator_nllloss : 5262.022266 ∣ generator_ganloss : 1001.962402 ∣     [  std_z : 0.99  real_sub_fake : 1193.68 ]
[  epoch 0011/0040] 0480/4800, lr:5.0e-05 ∣ avg_100 : 31610.521680 ∣ critic_nllloss : 26016.458789 ∣ critic_ganloss : -329.144296 ∣ generator_nllloss : 5257.151563 ∣ generator_ganloss : 1019.743408 ∣     [  std_z : 1.00  real_sub_fake : 1359.13 ]
[  epoch 0011/0040] 0490/4800, lr:5.0e-05 ∣ avg_100 : 31616.628265 ∣ critic_nllloss : 25950.422461 ∣ critic_ganloss : -302.595108 ∣ generator_nllloss : 5136.615820 ∣ generator_ganloss : 1046.289453 ∣     [  std_z : 0.99  real_sub_fake : 1241.54 ]
[  epoch 0011/0040] 0500/4800, lr:5.0e-05 ∣ avg_100 : 31616.782724 ∣ critic_nllloss : 26026.916016 ∣ critic_ganloss : -390.283960 ∣ generator_nllloss : 5193.466797 ∣ generator_ganloss : 1041.681836 ∣     [  std_z : 0.99  real_sub_fake : 1233.12 ]
[  epoch 0011/0040] 0510/4800, lr:5.0e-05 ∣ avg_100 : 31617.333587 ∣ critic_nllloss : 26033.113086 ∣ critic_ganloss : -519.464624 ∣ generator_nllloss : 5124.840430 ∣ generator_ganloss : 1004.679492 ∣     [  std_z : 0.99  real_sub_fake : 1634.84 ]
[  epoch 0011/0040] 0520/4800, lr:5.0e-05 ∣ avg_100 : 31615.738346 ∣ critic_nllloss : 25928.691406 ∣ critic_ganloss : -360.493298 ∣ generator_nllloss : 5237.596484 ∣ generator_ganloss : 1033.658887 ∣     [  std_z : 0.99  real_sub_fake : 1950.90 ]
[  epoch 0011/0040] 0530/4800, lr:5.0e-05 ∣ avg_100 : 31613.879306 ∣ critic_nllloss : 25880.921094 ∣ critic_ganloss : -441.079440 ∣ generator_nllloss : 5219.295703 ∣ generator_ganloss : 990.563770 ∣  [  std_z : 1.00  real_sub_fake : 1490.42 ]
[  epoch 0011/0040] 0540/4800, lr:5.0e-05 ∣ avg_100 : 31611.987761 ∣ critic_nllloss : 26055.729687 ∣ critic_ganloss : -412.311914 ∣ generator_nllloss : 5157.818359 ∣ generator_ganloss : 933.987061 ∣  [  std_z : 1.00  real_sub_fake : 1488.15 ]
[  epoch 0011/0040] 0550/4800, lr:5.0e-05 ∣ avg_100 : 31612.092185 ∣ critic_nllloss : 25948.179102 ∣ critic_ganloss : -507.981009 ∣ generator_nllloss : 5236.825195 ∣ generator_ganloss : 940.223779 ∣  [  std_z : 1.00  real_sub_fake : 1648.60 ]
[  epoch 0011/0040] 0560/4800, lr:5.0e-05 ∣ avg_100 : 31613.631807 ∣ critic_nllloss : 25961.023047 ∣ critic_ganloss : -406.050616 ∣ generator_nllloss : 5239.152734 ∣ generator_ganloss : 933.705420 ∣  [  std_z : 0.99  real_sub_fake : 1945.43 ]
[  epoch 0011/0040] 0570/4800, lr:5.0e-05 ∣ avg_100 : 31613.616861 ∣ critic_nllloss : 26008.452148 ∣ critic_ganloss : -476.504358 ∣ generator_nllloss : 5133.303125 ∣ generator_ganloss : 929.203613 ∣  [  std_z : 0.98  real_sub_fake : 1754.59 ]
[  epoch 0011/0040] 0580/4800, lr:5.0e-05 ∣ avg_100 : 31617.242816 ∣ critic_nllloss : 26131.893164 ∣ critic_ganloss : -372.827890 ∣ generator_nllloss : 5248.034180 ∣ generator_ganloss : 898.356006 ∣  [  std_z : 0.99  real_sub_fake : 1670.25 ]
[  epoch 0011/0040] 0590/4800, lr:5.0e-05 ∣ avg_100 : 31612.889240 ∣ critic_nllloss : 25708.782031 ∣ critic_ganloss : -394.324741 ∣ generator_nllloss : 5148.853906 ∣ generator_ganloss : 900.610205 ∣  [  std_z : 1.01  real_sub_fake : 1424.04 ]
[  epoch 0011/0040] 0600/4800, lr:5.0e-05 ∣ avg_100 : 31612.307539 ∣ critic_nllloss : 26066.415430 ∣ critic_ganloss : -410.340335 ∣ generator_nllloss : 5151.952148 ∣ generator_ganloss : 876.310938 ∣  [  std_z : 1.00  real_sub_fake : 1460.01 ]
[  epoch 0011/0040] 0610/4800, lr:5.0e-05 ∣ avg_100 : 31611.592627 ∣ critic_nllloss : 25835.013672 ∣ critic_ganloss : -399.262338 ∣ generator_nllloss : 5204.866992 ∣ generator_ganloss : 878.313477 ∣  [  std_z : 0.99  real_sub_fake : 1444.19 ]
[  epoch 0011/0040] 0620/4800, lr:5.0e-05 ∣ avg_100 : 31610.788252 ∣ critic_nllloss : 25770.941797 ∣ critic_ganloss : -301.937222 ∣ generator_nllloss : 5133.649805 ∣ generator_ganloss : 884.715332 ∣  [  std_z : 0.98  real_sub_fake : 1499.62 ]
[  epoch 0011/0040] 0630/4800, lr:5.0e-05 ∣ avg_100 : 31613.516152 ∣ critic_nllloss : 26087.811328 ∣ critic_ganloss : -429.152887 ∣ generator_nllloss : 5176.587109 ∣ generator_ganloss : 870.196484 ∣  [  std_z : 0.99  real_sub_fake : 1347.23 ]
[  epoch 0011/0040] 0640/4800, lr:5.0e-05 ∣ avg_100 : 31613.314189 ∣ critic_nllloss : 25803.766211 ∣ critic_ganloss : -386.078656 ∣ generator_nllloss : 5141.122656 ∣ generator_ganloss : 896.805420 ∣  [  std_z : 1.00  real_sub_fake : 1562.68 ]
[  epoch 0011/0040] 0650/4800, lr:5.0e-05 ∣ avg_100 : 31613.990684 ∣ critic_nllloss : 26010.276367 ∣ critic_ganloss : -379.005927 ∣ generator_nllloss : 5196.130273 ∣ generator_ganloss : 904.370703 ∣  [  std_z : 1.00  real_sub_fake : 1580.80 ]
[  epoch 0011/0040] 0660/4800, lr:5.0e-05 ∣ avg_100 : 31608.628154 ∣ critic_nllloss : 25873.036719 ∣ critic_ganloss : -396.998779 ∣ generator_nllloss : 5204.670508 ∣ generator_ganloss : 873.135254 ∣  [  std_z : 0.99  real_sub_fake : 1374.13 ]
[  epoch 0011/0040] 0670/4800, lr:5.0e-05 ∣ avg_100 : 31608.903519 ∣ critic_nllloss : 25914.777930 ∣ critic_ganloss : -437.663989 ∣ generator_nllloss : 5165.634961 ∣ generator_ganloss : 886.037744 ∣  [  std_z : 0.98  real_sub_fake : 1590.69 ]
[  epoch 0011/0040] 0680/4800, lr:5.0e-05 ∣ avg_100 : 31610.161038 ∣ critic_nllloss : 25975.612891 ∣ critic_ganloss : -377.928455 ∣ generator_nllloss : 5164.615430 ∣ generator_ganloss : 937.476367 ∣  [  std_z : 0.99  real_sub_fake : 1675.41 ]
[  epoch 0011/0040] 0690/4800, lr:5.0e-05 ∣ avg_100 : 31609.764626 ∣ critic_nllloss : 25746.494336 ∣ critic_ganloss : -341.420837 ∣ generator_nllloss : 5146.307617 ∣ generator_ganloss : 902.956836 ∣  [  std_z : 1.00  real_sub_fake : 1332.13 ]
[  epoch 0011/0040] 0700/4800, lr:5.0e-05 ∣ avg_100 : 31608.722118 ∣ critic_nllloss : 25712.497852 ∣ critic_ganloss : -353.547266 ∣ generator_nllloss : 5106.719336 ∣ generator_ganloss : 842.757812 ∣  [  std_z : 1.00  real_sub_fake : 1457.70 ]
[  epoch 0011/0040] 0710/4800, lr:5.0e-05 ∣ avg_100 : 31607.648129 ∣ critic_nllloss : 25901.061914 ∣ critic_ganloss : -414.742850 ∣ generator_nllloss : 5110.500391 ∣ generator_ganloss : 863.943506 ∣  [  std_z : 0.99  real_sub_fake : 1491.36 ]
[  epoch 0011/0040] 0720/4800, lr:5.0e-05 ∣ avg_100 : 31605.963890 ∣ critic_nllloss : 25727.741602 ∣ critic_ganloss : -380.366443 ∣ generator_nllloss : 4971.524609 ∣ generator_ganloss : 883.426367 ∣  [  std_z : 0.99  real_sub_fake : 1429.33 ]
[  epoch 0011/0040] 0730/4800, lr:5.0e-05 ∣ avg_100 : 31607.038552 ∣ critic_nllloss : 25829.834375 ∣ critic_ganloss : -367.393643 ∣ generator_nllloss : 5103.431836 ∣ generator_ganloss : 856.790527 ∣  [  std_z : 0.99  real_sub_fake : 1460.50 ]
[  epoch 0011/0040] 0740/4800, lr:5.0e-05 ∣ avg_100 : 31608.823509 ∣ critic_nllloss : 25840.256836 ∣ critic_ganloss : -413.436218 ∣ generator_nllloss : 5169.579297 ∣ generator_ganloss : 874.978369 ∣  [  std_z : 1.00  real_sub_fake : 1429.29 ]
[  epoch 0011/0040] 0750/4800, lr:5.0e-05 ∣ avg_100 : 31610.208330 ∣ critic_nllloss : 25937.223828 ∣ critic_ganloss : -355.937265 ∣ generator_nllloss : 5158.479102 ∣ generator_ganloss : 839.022070 ∣  [  std_z : 1.00  real_sub_fake : 1646.37 ]
[  epoch 0011/0040] 0760/4800, lr:5.0e-05 ∣ avg_100 : 31615.065665 ∣ critic_nllloss : 26055.519336 ∣ critic_ganloss : -360.350681 ∣ generator_nllloss : 5231.494531 ∣ generator_ganloss : 852.131348 ∣  [  std_z : 1.01  real_sub_fake : 1338.41 ]
[  epoch 0011/0040] 0770/4800, lr:5.0e-05 ∣ avg_100 : 31613.577335 ∣ critic_nllloss : 25845.827930 ∣ critic_ganloss : -349.142395 ∣ generator_nllloss : 5118.151172 ∣ generator_ganloss : 816.452271 ∣  [  std_z : 0.98  real_sub_fake : 1266.17 ]
[  epoch 0011/0040] 0780/4800, lr:5.0e-05 ∣ avg_100 : 31616.429461 ∣ critic_nllloss : 26013.769336 ∣ critic_ganloss : -476.638358 ∣ generator_nllloss : 5227.643555 ∣ generator_ganloss : 836.689258 ∣  [  std_z : 0.98  real_sub_fake : 1505.02 ]
[  epoch 0011/0040] 0790/4800, lr:5.0e-05 ∣ avg_100 : 31617.291812 ∣ critic_nllloss : 26064.097852 ∣ critic_ganloss : -518.193768 ∣ generator_nllloss : 5261.014063 ∣ generator_ganloss : 881.333057 ∣  [  std_z : 0.98  real_sub_fake : 1972.95 ]
[  epoch 0011/0040] 0800/4800, lr:5.0e-05 ∣ avg_100 : 31620.142385 ∣ critic_nllloss : 25967.448242 ∣ critic_ganloss : -493.882101 ∣ generator_nllloss : 5122.517773 ∣ generator_ganloss : 919.172070 ∣  [  std_z : 0.98  real_sub_fake : 1936.18 ]
[  epoch 0011/0040] 0810/4800, lr:5.0e-05 ∣ avg_100 : 31623.459421 ∣ critic_nllloss : 25937.663477 ∣ critic_ganloss : -339.819128 ∣ generator_nllloss : 5242.378906 ∣ generator_ganloss : 896.651416 ∣  [  std_z : 1.00  real_sub_fake : 1727.98 ]
[  epoch 0011/0040] 0820/4800, lr:5.0e-05 ∣ avg_100 : 31625.544358 ∣ critic_nllloss : 25915.480078 ∣ critic_ganloss : -318.528467 ∣ generator_nllloss : 5232.125391 ∣ generator_ganloss : 928.547803 ∣  [  std_z : 1.02  real_sub_fake : 1204.63 ]
[  epoch 0011/0040] 0830/4800, lr:5.0e-05 ∣ avg_100 : 31626.399165 ∣ critic_nllloss : 25981.201172 ∣ critic_ganloss : -392.639621 ∣ generator_nllloss : 5143.309766 ∣ generator_ganloss : 930.517529 ∣  [  std_z : 1.00  real_sub_fake : 1142.24 ]
[  epoch 0011/0040] 0840/4800, lr:5.0e-05 ∣ avg_100 : 31623.476092 ∣ critic_nllloss : 25737.241406 ∣ critic_ganloss : -333.855896 ∣ generator_nllloss : 5176.240039 ∣ generator_ganloss : 915.513037 ∣  [  std_z : 0.98  real_sub_fake : 1323.04 ]
[  epoch 0011/0040] 0850/4800, lr:5.0e-05 ∣ avg_100 : 31620.571406 ∣ critic_nllloss : 25823.627148 ∣ critic_ganloss : -400.844391 ∣ generator_nllloss : 5074.347656 ∣ generator_ganloss : 931.934326 ∣  [  std_z : 0.98  real_sub_fake : 1473.03 ]
[  epoch 0011/0040] 0860/4800, lr:5.0e-05 ∣ avg_100 : 31619.405683 ∣ critic_nllloss : 25796.034961 ∣ critic_ganloss : -413.259680 ∣ generator_nllloss : 5126.674219 ∣ generator_ganloss : 882.477441 ∣  [  std_z : 1.00  real_sub_fake : 1723.44 ]
[  epoch 0011/0040] 0870/4800, lr:5.0e-05 ∣ avg_100 : 31621.464144 ∣ critic_nllloss : 26073.987500 ∣ critic_ganloss : -393.252356 ∣ generator_nllloss : 5253.621289 ∣ generator_ganloss : 890.124805 ∣  [  std_z : 1.00  real_sub_fake : 1667.09 ]
[  epoch 0011/0040] 0880/4800, lr:5.0e-05 ∣ avg_100 : 31619.249620 ∣ critic_nllloss : 25796.590820 ∣ critic_ganloss : -512.569547 ∣ generator_nllloss : 5027.076758 ∣ generator_ganloss : 882.150342 ∣  [  std_z : 1.00  real_sub_fake : 1574.03 ]
[  epoch 0011/0040] 0890/4800, lr:5.0e-05 ∣ avg_100 : 31624.788384 ∣ critic_nllloss : 26129.068945 ∣ critic_ganloss : -241.273254 ∣ generator_nllloss : 5280.101562 ∣ generator_ganloss : 886.386719 ∣  [  std_z : 1.00  real_sub_fake : 1482.10 ]
[  epoch 0011/0040] 0900/4800, lr:5.0e-05 ∣ avg_100 : 31621.068782 ∣ critic_nllloss : 25901.876758 ∣ critic_ganloss : -359.097784 ∣ generator_nllloss : 5113.169727 ∣ generator_ganloss : 928.188867 ∣  [  std_z : 0.99  real_sub_fake : 1230.21 ]
[  epoch 0011/0040] 0910/4800, lr:5.0e-05 ∣ avg_100 : 31616.697829 ∣ critic_nllloss : 25850.700586 ∣ critic_ganloss : -365.687973 ∣ generator_nllloss : 5214.279102 ∣ generator_ganloss : 931.808691 ∣  [  std_z : 0.98  real_sub_fake : 1317.40 ]
[  epoch 0011/0040] 0920/4800, lr:5.0e-05 ∣ avg_100 : 31614.589675 ∣ critic_nllloss : 26164.003320 ∣ critic_ganloss : -352.383041 ∣ generator_nllloss : 5176.120508 ∣ generator_ganloss : 955.221875 ∣  [  std_z : 0.98  real_sub_fake : 1487.00 ]
[  epoch 0011/0040] 0930/4800, lr:5.0e-05 ∣ avg_100 : 31611.300212 ∣ critic_nllloss : 25992.109570 ∣ critic_ganloss : -382.829498 ∣ generator_nllloss : 5168.603906 ∣ generator_ganloss : 928.600391 ∣  [  std_z : 0.99  real_sub_fake : 1507.21 ]
[  epoch 0011/0040] 0940/4800, lr:5.0e-05 ∣ avg_100 : 31605.841040 ∣ critic_nllloss : 25733.557617 ∣ critic_ganloss : -423.717401 ∣ generator_nllloss : 5153.151172 ∣ generator_ganloss : 933.931543 ∣  [  std_z : 0.99  real_sub_fake : 1520.56 ]
[  epoch 0011/0040] 0950/4800, lr:5.0e-05 ∣ avg_100 : 31604.014689 ∣ critic_nllloss : 26005.784961 ∣ critic_ganloss : -471.170209 ∣ generator_nllloss : 5112.253320 ∣ generator_ganloss : 946.145459 ∣  [  std_z : 1.01  real_sub_fake : 1644.55 ]
[  epoch 0011/0040] 0960/4800, lr:5.0e-05 ∣ avg_100 : 31606.127887 ∣ critic_nllloss : 25850.577930 ∣ critic_ganloss : -410.099332 ∣ generator_nllloss : 5266.421875 ∣ generator_ganloss : 945.988525 ∣  [  std_z : 1.00  real_sub_fake : 1589.04 ]
[  epoch 0011/0040] 0970/4800, lr:5.0e-05 ∣ avg_100 : 31608.026947 ∣ critic_nllloss : 25916.690430 ∣ critic_ganloss : -358.283200 ∣ generator_nllloss : 5193.983203 ∣ generator_ganloss : 927.386328 ∣  [  std_z : 0.99  real_sub_fake : 1448.08 ]
[  epoch 0011/0040] 0980/4800, lr:5.0e-05 ∣ avg_100 : 31610.480533 ∣ critic_nllloss : 25991.613672 ∣ critic_ganloss : -369.580753 ∣ generator_nllloss : 5244.925977 ∣ generator_ganloss : 945.529248 ∣  [  std_z : 0.97  real_sub_fake : 1373.03 ]
[  epoch 0011/0040] 0990/4800, lr:5.0e-05 ∣ avg_100 : 31610.248290 ∣ critic_nllloss : 25793.943164 ∣ critic_ganloss : -312.908618 ∣ generator_nllloss : 5142.244727 ∣ generator_ganloss : 930.779395 ∣  [  std_z : 0.98  real_sub_fake : 1404.11 ]
[  epoch 0011/0040] 1000/4800, lr:5.0e-05 ∣ avg_100 : 31612.336233 ∣ critic_nllloss : 25851.144141 ∣ critic_ganloss : -336.898071 ∣ generator_nllloss : 5218.869336 ∣ generator_ganloss : 951.897949 ∣  [  std_z : 1.00  real_sub_fake : 1289.32 ]
[  epoch 0011/0040] 1010/4800, lr:5.0e-05 ∣ avg_100 : 31613.876802 ∣ critic_nllloss : 25967.548633 ∣ critic_ganloss : -317.171204 ∣ generator_nllloss : 5225.510742 ∣ generator_ganloss : 932.105957 ∣  [  std_z : 1.01  real_sub_fake : 1117.29 ]
[  epoch 0011/0040] 1020/4800, lr:5.0e-05 ∣ avg_100 : 31616.280774 ∣ critic_nllloss : 25873.591016 ∣ critic_ganloss : -404.061765 ∣ generator_nllloss : 5141.629687 ∣ generator_ganloss : 896.262891 ∣  [  std_z : 1.01  real_sub_fake : 1468.11 ]
[  epoch 0011/0040] 1030/4800, lr:5.0e-05 ∣ avg_100 : 31617.481185 ∣ critic_nllloss : 25890.162891 ∣ critic_ganloss : -443.396426 ∣ generator_nllloss : 5144.112500 ∣ generator_ganloss : 959.498975 ∣  [  std_z : 0.99  real_sub_fake : 1479.48 ]
[  epoch 0011/0040] 1040/4800, lr:5.0e-05 ∣ avg_100 : 31614.564060 ∣ critic_nllloss : 25821.495312 ∣ critic_ganloss : -479.995255 ∣ generator_nllloss : 5113.722266 ∣ generator_ganloss : 933.033398 ∣  [  std_z : 0.98  real_sub_fake : 1827.01 ]
[  epoch 0011/0040] 1050/4800, lr:5.0e-05 ∣ avg_100 : 31615.586305 ∣ critic_nllloss : 25916.363867 ∣ critic_ganloss : -325.873749 ∣ generator_nllloss : 5264.230273 ∣ generator_ganloss : 1018.991504 ∣     [  std_z : 0.99  real_sub_fake : 1485.83 ]
[  epoch 0011/0040] 1060/4800, lr:5.0e-05 ∣ avg_100 : 31623.269584 ∣ critic_nllloss : 26017.524805 ∣ critic_ganloss : -345.573480 ∣ generator_nllloss : 5269.005078 ∣ generator_ganloss : 1004.870557 ∣     [  std_z : 0.99  real_sub_fake : 1346.23 ]
[  epoch 0011/0040] 1070/4800, lr:5.0e-05 ∣ avg_100 : 31624.223640 ∣ critic_nllloss : 25925.726172 ∣ critic_ganloss : -399.775864 ∣ generator_nllloss : 5263.099023 ∣ generator_ganloss : 1006.389990 ∣     [  std_z : 0.99  real_sub_fake : 1505.31 ]
[  epoch 0011/0040] 1080/4800, lr:5.0e-05 ∣ avg_100 : 31628.432465 ∣ critic_nllloss : 25863.147461 ∣ critic_ganloss : -308.480902 ∣ generator_nllloss : 5207.527148 ∣ generator_ganloss : 977.159375 ∣  [  std_z : 0.99  real_sub_fake : 1433.52 ]
[  epoch 0011/0040] 1090/4800, lr:5.0e-05 ∣ avg_100 : 31631.440452 ∣ critic_nllloss : 26139.924023 ∣ critic_ganloss : -419.768234 ∣ generator_nllloss : 5207.791211 ∣ generator_ganloss : 941.220947 ∣  [  std_z : 0.99  real_sub_fake : 1362.27 ]
[  epoch 0011/0040] 1100/4800, lr:5.0e-05 ∣ avg_100 : 31634.900891 ∣ critic_nllloss : 26159.476758 ∣ critic_ganloss : -440.704263 ∣ generator_nllloss : 5189.531445 ∣ generator_ganloss : 947.132080 ∣  [  std_z : 1.00  real_sub_fake : 1581.34 ]
[  epoch 0011/0040] 1110/4800, lr:5.0e-05 ∣ avg_100 : 31636.397826 ∣ critic_nllloss : 25916.986523 ∣ critic_ganloss : -547.301019 ∣ generator_nllloss : 5193.561719 ∣ generator_ganloss : 933.527588 ∣  [  std_z : 1.00  real_sub_fake : 1820.53 ]
[  epoch 0011/0040] 1120/4800, lr:5.0e-05 ∣ avg_100 : 31636.880210 ∣ critic_nllloss : 26036.181055 ∣ critic_ganloss : -477.511694 ∣ generator_nllloss : 5176.479883 ∣ generator_ganloss : 936.167236 ∣  [  std_z : 0.99  real_sub_fake : 1951.57 ]
[  epoch 0011/0040] 1130/4800, lr:5.0e-05 ∣ avg_100 : 31635.941594 ∣ critic_nllloss : 25989.001563 ∣ critic_ganloss : -516.301868 ∣ generator_nllloss : 5247.236914 ∣ generator_ganloss : 918.805371 ∣  [  std_z : 0.99  real_sub_fake : 1883.67 ]
[  epoch 0011/0040] 1140/4800, lr:5.0e-05 ∣ avg_100 : 31633.894686 ∣ critic_nllloss : 25851.846094 ∣ critic_ganloss : -527.201642 ∣ generator_nllloss : 5186.931445 ∣ generator_ganloss : 978.039746 ∣  [  std_z : 0.99  real_sub_fake : 1850.64 ]
[  epoch 0011/0040] 1150/4800, lr:5.0e-05 ∣ avg_100 : 31636.947806 ∣ critic_nllloss : 26087.036914 ∣ critic_ganloss : -392.683328 ∣ generator_nllloss : 5150.000000 ∣ generator_ganloss : 992.159717 ∣  [  std_z : 0.99  real_sub_fake : 1902.33 ]
[  epoch 0011/0040] 1160/4800, lr:5.0e-05 ∣ avg_100 : 31639.876447 ∣ critic_nllloss : 25942.988477 ∣ critic_ganloss : -7.064227 ∣ generator_nllloss : 5210.669141 ∣ generator_ganloss : 1011.469629 ∣   [  std_z : 0.99  real_sub_fake : 677.54 ]
[  epoch 0011/0040] 1170/4800, lr:5.0e-05 ∣ avg_100 : 31644.907024 ∣ critic_nllloss : 25896.994531 ∣ critic_ganloss : -192.898860 ∣ generator_nllloss : 5158.450391 ∣ generator_ganloss : 992.082275 ∣  [  std_z : 0.99  real_sub_fake : 541.77 ]
[  epoch 0011/0040] 1180/4800, lr:5.0e-05 ∣ avg_100 : 31643.855008 ∣ critic_nllloss : 25881.575586 ∣ critic_ganloss : -271.807629 ∣ generator_nllloss : 5095.694141 ∣ generator_ganloss : 957.305957 ∣  [  std_z : 1.00  real_sub_fake : 796.17 ]
[  epoch 0011/0040] 1190/4800, lr:5.0e-05 ∣ avg_100 : 31643.781139 ∣ critic_nllloss : 25796.154492 ∣ critic_ganloss : -409.200681 ∣ generator_nllloss : 5219.444336 ∣ generator_ganloss : 901.759619 ∣  [  std_z : 1.00  real_sub_fake : 1224.59 ]
[  epoch 0011/0040] 1200/4800, lr:5.0e-05 ∣ avg_100 : 31645.385107 ∣ critic_nllloss : 26027.124219 ∣ critic_ganloss : -356.010306 ∣ generator_nllloss : 5217.073438 ∣ generator_ganloss : 893.382422 ∣  [  std_z : 0.99  real_sub_fake : 1501.76 ]
[  epoch 0011/0040] 1210/4800, lr:5.0e-05 ∣ avg_100 : 31651.862553 ∣ critic_nllloss : 26139.475977 ∣ critic_ganloss : -325.514352 ∣ generator_nllloss : 5262.384375 ∣ generator_ganloss : 931.867627 ∣  [  std_z : 0.99  real_sub_fake : 1401.63 ]
[  epoch 0011/0040] 1220/4800, lr:5.0e-05 ∣ avg_100 : 31655.464990 ∣ critic_nllloss : 26101.872656 ∣ critic_ganloss : -324.867239 ∣ generator_nllloss : 5276.114453 ∣ generator_ganloss : 903.287695 ∣  [  std_z : 0.99  real_sub_fake : 1277.41 ]
[  epoch 0011/0040] 1230/4800, lr:5.0e-05 ∣ avg_100 : 31660.872806 ∣ critic_nllloss : 26142.617773 ∣ critic_ganloss : -349.097882 ∣ generator_nllloss : 5336.762109 ∣ generator_ganloss : 903.083594 ∣  [  std_z : 0.99  real_sub_fake : 1217.99 ]
[  epoch 0011/0040] 1240/4800, lr:5.0e-05 ∣ avg_100 : 31664.106201 ∣ critic_nllloss : 25916.816992 ∣ critic_ganloss : -351.166519 ∣ generator_nllloss : 5238.880273 ∣ generator_ganloss : 905.314111 ∣  [  std_z : 0.99  real_sub_fake : 1342.06 ]
[  epoch 0011/0040] 1250/4800, lr:5.0e-05 ∣ avg_100 : 31664.108370 ∣ critic_nllloss : 26120.214258 ∣ critic_ganloss : -372.156052 ∣ generator_nllloss : 5166.141211 ∣ generator_ganloss : 921.855859 ∣  [  std_z : 1.00  real_sub_fake : 1261.80 ]
[  epoch 0011/0040] 1260/4800, lr:5.0e-05 ∣ avg_100 : 31662.410067 ∣ critic_nllloss : 25968.250000 ∣ critic_ganloss : -369.736472 ∣ generator_nllloss : 5250.183984 ∣ generator_ganloss : 909.566797 ∣  [  std_z : 1.00  real_sub_fake : 1443.93 ]
[  epoch 0011/0040] 1270/4800, lr:5.0e-05 ∣ avg_100 : 31664.978912 ∣ critic_nllloss : 26025.281445 ∣ critic_ganloss : -305.951196 ∣ generator_nllloss : 5256.188281 ∣ generator_ganloss : 904.334131 ∣  [  std_z : 1.00  real_sub_fake : 1320.86 ]
[  epoch 0011/0040] 1280/4800, lr:5.0e-05 ∣ avg_100 : 31664.949082 ∣ critic_nllloss : 25752.171289 ∣ critic_ganloss : -449.329297 ∣ generator_nllloss : 5136.261719 ∣ generator_ganloss : 895.149854 ∣  [  std_z : 1.00  real_sub_fake : 1374.32 ]
[  epoch 0011/0040] 1290/4800, lr:5.0e-05 ∣ avg_100 : 31662.020551 ∣ critic_nllloss : 25872.499609 ∣ critic_ganloss : -453.219144 ∣ generator_nllloss : 5068.014844 ∣ generator_ganloss : 880.123193 ∣  [  std_z : 0.99  real_sub_fake : 1705.21 ]
[  epoch 0011/0040] 1300/4800, lr:5.0e-05 ∣ avg_100 : 31664.525871 ∣ critic_nllloss : 25921.052734 ∣ critic_ganloss : -392.453683 ∣ generator_nllloss : 5205.646680 ∣ generator_ganloss : 903.936865 ∣  [  std_z : 1.00  real_sub_fake : 1673.41 ]
[  epoch 0011/0040] 1310/4800, lr:5.0e-05 ∣ avg_100 : 31664.581017 ∣ critic_nllloss : 25758.449023 ∣ critic_ganloss : -364.697540 ∣ generator_nllloss : 5189.311133 ∣ generator_ganloss : 890.387207 ∣  [  std_z : 1.00  real_sub_fake : 1470.20 ]
[  epoch 0011/0040] 1320/4800, lr:5.0e-05 ∣ avg_100 : 31663.925670 ∣ critic_nllloss : 25969.032617 ∣ critic_ganloss : -394.485617 ∣ generator_nllloss : 5106.349219 ∣ generator_ganloss : 891.925586 ∣  [  std_z : 1.00  real_sub_fake : 1442.53 ]
[  epoch 0011/0040] 1330/4800, lr:5.0e-05 ∣ avg_100 : 31666.616372 ∣ critic_nllloss : 26086.552930 ∣ critic_ganloss : -433.760367 ∣ generator_nllloss : 5248.892578 ∣ generator_ganloss : 875.537207 ∣  [  std_z : 0.99  real_sub_fake : 1575.08 ]
[  epoch 0011/0040] 1340/4800, lr:5.0e-05 ∣ avg_100 : 31665.089962 ∣ critic_nllloss : 25937.881836 ∣ critic_ganloss : -452.341153 ∣ generator_nllloss : 5154.974609 ∣ generator_ganloss : 879.811816 ∣  [  std_z : 0.99  real_sub_fake : 1649.71 ]
[  epoch 0011/0040] 1350/4800, lr:5.0e-05 ∣ avg_100 : 31667.736199 ∣ critic_nllloss : 25909.006445 ∣ critic_ganloss : -543.081540 ∣ generator_nllloss : 5255.835156 ∣ generator_ganloss : 894.124756 ∣  [  std_z : 0.99  real_sub_fake : 1991.24 ]
[  epoch 0011/0040] 1360/4800, lr:5.0e-05 ∣ avg_100 : 31674.946541 ∣ critic_nllloss : 26127.110547 ∣ critic_ganloss : -283.356793 ∣ generator_nllloss : 5340.591406 ∣ generator_ganloss : 960.639600 ∣  [  std_z : 0.99  real_sub_fake : 1287.77 ]
[  epoch 0011/0040] 1370/4800, lr:5.0e-05 ∣ avg_100 : 31671.852375 ∣ critic_nllloss : 25827.022656 ∣ critic_ganloss : -334.042343 ∣ generator_nllloss : 5185.024219 ∣ generator_ganloss : 901.745215 ∣  [  std_z : 1.00  real_sub_fake : 1317.36 ]
[  epoch 0011/0040] 1380/4800, lr:5.0e-05 ∣ avg_100 : 31666.739469 ∣ critic_nllloss : 25844.304102 ∣ critic_ganloss : -389.091672 ∣ generator_nllloss : 5126.543555 ∣ generator_ganloss : 916.043994 ∣  [  std_z : 0.99  real_sub_fake : 1354.92 ]
[  epoch 0011/0040] 1390/4800, lr:5.0e-05 ∣ avg_100 : 31665.182247 ∣ critic_nllloss : 25964.044727 ∣ critic_ganloss : -421.227856 ∣ generator_nllloss : 5132.111523 ∣ generator_ganloss : 935.215527 ∣  [  std_z : 0.99  real_sub_fake : 1545.66 ]
[  epoch 0011/0040] 1400/4800, lr:5.0e-05 ∣ avg_100 : 31668.555867 ∣ critic_nllloss : 25983.853711 ∣ critic_ganloss : -383.275784 ∣ generator_nllloss : 5227.310742 ∣ generator_ganloss : 960.719922 ∣  [  std_z : 0.99  real_sub_fake : 1465.63 ]
[  epoch 0011/0040] 1410/4800, lr:5.0e-05 ∣ avg_100 : 31670.432275 ∣ critic_nllloss : 26146.148438 ∣ critic_ganloss : -509.892703 ∣ generator_nllloss : 5313.238086 ∣ generator_ganloss : 950.367334 ∣  [  std_z : 0.99  real_sub_fake : 1903.09 ]
[  epoch 0011/0040] 1420/4800, lr:5.0e-05 ∣ avg_100 : 31673.632163 ∣ critic_nllloss : 26127.851953 ∣ critic_ganloss : -339.339819 ∣ generator_nllloss : 5244.029688 ∣ generator_ganloss : 1018.655371 ∣     [  std_z : 0.99  real_sub_fake : 1412.42 ]
[  epoch 0011/0040] 1430/4800, lr:5.0e-05 ∣ avg_100 : 31672.720137 ∣ critic_nllloss : 26103.825391 ∣ critic_ganloss : -416.283902 ∣ generator_nllloss : 5236.642969 ∣ generator_ganloss : 947.159668 ∣  [  std_z : 0.99  real_sub_fake : 1648.56 ]
[  epoch 0011/0040] 1440/4800, lr:5.0e-05 ∣ avg_100 : 31669.278261 ∣ critic_nllloss : 25962.578516 ∣ critic_ganloss : -375.325433 ∣ generator_nllloss : 5065.957617 ∣ generator_ganloss : 946.245166 ∣  [  std_z : 0.99  real_sub_fake : 1598.67 ]
[  epoch 0011/0040] 1450/4800, lr:5.0e-05 ∣ avg_100 : 31671.452237 ∣ critic_nllloss : 26131.728711 ∣ critic_ganloss : -434.863919 ∣ generator_nllloss : 5219.732031 ∣ generator_ganloss : 918.608496 ∣  [  std_z : 1.00  real_sub_fake : 1508.60 ]
[  epoch 0011/0040] 1460/4800, lr:5.0e-05 ∣ avg_100 : 31666.741388 ∣ critic_nllloss : 25889.302148 ∣ critic_ganloss : -406.407745 ∣ generator_nllloss : 5163.669531 ∣ generator_ganloss : 922.379443 ∣  [  std_z : 1.00  real_sub_fake : 1421.36 ]
[  epoch 0011/0040] 1470/4800, lr:5.0e-05 ∣ avg_100 : 31665.601826 ∣ critic_nllloss : 25812.168750 ∣ critic_ganloss : -444.860294 ∣ generator_nllloss : 5247.342969 ∣ generator_ganloss : 878.867383 ∣  [  std_z : 0.99  real_sub_fake : 1694.53 ]
[  epoch 0011/0040] 1480/4800, lr:5.0e-05 ∣ avg_100 : 31663.776770 ∣ critic_nllloss : 26049.798047 ∣ critic_ganloss : -419.139279 ∣ generator_nllloss : 5224.278906 ∣ generator_ganloss : 926.766211 ∣  [  std_z : 0.99  real_sub_fake : 1610.09 ]
[  epoch 0011/0040] 1490/4800, lr:5.0e-05 ∣ avg_100 : 31663.303762 ∣ critic_nllloss : 26039.504297 ∣ critic_ganloss : -417.292145 ∣ generator_nllloss : 5243.947266 ∣ generator_ganloss : 917.272363 ∣  [  std_z : 0.99  real_sub_fake : 1580.33 ]
[  epoch 0011/0040] 1500/4800, lr:5.0e-05 ∣ avg_100 : 31659.937906 ∣ critic_nllloss : 25882.306641 ∣ critic_ganloss : -413.730264 ∣ generator_nllloss : 5100.729883 ∣ generator_ganloss : 965.888867 ∣  [  std_z : 0.99  real_sub_fake : 1489.43 ]
[  epoch 0011/0040] 1510/4800, lr:5.0e-05 ∣ avg_100 : 31658.868341 ∣ critic_nllloss : 25907.521875 ∣ critic_ganloss : -453.863260 ∣ generator_nllloss : 5142.858398 ∣ generator_ganloss : 939.694824 ∣  [  std_z : 1.00  real_sub_fake : 1647.18 ]
[  epoch 0011/0040] 1520/4800, lr:5.0e-05 ∣ avg_100 : 31658.123629 ∣ critic_nllloss : 25849.697070 ∣ critic_ganloss : -338.921286 ∣ generator_nllloss : 5289.198438 ∣ generator_ganloss : 965.008105 ∣  [  std_z : 1.00  real_sub_fake : 1542.70 ]
[  epoch 0011/0040] 1530/4800, lr:5.0e-05 ∣ avg_100 : 31659.508636 ∣ critic_nllloss : 25956.304102 ∣ critic_ganloss : -282.720242 ∣ generator_nllloss : 5151.695312 ∣ generator_ganloss : 962.922607 ∣  [  std_z : 0.99  real_sub_fake : 1232.63 ]
[  epoch 0011/0040] 1540/4800, lr:5.0e-05 ∣ avg_100 : 31660.105646 ∣ critic_nllloss : 26125.634375 ∣ critic_ganloss : -462.913062 ∣ generator_nllloss : 5190.776758 ∣ generator_ganloss : 941.426172 ∣  [  std_z : 0.99  real_sub_fake : 1455.67 ]
[  epoch 0011/0040] 1550/4800, lr:5.0e-05 ∣ avg_100 : 31661.735949 ∣ critic_nllloss : 26020.586328 ∣ critic_ganloss : -379.947046 ∣ generator_nllloss : 5212.334766 ∣ generator_ganloss : 927.303271 ∣  [  std_z : 1.00  real_sub_fake : 1749.76 ]
[  epoch 0011/0040] 1560/4800, lr:5.0e-05 ∣ avg_100 : 31661.951905 ∣ critic_nllloss : 26096.633594 ∣ critic_ganloss : -464.611011 ∣ generator_nllloss : 5178.007812 ∣ generator_ganloss : 939.395801 ∣  [  std_z : 1.00  real_sub_fake : 1693.13 ]
[  epoch 0011/0040] 1570/4800, lr:5.0e-05 ∣ avg_100 : 31661.452192 ∣ critic_nllloss : 25893.698242 ∣ critic_ganloss : -434.720132 ∣ generator_nllloss : 5166.705664 ∣ generator_ganloss : 918.799414 ∣  [  std_z : 0.99  real_sub_fake : 1647.16 ]
[  epoch 0011/0040] 1580/4800, lr:5.0e-05 ∣ avg_100 : 31659.858696 ∣ critic_nllloss : 25978.643945 ∣ critic_ganloss : -392.438855 ∣ generator_nllloss : 5192.940820 ∣ generator_ganloss : 966.959961 ∣  [  std_z : 0.98  real_sub_fake : 1290.68 ]
[  epoch 0011/0040] 1590/4800, lr:5.0e-05 ∣ avg_100 : 31662.863626 ∣ critic_nllloss : 25911.242578 ∣ critic_ganloss : -353.437762 ∣ generator_nllloss : 5184.871484 ∣ generator_ganloss : 921.738135 ∣  [  std_z : 0.98  real_sub_fake : 1786.61 ]
[  epoch 0011/0040] 1600/4800, lr:5.0e-05 ∣ avg_100 : 31661.985475 ∣ critic_nllloss : 25899.750977 ∣ critic_ganloss : -377.738477 ∣ generator_nllloss : 5135.710547 ∣ generator_ganloss : 938.800049 ∣  [  std_z : 0.99  real_sub_fake : 1347.30 ]
[  epoch 0011/0040] 1610/4800, lr:5.0e-05 ∣ avg_100 : 31663.701318 ∣ critic_nllloss : 25966.577930 ∣ critic_ganloss : -431.876129 ∣ generator_nllloss : 5248.482227 ∣ generator_ganloss : 907.332031 ∣  [  std_z : 1.00  real_sub_fake : 1540.60 ]
[  epoch 0011/0040] 1620/4800, lr:5.0e-05 ∣ avg_100 : 31666.020516 ∣ critic_nllloss : 26004.132617 ∣ critic_ganloss : -415.801813 ∣ generator_nllloss : 5231.965820 ∣ generator_ganloss : 898.992871 ∣  [  std_z : 1.00  real_sub_fake : 1645.85 ]
[  epoch 0011/0040] 1630/4800, lr:5.0e-05 ∣ avg_100 : 31665.218981 ∣ critic_nllloss : 25920.141992 ∣ critic_ganloss : -371.517361 ∣ generator_nllloss : 5224.086328 ∣ generator_ganloss : 852.577637 ∣  [  std_z : 0.99  real_sub_fake : 1603.30 ]
[  epoch 0011/0040] 1640/4800, lr:5.0e-05 ∣ avg_100 : 31666.619353 ∣ critic_nllloss : 26001.829883 ∣ critic_ganloss : -435.965192 ∣ generator_nllloss : 5199.584766 ∣ generator_ganloss : 830.203320 ∣  [  std_z : 0.98  real_sub_fake : 1544.23 ]
[  epoch 0011/0040] 1650/4800, lr:5.0e-05 ∣ avg_100 : 31664.642037 ∣ critic_nllloss : 25873.086914 ∣ critic_ganloss : -365.520514 ∣ generator_nllloss : 5184.179688 ∣ generator_ganloss : 842.293750 ∣  [  std_z : 0.99  real_sub_fake : 1510.17 ]
[  epoch 0011/0040] 1660/4800, lr:5.0e-05 ∣ avg_100 : 31665.722458 ∣ critic_nllloss : 25931.963281 ∣ critic_ganloss : -391.254309 ∣ generator_nllloss : 5272.480469 ∣ generator_ganloss : 848.696387 ∣  [  std_z : 1.00  real_sub_fake : 1439.88 ]
[  epoch 0011/0040] 1670/4800, lr:5.0e-05 ∣ avg_100 : 31666.266459 ∣ critic_nllloss : 26042.646484 ∣ critic_ganloss : -387.620560 ∣ generator_nllloss : 5081.918359 ∣ generator_ganloss : 846.242432 ∣  [  std_z : 1.00  real_sub_fake : 1493.90 ]
[  epoch 0011/0040] 1680/4800, lr:5.0e-05 ∣ avg_100 : 31667.030008 ∣ critic_nllloss : 26053.532422 ∣ critic_ganloss : -413.542087 ∣ generator_nllloss : 5252.775000 ∣ generator_ganloss : 883.365820 ∣  [  std_z : 1.00  real_sub_fake : 1456.48 ]
[  epoch 0011/0040] 1690/4800, lr:5.0e-05 ∣ avg_100 : 31668.148821 ∣ critic_nllloss : 25964.425391 ∣ critic_ganloss : -448.560458 ∣ generator_nllloss : 5164.267383 ∣ generator_ganloss : 886.086963 ∣  [  std_z : 0.98  real_sub_fake : 1683.13 ]
[  epoch 0011/0040] 1700/4800, lr:5.0e-05 ∣ avg_100 : 31671.288651 ∣ critic_nllloss : 25907.383398 ∣ critic_ganloss : -356.974365 ∣ generator_nllloss : 5165.551172 ∣ generator_ganloss : 906.450537 ∣  [  std_z : 0.99  real_sub_fake : 1708.88 ]
[  epoch 0011/0040] 1710/4800, lr:5.0e-05 ∣ avg_100 : 31674.923809 ∣ critic_nllloss : 26019.497266 ∣ critic_ganloss : -330.033792 ∣ generator_nllloss : 5241.553711 ∣ generator_ganloss : 893.261572 ∣  [  std_z : 1.00  real_sub_fake : 1290.16 ]
[  epoch 0011/0040] 1720/4800, lr:5.0e-05 ∣ avg_100 : 31679.715303 ∣ critic_nllloss : 26026.823828 ∣ critic_ganloss : -424.321396 ∣ generator_nllloss : 5220.400000 ∣ generator_ganloss : 858.573096 ∣  [  std_z : 1.00  real_sub_fake : 1326.49 ]
[  epoch 0011/0040] 1730/4800, lr:5.0e-05 ∣ avg_100 : 31681.035763 ∣ critic_nllloss : 25934.379102 ∣ critic_ganloss : -406.659424 ∣ generator_nllloss : 5194.167969 ∣ generator_ganloss : 832.821387 ∣  [  std_z : 1.00  real_sub_fake : 1585.07 ]
[  epoch 0011/0040] 1740/4800, lr:5.0e-05 ∣ avg_100 : 31683.343626 ∣ critic_nllloss : 26019.138867 ∣ critic_ganloss : -383.263831 ∣ generator_nllloss : 5230.351953 ∣ generator_ganloss : 835.937598 ∣  [  std_z : 0.99  real_sub_fake : 1709.59 ]
[  epoch 0011/0040] 1750/4800, lr:5.0e-05 ∣ avg_100 : 31684.960191 ∣ critic_nllloss : 26179.637500 ∣ critic_ganloss : -494.709097 ∣ generator_nllloss : 5220.018945 ∣ generator_ganloss : 835.496875 ∣  [  std_z : 0.99  real_sub_fake : 1578.67 ]
[  epoch 0011/0040] 1760/4800, lr:5.0e-05 ∣ avg_100 : 31681.014874 ∣ critic_nllloss : 25744.067773 ∣ critic_ganloss : -410.758350 ∣ generator_nllloss : 5186.235156 ∣ generator_ganloss : 864.718311 ∣  [  std_z : 1.00  real_sub_fake : 1592.65 ]
[  epoch 0011/0040] 1770/4800, lr:5.0e-05 ∣ avg_100 : 31679.304327 ∣ critic_nllloss : 25768.570312 ∣ critic_ganloss : -537.631305 ∣ generator_nllloss : 5183.098828 ∣ generator_ganloss : 846.196436 ∣  [  std_z : 1.01  real_sub_fake : 1824.55 ]
[  epoch 0011/0040] 1780/4800, lr:5.0e-05 ∣ avg_100 : 31679.368058 ∣ critic_nllloss : 25872.565625 ∣ critic_ganloss : -315.151675 ∣ generator_nllloss : 5182.806836 ∣ generator_ganloss : 867.616064 ∣  [  std_z : 1.00  real_sub_fake : 1666.73 ]
[  epoch 0011/0040] 1790/4800, lr:5.0e-05 ∣ avg_100 : 31680.785411 ∣ critic_nllloss : 26102.787891 ∣ critic_ganloss : -311.161707 ∣ generator_nllloss : 5183.943164 ∣ generator_ganloss : 854.417187 ∣  [  std_z : 0.98  real_sub_fake : 1273.04 ]
[  epoch 0011/0040] 1800/4800, lr:5.0e-05 ∣ avg_100 : 31679.252772 ∣ critic_nllloss : 25721.715039 ∣ critic_ganloss : -411.465909 ∣ generator_nllloss : 5211.466797 ∣ generator_ganloss : 840.276172 ∣  [  std_z : 0.97  real_sub_fake : 1298.43 ]
[  epoch 0011/0040] 1810/4800, lr:5.0e-05 ∣ avg_100 : 31682.216725 ∣ critic_nllloss : 26224.383594 ∣ critic_ganloss : -323.135837 ∣ generator_nllloss : 5259.754297 ∣ generator_ganloss : 872.267871 ∣  [  std_z : 0.99  real_sub_fake : 1424.04 ]
[  epoch 0011/0040] 1820/4800, lr:5.0e-05 ∣ avg_100 : 31678.019696 ∣ critic_nllloss : 25859.536914 ∣ critic_ganloss : -516.308630 ∣ generator_nllloss : 5136.127344 ∣ generator_ganloss : 858.566309 ∣  [  std_z : 1.00  real_sub_fake : 1551.68 ]
[  epoch 0011/0040] 1830/4800, lr:5.0e-05 ∣ avg_100 : 31676.617084 ∣ critic_nllloss : 25843.012305 ∣ critic_ganloss : -370.688992 ∣ generator_nllloss : 5169.178320 ∣ generator_ganloss : 880.625977 ∣  [  std_z : 1.00  real_sub_fake : 1721.91 ]
[  epoch 0011/0040] 1840/4800, lr:5.0e-05 ∣ avg_100 : 31675.825637 ∣ critic_nllloss : 25786.308984 ∣ critic_ganloss : -391.191190 ∣ generator_nllloss : 5114.572852 ∣ generator_ganloss : 906.303271 ∣  [  std_z : 1.00  real_sub_fake : 1363.91 ]
[  epoch 0011/0040] 1850/4800, lr:5.0e-05 ∣ avg_100 : 31678.337387 ∣ critic_nllloss : 26039.085156 ∣ critic_ganloss : -432.432806 ∣ generator_nllloss : 5171.090625 ∣ generator_ganloss : 902.496729 ∣  [  std_z : 0.99  real_sub_fake : 1545.45 ]
[  epoch 0011/0040] 1860/4800, lr:5.0e-05 ∣ avg_100 : 31678.738293 ∣ critic_nllloss : 25687.966992 ∣ critic_ganloss : -312.689069 ∣ generator_nllloss : 5143.586719 ∣ generator_ganloss : 913.152979 ∣  [  std_z : 0.98  real_sub_fake : 1511.52 ]
[  epoch 0011/0040] 1870/4800, lr:5.0e-05 ∣ avg_100 : 31675.634703 ∣ critic_nllloss : 25886.377734 ∣ critic_ganloss : -440.243518 ∣ generator_nllloss : 5176.271484 ∣ generator_ganloss : 891.716455 ∣  [  std_z : 1.00  real_sub_fake : 1448.10 ]
[  epoch 0011/0040] 1880/4800, lr:5.0e-05 ∣ avg_100 : 31679.436582 ∣ critic_nllloss : 25918.531445 ∣ critic_ganloss : -462.329687 ∣ generator_nllloss : 5225.479688 ∣ generator_ganloss : 891.754834 ∣  [  std_z : 1.00  real_sub_fake : 1610.50 ]
[  epoch 0011/0040] 1890/4800, lr:5.0e-05 ∣ avg_100 : 31675.236683 ∣ critic_nllloss : 25968.594531 ∣ critic_ganloss : -406.022601 ∣ generator_nllloss : 5154.834766 ∣ generator_ganloss : 916.887451 ∣  [  std_z : 0.99  real_sub_fake : 1834.22 ]
[  epoch 0011/0040] 1900/4800, lr:5.0e-05 ∣ avg_100 : 31674.685270 ∣ critic_nllloss : 25937.256445 ∣ critic_ganloss : -523.729156 ∣ generator_nllloss : 5198.220703 ∣ generator_ganloss : 917.248291 ∣  [  std_z : 0.99  real_sub_fake : 1627.43 ]
[  epoch 0011/0040] 1910/4800, lr:5.0e-05 ∣ avg_100 : 31673.303762 ∣ critic_nllloss : 26023.797656 ∣ critic_ganloss : -551.150525 ∣ generator_nllloss : 5124.465430 ∣ generator_ganloss : 895.836963 ∣  [  std_z : 0.99  real_sub_fake : 2145.31 ]
[  epoch 0011/0040] 1920/4800, lr:5.0e-05 ∣ avg_100 : 31671.499976 ∣ critic_nllloss : 26028.891016 ∣ critic_ganloss : -491.802063 ∣ generator_nllloss : 5292.957812 ∣ generator_ganloss : 932.537305 ∣  [  std_z : 0.99  real_sub_fake : 1935.06 ]
[  epoch 0011/0040] 1930/4800, lr:5.0e-05 ∣ avg_100 : 31669.595576 ∣ critic_nllloss : 25775.690234 ∣ critic_ganloss : -368.658078 ∣ generator_nllloss : 5147.903320 ∣ generator_ganloss : 961.108936 ∣  [  std_z : 1.00  real_sub_fake : 1554.91 ]
[  epoch 0011/0040] 1940/4800, lr:5.0e-05 ∣ avg_100 : 31672.652964 ∣ critic_nllloss : 25960.101172 ∣ critic_ganloss : -372.266602 ∣ generator_nllloss : 5179.881445 ∣ generator_ganloss : 934.945703 ∣  [  std_z : 1.00  real_sub_fake : 1467.21 ]
[  epoch 0011/0040] 1950/4800, lr:5.0e-05 ∣ avg_100 : 31674.431686 ∣ critic_nllloss : 26020.779687 ∣ critic_ganloss : -371.082028 ∣ generator_nllloss : 5225.398047 ∣ generator_ganloss : 895.790039 ∣  [  std_z : 0.99  real_sub_fake : 1357.36 ]
[  epoch 0011/0040] 1960/4800, lr:5.0e-05 ∣ avg_100 : 31672.941476 ∣ critic_nllloss : 25836.250781 ∣ critic_ganloss : -447.135065 ∣ generator_nllloss : 5226.320898 ∣ generator_ganloss : 888.431348 ∣  [  std_z : 0.99  real_sub_fake : 1652.05 ]
[  epoch 0011/0040] 1970/4800, lr:5.0e-05 ∣ avg_100 : 31672.523378 ∣ critic_nllloss : 25950.831641 ∣ critic_ganloss : -390.612207 ∣ generator_nllloss : 5171.606055 ∣ generator_ganloss : 906.141455 ∣  [  std_z : 0.98  real_sub_fake : 1508.64 ]
[  epoch 0011/0040] 1980/4800, lr:5.0e-05 ∣ avg_100 : 31673.255190 ∣ critic_nllloss : 26097.165234 ∣ critic_ganloss : -350.499304 ∣ generator_nllloss : 5240.294531 ∣ generator_ganloss : 898.708887 ∣  [  std_z : 1.00  real_sub_fake : 1485.37 ]
[  epoch 0011/0040] 1990/4800, lr:5.0e-05 ∣ avg_100 : 31675.516614 ∣ critic_nllloss : 26112.949805 ∣ critic_ganloss : -409.037323 ∣ generator_nllloss : 5175.900781 ∣ generator_ganloss : 900.387793 ∣  [  std_z : 1.00  real_sub_fake : 1466.47 ]
[  epoch 0011/0040] 2000/4800, lr:5.0e-05 ∣ avg_100 : 31674.979833 ∣ critic_nllloss : 26049.149609 ∣ critic_ganloss : -543.914813 ∣ generator_nllloss : 5234.544336 ∣ generator_ganloss : 891.556152 ∣  [  std_z : 1.00  real_sub_fake : 1695.61 ]
[  epoch 0011/0040] 2010/4800, lr:5.0e-05 ∣ avg_100 : 31675.805401 ∣ critic_nllloss : 26131.480664 ∣ critic_ganloss : -417.414990 ∣ generator_nllloss : 5221.350586 ∣ generator_ganloss : 955.134668 ∣  [  std_z : 0.98  real_sub_fake : 2198.10 ]
[  epoch 0011/0040] 2020/4800, lr:5.0e-05 ∣ avg_100 : 31677.861875 ∣ critic_nllloss : 26026.418555 ∣ critic_ganloss : -413.562564 ∣ generator_nllloss : 5156.635938 ∣ generator_ganloss : 943.577295 ∣  [  std_z : 0.98  real_sub_fake : 1426.33 ]
[  epoch 0011/0040] 2030/4800, lr:5.0e-05 ∣ avg_100 : 31677.849793 ∣ critic_nllloss : 25813.271484 ∣ critic_ganloss : -383.362463 ∣ generator_nllloss : 5143.119922 ∣ generator_ganloss : 976.140820 ∣  [  std_z : 0.99  real_sub_fake : 1264.31 ]
[  epoch 0011/0040] 2040/4800, lr:5.0e-05 ∣ avg_100 : 31679.755148 ∣ critic_nllloss : 25828.088672 ∣ critic_ganloss : -391.261179 ∣ generator_nllloss : 5168.910937 ∣ generator_ganloss : 973.052734 ∣  [  std_z : 1.01  real_sub_fake : 1607.78 ]
[  epoch 0011/0040] 2050/4800, lr:5.0e-05 ∣ avg_100 : 31676.290522 ∣ critic_nllloss : 25881.484570 ∣ critic_ganloss : -477.317053 ∣ generator_nllloss : 5154.448633 ∣ generator_ganloss : 968.633203 ∣  [  std_z : 1.00  real_sub_fake : 1665.96 ]
[  epoch 0011/0040] 2060/4800, lr:5.0e-05 ∣ avg_100 : 31675.010736 ∣ critic_nllloss : 25888.054297 ∣ critic_ganloss : -258.717294 ∣ generator_nllloss : 5231.421875 ∣ generator_ganloss : 957.089502 ∣  [  std_z : 0.99  real_sub_fake : 1351.95 ]
[  epoch 0011/0040] 2070/4800, lr:5.0e-05 ∣ avg_100 : 31677.197092 ∣ critic_nllloss : 26196.532422 ∣ critic_ganloss : -356.491263 ∣ generator_nllloss : 5228.833203 ∣ generator_ganloss : 945.200488 ∣  [  std_z : 0.98  real_sub_fake : 1275.62 ]
[  epoch 0011/0040] 2080/4800, lr:5.0e-05 ∣ avg_100 : 31676.663358 ∣ critic_nllloss : 26037.681250 ∣ critic_ganloss : -441.973907 ∣ generator_nllloss : 5156.055078 ∣ generator_ganloss : 934.217285 ∣  [  std_z : 0.99  real_sub_fake : 1538.73 ]
[  epoch 0011/0040] 2090/4800, lr:5.0e-05 ∣ avg_100 : 31674.228238 ∣ critic_nllloss : 25862.568750 ∣ critic_ganloss : -396.222018 ∣ generator_nllloss : 5219.108008 ∣ generator_ganloss : 940.201221 ∣  [  std_z : 1.01  real_sub_fake : 1557.53 ]
[  epoch 0011/0040] 2100/4800, lr:5.0e-05 ∣ avg_100 : 31669.278694 ∣ critic_nllloss : 25728.152148 ∣ critic_ganloss : -426.662762 ∣ generator_nllloss : 5140.641406 ∣ generator_ganloss : 918.350879 ∣  [  std_z : 1.01  real_sub_fake : 1447.34 ]
[  epoch 0011/0040] 2110/4800, lr:5.0e-05 ∣ avg_100 : 31672.478013 ∣ critic_nllloss : 26073.033203 ∣ critic_ganloss : -393.902005 ∣ generator_nllloss : 5238.820898 ∣ generator_ganloss : 898.754541 ∣  [  std_z : 0.99  real_sub_fake : 1765.50 ]
[  epoch 0011/0040] 2120/4800, lr:5.0e-05 ∣ avg_100 : 31671.289454 ∣ critic_nllloss : 25913.090625 ∣ critic_ganloss : -427.299899 ∣ generator_nllloss : 5151.246875 ∣ generator_ganloss : 915.422998 ∣  [  std_z : 0.98  real_sub_fake : 1572.25 ]
[  epoch 0011/0040] 2130/4800, lr:5.0e-05 ∣ avg_100 : 31672.205453 ∣ critic_nllloss : 25972.946094 ∣ critic_ganloss : -336.321936 ∣ generator_nllloss : 5239.060547 ∣ generator_ganloss : 854.657178 ∣  [  std_z : 0.98  real_sub_fake : 1442.41 ]
[  epoch 0011/0040] 2140/4800, lr:5.0e-05 ∣ avg_100 : 31672.374153 ∣ critic_nllloss : 25879.782031 ∣ critic_ganloss : -372.057257 ∣ generator_nllloss : 5137.428906 ∣ generator_ganloss : 861.331934 ∣  [  std_z : 1.00  real_sub_fake : 1477.57 ]
[  epoch 0011/0040] 2150/4800, lr:5.0e-05 ∣ avg_100 : 31669.388585 ∣ critic_nllloss : 25963.462500 ∣ critic_ganloss : -435.121857 ∣ generator_nllloss : 5145.692187 ∣ generator_ganloss : 863.923730 ∣  [  std_z : 1.01  real_sub_fake : 1499.88 ]
[  epoch 0011/0040] 2160/4800, lr:5.0e-05 ∣ avg_100 : 31662.797626 ∣ critic_nllloss : 25841.484766 ∣ critic_ganloss : -425.554135 ∣ generator_nllloss : 5194.910937 ∣ generator_ganloss : 888.125488 ∣  [  std_z : 0.99  real_sub_fake : 1536.76 ]
[  epoch 0011/0040] 2170/4800, lr:5.0e-05 ∣ avg_100 : 31658.855255 ∣ critic_nllloss : 25810.469336 ∣ critic_ganloss : -341.831094 ∣ generator_nllloss : 5128.664648 ∣ generator_ganloss : 863.088379 ∣  [  std_z : 0.98  real_sub_fake : 1665.37 ]
[  epoch 0011/0040] 2180/4800, lr:5.0e-05 ∣ avg_100 : 31658.058225 ∣ critic_nllloss : 25890.164648 ∣ critic_ganloss : -304.771988 ∣ generator_nllloss : 5150.772266 ∣ generator_ganloss : 846.900098 ∣  [  std_z : 0.99  real_sub_fake : 1255.34 ]
[  epoch 0011/0040] 2190/4800, lr:5.0e-05 ∣ avg_100 : 31655.338280 ∣ critic_nllloss : 25661.319922 ∣ critic_ganloss : -365.129608 ∣ generator_nllloss : 5108.736914 ∣ generator_ganloss : 831.236035 ∣  [  std_z : 1.00  real_sub_fake : 1141.40 ]
[  epoch 0011/0040] 2200/4800, lr:5.0e-05 ∣ avg_100 : 31652.331311 ∣ critic_nllloss : 25881.410156 ∣ critic_ganloss : -390.386957 ∣ generator_nllloss : 5156.978516 ∣ generator_ganloss : 832.871240 ∣  [  std_z : 1.00  real_sub_fake : 1421.43 ]
[  epoch 0011/0040] 2210/4800, lr:5.0e-05 ∣ avg_100 : 31647.809483 ∣ critic_nllloss : 25942.636328 ∣ critic_ganloss : -512.337039 ∣ generator_nllloss : 5267.226953 ∣ generator_ganloss : 858.504590 ∣  [  std_z : 0.99  real_sub_fake : 1661.50 ]
[  epoch 0011/0040] 2220/4800, lr:5.0e-05 ∣ avg_100 : 31643.566142 ∣ critic_nllloss : 25995.269141 ∣ critic_ganloss : -609.796143 ∣ generator_nllloss : 5252.499414 ∣ generator_ganloss : 894.100977 ∣  [  std_z : 0.97  real_sub_fake : 2064.57 ]
[  epoch 0011/0040] 2230/4800, lr:5.0e-05 ∣ avg_100 : 31638.143887 ∣ critic_nllloss : 25756.483203 ∣ critic_ganloss : -415.464963 ∣ generator_nllloss : 5216.753125 ∣ generator_ganloss : 933.368799 ∣  [  std_z : 0.98  real_sub_fake : 1937.14 ]
[  epoch 0011/0040] 2240/4800, lr:5.0e-05 ∣ avg_100 : 31637.513766 ∣ critic_nllloss : 25831.643359 ∣ critic_ganloss : -282.699582 ∣ generator_nllloss : 5138.884961 ∣ generator_ganloss : 959.003955 ∣  [  std_z : 1.00  real_sub_fake : 1435.96 ]
[  epoch 0011/0040] 2250/4800, lr:5.0e-05 ∣ avg_100 : 31638.001358 ∣ critic_nllloss : 26062.940039 ∣ critic_ganloss : -379.516080 ∣ generator_nllloss : 5282.598047 ∣ generator_ganloss : 918.792480 ∣  [  std_z : 1.01  real_sub_fake : 1257.01 ]
[  epoch 0011/0040] 2260/4800, lr:5.0e-05 ∣ avg_100 : 31637.645270 ∣ critic_nllloss : 26072.149023 ∣ critic_ganloss : -402.322641 ∣ generator_nllloss : 5146.370508 ∣ generator_ganloss : 906.458594 ∣  [  std_z : 0.99  real_sub_fake : 1494.40 ]
[  epoch 0011/0040] 2270/4800, lr:5.0e-05 ∣ avg_100 : 31634.750309 ∣ critic_nllloss : 26046.596680 ∣ critic_ganloss : -515.615808 ∣ generator_nllloss : 5157.428906 ∣ generator_ganloss : 901.946777 ∣  [  std_z : 1.00  real_sub_fake : 1694.90 ]
[  epoch 0011/0040] 2280/4800, lr:5.0e-05 ∣ avg_100 : 31638.950696 ∣ critic_nllloss : 25995.809570 ∣ critic_ganloss : -374.326376 ∣ generator_nllloss : 5229.061914 ∣ generator_ganloss : 903.747168 ∣  [  std_z : 0.99  real_sub_fake : 1661.14 ]
[  epoch 0011/0040] 2290/4800, lr:5.0e-05 ∣ avg_100 : 31639.266602 ∣ critic_nllloss : 25664.955078 ∣ critic_ganloss : -282.618698 ∣ generator_nllloss : 5108.251367 ∣ generator_ganloss : 908.421387 ∣  [  std_z : 0.98  real_sub_fake : 1384.36 ]
[  epoch 0011/0040] 2300/4800, lr:5.0e-05 ∣ avg_100 : 31641.667174 ∣ critic_nllloss : 26143.192969 ∣ critic_ganloss : -379.869147 ∣ generator_nllloss : 5230.469531 ∣ generator_ganloss : 884.446484 ∣  [  std_z : 0.99  real_sub_fake : 1276.59 ]
[  epoch 0011/0040] 2310/4800, lr:5.0e-05 ∣ avg_100 : 31642.870960 ∣ critic_nllloss : 25808.934766 ∣ critic_ganloss : -318.547333 ∣ generator_nllloss : 5213.060547 ∣ generator_ganloss : 890.380420 ∣  [  std_z : 1.00  real_sub_fake : 1290.62 ]
[  epoch 0011/0040] 2320/4800, lr:5.0e-05 ∣ avg_100 : 31644.717249 ∣ critic_nllloss : 25916.578906 ∣ critic_ganloss : -304.307260 ∣ generator_nllloss : 5229.236719 ∣ generator_ganloss : 915.942285 ∣  [  std_z : 1.00  real_sub_fake : 1155.38 ]
[  epoch 0011/0040] 2330/4800, lr:5.0e-05 ∣ avg_100 : 31641.922943 ∣ critic_nllloss : 25821.535742 ∣ critic_ganloss : -415.032718 ∣ generator_nllloss : 5212.515625 ∣ generator_ganloss : 878.773096 ∣  [  std_z : 0.99  real_sub_fake : 1262.78 ]
[  epoch 0011/0040] 2340/4800, lr:5.0e-05 ∣ avg_100 : 31640.883637 ∣ critic_nllloss : 25755.478516 ∣ critic_ganloss : -426.571191 ∣ generator_nllloss : 5203.153711 ∣ generator_ganloss : 884.335498 ∣  [  std_z : 0.98  real_sub_fake : 1490.20 ]
[  epoch 0011/0040] 2350/4800, lr:5.0e-05 ∣ avg_100 : 31640.922132 ∣ critic_nllloss : 25828.276172 ∣ critic_ganloss : -430.854956 ∣ generator_nllloss : 5200.659570 ∣ generator_ganloss : 921.653516 ∣  [  std_z : 0.99  real_sub_fake : 1889.90 ]
[  epoch 0011/0040] 2360/4800, lr:5.0e-05 ∣ avg_100 : 31635.947683 ∣ critic_nllloss : 25908.991211 ∣ critic_ganloss : -391.196973 ∣ generator_nllloss : 5223.906836 ∣ generator_ganloss : 905.838818 ∣  [  std_z : 1.00  real_sub_fake : 1559.65 ]
[  epoch 0011/0040] 2370/4800, lr:5.0e-05 ∣ avg_100 : 31636.170095 ∣ critic_nllloss : 25971.295898 ∣ critic_ganloss : -428.914713 ∣ generator_nllloss : 5163.860742 ∣ generator_ganloss : 895.749023 ∣  [  std_z : 1.00  real_sub_fake : 1495.00 ]
[  epoch 0011/0040] 2380/4800, lr:5.0e-05 ∣ avg_100 : 31636.969172 ∣ critic_nllloss : 25886.522070 ∣ critic_ganloss : -400.377768 ∣ generator_nllloss : 5186.124023 ∣ generator_ganloss : 905.439355 ∣  [  std_z : 1.01  real_sub_fake : 1670.03 ]
[  epoch 0011/0040] 2390/4800, lr:5.0e-05 ∣ avg_100 : 31637.725220 ∣ critic_nllloss : 26066.806641 ∣ critic_ganloss : -475.120795 ∣ generator_nllloss : 5174.932617 ∣ generator_ganloss : 919.130273 ∣  [  std_z : 0.99  real_sub_fake : 1612.32 ]
[  epoch 0011/0040] 2400/4800, lr:5.0e-05 ∣ avg_100 : 31636.122145 ∣ critic_nllloss : 25922.227344 ∣ critic_ganloss : -467.168515 ∣ generator_nllloss : 5249.658594 ∣ generator_ganloss : 923.583691 ∣  [  std_z : 0.98  real_sub_fake : 1790.66 ]
[  epoch 0011/0040] 2410/4800, lr:5.0e-05 ∣ avg_100 : 31633.483655 ∣ critic_nllloss : 25870.747852 ∣ critic_ganloss : -319.229019 ∣ generator_nllloss : 5171.953125 ∣ generator_ganloss : 912.540186 ∣  [  std_z : 0.99  real_sub_fake : 1556.95 ]
[  epoch 0011/0040] 2420/4800, lr:5.0e-05 ∣ avg_100 : 31629.686340 ∣ critic_nllloss : 26133.958008 ∣ critic_ganloss : -444.348270 ∣ generator_nllloss : 5101.828906 ∣ generator_ganloss : 880.027002 ∣  [  std_z : 1.00  real_sub_fake : 1554.60 ]
[  epoch 0011/0040] 2430/4800, lr:5.0e-05 ∣ avg_100 : 31627.547788 ∣ critic_nllloss : 26027.550977 ∣ critic_ganloss : -485.869962 ∣ generator_nllloss : 5236.079687 ∣ generator_ganloss : 879.728271 ∣  [  std_z : 1.00  real_sub_fake : 1596.27 ]
[  epoch 0011/0040] 2440/4800, lr:5.0e-05 ∣ avg_100 : 31626.289902 ∣ critic_nllloss : 25972.370312 ∣ critic_ganloss : -566.848138 ∣ generator_nllloss : 5174.189062 ∣ generator_ganloss : 893.956006 ∣  [  std_z : 1.00  real_sub_fake : 1929.35 ]
[  epoch 0011/0040] 2450/4800, lr:5.0e-05 ∣ avg_100 : 31625.167610 ∣ critic_nllloss : 26060.043164 ∣ critic_ganloss : -492.305859 ∣ generator_nllloss : 5183.004102 ∣ generator_ganloss : 972.234668 ∣  [  std_z : 0.99  real_sub_fake : 1901.30 ]
[  epoch 0011/0040] 2460/4800, lr:5.0e-05 ∣ avg_100 : 31628.286162 ∣ critic_nllloss : 26085.067969 ∣ critic_ganloss : -353.230368 ∣ generator_nllloss : 5180.485742 ∣ generator_ganloss : 968.475293 ∣  [  std_z : 0.98  real_sub_fake : 1643.26 ]
[  epoch 0011/0040] 2470/4800, lr:5.0e-05 ∣ avg_100 : 31631.751729 ∣ critic_nllloss : 25834.716992 ∣ critic_ganloss : -286.931464 ∣ generator_nllloss : 5271.948242 ∣ generator_ganloss : 1020.341748 ∣     [  std_z : 0.99  real_sub_fake : 1328.96 ]
[  epoch 0011/0040] 2480/4800, lr:5.0e-05 ∣ avg_100 : 31632.862707 ∣ critic_nllloss : 25992.937305 ∣ critic_ganloss : -336.796436 ∣ generator_nllloss : 5204.753125 ∣ generator_ganloss : 1031.907666 ∣     [  std_z : 1.00  real_sub_fake : 1114.20 ]
[  epoch 0011/0040] 2490/4800, lr:5.0e-05 ∣ avg_100 : 31631.338462 ∣ critic_nllloss : 25835.386523 ∣ critic_ganloss : -408.972552 ∣ generator_nllloss : 5195.218945 ∣ generator_ganloss : 1009.374365 ∣     [  std_z : 1.00  real_sub_fake : 1335.24 ]
[  epoch 0011/0040] 2500/4800, lr:5.0e-05 ∣ avg_100 : 31634.493531 ∣ critic_nllloss : 26005.362695 ∣ critic_ganloss : -380.896808 ∣ generator_nllloss : 5241.703516 ∣ generator_ganloss : 984.532617 ∣  [  std_z : 0.99  real_sub_fake : 1799.77 ]
[  epoch 0011/0040] 2510/4800, lr:5.0e-05 ∣ avg_100 : 31637.267204 ∣ critic_nllloss : 26054.675195 ∣ critic_ganloss : -461.279425 ∣ generator_nllloss : 5206.115820 ∣ generator_ganloss : 1014.067578 ∣     [  std_z : 0.99  real_sub_fake : 1462.76 ]
[  epoch 0011/0040] 2520/4800, lr:5.0e-05 ∣ avg_100 : 31636.689666 ∣ critic_nllloss : 25858.993750 ∣ critic_ganloss : -420.034564 ∣ generator_nllloss : 5285.076563 ∣ generator_ganloss : 983.192773 ∣  [  std_z : 0.98  real_sub_fake : 1723.16 ]
[  epoch 0011/0040] 2530/4800, lr:5.0e-05 ∣ avg_100 : 31633.311953 ∣ critic_nllloss : 25731.390039 ∣ critic_ganloss : -450.279672 ∣ generator_nllloss : 5171.030078 ∣ generator_ganloss : 998.290039 ∣  [  std_z : 0.98  real_sub_fake : 1656.16 ]
[  epoch 0011/0040] 2540/4800, lr:5.0e-05 ∣ avg_100 : 31633.477901 ∣ critic_nllloss : 25879.952148 ∣ critic_ganloss : -369.865079 ∣ generator_nllloss : 5249.128711 ∣ generator_ganloss : 1052.303223 ∣     [  std_z : 0.99  real_sub_fake : 1568.70 ]
[  epoch 0011/0040] 2550/4800, lr:5.0e-05 ∣ avg_100 : 31634.679513 ∣ critic_nllloss : 26117.140039 ∣ critic_ganloss : -445.711865 ∣ generator_nllloss : 5216.388672 ∣ generator_ganloss : 1012.621680 ∣     [  std_z : 1.00  real_sub_fake : 1441.34 ]
[  epoch 0011/0040] 2560/4800, lr:5.0e-05 ∣ avg_100 : 31634.538296 ∣ critic_nllloss : 25847.225391 ∣ critic_ganloss : -390.624960 ∣ generator_nllloss : 5251.091406 ∣ generator_ganloss : 1027.612646 ∣     [  std_z : 0.99  real_sub_fake : 1746.28 ]
[  epoch 0011/0040] 2570/4800, lr:5.0e-05 ∣ avg_100 : 31638.546588 ∣ critic_nllloss : 26030.563477 ∣ critic_ganloss : -385.965109 ∣ generator_nllloss : 5297.935742 ∣ generator_ganloss : 1002.778271 ∣     [  std_z : 0.98  real_sub_fake : 1511.51 ]
[  epoch 0011/0040] 2580/4800, lr:5.0e-05 ∣ avg_100 : 31638.644610 ∣ critic_nllloss : 25936.352148 ∣ critic_ganloss : -374.748370 ∣ generator_nllloss : 5227.528125 ∣ generator_ganloss : 966.776172 ∣  [  std_z : 0.99  real_sub_fake : 1429.83 ]
[  epoch 0011/0040] 2590/4800, lr:5.0e-05 ∣ avg_100 : 31638.659799 ∣ critic_nllloss : 25917.768945 ∣ critic_ganloss : -337.128833 ∣ generator_nllloss : 5142.674219 ∣ generator_ganloss : 942.618994 ∣  [  std_z : 1.00  real_sub_fake : 1446.54 ]
[  epoch 0011/0040] 2600/4800, lr:5.0e-05 ∣ avg_100 : 31638.400192 ∣ critic_nllloss : 25940.959766 ∣ critic_ganloss : -464.293286 ∣ generator_nllloss : 5151.759570 ∣ generator_ganloss : 942.136377 ∣  [  std_z : 1.01  real_sub_fake : 1480.03 ]
[  epoch 0011/0040] 2610/4800, lr:5.0e-05 ∣ avg_100 : 31638.446182 ∣ critic_nllloss : 25862.882812 ∣ critic_ganloss : -323.738416 ∣ generator_nllloss : 5201.658984 ∣ generator_ganloss : 954.311719 ∣  [  std_z : 1.00  real_sub_fake : 1480.94 ]
[  epoch 0011/0040] 2620/4800, lr:5.0e-05 ∣ avg_100 : 31636.455010 ∣ critic_nllloss : 25822.393750 ∣ critic_ganloss : -369.031332 ∣ generator_nllloss : 5130.222266 ∣ generator_ganloss : 936.587598 ∣  [  std_z : 1.00  real_sub_fake : 1322.13 ]
[  epoch 0011/0040] 2630/4800, lr:5.0e-05 ∣ avg_100 : 31636.885416 ∣ critic_nllloss : 25931.762695 ∣ critic_ganloss : -363.527753 ∣ generator_nllloss : 5149.983789 ∣ generator_ganloss : 950.110400 ∣  [  std_z : 0.99  real_sub_fake : 1224.54 ]
[  epoch 0011/0040] 2640/4800, lr:5.0e-05 ∣ avg_100 : 31634.533360 ∣ critic_nllloss : 25723.719531 ∣ critic_ganloss : -444.065744 ∣ generator_nllloss : 5176.826367 ∣ generator_ganloss : 903.967041 ∣  [  std_z : 0.98  real_sub_fake : 1832.50 ]
[  epoch 0011/0040] 2650/4800, lr:5.0e-05 ∣ avg_100 : 31636.008818 ∣ critic_nllloss : 25891.953320 ∣ critic_ganloss : -423.284192 ∣ generator_nllloss : 5255.730469 ∣ generator_ganloss : 957.186084 ∣  [  std_z : 0.99  real_sub_fake : 1590.16 ]
[  epoch 0011/0040] 2660/4800, lr:5.0e-05 ∣ avg_100 : 31638.437758 ∣ critic_nllloss : 26017.252734 ∣ critic_ganloss : -320.094672 ∣ generator_nllloss : 5273.287500 ∣ generator_ganloss : 934.334277 ∣  [  std_z : 1.00  real_sub_fake : 1256.35 ]
[  epoch 0011/0040] 2670/4800, lr:5.0e-05 ∣ avg_100 : 31643.283610 ∣ critic_nllloss : 26245.004297 ∣ critic_ganloss : -328.355878 ∣ generator_nllloss : 5215.966797 ∣ generator_ganloss : 935.156689 ∣  [  std_z : 1.00  real_sub_fake : 1409.99 ]
[  epoch 0011/0040] 2680/4800, lr:5.0e-05 ∣ avg_100 : 31640.706373 ∣ critic_nllloss : 25877.819141 ∣ critic_ganloss : -470.789828 ∣ generator_nllloss : 5139.838672 ∣ generator_ganloss : 971.539453 ∣  [  std_z : 1.00  real_sub_fake : 1497.34 ]
[  epoch 0011/0040] 2690/4800, lr:5.0e-05 ∣ avg_100 : 31643.694469 ∣ critic_nllloss : 26192.938086 ∣ critic_ganloss : -505.610812 ∣ generator_nllloss : 5205.831445 ∣ generator_ganloss : 971.870166 ∣  [  std_z : 0.99  real_sub_fake : 1730.55 ]
[  epoch 0011/0040] 2700/4800, lr:5.0e-05 ∣ avg_100 : 31646.714257 ∣ critic_nllloss : 26096.275781 ∣ critic_ganloss : -390.928204 ∣ generator_nllloss : 5237.437500 ∣ generator_ganloss : 981.604443 ∣  [  std_z : 0.98  real_sub_fake : 2018.23 ]
[  epoch 0011/0040] 2710/4800, lr:5.0e-05 ∣ avg_100 : 31647.975234 ∣ critic_nllloss : 25890.131250 ∣ critic_ganloss : -217.479175 ∣ generator_nllloss : 5208.799609 ∣ generator_ganloss : 1068.924805 ∣     [  std_z : 0.99  real_sub_fake : 980.24 ]
[  epoch 0011/0040] 2720/4800, lr:5.0e-05 ∣ avg_100 : 31650.828972 ∣ critic_nllloss : 26022.814258 ∣ critic_ganloss : -364.048309 ∣ generator_nllloss : 5268.249219 ∣ generator_ganloss : 1039.834082 ∣     [  std_z : 1.00  real_sub_fake : 1074.56 ]
[  epoch 0011/0040] 2730/4800, lr:5.0e-05 ∣ avg_100 : 31652.933550 ∣ critic_nllloss : 25972.376563 ∣ critic_ganloss : -407.431058 ∣ generator_nllloss : 5205.790625 ∣ generator_ganloss : 994.430713 ∣  [  std_z : 1.01  real_sub_fake : 1400.16 ]
[  epoch 0011/0040] 2740/4800, lr:5.0e-05 ∣ avg_100 : 31653.287735 ∣ critic_nllloss : 25866.514453 ∣ critic_ganloss : -368.380115 ∣ generator_nllloss : 5258.203906 ∣ generator_ganloss : 981.244873 ∣  [  std_z : 1.00  real_sub_fake : 1504.36 ]
[  epoch 0011/0040] 2750/4800, lr:5.0e-05 ∣ avg_100 : 31654.479245 ∣ critic_nllloss : 26077.406641 ∣ critic_ganloss : -423.958655 ∣ generator_nllloss : 5250.863477 ∣ generator_ganloss : 955.283740 ∣  [  std_z : 0.98  real_sub_fake : 1604.59 ]
[  epoch 0011/0040] 2760/4800, lr:5.0e-05 ∣ avg_100 : 31657.952483 ∣ critic_nllloss : 25964.646094 ∣ critic_ganloss : -398.690082 ∣ generator_nllloss : 5183.809180 ∣ generator_ganloss : 981.821533 ∣  [  std_z : 0.98  real_sub_fake : 1677.53 ]
[  epoch 0011/0040] 2770/4800, lr:5.0e-05 ∣ avg_100 : 31663.069130 ∣ critic_nllloss : 25957.544727 ∣ critic_ganloss : -452.510162 ∣ generator_nllloss : 5283.352734 ∣ generator_ganloss : 983.511670 ∣  [  std_z : 0.99  real_sub_fake : 1523.70 ]
[  epoch 0011/0040] 2780/4800, lr:5.0e-05 ∣ avg_100 : 31665.045050 ∣ critic_nllloss : 26031.281445 ∣ critic_ganloss : -398.393362 ∣ generator_nllloss : 5217.054297 ∣ generator_ganloss : 955.486426 ∣  [  std_z : 1.00  real_sub_fake : 1629.23 ]
[  epoch 0011/0040] 2790/4800, lr:5.0e-05 ∣ avg_100 : 31663.651895 ∣ critic_nllloss : 25926.530273 ∣ critic_ganloss : -363.913702 ∣ generator_nllloss : 5174.093164 ∣ generator_ganloss : 953.961328 ∣  [  std_z : 1.00  real_sub_fake : 1497.67 ]
[  epoch 0011/0040] 2800/4800, lr:5.0e-05 ∣ avg_100 : 31666.401997 ∣ critic_nllloss : 25867.512695 ∣ critic_ganloss : -385.272919 ∣ generator_nllloss : 5202.670703 ∣ generator_ganloss : 952.091797 ∣  [  std_z : 0.99  real_sub_fake : 1436.16 ]
[  epoch 0011/0040] 2810/4800, lr:5.0e-05 ∣ avg_100 : 31664.621382 ∣ critic_nllloss : 26096.581641 ∣ critic_ganloss : -431.646518 ∣ generator_nllloss : 5243.593359 ∣ generator_ganloss : 946.679980 ∣  [  std_z : 0.98  real_sub_fake : 1581.79 ]
[  epoch 0011/0040] 2820/4800, lr:5.0e-05 ∣ avg_100 : 31664.739318 ∣ critic_nllloss : 25804.364258 ∣ critic_ganloss : -428.138162 ∣ generator_nllloss : 5077.643750 ∣ generator_ganloss : 895.845703 ∣  [  std_z : 0.98  real_sub_fake : 1628.62 ]
[  epoch 0011/0040] 2830/4800, lr:5.0e-05 ∣ avg_100 : 31665.250509 ∣ critic_nllloss : 25713.097852 ∣ critic_ganloss : -202.078314 ∣ generator_nllloss : 5109.811523 ∣ generator_ganloss : 952.415625 ∣  [  std_z : 1.00  real_sub_fake : 1122.91 ]
[  epoch 0011/0040] 2840/4800, lr:5.0e-05 ∣ avg_100 : 31670.077864 ∣ critic_nllloss : 25965.985547 ∣ critic_ganloss : -210.404811 ∣ generator_nllloss : 5196.640234 ∣ generator_ganloss : 946.508447 ∣  [  std_z : 1.00  real_sub_fake : 804.90 ]
[  epoch 0011/0040] 2850/4800, lr:5.0e-05 ∣ avg_100 : 31672.674203 ∣ critic_nllloss : 26198.192188 ∣ critic_ganloss : -325.693425 ∣ generator_nllloss : 5134.157031 ∣ generator_ganloss : 933.217822 ∣  [  std_z : 0.99  real_sub_fake : 972.12 ]
[  epoch 0011/0040] 2860/4800, lr:5.0e-05 ∣ avg_100 : 31673.558096 ∣ critic_nllloss : 25859.298438 ∣ critic_ganloss : -349.811847 ∣ generator_nllloss : 5127.038281 ∣ generator_ganloss : 883.882031 ∣  [  std_z : 0.99  real_sub_fake : 1359.26 ]
[  epoch 0011/0040] 2870/4800, lr:5.0e-05 ∣ avg_100 : 31674.706917 ∣ critic_nllloss : 25958.645508 ∣ critic_ganloss : -350.694205 ∣ generator_nllloss : 5084.824219 ∣ generator_ganloss : 936.228760 ∣  [  std_z : 0.99  real_sub_fake : 1311.81 ]
[  epoch 0011/0040] 2880/4800, lr:5.0e-05 ∣ avg_100 : 31674.464039 ∣ critic_nllloss : 25964.322070 ∣ critic_ganloss : -485.100424 ∣ generator_nllloss : 5173.444922 ∣ generator_ganloss : 896.481885 ∣  [  std_z : 1.00  real_sub_fake : 1598.51 ]
[  epoch 0011/0040] 2890/4800, lr:5.0e-05 ∣ avg_100 : 31672.406709 ∣ critic_nllloss : 25759.908789 ∣ critic_ganloss : -380.163870 ∣ generator_nllloss : 5118.372656 ∣ generator_ganloss : 930.443555 ∣  [  std_z : 1.00  real_sub_fake : 1621.92 ]
[  epoch 0011/0040] 2900/4800, lr:5.0e-05 ∣ avg_100 : 31675.130641 ∣ critic_nllloss : 25976.221094 ∣ critic_ganloss : -366.788803 ∣ generator_nllloss : 5264.863281 ∣ generator_ganloss : 927.093945 ∣  [  std_z : 0.99  real_sub_fake : 1545.40 ]
[  epoch 0011/0040] 2910/4800, lr:5.0e-05 ∣ avg_100 : 31678.489748 ∣ critic_nllloss : 26022.170508 ∣ critic_ganloss : -367.902823 ∣ generator_nllloss : 5240.698438 ∣ generator_ganloss : 933.894141 ∣  [  std_z : 0.98  real_sub_fake : 1404.60 ]
[  epoch 0011/0040] 2920/4800, lr:5.0e-05 ∣ avg_100 : 31674.700460 ∣ critic_nllloss : 25770.241406 ∣ critic_ganloss : -434.626190 ∣ generator_nllloss : 5142.120703 ∣ generator_ganloss : 905.919336 ∣  [  std_z : 0.99  real_sub_fake : 1479.97 ]
[  epoch 0011/0040] 2930/4800, lr:5.0e-05 ∣ avg_100 : 31676.105330 ∣ critic_nllloss : 26069.259961 ∣ critic_ganloss : -454.899451 ∣ generator_nllloss : 5120.550195 ∣ generator_ganloss : 921.620703 ∣  [  std_z : 1.00  real_sub_fake : 1633.87 ]
[  epoch 0011/0040] 2940/4800, lr:5.0e-05 ∣ avg_100 : 31672.356383 ∣ critic_nllloss : 25682.491211 ∣ critic_ganloss : -412.316757 ∣ generator_nllloss : 5167.005664 ∣ generator_ganloss : 890.586865 ∣  [  std_z : 1.00  real_sub_fake : 1569.05 ]
[  epoch 0011/0040] 2950/4800, lr:5.0e-05 ∣ avg_100 : 31674.521824 ∣ critic_nllloss : 26124.456445 ∣ critic_ganloss : -307.581308 ∣ generator_nllloss : 5211.438477 ∣ generator_ganloss : 959.116211 ∣  [  std_z : 0.99  real_sub_fake : 1273.04 ]
[  epoch 0011/0040] 2960/4800, lr:5.0e-05 ∣ avg_100 : 31675.505311 ∣ critic_nllloss : 25969.990625 ∣ critic_ganloss : -431.442505 ∣ generator_nllloss : 5152.133789 ∣ generator_ganloss : 911.534766 ∣  [  std_z : 0.98  real_sub_fake : 1503.98 ]
[  epoch 0011/0040] 2970/4800, lr:5.0e-05 ∣ avg_100 : 31674.042856 ∣ critic_nllloss : 25820.816406 ∣ critic_ganloss : -398.954074 ∣ generator_nllloss : 5153.157812 ∣ generator_ganloss : 916.701270 ∣  [  std_z : 0.99  real_sub_fake : 1616.12 ]
[  epoch 0011/0040] 2980/4800, lr:5.0e-05 ∣ avg_100 : 31671.357197 ∣ critic_nllloss : 25905.332227 ∣ critic_ganloss : -345.485504 ∣ generator_nllloss : 5131.300000 ∣ generator_ganloss : 925.956738 ∣  [  std_z : 1.00  real_sub_fake : 1454.29 ]
[  epoch 0011/0040] 2990/4800, lr:5.0e-05 ∣ avg_100 : 31668.531266 ∣ critic_nllloss : 25839.902344 ∣ critic_ganloss : -430.879761 ∣ generator_nllloss : 5168.585938 ∣ generator_ganloss : 919.999512 ∣  [  std_z : 1.01  real_sub_fake : 1520.65 ]
[  epoch 0011/0040] 3000/4800, lr:5.0e-05 ∣ avg_100 : 31669.798897 ∣ critic_nllloss : 26033.137500 ∣ critic_ganloss : -400.118085 ∣ generator_nllloss : 5209.731055 ∣ generator_ganloss : 915.347900 ∣  [  std_z : 1.00  real_sub_fake : 1485.64 ]
[  epoch 0011/0040] 3010/4800, lr:5.0e-05 ∣ avg_100 : 31665.509816 ∣ critic_nllloss : 25732.981836 ∣ critic_ganloss : -373.292770 ∣ generator_nllloss : 5176.213477 ∣ generator_ganloss : 925.740234 ∣  [  std_z : 0.99  real_sub_fake : 1468.83 ]
[  epoch 0011/0040] 3020/4800, lr:5.0e-05 ∣ avg_100 : 31665.360475 ∣ critic_nllloss : 25919.810547 ∣ critic_ganloss : -354.138028 ∣ generator_nllloss : 5207.381641 ∣ generator_ganloss : 925.081006 ∣  [  std_z : 0.98  real_sub_fake : 1391.67 ]
[  epoch 0011/0040] 3030/4800, lr:5.0e-05 ∣ avg_100 : 31668.228878 ∣ critic_nllloss : 26079.769336 ∣ critic_ganloss : -372.717816 ∣ generator_nllloss : 5231.313281 ∣ generator_ganloss : 897.645264 ∣  [  std_z : 0.99  real_sub_fake : 1496.39 ]
[  epoch 0011/0040] 3040/4800, lr:5.0e-05 ∣ avg_100 : 31669.506220 ∣ critic_nllloss : 26055.495703 ∣ critic_ganloss : -422.404935 ∣ generator_nllloss : 5167.966602 ∣ generator_ganloss : 905.468018 ∣  [  std_z : 1.00  real_sub_fake : 1582.76 ]
[  epoch 0011/0040] 3050/4800, lr:5.0e-05 ∣ avg_100 : 31668.576757 ∣ critic_nllloss : 25769.070703 ∣ critic_ganloss : -334.446527 ∣ generator_nllloss : 5100.602148 ∣ generator_ganloss : 899.076709 ∣  [  std_z : 1.00  real_sub_fake : 1363.15 ]
[  epoch 0011/0040] 3060/4800, lr:5.0e-05 ∣ avg_100 : 31666.736217 ∣ critic_nllloss : 25939.238086 ∣ critic_ganloss : -357.955042 ∣ generator_nllloss : 5158.468945 ∣ generator_ganloss : 894.042383 ∣  [  std_z : 1.00  real_sub_fake : 1396.74 ]
[  epoch 0011/0040] 3070/4800, lr:5.0e-05 ∣ avg_100 : 31664.143325 ∣ critic_nllloss : 25987.884375 ∣ critic_ganloss : -341.481308 ∣ generator_nllloss : 5203.809766 ∣ generator_ganloss : 904.572803 ∣  [  std_z : 0.99  real_sub_fake : 1234.54 ]
[  epoch 0011/0040] 3080/4800, lr:5.0e-05 ∣ avg_100 : 31665.221436 ∣ critic_nllloss : 25924.549023 ∣ critic_ganloss : -355.015738 ∣ generator_nllloss : 5295.371484 ∣ generator_ganloss : 928.886035 ∣  [  std_z : 0.99  real_sub_fake : 1281.36 ]
[  epoch 0011/0040] 3090/4800, lr:5.0e-05 ∣ avg_100 : 31664.276181 ∣ critic_nllloss : 25802.330469 ∣ critic_ganloss : -363.789017 ∣ generator_nllloss : 5182.107031 ∣ generator_ganloss : 910.481982 ∣  [  std_z : 0.99  real_sub_fake : 1496.68 ]
[  epoch 0011/0040] 3100/4800, lr:5.0e-05 ∣ avg_100 : 31667.820756 ∣ critic_nllloss : 25937.305273 ∣ critic_ganloss : -286.387451 ∣ generator_nllloss : 5133.576172 ∣ generator_ganloss : 930.445215 ∣  [  std_z : 1.01  real_sub_fake : 1232.83 ]
[  epoch 0011/0040] 3110/4800, lr:5.0e-05 ∣ avg_100 : 31664.773912 ∣ critic_nllloss : 25793.896289 ∣ critic_ganloss : -311.265352 ∣ generator_nllloss : 5107.008008 ∣ generator_ganloss : 922.383252 ∣  [  std_z : 1.01  real_sub_fake : 1105.01 ]
[  epoch 0011/0040] 3120/4800, lr:5.0e-05 ∣ avg_100 : 31665.682798 ∣ critic_nllloss : 25976.599805 ∣ critic_ganloss : -375.929861 ∣ generator_nllloss : 5153.408984 ∣ generator_ganloss : 889.270264 ∣  [  std_z : 1.00  real_sub_fake : 1306.87 ]
[  epoch 0011/0040] 3130/4800, lr:5.0e-05 ∣ avg_100 : 31663.455597 ∣ critic_nllloss : 25893.782617 ∣ critic_ganloss : -475.758835 ∣ generator_nllloss : 5223.067773 ∣ generator_ganloss : 866.530225 ∣  [  std_z : 0.98  real_sub_fake : 1690.75 ]
[  epoch 0011/0040] 3140/4800, lr:5.0e-05 ∣ avg_100 : 31666.129752 ∣ critic_nllloss : 26078.504102 ∣ critic_ganloss : -399.424911 ∣ generator_nllloss : 5195.250000 ∣ generator_ganloss : 899.571924 ∣  [  std_z : 0.99  real_sub_fake : 1681.79 ]
[  epoch 0011/0040] 3150/4800, lr:5.0e-05 ∣ avg_100 : 31669.621709 ∣ critic_nllloss : 26135.239648 ∣ critic_ganloss : -298.887103 ∣ generator_nllloss : 5165.853711 ∣ generator_ganloss : 884.946045 ∣  [  std_z : 1.00  real_sub_fake : 1321.59 ]
[  epoch 0011/0040] 3160/4800, lr:5.0e-05 ∣ avg_100 : 31670.039566 ∣ critic_nllloss : 25841.356641 ∣ critic_ganloss : -343.544943 ∣ generator_nllloss : 5099.925391 ∣ generator_ganloss : 943.015625 ∣  [  std_z : 1.00  real_sub_fake : 1138.55 ]
[  epoch 0011/0040] 3170/4800, lr:5.0e-05 ∣ avg_100 : 31674.304518 ∣ critic_nllloss : 26124.002734 ∣ critic_ganloss : -365.832126 ∣ generator_nllloss : 5194.383008 ∣ generator_ganloss : 934.332910 ∣  [  std_z : 1.00  real_sub_fake : 1382.56 ]
[  epoch 0011/0040] 3180/4800, lr:5.0e-05 ∣ avg_100 : 31676.492537 ∣ critic_nllloss : 26080.833203 ∣ critic_ganloss : -349.837317 ∣ generator_nllloss : 5155.725977 ∣ generator_ganloss : 915.145020 ∣  [  std_z : 0.99  real_sub_fake : 1455.57 ]
[  epoch 0011/0040] 3190/4800, lr:5.0e-05 ∣ avg_100 : 31679.937281 ∣ critic_nllloss : 26043.178516 ∣ critic_ganloss : -505.875522 ∣ generator_nllloss : 5162.293359 ∣ generator_ganloss : 881.041260 ∣  [  std_z : 0.99  real_sub_fake : 1614.58 ]
[  epoch 0011/0040] 3200/4800, lr:5.0e-05 ∣ avg_100 : 31679.338831 ∣ critic_nllloss : 25857.271680 ∣ critic_ganloss : -462.453625 ∣ generator_nllloss : 5138.228711 ∣ generator_ganloss : 887.981250 ∣  [  std_z : 1.00  real_sub_fake : 1740.89 ]
[  epoch 0011/0040] 3210/4800, lr:5.0e-05 ∣ avg_100 : 31680.611944 ∣ critic_nllloss : 26033.740039 ∣ critic_ganloss : -417.218408 ∣ generator_nllloss : 5176.842773 ∣ generator_ganloss : 889.977686 ∣  [  std_z : 1.00  real_sub_fake : 1788.38 ]
[  epoch 0011/0040] 3220/4800, lr:5.0e-05 ∣ avg_100 : 31678.498674 ∣ critic_nllloss : 25675.089453 ∣ critic_ganloss : -361.039844 ∣ generator_nllloss : 5112.803125 ∣ generator_ganloss : 893.893652 ∣  [  std_z : 0.99  real_sub_fake : 1310.56 ]
[  epoch 0011/0040] 3230/4800, lr:5.0e-05 ∣ avg_100 : 31682.568516 ∣ critic_nllloss : 26156.379102 ∣ critic_ganloss : -394.537253 ∣ generator_nllloss : 5215.290430 ∣ generator_ganloss : 920.992139 ∣  [  std_z : 0.99  real_sub_fake : 1418.26 ]
[  epoch 0011/0040] 3240/4800, lr:5.0e-05 ∣ avg_100 : 31683.786710 ∣ critic_nllloss : 25948.065430 ∣ critic_ganloss : -339.140317 ∣ generator_nllloss : 5247.065234 ∣ generator_ganloss : 912.661768 ∣  [  std_z : 0.99  real_sub_fake : 1431.47 ]
[  epoch 0011/0040] 3250/4800, lr:5.0e-05 ∣ avg_100 : 31682.690540 ∣ critic_nllloss : 26043.956055 ∣ critic_ganloss : -442.211346 ∣ generator_nllloss : 5236.695312 ∣ generator_ganloss : 936.757422 ∣  [  std_z : 0.99  real_sub_fake : 1499.00 ]
[  epoch 0011/0040] 3260/4800, lr:5.0e-05 ∣ avg_100 : 31680.788802 ∣ critic_nllloss : 25853.342969 ∣ critic_ganloss : -495.008853 ∣ generator_nllloss : 5242.933594 ∣ generator_ganloss : 931.213965 ∣  [  std_z : 0.99  real_sub_fake : 1783.51 ]
[  epoch 0011/0040] 3270/4800, lr:5.0e-05 ∣ avg_100 : 31681.117575 ∣ critic_nllloss : 25873.782227 ∣ critic_ganloss : -377.169360 ∣ generator_nllloss : 5188.831641 ∣ generator_ganloss : 937.789307 ∣  [  std_z : 1.00  real_sub_fake : 1658.86 ]
[  epoch 0011/0040] 3280/4800, lr:5.0e-05 ∣ avg_100 : 31679.781597 ∣ critic_nllloss : 25781.129102 ∣ critic_ganloss : -327.573767 ∣ generator_nllloss : 5205.108008 ∣ generator_ganloss : 962.031152 ∣  [  std_z : 1.00  real_sub_fake : 1402.14 ]
[  epoch 0011/0040] 3290/4800, lr:5.0e-05 ∣ avg_100 : 31680.412065 ∣ critic_nllloss : 25819.045898 ∣ critic_ganloss : -454.195163 ∣ generator_nllloss : 5164.634375 ∣ generator_ganloss : 932.570898 ∣  [  std_z : 0.99  real_sub_fake : 1475.91 ]
[  epoch 0011/0040] 3300/4800, lr:5.0e-05 ∣ avg_100 : 31681.196394 ∣ critic_nllloss : 26088.263086 ∣ critic_ganloss : -313.728918 ∣ generator_nllloss : 5243.556055 ∣ generator_ganloss : 938.582520 ∣  [  std_z : 0.98  real_sub_fake : 1395.49 ]
[  epoch 0011/0040] 3310/4800, lr:5.0e-05 ∣ avg_100 : 31681.187426 ∣ critic_nllloss : 25942.597656 ∣ critic_ganloss : -335.059970 ∣ generator_nllloss : 5106.364062 ∣ generator_ganloss : 879.029785 ∣  [  std_z : 0.99  real_sub_fake : 1304.05 ]
[  epoch 0011/0040] 3320/4800, lr:5.0e-05 ∣ avg_100 : 31681.914591 ∣ critic_nllloss : 26092.615039 ∣ critic_ganloss : -440.939417 ∣ generator_nllloss : 5279.130859 ∣ generator_ganloss : 899.360693 ∣  [  std_z : 1.00  real_sub_fake : 1419.32 ]
[  epoch 0011/0040] 3330/4800, lr:5.0e-05 ∣ avg_100 : 31682.633855 ∣ critic_nllloss : 25917.781445 ∣ critic_ganloss : -403.463095 ∣ generator_nllloss : 5156.310156 ∣ generator_ganloss : 899.089648 ∣  [  std_z : 1.00  real_sub_fake : 1642.09 ]
[  epoch 0011/0040] 3340/4800, lr:5.0e-05 ∣ avg_100 : 31685.183885 ∣ critic_nllloss : 25975.880273 ∣ critic_ganloss : -478.256961 ∣ generator_nllloss : 5256.364648 ∣ generator_ganloss : 917.411523 ∣  [  std_z : 0.99  real_sub_fake : 1610.19 ]
[  epoch 0011/0040] 3350/4800, lr:5.0e-05 ∣ avg_100 : 31689.347639 ∣ critic_nllloss : 26075.632031 ∣ critic_ganloss : -356.726599 ∣ generator_nllloss : 5285.302539 ∣ generator_ganloss : 931.901758 ∣  [  std_z : 0.99  real_sub_fake : 1787.20 ]
[  epoch 0011/0040] 3360/4800, lr:5.0e-05 ∣ avg_100 : 31691.035151 ∣ critic_nllloss : 26035.081055 ∣ critic_ganloss : -399.881210 ∣ generator_nllloss : 5212.369727 ∣ generator_ganloss : 968.721484 ∣  [  std_z : 0.99  real_sub_fake : 1376.15 ]
[  epoch 0011/0040] 3370/4800, lr:5.0e-05 ∣ avg_100 : 31691.886807 ∣ critic_nllloss : 25963.071289 ∣ critic_ganloss : -371.471350 ∣ generator_nllloss : 5160.390430 ∣ generator_ganloss : 935.166260 ∣  [  std_z : 0.99  real_sub_fake : 1314.93 ]
[  epoch 0011/0040] 3380/4800, lr:5.0e-05 ∣ avg_100 : 31693.764175 ∣ critic_nllloss : 26086.628516 ∣ critic_ganloss : -350.721945 ∣ generator_nllloss : 5144.673437 ∣ generator_ganloss : 884.864453 ∣  [  std_z : 1.00  real_sub_fake : 1616.67 ]
[  epoch 0011/0040] 3390/4800, lr:5.0e-05 ∣ avg_100 : 31693.748478 ∣ critic_nllloss : 25924.216406 ∣ critic_ganloss : -324.482980 ∣ generator_nllloss : 5226.100977 ∣ generator_ganloss : 858.344629 ∣  [  std_z : 0.99  real_sub_fake : 1391.24 ]
[  epoch 0011/0040] 3400/4800, lr:5.0e-05 ∣ avg_100 : 31693.261288 ∣ critic_nllloss : 25892.467187 ∣ critic_ganloss : -430.654785 ∣ generator_nllloss : 5264.841406 ∣ generator_ganloss : 852.928320 ∣  [  std_z : 0.99  real_sub_fake : 1244.02 ]
[  epoch 0011/0040] 3410/4800, lr:5.0e-05 ∣ avg_100 : 31692.923274 ∣ critic_nllloss : 25979.425586 ∣ critic_ganloss : -458.204037 ∣ generator_nllloss : 5239.145703 ∣ generator_ganloss : 841.843457 ∣  [  std_z : 0.99  real_sub_fake : 1673.27 ]
[  epoch 0011/0040] 3420/4800, lr:5.0e-05 ∣ avg_100 : 31694.179227 ∣ critic_nllloss : 26190.881836 ∣ critic_ganloss : -472.031775 ∣ generator_nllloss : 5227.883594 ∣ generator_ganloss : 850.327344 ∣  [  std_z : 0.99  real_sub_fake : 1874.35 ]
[  epoch 0011/0040] 3430/4800, lr:5.0e-05 ∣ avg_100 : 31694.109711 ∣ critic_nllloss : 26073.327734 ∣ critic_ganloss : -541.667126 ∣ generator_nllloss : 5230.830469 ∣ generator_ganloss : 888.046289 ∣  [  std_z : 0.98  real_sub_fake : 1868.33 ]
[  epoch 0011/0040] 3440/4800, lr:5.0e-05 ∣ avg_100 : 31696.425579 ∣ critic_nllloss : 25985.402539 ∣ critic_ganloss : -395.867340 ∣ generator_nllloss : 5182.268555 ∣ generator_ganloss : 933.450244 ∣  [  std_z : 0.99  real_sub_fake : 1662.16 ]
[  epoch 0011/0040] 3450/4800, lr:5.0e-05 ∣ avg_100 : 31695.966423 ∣ critic_nllloss : 25903.048828 ∣ critic_ganloss : -342.951495 ∣ generator_nllloss : 5186.672656 ∣ generator_ganloss : 930.290527 ∣  [  std_z : 0.99  real_sub_fake : 1660.61 ]
[  epoch 0011/0040] 3460/4800, lr:5.0e-05 ∣ avg_100 : 31692.791305 ∣ critic_nllloss : 25798.322266 ∣ critic_ganloss : -382.217447 ∣ generator_nllloss : 5217.742188 ∣ generator_ganloss : 929.439795 ∣  [  std_z : 1.00  real_sub_fake : 1363.51 ]
[  epoch 0011/0040] 3470/4800, lr:5.0e-05 ∣ avg_100 : 31690.823681 ∣ critic_nllloss : 26024.029492 ∣ critic_ganloss : -389.309702 ∣ generator_nllloss : 5111.232813 ∣ generator_ganloss : 897.360498 ∣  [  std_z : 1.00  real_sub_fake : 1428.81 ]
[  epoch 0011/0040] 3480/4800, lr:5.0e-05 ∣ avg_100 : 31687.392604 ∣ critic_nllloss : 25957.533398 ∣ critic_ganloss : -437.346835 ∣ generator_nllloss : 5100.006250 ∣ generator_ganloss : 929.501123 ∣  [  std_z : 0.99  real_sub_fake : 1494.62 ]
[  epoch 0011/0040] 3490/4800, lr:5.0e-05 ∣ avg_100 : 31682.012028 ∣ critic_nllloss : 25739.168359 ∣ critic_ganloss : -584.469263 ∣ generator_nllloss : 5071.032227 ∣ generator_ganloss : 867.218359 ∣  [  std_z : 1.00  real_sub_fake : 1915.17 ]
[  epoch 0011/0040] 3500/4800, lr:5.0e-05 ∣ avg_100 : 31680.700385 ∣ critic_nllloss : 26134.685937 ∣ critic_ganloss : -493.087830 ∣ generator_nllloss : 5135.082422 ∣ generator_ganloss : 942.857227 ∣  [  std_z : 0.99  real_sub_fake : 2148.54 ]
[  epoch 0011/0040] 3510/4800, lr:5.0e-05 ∣ avg_100 : 31682.018477 ∣ critic_nllloss : 26076.510547 ∣ critic_ganloss : -342.308157 ∣ generator_nllloss : 5248.639453 ∣ generator_ganloss : 962.546582 ∣  [  std_z : 0.99  real_sub_fake : 1442.25 ]
[  epoch 0011/0040] 3520/4800, lr:5.0e-05 ∣ avg_100 : 31682.900587 ∣ critic_nllloss : 25864.276367 ∣ critic_ganloss : -297.629398 ∣ generator_nllloss : 5257.553906 ∣ generator_ganloss : 971.238574 ∣  [  std_z : 0.99  real_sub_fake : 1096.90 ]
[  epoch 0011/0040] 3530/4800, lr:5.0e-05 ∣ avg_100 : 31686.647478 ∣ critic_nllloss : 25942.037109 ∣ critic_ganloss : -284.042270 ∣ generator_nllloss : 5244.437891 ∣ generator_ganloss : 922.686865 ∣  [  std_z : 0.99  real_sub_fake : 1232.60 ]
[  epoch 0011/0040] 3540/4800, lr:5.0e-05 ∣ avg_100 : 31685.165112 ∣ critic_nllloss : 25878.542383 ∣ critic_ganloss : -352.652560 ∣ generator_nllloss : 5169.286328 ∣ generator_ganloss : 968.106250 ∣  [  std_z : 1.00  real_sub_fake : 1201.95 ]
[  epoch 0011/0040] 3550/4800, lr:5.0e-05 ∣ avg_100 : 31684.330527 ∣ critic_nllloss : 26019.801172 ∣ critic_ganloss : -416.108759 ∣ generator_nllloss : 5269.868750 ∣ generator_ganloss : 943.418896 ∣  [  std_z : 1.00  real_sub_fake : 1415.47 ]
[  epoch 0011/0040] 3560/4800, lr:5.0e-05 ∣ avg_100 : 31681.891599 ∣ critic_nllloss : 25866.842773 ∣ critic_ganloss : -464.818066 ∣ generator_nllloss : 5160.818750 ∣ generator_ganloss : 928.568213 ∣  [  std_z : 0.99  real_sub_fake : 1791.48 ]
[  epoch 0011/0040] 3570/4800, lr:5.0e-05 ∣ avg_100 : 31679.064388 ∣ critic_nllloss : 25912.485938 ∣ critic_ganloss : -332.111151 ∣ generator_nllloss : 5176.439648 ∣ generator_ganloss : 905.776855 ∣  [  std_z : 0.98  real_sub_fake : 1677.85 ]
[  epoch 0011/0040] 3580/4800, lr:5.0e-05 ∣ avg_100 : 31680.517350 ∣ critic_nllloss : 26198.852539 ∣ critic_ganloss : -412.164371 ∣ generator_nllloss : 5204.774414 ∣ generator_ganloss : 909.741699 ∣  [  std_z : 0.99  real_sub_fake : 1478.16 ]
[  epoch 0011/0040] 3590/4800, lr:5.0e-05 ∣ avg_100 : 31677.982444 ∣ critic_nllloss : 25884.549414 ∣ critic_ganloss : -484.706308 ∣ generator_nllloss : 5134.887695 ∣ generator_ganloss : 877.711865 ∣  [  std_z : 1.00  real_sub_fake : 1618.29 ]
[  epoch 0011/0040] 3600/4800, lr:5.0e-05 ∣ avg_100 : 31674.629806 ∣ critic_nllloss : 25738.778906 ∣ critic_ganloss : -536.280420 ∣ generator_nllloss : 5144.617188 ∣ generator_ganloss : 888.183008 ∣  [  std_z : 0.99  real_sub_fake : 1910.51 ]
[  epoch 0011/0040] 3610/4800, lr:5.0e-05 ∣ avg_100 : 31674.522275 ∣ critic_nllloss : 25913.566797 ∣ critic_ganloss : -328.342432 ∣ generator_nllloss : 5184.813867 ∣ generator_ganloss : 914.323730 ∣  [  std_z : 0.98  real_sub_fake : 1889.10 ]
[  epoch 0011/0040] 3620/4800, lr:5.0e-05 ∣ avg_100 : 31677.120366 ∣ critic_nllloss : 25997.552734 ∣ critic_ganloss : -340.724692 ∣ generator_nllloss : 5197.480273 ∣ generator_ganloss : 925.673096 ∣  [  std_z : 0.99  real_sub_fake : 1154.79 ]
[  epoch 0011/0040] 3630/4800, lr:5.0e-05 ∣ avg_100 : 31675.009505 ∣ critic_nllloss : 25819.157813 ∣ critic_ganloss : -361.982880 ∣ generator_nllloss : 5130.342969 ∣ generator_ganloss : 869.725146 ∣  [  std_z : 0.99  real_sub_fake : 1119.70 ]
[  epoch 0011/0040] 3640/4800, lr:5.0e-05 ∣ avg_100 : 31677.166336 ∣ critic_nllloss : 25905.178906 ∣ critic_ganloss : -392.612399 ∣ generator_nllloss : 5205.517969 ∣ generator_ganloss : 858.045801 ∣  [  std_z : 1.00  real_sub_fake : 1441.33 ]
[  epoch 0011/0040] 3650/4800, lr:5.0e-05 ∣ avg_100 : 31675.082020 ∣ critic_nllloss : 25941.554883 ∣ critic_ganloss : -502.070709 ∣ generator_nllloss : 5170.972461 ∣ generator_ganloss : 862.697461 ∣  [  std_z : 0.99  real_sub_fake : 1838.09 ]
[  epoch 0011/0040] 3660/4800, lr:5.0e-05 ∣ avg_100 : 31672.895738 ∣ critic_nllloss : 25947.597461 ∣ critic_ganloss : -315.688446 ∣ generator_nllloss : 5176.249219 ∣ generator_ganloss : 877.993408 ∣  [  std_z : 0.99  real_sub_fake : 1511.53 ]
[  epoch 0011/0040] 3670/4800, lr:5.0e-05 ∣ avg_100 : 31668.687098 ∣ critic_nllloss : 25986.082227 ∣ critic_ganloss : -416.706717 ∣ generator_nllloss : 5246.179297 ∣ generator_ganloss : 831.353027 ∣  [  std_z : 0.99  real_sub_fake : 1320.88 ]
[  epoch 0011/0040] 3680/4800, lr:5.0e-05 ∣ avg_100 : 31669.275414 ∣ critic_nllloss : 26103.415820 ∣ critic_ganloss : -507.690939 ∣ generator_nllloss : 5166.497070 ∣ generator_ganloss : 815.017139 ∣  [  std_z : 1.00  real_sub_fake : 1829.67 ]
[  epoch 0011/0040] 3690/4800, lr:5.0e-05 ∣ avg_100 : 31665.458954 ∣ critic_nllloss : 25806.734180 ∣ critic_ganloss : -343.324091 ∣ generator_nllloss : 5188.909180 ∣ generator_ganloss : 831.063574 ∣  [  std_z : 0.99  real_sub_fake : 1514.52 ]
[  epoch 0011/0040] 3700/4800, lr:5.0e-05 ∣ avg_100 : 31660.868809 ∣ critic_nllloss : 25913.209375 ∣ critic_ganloss : -337.093066 ∣ generator_nllloss : 5086.157227 ∣ generator_ganloss : 803.101489 ∣  [  std_z : 0.99  real_sub_fake : 1375.42 ]
[  epoch 0011/0040] 3710/4800, lr:5.0e-05 ∣ avg_100 : 31657.117988 ∣ critic_nllloss : 25870.030273 ∣ critic_ganloss : -427.029578 ∣ generator_nllloss : 5290.738281 ∣ generator_ganloss : 841.555420 ∣  [  std_z : 1.00  real_sub_fake : 1408.46 ]
[  epoch 0011/0040] 3720/4800, lr:5.0e-05 ∣ avg_100 : 31652.614170 ∣ critic_nllloss : 25931.558398 ∣ critic_ganloss : -407.846295 ∣ generator_nllloss : 5150.795508 ∣ generator_ganloss : 841.959863 ∣  [  std_z : 1.00  real_sub_fake : 1512.81 ]
[  epoch 0011/0040] 3730/4800, lr:5.0e-05 ∣ avg_100 : 31654.106776 ∣ critic_nllloss : 26123.715430 ∣ critic_ganloss : -259.407693 ∣ generator_nllloss : 5240.777930 ∣ generator_ganloss : 809.341797 ∣  [  std_z : 0.99  real_sub_fake : 1724.42 ]
[  epoch 0011/0040] 3740/4800, lr:5.0e-05 ∣ avg_100 : 31654.416808 ∣ critic_nllloss : 26157.138672 ∣ critic_ganloss : -364.884637 ∣ generator_nllloss : 5228.473437 ∣ generator_ganloss : 747.858838 ∣  [  std_z : 0.99  real_sub_fake : 1376.19 ]
[  epoch 0011/0040] 3750/4800, lr:5.0e-05 ∣ avg_100 : 31649.512569 ∣ critic_nllloss : 25847.262695 ∣ critic_ganloss : -380.890015 ∣ generator_nllloss : 5162.557422 ∣ generator_ganloss : 740.241211 ∣  [  std_z : 0.99  real_sub_fake : 1209.29 ]
[  epoch 0011/0040] 3760/4800, lr:5.0e-05 ∣ avg_100 : 31646.689405 ∣ critic_nllloss : 25947.428125 ∣ critic_ganloss : -364.212280 ∣ generator_nllloss : 5133.841602 ∣ generator_ganloss : 732.212842 ∣  [  std_z : 0.99  real_sub_fake : 1490.89 ]
[  epoch 0011/0040] 3770/4800, lr:5.0e-05 ∣ avg_100 : 31644.762545 ∣ critic_nllloss : 26022.592969 ∣ critic_ganloss : -457.999316 ∣ generator_nllloss : 5262.394727 ∣ generator_ganloss : 752.224561 ∣  [  std_z : 0.99  real_sub_fake : 1689.67 ]
[  epoch 0011/0040] 3780/4800, lr:5.0e-05 ∣ avg_100 : 31641.349135 ∣ critic_nllloss : 25906.090625 ∣ critic_ganloss : -415.606738 ∣ generator_nllloss : 5205.445117 ∣ generator_ganloss : 768.158862 ∣  [  std_z : 1.00  real_sub_fake : 1546.71 ]
[  epoch 0011/0040] 3790/4800, lr:5.0e-05 ∣ avg_100 : 31638.512700 ∣ critic_nllloss : 25893.291016 ∣ critic_ganloss : -447.017999 ∣ generator_nllloss : 5195.751562 ∣ generator_ganloss : 765.002954 ∣  [  std_z : 1.00  real_sub_fake : 1410.75 ]
[  epoch 0011/0040] 3800/4800, lr:5.0e-05 ∣ avg_100 : 31636.633727 ∣ critic_nllloss : 25889.406445 ∣ critic_ganloss : -388.000510 ∣ generator_nllloss : 5161.150977 ∣ generator_ganloss : 786.548047 ∣  [  std_z : 0.99  real_sub_fake : 1633.61 ]
[  epoch 0011/0040] 3810/4800, lr:5.0e-05 ∣ avg_100 : 31632.457677 ∣ critic_nllloss : 25799.722266 ∣ critic_ganloss : -399.196475 ∣ generator_nllloss : 5235.120508 ∣ generator_ganloss : 801.957153 ∣  [  std_z : 0.99  real_sub_fake : 1380.09 ]
[  epoch 0011/0040] 3820/4800, lr:5.0e-05 ∣ avg_100 : 31632.325371 ∣ critic_nllloss : 25810.744727 ∣ critic_ganloss : -432.662466 ∣ generator_nllloss : 5153.545898 ∣ generator_ganloss : 804.856787 ∣  [  std_z : 0.99  real_sub_fake : 1462.54 ]
[  epoch 0011/0040] 3830/4800, lr:5.0e-05 ∣ avg_100 : 31631.460294 ∣ critic_nllloss : 25830.086328 ∣ critic_ganloss : -409.342572 ∣ generator_nllloss : 5279.881055 ∣ generator_ganloss : 786.114233 ∣  [  std_z : 1.00  real_sub_fake : 1646.39 ]
[  epoch 0011/0040] 3840/4800, lr:5.0e-05 ∣ avg_100 : 31624.216006 ∣ critic_nllloss : 25838.282031 ∣ critic_ganloss : -532.639777 ∣ generator_nllloss : 5071.511719 ∣ generator_ganloss : 797.146582 ∣  [  std_z : 1.01  real_sub_fake : 2011.62 ]
[  epoch 0011/0040] 3850/4800, lr:5.0e-05 ∣ avg_100 : 31620.740948 ∣ critic_nllloss : 26042.493555 ∣ critic_ganloss : -428.677087 ∣ generator_nllloss : 5199.710352 ∣ generator_ganloss : 778.841064 ∣  [  std_z : 1.00  real_sub_fake : 2043.06 ]
[  epoch 0011/0040] 3860/4800, lr:5.0e-05 ∣ avg_100 : 31620.425574 ∣ critic_nllloss : 25948.367188 ∣ critic_ganloss : -379.519696 ∣ generator_nllloss : 5105.575391 ∣ generator_ganloss : 814.446582 ∣  [  std_z : 0.99  real_sub_fake : 1334.43 ]
[  epoch 0011/0040] 3870/4800, lr:5.0e-05 ∣ avg_100 : 31618.633734 ∣ critic_nllloss : 25805.453711 ∣ critic_ganloss : -327.788892 ∣ generator_nllloss : 5185.852148 ∣ generator_ganloss : 786.303345 ∣  [  std_z : 0.99  real_sub_fake : 1233.14 ]
[  epoch 0011/0040] 3880/4800, lr:5.0e-05 ∣ avg_100 : 31619.182321 ∣ critic_nllloss : 26150.769336 ∣ critic_ganloss : -462.094839 ∣ generator_nllloss : 5114.698633 ∣ generator_ganloss : 800.634033 ∣  [  std_z : 0.99  real_sub_fake : 1499.89 ]
[  epoch 0011/0040] 3890/4800, lr:5.0e-05 ∣ avg_100 : 31618.285360 ∣ critic_nllloss : 25845.804688 ∣ critic_ganloss : -481.393839 ∣ generator_nllloss : 5166.743164 ∣ generator_ganloss : 807.711035 ∣  [  std_z : 1.00  real_sub_fake : 1668.32 ]
[  epoch 0011/0040] 3900/4800, lr:5.0e-05 ∣ avg_100 : 31612.618044 ∣ critic_nllloss : 25690.812305 ∣ critic_ganloss : -411.882224 ∣ generator_nllloss : 5125.429883 ∣ generator_ganloss : 830.297900 ∣  [  std_z : 1.00  real_sub_fake : 1794.16 ]
[  epoch 0011/0040] 3910/4800, lr:5.0e-05 ∣ avg_100 : 31609.822081 ∣ critic_nllloss : 25821.463672 ∣ critic_ganloss : -344.668152 ∣ generator_nllloss : 5225.447266 ∣ generator_ganloss : 847.021191 ∣  [  std_z : 0.99  real_sub_fake : 1617.03 ]
[  epoch 0011/0040] 3920/4800, lr:5.0e-05 ∣ avg_100 : 31612.174607 ∣ critic_nllloss : 25863.667187 ∣ critic_ganloss : -302.345724 ∣ generator_nllloss : 5200.794922 ∣ generator_ganloss : 856.791504 ∣  [  std_z : 0.99  real_sub_fake : 1171.37 ]
[  epoch 0011/0040] 3930/4800, lr:5.0e-05 ∣ avg_100 : 31609.800942 ∣ critic_nllloss : 25916.097852 ∣ critic_ganloss : -453.644104 ∣ generator_nllloss : 5142.041406 ∣ generator_ganloss : 814.669751 ∣  [  std_z : 0.99  real_sub_fake : 1381.43 ]
[  epoch 0011/0040] 3940/4800, lr:5.0e-05 ∣ avg_100 : 31609.357874 ∣ critic_nllloss : 25729.855469 ∣ critic_ganloss : -388.369034 ∣ generator_nllloss : 5128.893359 ∣ generator_ganloss : 813.080322 ∣  [  std_z : 1.00  real_sub_fake : 1593.88 ]
[  epoch 0011/0040] 3950/4800, lr:5.0e-05 ∣ avg_100 : 31602.930530 ∣ critic_nllloss : 25814.879492 ∣ critic_ganloss : -491.362836 ∣ generator_nllloss : 5200.614453 ∣ generator_ganloss : 820.564355 ∣  [  std_z : 0.99  real_sub_fake : 1856.34 ]
[  epoch 0011/0040] 3960/4800, lr:5.0e-05 ∣ avg_100 : 31603.556181 ∣ critic_nllloss : 26022.504688 ∣ critic_ganloss : -454.266113 ∣ generator_nllloss : 5232.973633 ∣ generator_ganloss : 863.569580 ∣  [  std_z : 0.99  real_sub_fake : 1670.98 ]
[  epoch 0011/0040] 3970/4800, lr:5.0e-05 ∣ avg_100 : 31605.523344 ∣ critic_nllloss : 26079.322461 ∣ critic_ganloss : -442.520294 ∣ generator_nllloss : 5207.907812 ∣ generator_ganloss : 843.727734 ∣  [  std_z : 1.00  real_sub_fake : 1647.86 ]
[  epoch 0011/0040] 3980/4800, lr:5.0e-05 ∣ avg_100 : 31603.954189 ∣ critic_nllloss : 25844.264258 ∣ critic_ganloss : -380.958478 ∣ generator_nllloss : 5173.261719 ∣ generator_ganloss : 823.620410 ∣  [  std_z : 1.01  real_sub_fake : 1708.65 ]
[  epoch 0011/0040] 3990/4800, lr:5.0e-05 ∣ avg_100 : 31605.632875 ∣ critic_nllloss : 26022.648438 ∣ critic_ganloss : -463.488016 ∣ generator_nllloss : 5256.003516 ∣ generator_ganloss : 850.312744 ∣  [  std_z : 0.99  real_sub_fake : 1677.85 ]
[  epoch 0011/0040] 4000/4800, lr:5.0e-05 ∣ avg_100 : 31604.137580 ∣ critic_nllloss : 26019.277148 ∣ critic_ganloss : -482.014081 ∣ generator_nllloss : 5234.753125 ∣ generator_ganloss : 836.552661 ∣  [  std_z : 0.98  real_sub_fake : 1651.79 ]
[  epoch 0011/0040] 4010/4800, lr:5.0e-05 ∣ avg_100 : 31605.302204 ∣ critic_nllloss : 25903.425391 ∣ critic_ganloss : -323.172595 ∣ generator_nllloss : 5169.682227 ∣ generator_ganloss : 828.170117 ∣  [  std_z : 0.99  real_sub_fake : 1649.19 ]
[  epoch 0011/0040] 4020/4800, lr:5.0e-05 ∣ avg_100 : 31601.925793 ∣ critic_nllloss : 25838.361133 ∣ critic_ganloss : -422.323828 ∣ generator_nllloss : 5168.205664 ∣ generator_ganloss : 776.251172 ∣  [  std_z : 1.00  real_sub_fake : 1406.84 ]
[  epoch 0011/0040] 4030/4800, lr:5.0e-05 ∣ avg_100 : 31597.974653 ∣ critic_nllloss : 25940.114844 ∣ critic_ganloss : -421.785760 ∣ generator_nllloss : 5140.838867 ∣ generator_ganloss : 781.728076 ∣  [  std_z : 1.00  real_sub_fake : 1750.24 ]
[  epoch 0011/0040] 4040/4800, lr:5.0e-05 ∣ avg_100 : 31596.810475 ∣ critic_nllloss : 25912.579297 ∣ critic_ganloss : -368.192697 ∣ generator_nllloss : 5264.934961 ∣ generator_ganloss : 780.786035 ∣  [  std_z : 0.99  real_sub_fake : 1476.53 ]
[  epoch 0011/0040] 4050/4800, lr:5.0e-05 ∣ avg_100 : 31594.659385 ∣ critic_nllloss : 25699.835352 ∣ critic_ganloss : -322.939990 ∣ generator_nllloss : 5084.176953 ∣ generator_ganloss : 758.121729 ∣  [  std_z : 0.98  real_sub_fake : 1387.67 ]
[  epoch 0011/0040] 4060/4800, lr:5.0e-05 ∣ avg_100 : 31593.733748 ∣ critic_nllloss : 26010.843164 ∣ critic_ganloss : -394.351584 ∣ generator_nllloss : 5153.391602 ∣ generator_ganloss : 771.347437 ∣  [  std_z : 0.99  real_sub_fake : 1323.51 ]
[  epoch 0011/0040] 4070/4800, lr:5.0e-05 ∣ avg_100 : 31590.586050 ∣ critic_nllloss : 25890.812891 ∣ critic_ganloss : -401.831912 ∣ generator_nllloss : 5190.684766 ∣ generator_ganloss : 760.350171 ∣  [  std_z : 1.00  real_sub_fake : 1421.06 ]
[  epoch 0011/0040] 4080/4800, lr:5.0e-05 ∣ avg_100 : 31584.161208 ∣ critic_nllloss : 25827.735156 ∣ critic_ganloss : -583.119489 ∣ generator_nllloss : 5137.067187 ∣ generator_ganloss : 769.623755 ∣  [  std_z : 1.00  real_sub_fake : 1776.97 ]
[  epoch 0011/0040] 4090/4800, lr:5.0e-05 ∣ avg_100 : 31585.134995 ∣ critic_nllloss : 25944.325000 ∣ critic_ganloss : -450.275946 ∣ generator_nllloss : 5295.267969 ∣ generator_ganloss : 839.192090 ∣  [  std_z : 1.00  real_sub_fake : 1946.21 ]
[  epoch 0011/0040] 4100/4800, lr:5.0e-05 ∣ avg_100 : 31581.742463 ∣ critic_nllloss : 25706.722656 ∣ critic_ganloss : -432.969577 ∣ generator_nllloss : 5281.919922 ∣ generator_ganloss : 820.012988 ∣  [  std_z : 0.98  real_sub_fake : 1944.97 ]
[  epoch 0011/0040] 4110/4800, lr:5.0e-05 ∣ avg_100 : 31581.570017 ∣ critic_nllloss : 25829.637109 ∣ critic_ganloss : -390.934338 ∣ generator_nllloss : 5188.525000 ∣ generator_ganloss : 867.549805 ∣  [  std_z : 0.98  real_sub_fake : 1442.98 ]
[  epoch 0011/0040] 4120/4800, lr:5.0e-05 ∣ avg_100 : 31580.890435 ∣ critic_nllloss : 25964.896289 ∣ critic_ganloss : -357.622501 ∣ generator_nllloss : 5089.694531 ∣ generator_ganloss : 878.422705 ∣  [  std_z : 1.00  real_sub_fake : 1419.03 ]
[  epoch 0011/0040] 4130/4800, lr:5.0e-05 ∣ avg_100 : 31581.997700 ∣ critic_nllloss : 25920.610547 ∣ critic_ganloss : -372.379095 ∣ generator_nllloss : 5215.382812 ∣ generator_ganloss : 854.734033 ∣  [  std_z : 1.00  real_sub_fake : 1467.45 ]
[  epoch 0011/0040] 4140/4800, lr:5.0e-05 ∣ avg_100 : 31579.969794 ∣ critic_nllloss : 25811.676758 ∣ critic_ganloss : -361.095126 ∣ generator_nllloss : 5266.507227 ∣ generator_ganloss : 854.021680 ∣  [  std_z : 1.00  real_sub_fake : 1289.10 ]
[  epoch 0011/0040] 4150/4800, lr:5.0e-05 ∣ avg_100 : 31575.644621 ∣ critic_nllloss : 25900.296484 ∣ critic_ganloss : -384.649121 ∣ generator_nllloss : 5108.942187 ∣ generator_ganloss : 830.045410 ∣  [  std_z : 0.99  real_sub_fake : 1453.58 ]
[  epoch 0011/0040] 4160/4800, lr:5.0e-05 ∣ avg_100 : 31572.890213 ∣ critic_nllloss : 25681.611133 ∣ critic_ganloss : -435.117407 ∣ generator_nllloss : 5186.603320 ∣ generator_ganloss : 832.214844 ∣  [  std_z : 0.99  real_sub_fake : 1613.84 ]
[  epoch 0011/0040] 4170/4800, lr:5.0e-05 ∣ avg_100 : 31570.186815 ∣ critic_nllloss : 25940.635742 ∣ critic_ganloss : -375.225671 ∣ generator_nllloss : 5211.240234 ∣ generator_ganloss : 839.896484 ∣  [  std_z : 0.99  real_sub_fake : 1608.21 ]
[  epoch 0011/0040] 4180/4800, lr:5.0e-05 ∣ avg_100 : 31566.822537 ∣ critic_nllloss : 25855.105859 ∣ critic_ganloss : -389.794470 ∣ generator_nllloss : 5183.067383 ∣ generator_ganloss : 817.060327 ∣  [  std_z : 0.99  real_sub_fake : 1397.71 ]
[  epoch 0011/0040] 4190/4800, lr:5.0e-05 ∣ avg_100 : 31565.933129 ∣ critic_nllloss : 25929.004297 ∣ critic_ganloss : -390.196335 ∣ generator_nllloss : 5173.560547 ∣ generator_ganloss : 779.328296 ∣  [  std_z : 0.99  real_sub_fake : 1396.94 ]
[  epoch 0011/0040] 4200/4800, lr:5.0e-05 ∣ avg_100 : 31564.513781 ∣ critic_nllloss : 25713.682617 ∣ critic_ganloss : -402.637936 ∣ generator_nllloss : 5160.186914 ∣ generator_ganloss : 807.861597 ∣  [  std_z : 0.99  real_sub_fake : 1523.76 ]
[  epoch 0011/0040] 4210/4800, lr:5.0e-05 ∣ avg_100 : 31560.859638 ∣ critic_nllloss : 25875.135742 ∣ critic_ganloss : -541.798776 ∣ generator_nllloss : 5181.331055 ∣ generator_ganloss : 803.259717 ∣  [  std_z : 0.99  real_sub_fake : 1793.67 ]
[  epoch 0011/0040] 4220/4800, lr:5.0e-05 ∣ avg_100 : 31563.200083 ∣ critic_nllloss : 25990.451953 ∣ critic_ganloss : -439.369580 ∣ generator_nllloss : 5175.225000 ∣ generator_ganloss : 828.483569 ∣  [  std_z : 0.99  real_sub_fake : 2031.96 ]
[  epoch 0011/0040] 4230/4800, lr:5.0e-05 ∣ avg_100 : 31557.541412 ∣ critic_nllloss : 25855.941992 ∣ critic_ganloss : -495.554578 ∣ generator_nllloss : 5167.532812 ∣ generator_ganloss : 804.337085 ∣  [  std_z : 0.99  real_sub_fake : 1769.76 ]
[  epoch 0011/0040] 4240/4800, lr:5.0e-05 ∣ avg_100 : 31552.124645 ∣ critic_nllloss : 25717.731836 ∣ critic_ganloss : -463.132584 ∣ generator_nllloss : 5137.153125 ∣ generator_ganloss : 835.222998 ∣  [  std_z : 0.99  real_sub_fake : 1654.83 ]
[  epoch 0011/0040] 4250/4800, lr:5.0e-05 ∣ avg_100 : 31548.839897 ∣ critic_nllloss : 26019.000977 ∣ critic_ganloss : -489.194714 ∣ generator_nllloss : 5076.724219 ∣ generator_ganloss : 840.192188 ∣  [  std_z : 0.99  real_sub_fake : 1865.64 ]
[  epoch 0011/0040] 4260/4800, lr:5.0e-05 ∣ avg_100 : 31546.558313 ∣ critic_nllloss : 25722.157422 ∣ critic_ganloss : -395.176959 ∣ generator_nllloss : 5165.083594 ∣ generator_ganloss : 812.259253 ∣  [  std_z : 0.98  real_sub_fake : 1824.82 ]
[  epoch 0011/0040] 4270/4800, lr:5.0e-05 ∣ avg_100 : 31546.002965 ∣ critic_nllloss : 26020.526367 ∣ critic_ganloss : -413.365027 ∣ generator_nllloss : 5121.993555 ∣ generator_ganloss : 838.544043 ∣  [  std_z : 1.00  real_sub_fake : 1521.90 ]
[  epoch 0011/0040] 4280/4800, lr:5.0e-05 ∣ avg_100 : 31540.642567 ∣ critic_nllloss : 25651.451953 ∣ critic_ganloss : -491.208969 ∣ generator_nllloss : 5103.312695 ∣ generator_ganloss : 821.099023 ∣  [  std_z : 1.00  real_sub_fake : 1656.02 ]
[  epoch 0011/0040] 4290/4800, lr:5.0e-05 ∣ avg_100 : 31540.487173 ∣ critic_nllloss : 25967.463281 ∣ critic_ganloss : -432.985309 ∣ generator_nllloss : 5066.043555 ∣ generator_ganloss : 845.995068 ∣  [  std_z : 1.00  real_sub_fake : 1722.43 ]
[  epoch 0011/0040] 4300/4800, lr:5.0e-05 ∣ avg_100 : 31536.121570 ∣ critic_nllloss : 25993.001172 ∣ critic_ganloss : -489.012073 ∣ generator_nllloss : 5197.607813 ∣ generator_ganloss : 818.515625 ∣  [  std_z : 0.99  real_sub_fake : 2030.26 ]
[  epoch 0011/0040] 4310/4800, lr:5.0e-05 ∣ avg_100 : 31537.873054 ∣ critic_nllloss : 26128.365430 ∣ critic_ganloss : -447.997958 ∣ generator_nllloss : 5212.122461 ∣ generator_ganloss : 875.589941 ∣  [  std_z : 0.98  real_sub_fake : 1587.42 ]
[  epoch 0011/0040] 4320/4800, lr:5.0e-05 ∣ avg_100 : 31536.364081 ∣ critic_nllloss : 26070.867773 ∣ critic_ganloss : -381.161502 ∣ generator_nllloss : 5139.822656 ∣ generator_ganloss : 849.740918 ∣  [  std_z : 0.99  real_sub_fake : 1689.89 ]
[  epoch 0011/0040] 4330/4800, lr:5.0e-05 ∣ avg_100 : 31539.376101 ∣ critic_nllloss : 26159.808398 ∣ critic_ganloss : -446.943884 ∣ generator_nllloss : 5316.706445 ∣ generator_ganloss : 841.349219 ∣  [  std_z : 1.01  real_sub_fake : 1446.23 ]
[  epoch 0011/0040] 4340/4800, lr:5.0e-05 ∣ avg_100 : 31538.455898 ∣ critic_nllloss : 26029.570508 ∣ critic_ganloss : -433.770377 ∣ generator_nllloss : 5170.579297 ∣ generator_ganloss : 812.999780 ∣  [  std_z : 1.01  real_sub_fake : 1599.21 ]
[  epoch 0011/0040] 4350/4800, lr:5.0e-05 ∣ avg_100 : 31535.001668 ∣ critic_nllloss : 25934.046289 ∣ critic_ganloss : -391.589655 ∣ generator_nllloss : 5250.779102 ∣ generator_ganloss : 797.450977 ∣  [  std_z : 0.99  real_sub_fake : 1598.16 ]
[  epoch 0011/0040] 4360/4800, lr:5.0e-05 ∣ avg_100 : 31532.753215 ∣ critic_nllloss : 25933.246875 ∣ critic_ganloss : -357.640839 ∣ generator_nllloss : 5219.609375 ∣ generator_ganloss : 796.230347 ∣  [  std_z : 0.98  real_sub_fake : 1423.45 ]
[  epoch 0011/0040] 4370/4800, lr:5.0e-05 ∣ avg_100 : 31531.415219 ∣ critic_nllloss : 25884.672852 ∣ critic_ganloss : -322.748911 ∣ generator_nllloss : 5166.742383 ∣ generator_ganloss : 824.690674 ∣  [  std_z : 0.99  real_sub_fake : 1262.27 ]
[  epoch 0011/0040] 4380/4800, lr:5.0e-05 ∣ avg_100 : 31527.634875 ∣ critic_nllloss : 25831.579688 ∣ critic_ganloss : -378.677475 ∣ generator_nllloss : 5155.784180 ∣ generator_ganloss : 778.723755 ∣  [  std_z : 1.00  real_sub_fake : 1356.77 ]
[  epoch 0011/0040] 4390/4800, lr:5.0e-05 ∣ avg_100 : 31526.921131 ∣ critic_nllloss : 25980.157422 ∣ critic_ganloss : -293.224619 ∣ generator_nllloss : 5124.275391 ∣ generator_ganloss : 801.596411 ∣  [  std_z : 1.00  real_sub_fake : 1458.54 ]
[  epoch 0011/0040] 4400/4800, lr:5.0e-05 ∣ avg_100 : 31525.305080 ∣ critic_nllloss : 25943.850977 ∣ critic_ganloss : -468.119354 ∣ generator_nllloss : 5188.203906 ∣ generator_ganloss : 754.041504 ∣  [  std_z : 1.00  real_sub_fake : 1387.08 ]
[  epoch 0011/0040] 4410/4800, lr:5.0e-05 ∣ avg_100 : 31525.026323 ∣ critic_nllloss : 26046.338477 ∣ critic_ganloss : -419.401483 ∣ generator_nllloss : 5189.430469 ∣ generator_ganloss : 757.967480 ∣  [  std_z : 0.99  real_sub_fake : 1696.39 ]
[  epoch 0011/0040] 4420/4800, lr:5.0e-05 ∣ avg_100 : 31521.331112 ∣ critic_nllloss : 25909.771680 ∣ critic_ganloss : -402.474451 ∣ generator_nllloss : 5148.429102 ∣ generator_ganloss : 771.813623 ∣  [  std_z : 0.99  real_sub_fake : 1722.73 ]
[  epoch 0011/0040] 4430/4800, lr:5.0e-05 ∣ avg_100 : 31520.380866 ∣ critic_nllloss : 26170.591992 ∣ critic_ganloss : -483.153043 ∣ generator_nllloss : 5107.406250 ∣ generator_ganloss : 760.667554 ∣  [  std_z : 0.99  real_sub_fake : 1584.55 ]
[  epoch 0011/0040] 4440/4800, lr:5.0e-05 ∣ avg_100 : 31517.147713 ∣ critic_nllloss : 25794.183398 ∣ critic_ganloss : -329.298755 ∣ generator_nllloss : 5146.313281 ∣ generator_ganloss : 770.740796 ∣  [  std_z : 0.99  real_sub_fake : 1528.88 ]
[  epoch 0011/0040] 4450/4800, lr:5.0e-05 ∣ avg_100 : 31513.916983 ∣ critic_nllloss : 25922.353320 ∣ critic_ganloss : -564.334647 ∣ generator_nllloss : 5205.742188 ∣ generator_ganloss : 790.226660 ∣  [  std_z : 1.00  real_sub_fake : 1775.65 ]
[  epoch 0011/0040] 4460/4800, lr:5.0e-05 ∣ avg_100 : 31512.564008 ∣ critic_nllloss : 25933.579102 ∣ critic_ganloss : -441.496155 ∣ generator_nllloss : 5135.647266 ∣ generator_ganloss : 800.259033 ∣  [  std_z : 0.99  real_sub_fake : 1893.06 ]
[  epoch 0011/0040] 4470/4800, lr:5.0e-05 ∣ avg_100 : 31511.049932 ∣ critic_nllloss : 25905.411328 ∣ critic_ganloss : -355.318860 ∣ generator_nllloss : 5133.603906 ∣ generator_ganloss : 808.209106 ∣  [  std_z : 0.99  real_sub_fake : 1484.14 ]
[  epoch 0011/0040] 4480/4800, lr:5.0e-05 ∣ avg_100 : 31511.367143 ∣ critic_nllloss : 26049.411523 ∣ critic_ganloss : -450.446112 ∣ generator_nllloss : 5191.191016 ∣ generator_ganloss : 791.258643 ∣  [  std_z : 0.99  real_sub_fake : 1484.45 ]
[  epoch 0011/0040] 4490/4800, lr:5.0e-05 ∣ avg_100 : 31514.939985 ∣ critic_nllloss : 26095.297852 ∣ critic_ganloss : -594.574747 ∣ generator_nllloss : 5168.435547 ∣ generator_ganloss : 781.075244 ∣  [  std_z : 0.99  real_sub_fake : 1961.47 ]
[  epoch 0011/0040] 4500/4800, lr:5.0e-05 ∣ avg_100 : 31512.901176 ∣ critic_nllloss : 25969.025195 ∣ critic_ganloss : -400.037018 ∣ generator_nllloss : 5122.290039 ∣ generator_ganloss : 824.378613 ∣  [  std_z : 1.00  real_sub_fake : 2061.35 ]
[  epoch 0011/0040] 4510/4800, lr:5.0e-05 ∣ avg_100 : 31508.630135 ∣ critic_nllloss : 25928.457813 ∣ critic_ganloss : -401.919125 ∣ generator_nllloss : 5182.754297 ∣ generator_ganloss : 808.991357 ∣  [  std_z : 1.01  real_sub_fake : 1521.63 ]
[  epoch 0011/0040] 4520/4800, lr:5.0e-05 ∣ avg_100 : 31504.510347 ∣ critic_nllloss : 25861.709180 ∣ critic_ganloss : -407.592886 ∣ generator_nllloss : 5124.414062 ∣ generator_ganloss : 804.930273 ∣  [  std_z : 1.00  real_sub_fake : 1340.70 ]
[  epoch 0011/0040] 4530/4800, lr:5.0e-05 ∣ avg_100 : 31500.566368 ∣ critic_nllloss : 26015.024219 ∣ critic_ganloss : -472.466974 ∣ generator_nllloss : 5103.947461 ∣ generator_ganloss : 784.216992 ∣  [  std_z : 0.99  real_sub_fake : 1757.44 ]
[  epoch 0011/0040] 4540/4800, lr:5.0e-05 ∣ avg_100 : 31498.257623 ∣ critic_nllloss : 25879.484961 ∣ critic_ganloss : -379.385150 ∣ generator_nllloss : 5176.839258 ∣ generator_ganloss : 755.468896 ∣  [  std_z : 0.98  real_sub_fake : 1782.59 ]
[  epoch 0011/0040] 4550/4800, lr:5.0e-05 ∣ avg_100 : 31493.818458 ∣ critic_nllloss : 25795.708398 ∣ critic_ganloss : -223.457037 ∣ generator_nllloss : 5142.954492 ∣ generator_ganloss : 657.857666 ∣  [  std_z : 0.98  real_sub_fake : 1296.04 ]
[  epoch 0011/0040] 4560/4800, lr:5.0e-05 ∣ avg_100 : 31495.184135 ∣ critic_nllloss : 25963.172461 ∣ critic_ganloss : -213.907430 ∣ generator_nllloss : 5180.134375 ∣ generator_ganloss : 698.579980 ∣  [  std_z : 1.00  real_sub_fake : 806.16 ]
[  epoch 0011/0040] 4570/4800, lr:5.0e-05 ∣ avg_100 : 31495.591010 ∣ critic_nllloss : 25978.540820 ∣ critic_ganloss : -192.442741 ∣ generator_nllloss : 5225.780273 ∣ generator_ganloss : 691.400415 ∣  [  std_z : 1.00  real_sub_fake : 684.39 ]
[  epoch 0011/0040] 4580/4800, lr:5.0e-05 ∣ avg_100 : 31493.772532 ∣ critic_nllloss : 26086.600586 ∣ critic_ganloss : -235.608510 ∣ generator_nllloss : 5186.660742 ∣ generator_ganloss : 681.703662 ∣  [  std_z : 0.99  real_sub_fake : 811.12 ]
[  epoch 0011/0040] 4590/4800, lr:5.0e-05 ∣ avg_100 : 31496.796286 ∣ critic_nllloss : 26096.044531 ∣ critic_ganloss : -299.965508 ∣ generator_nllloss : 5227.477148 ∣ generator_ganloss : 691.261938 ∣  [  std_z : 0.99  real_sub_fake : 1018.15 ]
[  epoch 0011/0040] 4600/4800, lr:5.0e-05 ∣ avg_100 : 31495.299307 ∣ critic_nllloss : 25643.190625 ∣ critic_ganloss : -397.850003 ∣ generator_nllloss : 5115.190234 ∣ generator_ganloss : 725.069922 ∣  [  std_z : 0.99  real_sub_fake : 1241.86 ]
[  epoch 0011/0040] 4610/4800, lr:5.0e-05 ∣ avg_100 : 31489.071438 ∣ critic_nllloss : 25772.035742 ∣ critic_ganloss : -496.460242 ∣ generator_nllloss : 5043.407422 ∣ generator_ganloss : 742.592090 ∣  [  std_z : 0.99  real_sub_fake : 1505.29 ]
[  epoch 0011/0040] 4620/4800, lr:5.0e-05 ∣ avg_100 : 31485.702928 ∣ critic_nllloss : 25929.081250 ∣ critic_ganloss : -470.247861 ∣ generator_nllloss : 5227.758203 ∣ generator_ganloss : 756.538867 ∣  [  std_z : 1.00  real_sub_fake : 2115.11 ]
[  epoch 0011/0040] 4630/4800, lr:5.0e-05 ∣ avg_100 : 31485.516649 ∣ critic_nllloss : 25927.910352 ∣ critic_ganloss : -493.079401 ∣ generator_nllloss : 5233.785547 ∣ generator_ganloss : 769.998657 ∣  [  std_z : 1.00  real_sub_fake : 1835.48 ]
[  epoch 0011/0040] 4640/4800, lr:5.0e-05 ∣ avg_100 : 31485.263162 ∣ critic_nllloss : 26007.384961 ∣ critic_ganloss : -505.321469 ∣ generator_nllloss : 5263.991797 ∣ generator_ganloss : 784.726245 ∣  [  std_z : 0.99  real_sub_fake : 1717.74 ]
[  epoch 0011/0040] 4650/4800, lr:5.0e-05 ∣ avg_100 : 31484.171453 ∣ critic_nllloss : 25904.178711 ∣ critic_ganloss : -444.282892 ∣ generator_nllloss : 5142.997852 ∣ generator_ganloss : 761.089502 ∣  [  std_z : 0.99  real_sub_fake : 1631.55 ]
[  epoch 0011/0040] 4660/4800, lr:5.0e-05 ∣ avg_100 : 31480.896005 ∣ critic_nllloss : 25828.978320 ∣ critic_ganloss : -362.660495 ∣ generator_nllloss : 5173.075781 ∣ generator_ganloss : 719.213281 ∣  [  std_z : 0.99  real_sub_fake : 1588.97 ]
[  epoch 0011/0040] 4670/4800, lr:5.0e-05 ∣ avg_100 : 31479.324294 ∣ critic_nllloss : 25916.844531 ∣ critic_ganloss : -341.516986 ∣ generator_nllloss : 5211.413477 ∣ generator_ganloss : 702.995703 ∣  [  std_z : 1.00  real_sub_fake : 1455.01 ]
[  epoch 0011/0040] 4680/4800, lr:5.0e-05 ∣ avg_100 : 31476.755691 ∣ critic_nllloss : 25805.763086 ∣ critic_ganloss : -435.329993 ∣ generator_nllloss : 5239.632227 ∣ generator_ganloss : 710.313477 ∣  [  std_z : 1.00  real_sub_fake : 1419.00 ]
[  epoch 0011/0040] 4690/4800, lr:5.0e-05 ∣ avg_100 : 31476.947223 ∣ critic_nllloss : 26077.943945 ∣ critic_ganloss : -443.147433 ∣ generator_nllloss : 5157.008008 ∣ generator_ganloss : 710.731494 ∣  [  std_z : 0.99  real_sub_fake : 1605.76 ]
[  epoch 0011/0040] 4700/4800, lr:5.0e-05 ∣ avg_100 : 31475.292552 ∣ critic_nllloss : 26032.342187 ∣ critic_ganloss : -658.651743 ∣ generator_nllloss : 5204.007422 ∣ generator_ganloss : 722.210034 ∣  [  std_z : 0.99  real_sub_fake : 2092.61 ]
[  epoch 0011/0040] 4710/4800, lr:5.0e-05 ∣ avg_100 : 31472.711761 ∣ critic_nllloss : 25827.526367 ∣ critic_ganloss : -415.826514 ∣ generator_nllloss : 5130.485156 ∣ generator_ganloss : 775.030322 ∣  [  std_z : 0.99  real_sub_fake : 2136.33 ]
[  epoch 0011/0040] 4720/4800, lr:5.0e-05 ∣ avg_100 : 31468.899541 ∣ critic_nllloss : 25729.456836 ∣ critic_ganloss : -457.806982 ∣ generator_nllloss : 5165.094141 ∣ generator_ganloss : 698.501514 ∣  [  std_z : 0.99  real_sub_fake : 1769.80 ]
[  epoch 0011/0040] 4730/4800, lr:5.0e-05 ∣ avg_100 : 31460.451667 ∣ critic_nllloss : 25680.255664 ∣ critic_ganloss : -410.945636 ∣ generator_nllloss : 5145.026758 ∣ generator_ganloss : 655.303271 ∣  [  std_z : 1.00  real_sub_fake : 1793.87 ]
[  epoch 0011/0040] 4740/4800, lr:5.0e-05 ∣ avg_100 : 31458.642546 ∣ critic_nllloss : 26082.447656 ∣ critic_ganloss : -377.841510 ∣ generator_nllloss : 5225.627344 ∣ generator_ganloss : 657.440723 ∣  [  std_z : 1.00  real_sub_fake : 1561.65 ]
[  epoch 0011/0040] 4750/4800, lr:5.0e-05 ∣ avg_100 : 31459.252358 ∣ critic_nllloss : 25956.361133 ∣ critic_ganloss : -436.343491 ∣ generator_nllloss : 5280.401953 ∣ generator_ganloss : 629.732861 ∣  [  std_z : 1.00  real_sub_fake : 1361.00 ]
[  epoch 0011/0040] 4760/4800, lr:5.0e-05 ∣ avg_100 : 31456.283749 ∣ critic_nllloss : 25947.021484 ∣ critic_ganloss : -519.259875 ∣ generator_nllloss : 5055.833008 ∣ generator_ganloss : 668.814819 ∣  [  std_z : 0.99  real_sub_fake : 1720.96 ]
[  epoch 0011/0040] 4770/4800, lr:5.0e-05 ∣ avg_100 : 31456.210630 ∣ critic_nllloss : 26042.862500 ∣ critic_ganloss : -412.364142 ∣ generator_nllloss : 5199.641406 ∣ generator_ganloss : 741.761279 ∣  [  std_z : 0.98  real_sub_fake : 1845.63 ]
[  epoch 0011/0040] 4780/4800, lr:5.0e-05 ∣ avg_100 : 31457.510855 ∣ critic_nllloss : 26074.803516 ∣ critic_ganloss : -404.426257 ∣ generator_nllloss : 5203.841406 ∣ generator_ganloss : 719.891724 ∣  [  std_z : 0.98  real_sub_fake : 1741.35 ]
[  epoch 0011/0040] 4790/4800, lr:5.0e-05 ∣ avg_100 : 31457.475546 ∣ critic_nllloss : 25982.630469 ∣ critic_ganloss : -340.162653 ∣ generator_nllloss : 5086.338672 ∣ generator_ganloss : 674.690112 ∣  [  std_z : 1.00  real_sub_fake : 1379.83 ]
[  epoch 0011/0040] 4800/4800, lr:5.0e-05 ∣ avg_100 : 31457.762642 ∣ critic_nllloss : 26038.138086 ∣ critic_ganloss : -431.850836 ∣ generator_nllloss : 5179.210938 ∣ generator_ganloss : 692.316333 ∣  [  std_z : 1.01  real_sub_fake : 1396.68 ]
[    val 011    ] Done! KLD: 0.038765: 0.0503844:35, total: 1 day, 3:27:41                  
[  epoch 0012/0040] 0010/4800, lr:5.0e-05 ∣ avg_100 : 31454.889724 ∣ critic_nllloss : 25706.615430 ∣ critic_ganloss : -398.971832 ∣ generator_nllloss : 5121.867773 ∣ generator_ganloss : 720.800317 ∣  [  std_z : 1.00  real_sub_fake : 1516.30 ]
[  epoch 0012/0040] 0020/4800, lr:5.0e-05 ∣ avg_100 : 31457.548747 ∣ critic_nllloss : 26147.833398 ∣ critic_ganloss : -497.270032 ∣ generator_nllloss : 5216.211523 ∣ generator_ganloss : 735.612354 ∣  [  std_z : 0.99  real_sub_fake : 1746.59 ]
[  epoch 0012/0040] 0030/4800, lr:5.0e-05 ∣ avg_100 : 31458.832700 ∣ critic_nllloss : 26060.328906 ∣ critic_ganloss : -447.041919 ∣ generator_nllloss : 5245.566797 ∣ generator_ganloss : 756.280566 ∣  [  std_z : 0.98  real_sub_fake : 1664.54 ]
[  epoch 0012/0040] 0040/4800, lr:5.0e-05 ∣ avg_100 : 31461.615133 ∣ critic_nllloss : 25999.900977 ∣ critic_ganloss : -469.739743 ∣ generator_nllloss : 5180.323828 ∣ generator_ganloss : 742.058765 ∣  [  std_z : 0.99  real_sub_fake : 1843.18 ]
[  epoch 0012/0040] 0050/4800, lr:5.0e-05 ∣ avg_100 : 31461.150240 ∣ critic_nllloss : 25954.339453 ∣ critic_ganloss : -442.478168 ∣ generator_nllloss : 5263.779688 ∣ generator_ganloss : 770.237671 ∣  [  std_z : 1.00  real_sub_fake : 1749.38 ]
[  epoch 0012/0040] 0060/4800, lr:5.0e-05 ∣ avg_100 : 31459.567175 ∣ critic_nllloss : 25883.206055 ∣ critic_ganloss : -397.757251 ∣ generator_nllloss : 5108.243750 ∣ generator_ganloss : 736.870386 ∣  [  std_z : 1.00  real_sub_fake : 1639.55 ]
[  epoch 0012/0040] 0070/4800, lr:5.0e-05 ∣ avg_100 : 31458.281910 ∣ critic_nllloss : 25763.535742 ∣ critic_ganloss : -396.279196 ∣ generator_nllloss : 5184.925391 ∣ generator_ganloss : 769.111865 ∣  [  std_z : 1.00  real_sub_fake : 1393.19 ]
[  epoch 0012/0040] 0080/4800, lr:5.0e-05 ∣ avg_100 : 31459.132885 ∣ critic_nllloss : 26068.201172 ∣ critic_ganloss : -438.969382 ∣ generator_nllloss : 5295.064258 ∣ generator_ganloss : 764.808569 ∣  [  std_z : 0.99  real_sub_fake : 1610.63 ]
[  epoch 0012/0040] 0090/4800, lr:5.0e-05 ∣ avg_100 : 31458.506461 ∣ critic_nllloss : 25856.664453 ∣ critic_ganloss : -492.797070 ∣ generator_nllloss : 5124.403906 ∣ generator_ganloss : 787.951392 ∣  [  std_z : 0.98  real_sub_fake : 1714.96 ]
[  epoch 0012/0040] 0100/4800, lr:5.0e-05 ∣ avg_100 : 31461.708395 ∣ critic_nllloss : 25889.131445 ∣ critic_ganloss : -299.569858 ∣ generator_nllloss : 5188.234375 ∣ generator_ganloss : 777.055298 ∣  [  std_z : 0.99  real_sub_fake : 1781.79 ]
[  epoch 0012/0040] 0110/4800, lr:5.0e-05 ∣ avg_100 : 31460.650206 ∣ critic_nllloss : 25912.202344 ∣ critic_ganloss : -387.292534 ∣ generator_nllloss : 5134.337305 ∣ generator_ganloss : 784.197925 ∣  [  std_z : 1.00  real_sub_fake : 1150.02 ]
[  epoch 0012/0040] 0120/4800, lr:5.0e-05 ∣ avg_100 : 31456.120784 ∣ critic_nllloss : 25817.311133 ∣ critic_ganloss : -546.541531 ∣ generator_nllloss : 5150.219336 ∣ generator_ganloss : 744.976782 ∣  [  std_z : 1.01  real_sub_fake : 1656.32 ]
[  epoch 0012/0040] 0130/4800, lr:5.0e-05 ∣ avg_100 : 31456.898878 ∣ critic_nllloss : 25984.653125 ∣ critic_ganloss : -420.886966 ∣ generator_nllloss : 5180.635352 ∣ generator_ganloss : 752.572852 ∣  [  std_z : 0.99  real_sub_fake : 1955.77 ]
[  epoch 0012/0040] 0140/4800, lr:5.0e-05 ∣ avg_100 : 31457.112811 ∣ critic_nllloss : 25709.489648 ∣ critic_ganloss : -303.721478 ∣ generator_nllloss : 5137.885742 ∣ generator_ganloss : 761.199414 ∣  [  std_z : 0.99  real_sub_fake : 1559.80 ]
[  epoch 0012/0040] 0150/4800, lr:5.0e-05 ∣ avg_100 : 31457.803373 ∣ critic_nllloss : 25854.801563 ∣ critic_ganloss : -296.737885 ∣ generator_nllloss : 5183.415625 ∣ generator_ganloss : 672.272363 ∣  [  std_z : 0.99  real_sub_fake : 1337.19 ]
[  epoch 0012/0040] 0160/4800, lr:5.0e-05 ∣ avg_100 : 31456.161929 ∣ critic_nllloss : 25849.779102 ∣ critic_ganloss : -269.044092 ∣ generator_nllloss : 5212.618359 ∣ generator_ganloss : 707.284058 ∣  [  std_z : 1.00  real_sub_fake : 936.55 ]
[  epoch 0012/0040] 0170/4800, lr:5.0e-05 ∣ avg_100 : 31454.533294 ∣ critic_nllloss : 25864.484375 ∣ critic_ganloss : -278.275185 ∣ generator_nllloss : 5221.405664 ∣ generator_ganloss : 717.959326 ∣  [  std_z : 0.99  real_sub_fake : 953.77 ]
[  epoch 0012/0040] 0180/4800, lr:5.0e-05 ∣ avg_100 : 31452.741249 ∣ critic_nllloss : 25843.848242 ∣ critic_ganloss : -355.806152 ∣ generator_nllloss : 5081.618359 ∣ generator_ganloss : 711.322998 ∣  [  std_z : 0.98  real_sub_fake : 1112.96 ]
[  epoch 0012/0040] 0190/4800, lr:5.0e-05 ∣ avg_100 : 31450.479721 ∣ critic_nllloss : 26018.457031 ∣ critic_ganloss : -406.332364 ∣ generator_nllloss : 5123.722852 ∣ generator_ganloss : 703.476318 ∣  [  std_z : 0.99  real_sub_fake : 1360.65 ]
[  epoch 0012/0040] 0200/4800, lr:5.0e-05 ∣ avg_100 : 31448.102082 ∣ critic_nllloss : 25923.612305 ∣ critic_ganloss : -416.936050 ∣ generator_nllloss : 5131.062695 ∣ generator_ganloss : 733.066064 ∣  [  std_z : 1.00  real_sub_fake : 1592.54 ]
[  epoch 0012/0040] 0210/4800, lr:5.0e-05 ∣ avg_100 : 31446.138757 ∣ critic_nllloss : 25853.105664 ∣ critic_ganloss : -400.688046 ∣ generator_nllloss : 5169.617969 ∣ generator_ganloss : 759.737085 ∣  [  std_z : 1.00  real_sub_fake : 1636.68 ]
[  epoch 0012/0040] 0220/4800, lr:5.0e-05 ∣ avg_100 : 31446.120267 ∣ critic_nllloss : 25780.636523 ∣ critic_ganloss : -354.446744 ∣ generator_nllloss : 5177.883984 ∣ generator_ganloss : 754.571338 ∣  [  std_z : 1.00  real_sub_fake : 1547.44 ]
[  epoch 0012/0040] 0230/4800, lr:5.0e-05 ∣ avg_100 : 31444.704633 ∣ critic_nllloss : 25820.513281 ∣ critic_ganloss : -465.221353 ∣ generator_nllloss : 5173.647461 ∣ generator_ganloss : 770.393188 ∣  [  std_z : 0.99  real_sub_fake : 1402.06 ]
[  epoch 0012/0040] 0240/4800, lr:5.0e-05 ∣ avg_100 : 31441.793638 ∣ critic_nllloss : 25773.360742 ∣ critic_ganloss : -388.216992 ∣ generator_nllloss : 5156.822656 ∣ generator_ganloss : 757.041699 ∣  [  std_z : 0.98  real_sub_fake : 1734.58 ]
[  epoch 0012/0040] 0250/4800, lr:5.0e-05 ∣ avg_100 : 31446.206059 ∣ critic_nllloss : 26130.435156 ∣ critic_ganloss : -472.132904 ∣ generator_nllloss : 5237.080078 ∣ generator_ganloss : 765.053809 ∣  [  std_z : 0.98  real_sub_fake : 1716.36 ]
[  epoch 0012/0040] 0260/4800, lr:5.0e-05 ∣ avg_100 : 31444.653730 ∣ critic_nllloss : 25883.566797 ∣ critic_ganloss : -524.352820 ∣ generator_nllloss : 5241.548828 ∣ generator_ganloss : 785.234912 ∣  [  std_z : 1.00  real_sub_fake : 1593.57 ]
[  epoch 0012/0040] 0270/4800, lr:5.0e-05 ∣ avg_100 : 31443.111143 ∣ critic_nllloss : 25798.860742 ∣ critic_ganloss : -455.641650 ∣ generator_nllloss : 5165.413477 ∣ generator_ganloss : 777.124731 ∣  [  std_z : 1.01  real_sub_fake : 1853.91 ]
[  epoch 0012/0040] 0280/4800, lr:5.0e-05 ∣ avg_100 : 31445.240174 ∣ critic_nllloss : 25796.142188 ∣ critic_ganloss : -454.563144 ∣ generator_nllloss : 5202.584766 ∣ generator_ganloss : 820.045825 ∣  [  std_z : 1.00  real_sub_fake : 1777.42 ]
[  epoch 0012/0040] 0290/4800, lr:5.0e-05 ∣ avg_100 : 31444.306922 ∣ critic_nllloss : 25941.163281 ∣ critic_ganloss : -443.291068 ∣ generator_nllloss : 5208.135742 ∣ generator_ganloss : 829.175977 ∣  [  std_z : 0.98  real_sub_fake : 1909.68 ]
[  epoch 0012/0040] 0300/4800, lr:5.0e-05 ∣ avg_100 : 31447.142683 ∣ critic_nllloss : 25931.131055 ∣ critic_ganloss : -281.463776 ∣ generator_nllloss : 5195.733008 ∣ generator_ganloss : 813.861841 ∣  [  std_z : 0.99  real_sub_fake : 1248.26 ]
[  epoch 0012/0040] 0310/4800, lr:5.0e-05 ∣ avg_100 : 31446.590049 ∣ critic_nllloss : 25917.489453 ∣ critic_ganloss : -451.622861 ∣ generator_nllloss : 5216.554883 ∣ generator_ganloss : 757.092676 ∣  [  std_z : 1.00  real_sub_fake : 1297.79 ]
[  epoch 0012/0040] 0320/4800, lr:5.0e-05 ∣ avg_100 : 31443.446740 ∣ critic_nllloss : 25720.260156 ∣ critic_ganloss : -347.665466 ∣ generator_nllloss : 5098.580469 ∣ generator_ganloss : 789.884985 ∣  [  std_z : 0.99  real_sub_fake : 1564.26 ]
[  epoch 0012/0040] 0330/4800, lr:5.0e-05 ∣ avg_100 : 31438.750764 ∣ critic_nllloss : 25660.698633 ∣ critic_ganloss : -424.220248 ∣ generator_nllloss : 5104.627539 ∣ generator_ganloss : 807.644702 ∣  [  std_z : 0.99  real_sub_fake : 1583.15 ]
[  epoch 0012/0040] 0340/4800, lr:5.0e-05 ∣ avg_100 : 31438.915561 ∣ critic_nllloss : 25963.912891 ∣ critic_ganloss : -389.583026 ∣ generator_nllloss : 5246.978906 ∣ generator_ganloss : 766.281494 ∣  [  std_z : 0.99  real_sub_fake : 1453.04 ]
[  epoch 0012/0040] 0350/4800, lr:5.0e-05 ∣ avg_100 : 31442.316697 ∣ critic_nllloss : 26164.751563 ∣ critic_ganloss : -349.577454 ∣ generator_nllloss : 5233.440039 ∣ generator_ganloss : 746.134399 ∣  [  std_z : 0.99  real_sub_fake : 1569.97 ]
[  epoch 0012/0040] 0360/4800, lr:5.0e-05 ∣ avg_100 : 31446.007124 ∣ critic_nllloss : 25972.042773 ∣ critic_ganloss : -360.725293 ∣ generator_nllloss : 5222.913086 ∣ generator_ganloss : 800.124023 ∣  [  std_z : 0.99  real_sub_fake : 1357.10 ]
[  epoch 0012/0040] 0370/4800, lr:5.0e-05 ∣ avg_100 : 31444.288192 ∣ critic_nllloss : 25901.718945 ∣ critic_ganloss : -470.546805 ∣ generator_nllloss : 5231.181055 ∣ generator_ganloss : 782.300439 ∣  [  std_z : 1.00  real_sub_fake : 1527.78 ]
[  epoch 0012/0040] 0380/4800, lr:5.0e-05 ∣ avg_100 : 31445.598051 ∣ critic_nllloss : 25934.105273 ∣ critic_ganloss : -418.589777 ∣ generator_nllloss : 5277.524805 ∣ generator_ganloss : 803.384717 ∣  [  std_z : 1.00  real_sub_fake : 1893.58 ]
[  epoch 0012/0040] 0390/4800, lr:5.0e-05 ∣ avg_100 : 31446.859175 ∣ critic_nllloss : 26095.016602 ∣ critic_ganloss : -431.228085 ∣ generator_nllloss : 5152.061719 ∣ generator_ganloss : 801.958984 ∣  [  std_z : 0.98  real_sub_fake : 1653.66 ]
[  epoch 0012/0040] 0400/4800, lr:5.0e-05 ∣ avg_100 : 31448.971244 ∣ critic_nllloss : 25955.789258 ∣ critic_ganloss : -440.857828 ∣ generator_nllloss : 5166.164648 ∣ generator_ganloss : 809.203955 ∣  [  std_z : 0.98  real_sub_fake : 1514.78 ]
[  epoch 0012/0040] 0410/4800, lr:5.0e-05 ∣ avg_100 : 31447.890591 ∣ critic_nllloss : 25725.294531 ∣ critic_ganloss : -408.891998 ∣ generator_nllloss : 5093.215625 ∣ generator_ganloss : 800.244336 ∣  [  std_z : 0.99  real_sub_fake : 1739.74 ]
[  epoch 0012/0040] 0420/4800, lr:5.0e-05 ∣ avg_100 : 31448.257809 ∣ critic_nllloss : 25873.977930 ∣ critic_ganloss : -332.157297 ∣ generator_nllloss : 5220.657227 ∣ generator_ganloss : 829.034814 ∣  [  std_z : 1.00  real_sub_fake : 1359.61 ]
[  epoch 0012/0040] 0430/4800, lr:5.0e-05 ∣ avg_100 : 31449.432582 ∣ critic_nllloss : 25876.797266 ∣ critic_ganloss : -418.327722 ∣ generator_nllloss : 5188.211719 ∣ generator_ganloss : 803.053369 ∣  [  std_z : 1.00  real_sub_fake : 1422.79 ]
[  epoch 0012/0040] 0440/4800, lr:5.0e-05 ∣ avg_100 : 31450.217386 ∣ critic_nllloss : 25817.027344 ∣ critic_ganloss : -549.550220 ∣ generator_nllloss : 5240.939648 ∣ generator_ganloss : 797.039014 ∣  [  std_z : 0.99  real_sub_fake : 1787.52 ]
[  epoch 0012/0040] 0450/4800, lr:5.0e-05 ∣ avg_100 : 31454.351266 ∣ critic_nllloss : 26255.785547 ∣ critic_ganloss : -552.681497 ∣ generator_nllloss : 5349.666406 ∣ generator_ganloss : 807.340234 ∣  [  std_z : 0.98  real_sub_fake : 2020.41 ]
[  epoch 0012/0040] 0460/4800, lr:5.0e-05 ∣ avg_100 : 31455.498605 ∣ critic_nllloss : 25768.018164 ∣ critic_ganloss : -413.928293 ∣ generator_nllloss : 5250.954687 ∣ generator_ganloss : 814.012598 ∣  [  std_z : 0.98  real_sub_fake : 1862.13 ]
[  epoch 0012/0040] 0470/4800, lr:5.0e-05 ∣ avg_100 : 31456.610910 ∣ critic_nllloss : 26069.800781 ∣ critic_ganloss : -456.241599 ∣ generator_nllloss : 5310.062500 ∣ generator_ganloss : 755.307739 ∣  [  std_z : 0.99  real_sub_fake : 1909.31 ]
[  epoch 0012/0040] 0480/4800, lr:5.0e-05 ∣ avg_100 : 31459.360353 ∣ critic_nllloss : 25742.235742 ∣ critic_ganloss : -272.038699 ∣ generator_nllloss : 5130.874414 ∣ generator_ganloss : 758.527563 ∣  [  std_z : 1.00  real_sub_fake : 1364.11 ]
[  epoch 0012/0040] 0490/4800, lr:5.0e-05 ∣ avg_100 : 31459.553801 ∣ critic_nllloss : 25807.572852 ∣ critic_ganloss : -245.051334 ∣ generator_nllloss : 5208.154883 ∣ generator_ganloss : 695.185059 ∣  [  std_z : 0.99  real_sub_fake : 1060.69 ]
[  epoch 0012/0040] 0500/4800, lr:5.0e-05 ∣ avg_100 : 31459.725860 ∣ critic_nllloss : 25916.771680 ∣ critic_ganloss : -229.699484 ∣ generator_nllloss : 5187.819336 ∣ generator_ganloss : 662.426904 ∣  [  std_z : 0.99  real_sub_fake : 1042.41 ]
[  epoch 0012/0040] 0510/4800, lr:5.0e-05 ∣ avg_100 : 31457.401390 ∣ critic_nllloss : 25926.152148 ∣ critic_ganloss : -281.120541 ∣ generator_nllloss : 5199.052148 ∣ generator_ganloss : 691.549048 ∣  [  std_z : 0.99  real_sub_fake : 1035.43 ]
[  epoch 0012/0040] 0520/4800, lr:5.0e-05 ∣ avg_100 : 31458.929566 ∣ critic_nllloss : 26140.638281 ∣ critic_ganloss : -307.899297 ∣ generator_nllloss : 5296.345703 ∣ generator_ganloss : 703.002783 ∣  [  std_z : 1.00  real_sub_fake : 997.32 ]
[  epoch 0012/0040] 0530/4800, lr:5.0e-05 ∣ avg_100 : 31453.127643 ∣ critic_nllloss : 25745.522266 ∣ critic_ganloss : -284.057242 ∣ generator_nllloss : 5125.446484 ∣ generator_ganloss : 703.816406 ∣  [  std_z : 1.00  real_sub_fake : 1050.53 ]
[  epoch 0012/0040] 0540/4800, lr:5.0e-05 ∣ avg_100 : 31453.015531 ∣ critic_nllloss : 25958.549609 ∣ critic_ganloss : -317.322058 ∣ generator_nllloss : 5207.741406 ∣ generator_ganloss : 719.199023 ∣  [  std_z : 0.99  real_sub_fake : 1146.51 ]
[  epoch 0012/0040] 0550/4800, lr:5.0e-05 ∣ avg_100 : 31450.701858 ∣ critic_nllloss : 25870.295508 ∣ critic_ganloss : -384.079636 ∣ generator_nllloss : 5140.932031 ∣ generator_ganloss : 732.171460 ∣  [  std_z : 0.98  real_sub_fake : 1308.97 ]
[  epoch 0012/0040] 0560/4800, lr:5.0e-05 ∣ avg_100 : 31453.322898 ∣ critic_nllloss : 26157.636719 ∣ critic_ganloss : -365.013437 ∣ generator_nllloss : 5306.293359 ∣ generator_ganloss : 754.633130 ∣  [  std_z : 0.99  real_sub_fake : 1474.20 ]
[  epoch 0012/0040] 0570/4800, lr:5.0e-05 ∣ avg_100 : 31451.382143 ∣ critic_nllloss : 25862.432617 ∣ critic_ganloss : -409.963379 ∣ generator_nllloss : 5162.858203 ∣ generator_ganloss : 743.954077 ∣  [  std_z : 1.00  real_sub_fake : 1483.20 ]
[  epoch 0012/0040] 0580/4800, lr:5.0e-05 ∣ avg_100 : 31451.265230 ∣ critic_nllloss : 25937.078711 ∣ critic_ganloss : -495.484515 ∣ generator_nllloss : 5182.555469 ∣ generator_ganloss : 751.569238 ∣  [  std_z : 1.00  real_sub_fake : 1660.31 ]
[  epoch 0012/0040] 0590/4800, lr:5.0e-05 ∣ avg_100 : 31448.654026 ∣ critic_nllloss : 25803.362305 ∣ critic_ganloss : -429.297363 ∣ generator_nllloss : 5186.667578 ∣ generator_ganloss : 790.951611 ∣  [  std_z : 1.00  real_sub_fake : 1701.08 ]
[  epoch 0012/0040] 0600/4800, lr:5.0e-05 ∣ avg_100 : 31452.551866 ∣ critic_nllloss : 26148.903711 ∣ critic_ganloss : -392.834180 ∣ generator_nllloss : 5269.015820 ∣ generator_ganloss : 782.675732 ∣  [  std_z : 0.99  real_sub_fake : 1611.57 ]
[  epoch 0012/0040] 0610/4800, lr:5.0e-05 ∣ avg_100 : 31453.017282 ∣ critic_nllloss : 25999.224805 ∣ critic_ganloss : -419.283313 ∣ generator_nllloss : 5243.525391 ∣ generator_ganloss : 797.409595 ∣  [  std_z : 0.98  real_sub_fake : 1523.86 ]
[  epoch 0012/0040] 0620/4800, lr:5.0e-05 ∣ avg_100 : 31450.540127 ∣ critic_nllloss : 25688.225391 ∣ critic_ganloss : -265.710782 ∣ generator_nllloss : 4980.039062 ∣ generator_ganloss : 777.270874 ∣  [  std_z : 0.99  real_sub_fake : 1302.19 ]
[  epoch 0012/0040] 0630/4800, lr:5.0e-05 ∣ avg_100 : 31446.265070 ∣ critic_nllloss : 25628.106641 ∣ critic_ganloss : -326.804614 ∣ generator_nllloss : 5062.229492 ∣ generator_ganloss : 764.475439 ∣  [  std_z : 0.99  real_sub_fake : 1158.76 ]
[  epoch 0012/0040] 0640/4800, lr:5.0e-05 ∣ avg_100 : 31449.101685 ∣ critic_nllloss : 25989.559180 ∣ critic_ganloss : -342.974167 ∣ generator_nllloss : 5232.506445 ∣ generator_ganloss : 786.508789 ∣  [  std_z : 1.00  real_sub_fake : 1296.28 ]
[  epoch 0012/0040] 0650/4800, lr:5.0e-05 ∣ avg_100 : 31450.223348 ∣ critic_nllloss : 25914.478711 ∣ critic_ganloss : -351.859180 ∣ generator_nllloss : 5150.635352 ∣ generator_ganloss : 752.898926 ∣  [  std_z : 1.00  real_sub_fake : 1411.77 ]
[  epoch 0012/0040] 0660/4800, lr:5.0e-05 ∣ avg_100 : 31449.656849 ∣ critic_nllloss : 25770.557812 ∣ critic_ganloss : -335.198032 ∣ generator_nllloss : 5169.209766 ∣ generator_ganloss : 766.769824 ∣  [  std_z : 1.00  real_sub_fake : 1187.06 ]
[  epoch 0012/0040] 0670/4800, lr:5.0e-05 ∣ avg_100 : 31449.751700 ∣ critic_nllloss : 26042.067188 ∣ critic_ganloss : -408.091431 ∣ generator_nllloss : 5157.044336 ∣ generator_ganloss : 710.370459 ∣  [  std_z : 0.99  real_sub_fake : 1390.95 ]
[  epoch 0012/0040] 0680/4800, lr:5.0e-05 ∣ avg_100 : 31448.299262 ∣ critic_nllloss : 25954.103516 ∣ critic_ganloss : -392.289273 ∣ generator_nllloss : 5131.945312 ∣ generator_ganloss : 742.411768 ∣  [  std_z : 0.99  real_sub_fake : 1586.77 ]
[  epoch 0012/0040] 0690/4800, lr:5.0e-05 ∣ avg_100 : 31451.008695 ∣ critic_nllloss : 26107.774805 ∣ critic_ganloss : -346.124033 ∣ generator_nllloss : 5218.378125 ∣ generator_ganloss : 741.148267 ∣  [  std_z : 1.00  real_sub_fake : 1358.63 ]
[  epoch 0012/0040] 0700/4800, lr:5.0e-05 ∣ avg_100 : 31452.955048 ∣ critic_nllloss : 26139.716406 ∣ critic_ganloss : -389.473956 ∣ generator_nllloss : 5211.949219 ∣ generator_ganloss : 748.100439 ∣  [  std_z : 1.00  real_sub_fake : 1393.57 ]
[  epoch 0012/0040] 0710/4800, lr:5.0e-05 ∣ avg_100 : 31453.171355 ∣ critic_nllloss : 25876.116211 ∣ critic_ganloss : -323.146140 ∣ generator_nllloss : 5227.634961 ∣ generator_ganloss : 759.310059 ∣  [  std_z : 0.99  real_sub_fake : 1285.94 ]
[  epoch 0012/0040] 0720/4800, lr:5.0e-05 ∣ avg_100 : 31455.325952 ∣ critic_nllloss : 25978.636523 ∣ critic_ganloss : -385.036560 ∣ generator_nllloss : 5245.213867 ∣ generator_ganloss : 760.106519 ∣  [  std_z : 0.99  real_sub_fake : 1359.89 ]
[  epoch 0012/0040] 0730/4800, lr:5.0e-05 ∣ avg_100 : 31453.744838 ∣ critic_nllloss : 25929.326562 ∣ critic_ganloss : -503.260199 ∣ generator_nllloss : 5070.057227 ∣ generator_ganloss : 776.486646 ∣  [  std_z : 0.98  real_sub_fake : 1785.48 ]
[  epoch 0012/0040] 0740/4800, lr:5.0e-05 ∣ avg_100 : 31452.757584 ∣ critic_nllloss : 25887.784180 ∣ critic_ganloss : -514.394501 ∣ generator_nllloss : 5159.072656 ∣ generator_ganloss : 801.220239 ∣  [  std_z : 0.99  real_sub_fake : 1802.60 ]
[  epoch 0012/0040] 0750/4800, lr:5.0e-05 ∣ avg_100 : 31451.508225 ∣ critic_nllloss : 25813.940820 ∣ critic_ganloss : -511.793774 ∣ generator_nllloss : 5159.181250 ∣ generator_ganloss : 786.799341 ∣  [  std_z : 1.00  real_sub_fake : 2111.74 ]
[  epoch 0012/0040] 0760/4800, lr:5.0e-05 ∣ avg_100 : 31450.201126 ∣ critic_nllloss : 25857.663086 ∣ critic_ganloss : -302.500882 ∣ generator_nllloss : 5150.553711 ∣ generator_ganloss : 791.553564 ∣  [  std_z : 1.00  real_sub_fake : 1338.81 ]
[  epoch 0012/0040] 0770/4800, lr:5.0e-05 ∣ avg_100 : 31447.818126 ∣ critic_nllloss : 25892.279687 ∣ critic_ganloss : -344.889581 ∣ generator_nllloss : 5139.980078 ∣ generator_ganloss : 777.608569 ∣  [  std_z : 0.99  real_sub_fake : 1369.35 ]
[  epoch 0012/0040] 0780/4800, lr:5.0e-05 ∣ avg_100 : 31446.413952 ∣ critic_nllloss : 25977.935937 ∣ critic_ganloss : -389.065152 ∣ generator_nllloss : 5206.527539 ∣ generator_ganloss : 783.540771 ∣  [  std_z : 0.99  real_sub_fake : 1268.40 ]
[  epoch 0012/0040] 0790/4800, lr:5.0e-05 ∣ avg_100 : 31445.751104 ∣ critic_nllloss : 25956.031250 ∣ critic_ganloss : -390.812820 ∣ generator_nllloss : 5284.623047 ∣ generator_ganloss : 798.691895 ∣  [  std_z : 0.99  real_sub_fake : 1518.25 ]
[  epoch 0012/0040] 0800/4800, lr:5.0e-05 ∣ avg_100 : 31450.036744 ∣ critic_nllloss : 25923.993555 ∣ critic_ganloss : -450.354022 ∣ generator_nllloss : 5234.186719 ∣ generator_ganloss : 806.338477 ∣  [  std_z : 1.00  real_sub_fake : 1452.54 ]
[  epoch 0012/0040] 0810/4800, lr:5.0e-05 ∣ avg_100 : 31454.596196 ∣ critic_nllloss : 26064.575195 ∣ critic_ganloss : -462.816232 ∣ generator_nllloss : 5113.017969 ∣ generator_ganloss : 802.743262 ∣  [  std_z : 1.00  real_sub_fake : 1914.87 ]
[  epoch 0012/0040] 0820/4800, lr:5.0e-05 ∣ avg_100 : 31455.392924 ∣ critic_nllloss : 25859.799023 ∣ critic_ganloss : -378.031644 ∣ generator_nllloss : 5202.844141 ∣ generator_ganloss : 838.191748 ∣  [  std_z : 0.99  real_sub_fake : 1339.84 ]
[  epoch 0012/0040] 0830/4800, lr:5.0e-05 ∣ avg_100 : 31454.720613 ∣ critic_nllloss : 25819.254102 ∣ critic_ganloss : -377.149304 ∣ generator_nllloss : 5106.905273 ∣ generator_ganloss : 822.374023 ∣  [  std_z : 0.99  real_sub_fake : 1495.60 ]
[  epoch 0012/0040] 0840/4800, lr:5.0e-05 ∣ avg_100 : 31454.550109 ∣ critic_nllloss : 25870.454102 ∣ critic_ganloss : -342.762720 ∣ generator_nllloss : 5112.101367 ∣ generator_ganloss : 893.938379 ∣  [  std_z : 0.99  real_sub_fake : 1312.33 ]
[  epoch 0012/0040] 0850/4800, lr:5.0e-05 ∣ avg_100 : 31457.812899 ∣ critic_nllloss : 26062.727344 ∣ critic_ganloss : -382.461758 ∣ generator_nllloss : 5156.980859 ∣ generator_ganloss : 853.015723 ∣  [  std_z : 1.00  real_sub_fake : 1546.23 ]
[  epoch 0012/0040] 0860/4800, lr:5.0e-05 ∣ avg_100 : 31458.330216 ∣ critic_nllloss : 25754.488281 ∣ critic_ganloss : -396.774597 ∣ generator_nllloss : 5232.606250 ∣ generator_ganloss : 820.018604 ∣  [  std_z : 1.00  real_sub_fake : 1389.71 ]
[  epoch 0012/0040] 0870/4800, lr:5.0e-05 ∣ avg_100 : 31463.704360 ∣ critic_nllloss : 26169.681445 ∣ critic_ganloss : -319.077020 ∣ generator_nllloss : 5291.097461 ∣ generator_ganloss : 885.449316 ∣  [  std_z : 1.00  real_sub_fake : 1268.39 ]
[  epoch 0012/0040] 0880/4800, lr:5.0e-05 ∣ avg_100 : 31468.250344 ∣ critic_nllloss : 26037.589062 ∣ critic_ganloss : -345.811835 ∣ generator_nllloss : 5271.833594 ∣ generator_ganloss : 811.366309 ∣  [  std_z : 0.99  real_sub_fake : 1486.61 ]
[  epoch 0012/0040] 0890/4800, lr:5.0e-05 ∣ avg_100 : 31468.279790 ∣ critic_nllloss : 25810.626367 ∣ critic_ganloss : -327.471402 ∣ generator_nllloss : 5153.667773 ∣ generator_ganloss : 868.657861 ∣  [  std_z : 0.99  real_sub_fake : 1382.99 ]
[  epoch 0012/0040] 0900/4800, lr:5.0e-05 ∣ avg_100 : 31472.320606 ∣ critic_nllloss : 26039.301953 ∣ critic_ganloss : -314.820923 ∣ generator_nllloss : 5097.741797 ∣ generator_ganloss : 881.766699 ∣  [  std_z : 0.99  real_sub_fake : 1207.67 ]
[  epoch 0012/0040] 0910/4800, lr:5.0e-05 ∣ avg_100 : 31478.503583 ∣ critic_nllloss : 26114.137109 ∣ critic_ganloss : -218.845924 ∣ generator_nllloss : 5211.392578 ∣ generator_ganloss : 828.829248 ∣  [  std_z : 1.00  real_sub_fake : 959.08 ]
[  epoch 0012/0040] 0920/4800, lr:5.0e-05 ∣ avg_100 : 31484.550097 ∣ critic_nllloss : 25967.464648 ∣ critic_ganloss : -241.335638 ∣ generator_nllloss : 5205.768359 ∣ generator_ganloss : 807.999585 ∣  [  std_z : 1.00  real_sub_fake : 807.68 ]
[  epoch 0012/0040] 0930/4800, lr:5.0e-05 ∣ avg_100 : 31493.111618 ∣ critic_nllloss : 26205.903320 ∣ critic_ganloss : -291.267183 ∣ generator_nllloss : 5203.678320 ∣ generator_ganloss : 807.477637 ∣  [  std_z : 0.99  real_sub_fake : 947.15 ]
[  epoch 0012/0040] 0940/4800, lr:5.0e-05 ∣ avg_100 : 31492.803447 ∣ critic_nllloss : 25936.006250 ∣ critic_ganloss : -358.024284 ∣ generator_nllloss : 5172.613672 ∣ generator_ganloss : 806.261499 ∣  [  std_z : 0.98  real_sub_fake : 1157.69 ]
[  epoch 0012/0040] 0950/4800, lr:5.0e-05 ∣ avg_100 : 31492.343765 ∣ critic_nllloss : 25734.103711 ∣ critic_ganloss : -375.874969 ∣ generator_nllloss : 5191.657031 ∣ generator_ganloss : 834.298462 ∣  [  std_z : 0.98  real_sub_fake : 1485.48 ]
[  epoch 0012/0040] 0960/4800, lr:5.0e-05 ∣ avg_100 : 31500.158115 ∣ critic_nllloss : 26264.113672 ∣ critic_ganloss : -426.186267 ∣ generator_nllloss : 5224.667773 ∣ generator_ganloss : 871.249268 ∣  [  std_z : 1.01  real_sub_fake : 1686.85 ]
[  epoch 0012/0040] 0970/4800, lr:5.0e-05 ∣ avg_100 : 31502.127643 ∣ critic_nllloss : 26011.885742 ∣ critic_ganloss : -355.840619 ∣ generator_nllloss : 5233.065625 ∣ generator_ganloss : 879.743164 ∣  [  std_z : 1.01  real_sub_fake : 1545.26 ]
[  epoch 0012/0040] 0980/4800, lr:5.0e-05 ∣ avg_100 : 31499.830169 ∣ critic_nllloss : 25753.621484 ∣ critic_ganloss : -390.673151 ∣ generator_nllloss : 5127.589648 ∣ generator_ganloss : 873.825000 ∣  [  std_z : 0.99  real_sub_fake : 1413.59 ]
[  epoch 0012/0040] 0990/4800, lr:5.0e-05 ∣ avg_100 : 31504.535744 ∣ critic_nllloss : 26157.098047 ∣ critic_ganloss : -381.945914 ∣ generator_nllloss : 5174.128516 ∣ generator_ganloss : 924.773438 ∣  [  std_z : 0.98  real_sub_fake : 1382.10 ]
[  epoch 0012/0040] 1000/4800, lr:5.0e-05 ∣ avg_100 : 31505.249134 ∣ critic_nllloss : 25879.275781 ∣ critic_ganloss : -415.495389 ∣ generator_nllloss : 5142.568359 ∣ generator_ganloss : 942.804785 ∣  [  std_z : 0.98  real_sub_fake : 1387.45 ]
[  epoch 0012/0040] 1010/4800, lr:5.0e-05 ∣ avg_100 : 31510.347596 ∣ critic_nllloss : 25936.143359 ∣ critic_ganloss : -398.451953 ∣ generator_nllloss : 5170.069922 ∣ generator_ganloss : 952.396582 ∣  [  std_z : 1.00  real_sub_fake : 1744.69 ]
[  epoch 0012/0040] 1020/4800, lr:5.0e-05 ∣ avg_100 : 31510.986492 ∣ critic_nllloss : 25847.329883 ∣ critic_ganloss : -339.068442 ∣ generator_nllloss : 5209.829883 ∣ generator_ganloss : 948.185449 ∣  [  std_z : 0.99  real_sub_fake : 1340.63 ]
[  epoch 0012/0040] 1030/4800, lr:5.0e-05 ∣ avg_100 : 31510.623349 ∣ critic_nllloss : 25774.813086 ∣ critic_ganloss : -264.475067 ∣ generator_nllloss : 5145.131445 ∣ generator_ganloss : 923.350635 ∣  [  std_z : 0.99  real_sub_fake : 1160.88 ]
[  epoch 0012/0040] 1040/4800, lr:5.0e-05 ∣ avg_100 : 31510.991262 ∣ critic_nllloss : 25679.762695 ∣ critic_ganloss : -374.336816 ∣ generator_nllloss : 5248.492578 ∣ generator_ganloss : 935.416602 ∣  [  std_z : 0.99  real_sub_fake : 1110.88 ]
[  epoch 0012/0040] 1050/4800, lr:5.0e-05 ∣ avg_100 : 31514.406019 ∣ critic_nllloss : 26023.269336 ∣ critic_ganloss : -278.216861 ∣ generator_nllloss : 5246.563281 ∣ generator_ganloss : 895.738672 ∣  [  std_z : 0.99  real_sub_fake : 1319.61 ]
[  epoch 0012/0040] 1060/4800, lr:5.0e-05 ∣ avg_100 : 31521.023861 ∣ critic_nllloss : 26151.997266 ∣ critic_ganloss : -440.107242 ∣ generator_nllloss : 5425.964258 ∣ generator_ganloss : 854.492773 ∣  [  std_z : 0.99  real_sub_fake : 1442.48 ]
[  epoch 0012/0040] 1070/4800, lr:5.0e-05 ∣ avg_100 : 31525.167439 ∣ critic_nllloss : 25995.760156 ∣ critic_ganloss : -339.308960 ∣ generator_nllloss : 5233.515234 ∣ generator_ganloss : 845.685205 ∣  [  std_z : 1.00  real_sub_fake : 1577.28 ]
[  epoch 0012/0040] 1080/4800, lr:5.0e-05 ∣ avg_100 : 31526.708697 ∣ critic_nllloss : 26168.585352 ∣ critic_ganloss : -441.328854 ∣ generator_nllloss : 5231.844922 ∣ generator_ganloss : 884.128955 ∣  [  std_z : 0.99  real_sub_fake : 1441.91 ]
[  epoch 0012/0040] 1090/4800, lr:5.0e-05 ∣ avg_100 : 31529.462431 ∣ critic_nllloss : 25952.269141 ∣ critic_ganloss : -509.538745 ∣ generator_nllloss : 5266.983008 ∣ generator_ganloss : 841.882764 ∣  [  std_z : 0.99  real_sub_fake : 1736.37 ]
[  epoch 0012/0040] 1100/4800, lr:5.0e-05 ∣ avg_100 : 31530.279356 ∣ critic_nllloss : 26031.192969 ∣ critic_ganloss : -369.071341 ∣ generator_nllloss : 5149.723633 ∣ generator_ganloss : 824.698486 ∣  [  std_z : 1.00  real_sub_fake : 1601.06 ]
[  epoch 0012/0040] 1110/4800, lr:5.0e-05 ∣ avg_100 : 31531.316327 ∣ critic_nllloss : 25914.028516 ∣ critic_ganloss : -312.032996 ∣ generator_nllloss : 5134.691602 ∣ generator_ganloss : 810.455029 ∣  [  std_z : 1.01  real_sub_fake : 1523.04 ]
[  epoch 0012/0040] 1120/4800, lr:5.0e-05 ∣ avg_100 : 31536.128680 ∣ critic_nllloss : 26072.087891 ∣ critic_ganloss : -391.129312 ∣ generator_nllloss : 5139.801953 ∣ generator_ganloss : 826.440479 ∣  [  std_z : 1.01  real_sub_fake : 1179.17 ]
[  epoch 0012/0040] 1130/4800, lr:5.0e-05 ∣ avg_100 : 31537.123980 ∣ critic_nllloss : 26039.920898 ∣ critic_ganloss : -433.529895 ∣ generator_nllloss : 5177.398047 ∣ generator_ganloss : 812.715259 ∣  [  std_z : 0.99  real_sub_fake : 1481.01 ]
[  epoch 0012/0040] 1140/4800, lr:5.0e-05 ∣ avg_100 : 31535.704807 ∣ critic_nllloss : 25698.481055 ∣ critic_ganloss : -414.451355 ∣ generator_nllloss : 5044.587891 ∣ generator_ganloss : 834.318457 ∣  [  std_z : 0.99  real_sub_fake : 1545.92 ]
[  epoch 0012/0040] 1150/4800, lr:5.0e-05 ∣ avg_100 : 31535.254086 ∣ critic_nllloss : 25783.431445 ∣ critic_ganloss : -371.642017 ∣ generator_nllloss : 5121.351367 ∣ generator_ganloss : 835.538770 ∣  [  std_z : 0.99  real_sub_fake : 1655.32 ]
[  epoch 0012/0040] 1160/4800, lr:5.0e-05 ∣ avg_100 : 31535.167022 ∣ critic_nllloss : 25924.644727 ∣ critic_ganloss : -416.226083 ∣ generator_nllloss : 5173.043555 ∣ generator_ganloss : 810.468848 ∣  [  std_z : 0.99  real_sub_fake : 1480.96 ]
[  epoch 0012/0040] 1170/4800, lr:5.0e-05 ∣ avg_100 : 31534.557306 ∣ critic_nllloss : 25807.054492 ∣ critic_ganloss : -317.239386 ∣ generator_nllloss : 5153.385547 ∣ generator_ganloss : 821.401904 ∣  [  std_z : 1.00  real_sub_fake : 1387.05 ]
[  epoch 0012/0040] 1180/4800, lr:5.0e-05 ∣ avg_100 : 31538.238225 ∣ critic_nllloss : 25967.966797 ∣ critic_ganloss : -395.150073 ∣ generator_nllloss : 5281.898633 ∣ generator_ganloss : 794.359961 ∣  [  std_z : 1.00  real_sub_fake : 1425.75 ]
[  epoch 0012/0040] 1190/4800, lr:5.0e-05 ∣ avg_100 : 31540.508860 ∣ critic_nllloss : 25980.893750 ∣ critic_ganloss : -363.819623 ∣ generator_nllloss : 5228.980078 ∣ generator_ganloss : 820.333154 ∣  [  std_z : 0.99  real_sub_fake : 1560.78 ]
[  epoch 0012/0040] 1200/4800, lr:5.0e-05 ∣ avg_100 : 31542.248899 ∣ critic_nllloss : 25944.774023 ∣ critic_ganloss : -415.812671 ∣ generator_nllloss : 5186.731055 ∣ generator_ganloss : 829.116528 ∣  [  std_z : 0.99  real_sub_fake : 1588.59 ]
[  epoch 0012/0040] 1210/4800, lr:5.0e-05 ∣ avg_100 : 31539.380406 ∣ critic_nllloss : 25693.985156 ∣ critic_ganloss : -466.434894 ∣ generator_nllloss : 5063.746289 ∣ generator_ganloss : 803.626831 ∣  [  std_z : 0.99  real_sub_fake : 1495.93 ]
[  epoch 0012/0040] 1220/4800, lr:5.0e-05 ∣ avg_100 : 31540.009710 ∣ critic_nllloss : 25888.208594 ∣ critic_ganloss : -378.358978 ∣ generator_nllloss : 5125.745703 ∣ generator_ganloss : 785.980200 ∣  [  std_z : 1.00  real_sub_fake : 1756.09 ]
[  epoch 0012/0040] 1230/4800, lr:5.0e-05 ∣ avg_100 : 31542.763987 ∣ critic_nllloss : 26083.035742 ∣ critic_ganloss : -469.467004 ∣ generator_nllloss : 5169.828320 ∣ generator_ganloss : 791.363184 ∣  [  std_z : 1.00  real_sub_fake : 1666.42 ]
[  epoch 0012/0040] 1240/4800, lr:5.0e-05 ∣ avg_100 : 31542.897775 ∣ critic_nllloss : 25807.387695 ∣ critic_ganloss : -437.851901 ∣ generator_nllloss : 5139.951563 ∣ generator_ganloss : 802.899561 ∣  [  std_z : 1.01  real_sub_fake : 1549.24 ]
[  epoch 0012/0040] 1250/4800, lr:5.0e-05 ∣ avg_100 : 31543.812732 ∣ critic_nllloss : 26140.976562 ∣ critic_ganloss : -446.326199 ∣ generator_nllloss : 5280.460156 ∣ generator_ganloss : 776.821313 ∣  [  std_z : 0.99  real_sub_fake : 1605.15 ]
[  epoch 0012/0040] 1260/4800, lr:5.0e-05 ∣ avg_100 : 31545.600817 ∣ critic_nllloss : 25909.136328 ∣ critic_ganloss : -326.707697 ∣ generator_nllloss : 5155.158594 ∣ generator_ganloss : 827.218945 ∣  [  std_z : 0.99  real_sub_fake : 1581.44 ]
[  epoch 0012/0040] 1270/4800, lr:5.0e-05 ∣ avg_100 : 31549.184641 ∣ critic_nllloss : 25927.360156 ∣ critic_ganloss : -351.411658 ∣ generator_nllloss : 5232.399219 ∣ generator_ganloss : 835.791992 ∣  [  std_z : 0.99  real_sub_fake : 1268.37 ]
[  epoch 0012/0040] 1280/4800, lr:5.0e-05 ∣ avg_100 : 31548.932252 ∣ critic_nllloss : 25741.613281 ∣ critic_ganloss : -437.902921 ∣ generator_nllloss : 5202.811719 ∣ generator_ganloss : 832.448682 ∣  [  std_z : 0.99  real_sub_fake : 1410.50 ]
[  epoch 0012/0040] 1290/4800, lr:5.0e-05 ∣ avg_100 : 31546.272678 ∣ critic_nllloss : 25698.912500 ∣ critic_ganloss : -391.474298 ∣ generator_nllloss : 5151.421484 ∣ generator_ganloss : 810.366846 ∣  [  std_z : 0.98  real_sub_fake : 1658.24 ]
[  epoch 0012/0040] 1300/4800, lr:5.0e-05 ∣ avg_100 : 31544.940620 ∣ critic_nllloss : 25940.214844 ∣ critic_ganloss : -395.458316 ∣ generator_nllloss : 5155.162891 ∣ generator_ganloss : 826.136914 ∣  [  std_z : 0.99  real_sub_fake : 1476.71 ]
[  epoch 0012/0040] 1310/4800, lr:5.0e-05 ∣ avg_100 : 31545.708890 ∣ critic_nllloss : 25966.115234 ∣ critic_ganloss : -468.840109 ∣ generator_nllloss : 5178.195312 ∣ generator_ganloss : 840.870752 ∣  [  std_z : 1.00  real_sub_fake : 1475.35 ]
[  epoch 0012/0040] 1320/4800, lr:5.0e-05 ∣ avg_100 : 31547.374890 ∣ critic_nllloss : 25981.759766 ∣ critic_ganloss : -433.773328 ∣ generator_nllloss : 5083.304688 ∣ generator_ganloss : 796.368945 ∣  [  std_z : 1.00  real_sub_fake : 1789.00 ]
[  epoch 0012/0040] 1330/4800, lr:5.0e-05 ∣ avg_100 : 31551.222968 ∣ critic_nllloss : 25817.583984 ∣ critic_ganloss : -268.723505 ∣ generator_nllloss : 5135.913086 ∣ generator_ganloss : 848.784863 ∣  [  std_z : 1.00  real_sub_fake : 1377.18 ]
[  epoch 0012/0040] 1340/4800, lr:5.0e-05 ∣ avg_100 : 31552.949086 ∣ critic_nllloss : 26063.701172 ∣ critic_ganloss : -388.519626 ∣ generator_nllloss : 5234.279688 ∣ generator_ganloss : 850.740918 ∣  [  std_z : 0.99  real_sub_fake : 1256.75 ]
[  epoch 0012/0040] 1350/4800, lr:5.0e-05 ∣ avg_100 : 31547.299204 ∣ critic_nllloss : 25727.801367 ∣ critic_ganloss : -436.958789 ∣ generator_nllloss : 5059.474023 ∣ generator_ganloss : 879.443652 ∣  [  std_z : 0.98  real_sub_fake : 1436.98 ]
[  epoch 0012/0040] 1360/4800, lr:5.0e-05 ∣ avg_100 : 31547.604306 ∣ critic_nllloss : 25983.819531 ∣ critic_ganloss : -402.677298 ∣ generator_nllloss : 5220.648828 ∣ generator_ganloss : 863.073779 ∣  [  std_z : 1.00  real_sub_fake : 1763.29 ]
[  epoch 0012/0040] 1370/4800, lr:5.0e-05 ∣ avg_100 : 31547.858126 ∣ critic_nllloss : 25739.074219 ∣ critic_ganloss : -298.556671 ∣ generator_nllloss : 5174.926562 ∣ generator_ganloss : 854.591504 ∣  [  std_z : 0.99  real_sub_fake : 1350.41 ]
[  epoch 0012/0040] 1380/4800, lr:5.0e-05 ∣ avg_100 : 31548.018727 ∣ critic_nllloss : 26016.043750 ∣ critic_ganloss : -450.783179 ∣ generator_nllloss : 5191.195312 ∣ generator_ganloss : 856.029199 ∣  [  std_z : 0.99  real_sub_fake : 1403.56 ]
[  epoch 0012/0040] 1390/4800, lr:5.0e-05 ∣ avg_100 : 31548.774530 ∣ critic_nllloss : 26000.032422 ∣ critic_ganloss : -384.456808 ∣ generator_nllloss : 5226.989453 ∣ generator_ganloss : 850.824463 ∣  [  std_z : 0.99  real_sub_fake : 1450.58 ]
[  epoch 0012/0040] 1400/4800, lr:5.0e-05 ∣ avg_100 : 31551.301424 ∣ critic_nllloss : 25967.533594 ∣ critic_ganloss : -251.851865 ∣ generator_nllloss : 5239.968555 ∣ generator_ganloss : 787.339233 ∣  [  std_z : 0.99  real_sub_fake : 1438.52 ]
[  epoch 0012/0040] 1410/4800, lr:5.0e-05 ∣ avg_100 : 31555.268388 ∣ critic_nllloss : 25874.419727 ∣ critic_ganloss : -227.266089 ∣ generator_nllloss : 5173.917773 ∣ generator_ganloss : 785.487451 ∣  [  std_z : 0.99  real_sub_fake : 769.14 ]
[  epoch 0012/0040] 1420/4800, lr:5.0e-05 ∣ avg_100 : 31553.589152 ∣ critic_nllloss : 25743.347656 ∣ critic_ganloss : -247.207713 ∣ generator_nllloss : 5177.000000 ∣ generator_ganloss : 750.449097 ∣  [  std_z : 0.99  real_sub_fake : 778.03 ]
[  epoch 0012/0040] 1430/4800, lr:5.0e-05 ∣ avg_100 : 31554.693667 ∣ critic_nllloss : 25961.095508 ∣ critic_ganloss : -293.369180 ∣ generator_nllloss : 5146.102930 ∣ generator_ganloss : 746.356885 ∣  [  std_z : 0.99  real_sub_fake : 1112.05 ]
[  epoch 0012/0040] 1440/4800, lr:5.0e-05 ∣ avg_100 : 31557.400465 ∣ critic_nllloss : 26018.441406 ∣ critic_ganloss : -368.486310 ∣ generator_nllloss : 5177.930469 ∣ generator_ganloss : 748.250049 ∣  [  std_z : 1.00  real_sub_fake : 1246.35 ]
[  epoch 0012/0040] 1450/4800, lr:5.0e-05 ∣ avg_100 : 31553.965100 ∣ critic_nllloss : 25952.450391 ∣ critic_ganloss : -384.301553 ∣ generator_nllloss : 5135.243555 ∣ generator_ganloss : 813.181787 ∣  [  std_z : 1.00  real_sub_fake : 1476.40 ]
[  epoch 0012/0040] 1460/4800, lr:5.0e-05 ∣ avg_100 : 31558.064628 ∣ critic_nllloss : 26136.273438 ∣ critic_ganloss : -392.232712 ∣ generator_nllloss : 5258.477539 ∣ generator_ganloss : 826.491699 ∣  [  std_z : 1.00  real_sub_fake : 1446.41 ]
[  epoch 0012/0040] 1470/4800, lr:5.0e-05 ∣ avg_100 : 31557.216779 ∣ critic_nllloss : 25866.481055 ∣ critic_ganloss : -324.490689 ∣ generator_nllloss : 5216.902148 ∣ generator_ganloss : 835.251953 ∣  [  std_z : 0.99  real_sub_fake : 1370.72 ]
[  epoch 0012/0040] 1480/4800, lr:5.0e-05 ∣ avg_100 : 31559.920329 ∣ critic_nllloss : 26016.830664 ∣ critic_ganloss : -387.508856 ∣ generator_nllloss : 5176.851758 ∣ generator_ganloss : 823.780469 ∣  [  std_z : 0.99  real_sub_fake : 1395.60 ]
[  epoch 0012/0040] 1490/4800, lr:5.0e-05 ∣ avg_100 : 31560.682259 ∣ critic_nllloss : 26004.858008 ∣ critic_ganloss : -478.899594 ∣ generator_nllloss : 5232.083594 ∣ generator_ganloss : 784.012451 ∣  [  std_z : 1.00  real_sub_fake : 1523.38 ]
[  epoch 0012/0040] 1500/4800, lr:5.0e-05 ∣ avg_100 : 31560.522890 ∣ critic_nllloss : 25963.463281 ∣ critic_ganloss : -360.017822 ∣ generator_nllloss : 5146.886719 ∣ generator_ganloss : 771.049365 ∣  [  std_z : 1.00  real_sub_fake : 1782.35 ]
[  epoch 0012/0040] 1510/4800, lr:5.0e-05 ∣ avg_100 : 31561.858655 ∣ critic_nllloss : 25908.070117 ∣ critic_ganloss : -224.610661 ∣ generator_nllloss : 5219.410352 ∣ generator_ganloss : 766.339502 ∣  [  std_z : 1.00  real_sub_fake : 1045.76 ]
[  epoch 0012/0040] 1520/4800, lr:5.0e-05 ∣ avg_100 : 31560.565141 ∣ critic_nllloss : 26077.757617 ∣ critic_ganloss : -351.906781 ∣ generator_nllloss : 5227.377734 ∣ generator_ganloss : 749.507495 ∣  [  std_z : 0.99  real_sub_fake : 1110.46 ]
[  epoch 0012/0040] 1530/4800, lr:5.0e-05 ∣ avg_100 : 31563.483367 ∣ critic_nllloss : 25899.797266 ∣ critic_ganloss : -257.916898 ∣ generator_nllloss : 5179.639258 ∣ generator_ganloss : 761.030884 ∣  [  std_z : 0.99  real_sub_fake : 1052.82 ]
[  epoch 0012/0040] 1540/4800, lr:5.0e-05 ∣ avg_100 : 31560.912193 ∣ critic_nllloss : 25812.447461 ∣ critic_ganloss : -475.451346 ∣ generator_nllloss : 5226.972070 ∣ generator_ganloss : 747.082373 ∣  [  std_z : 0.99  real_sub_fake : 1379.04 ]
[  epoch 0012/0040] 1550/4800, lr:5.0e-05 ∣ avg_100 : 31560.315113 ∣ critic_nllloss : 25821.756445 ∣ critic_ganloss : -524.022333 ∣ generator_nllloss : 5208.855078 ∣ generator_ganloss : 793.022217 ∣  [  std_z : 1.00  real_sub_fake : 1842.34 ]
[  epoch 0012/0040] 1560/4800, lr:5.0e-05 ∣ avg_100 : 31556.606602 ∣ critic_nllloss : 25840.880469 ∣ critic_ganloss : -386.069049 ∣ generator_nllloss : 5240.797656 ∣ generator_ganloss : 787.089648 ∣  [  std_z : 1.00  real_sub_fake : 2034.87 ]
[  epoch 0012/0040] 1570/4800, lr:5.0e-05 ∣ avg_100 : 31558.850500 ∣ critic_nllloss : 25941.903711 ∣ critic_ganloss : -342.168103 ∣ generator_nllloss : 5174.200977 ∣ generator_ganloss : 809.734717 ∣  [  std_z : 0.99  real_sub_fake : 1380.12 ]
[  epoch 0012/0040] 1580/4800, lr:5.0e-05 ∣ avg_100 : 31563.988489 ∣ critic_nllloss : 26072.082422 ∣ critic_ganloss : -217.859592 ∣ generator_nllloss : 5193.996094 ∣ generator_ganloss : 841.298877 ∣  [  std_z : 0.98  real_sub_fake : 916.13 ]
[  epoch 0012/0040] 1590/4800, lr:5.0e-05 ∣ avg_100 : 31567.691999 ∣ critic_nllloss : 25957.591602 ∣ critic_ganloss : -256.132700 ∣ generator_nllloss : 5214.476172 ∣ generator_ganloss : 806.100049 ∣  [  std_z : 0.99  real_sub_fake : 996.25 ]
[  epoch 0012/0040] 1600/4800, lr:5.0e-05 ∣ avg_100 : 31563.869733 ∣ critic_nllloss : 25825.997070 ∣ critic_ganloss : -344.662750 ∣ generator_nllloss : 5127.648633 ∣ generator_ganloss : 816.551538 ∣  [  std_z : 1.00  real_sub_fake : 1040.43 ]
[  epoch 0012/0040] 1610/4800, lr:5.0e-05 ∣ avg_100 : 31561.602510 ∣ critic_nllloss : 25852.884766 ∣ critic_ganloss : -396.152542 ∣ generator_nllloss : 5130.417383 ∣ generator_ganloss : 807.004590 ∣  [  std_z : 1.00  real_sub_fake : 1628.75 ]
[  epoch 0012/0040] 1620/4800, lr:5.0e-05 ∣ avg_100 : 31565.430422 ∣ critic_nllloss : 26087.353125 ∣ critic_ganloss : -577.439972 ∣ generator_nllloss : 5239.224414 ∣ generator_ganloss : 813.478101 ∣  [  std_z : 0.99  real_sub_fake : 1832.60 ]
[  epoch 0012/0040] 1630/4800, lr:5.0e-05 ∣ avg_100 : 31572.159178 ∣ critic_nllloss : 26157.562109 ∣ critic_ganloss : -420.324353 ∣ generator_nllloss : 5244.864062 ∣ generator_ganloss : 818.780737 ∣  [  std_z : 0.98  real_sub_fake : 1942.42 ]
[  epoch 0012/0040] 1640/4800, lr:5.0e-05 ∣ avg_100 : 31573.057763 ∣ critic_nllloss : 26142.421680 ∣ critic_ganloss : -462.945276 ∣ generator_nllloss : 5260.238672 ∣ generator_ganloss : 815.743701 ∣  [  std_z : 0.99  real_sub_fake : 1707.40 ]
[  epoch 0012/0040] 1650/4800, lr:5.0e-05 ∣ avg_100 : 31572.926105 ∣ critic_nllloss : 25917.287109 ∣ critic_ganloss : -425.423694 ∣ generator_nllloss : 5175.857813 ∣ generator_ganloss : 785.266797 ∣  [  std_z : 1.00  real_sub_fake : 1726.47 ]
[  epoch 0012/0040] 1660/4800, lr:5.0e-05 ∣ avg_100 : 31576.731784 ∣ critic_nllloss : 26089.724414 ∣ critic_ganloss : -341.860178 ∣ generator_nllloss : 5233.562891 ∣ generator_ganloss : 770.480151 ∣  [  std_z : 1.00  real_sub_fake : 1466.89 ]
[  epoch 0012/0040] 1670/4800, lr:5.0e-05 ∣ avg_100 : 31578.491625 ∣ critic_nllloss : 26134.307422 ∣ critic_ganloss : -413.416962 ∣ generator_nllloss : 5177.024219 ∣ generator_ganloss : 779.459912 ∣  [  std_z : 0.99  real_sub_fake : 1518.78 ]
[  epoch 0012/0040] 1680/4800, lr:5.0e-05 ∣ avg_100 : 31577.087319 ∣ critic_nllloss : 25898.384961 ∣ critic_ganloss : -484.235751 ∣ generator_nllloss : 5107.567187 ∣ generator_ganloss : 774.024316 ∣  [  std_z : 0.99  real_sub_fake : 1586.34 ]
[  epoch 0012/0040] 1690/4800, lr:5.0e-05 ∣ avg_100 : 31575.130496 ∣ critic_nllloss : 25841.797461 ∣ critic_ganloss : -330.115097 ∣ generator_nllloss : 5196.301172 ∣ generator_ganloss : 817.511377 ∣  [  std_z : 1.00  real_sub_fake : 1585.36 ]
[  epoch 0012/0040] 1700/4800, lr:5.0e-05 ∣ avg_100 : 31574.278602 ∣ critic_nllloss : 26077.346484 ∣ critic_ganloss : -436.349136 ∣ generator_nllloss : 5186.101562 ∣ generator_ganloss : 798.003809 ∣  [  std_z : 1.00  real_sub_fake : 1475.58 ]
[  epoch 0012/0040] 1710/4800, lr:5.0e-05 ∣ avg_100 : 31571.587596 ∣ critic_nllloss : 25753.409766 ∣ critic_ganloss : -390.708716 ∣ generator_nllloss : 5135.429688 ∣ generator_ganloss : 772.683740 ∣  [  std_z : 0.99  real_sub_fake : 1469.23 ]
[  epoch 0012/0040] 1720/4800, lr:5.0e-05 ∣ avg_100 : 31567.082496 ∣ critic_nllloss : 25647.892383 ∣ critic_ganloss : -378.723639 ∣ generator_nllloss : 5068.941016 ∣ generator_ganloss : 810.300586 ∣  [  std_z : 0.98  real_sub_fake : 1439.35 ]
[  epoch 0012/0040] 1730/4800, lr:5.0e-05 ∣ avg_100 : 31570.258962 ∣ critic_nllloss : 26014.599219 ∣ critic_ganloss : -419.328201 ∣ generator_nllloss : 5191.131055 ∣ generator_ganloss : 803.854761 ∣  [  std_z : 0.99  real_sub_fake : 1594.68 ]
[  epoch 0012/0040] 1740/4800, lr:5.0e-05 ∣ avg_100 : 31571.360732 ∣ critic_nllloss : 25857.512500 ∣ critic_ganloss : -397.515811 ∣ generator_nllloss : 5161.680859 ∣ generator_ganloss : 822.182080 ∣  [  std_z : 1.00  real_sub_fake : 1590.62 ]
[  epoch 0012/0040] 1750/4800, lr:5.0e-05 ∣ avg_100 : 31573.614494 ∣ critic_nllloss : 25782.082813 ∣ critic_ganloss : -306.509457 ∣ generator_nllloss : 5124.429688 ∣ generator_ganloss : 873.500781 ∣  [  std_z : 1.00  real_sub_fake : 1262.07 ]
[  epoch 0012/0040] 1760/4800, lr:5.0e-05 ∣ avg_100 : 31574.720998 ∣ critic_nllloss : 25899.354492 ∣ critic_ganloss : -331.707999 ∣ generator_nllloss : 5213.128125 ∣ generator_ganloss : 827.145215 ∣  [  std_z : 0.99  real_sub_fake : 1196.79 ]
[  epoch 0012/0040] 1770/4800, lr:5.0e-05 ∣ avg_100 : 31575.317907 ∣ critic_nllloss : 25980.394141 ∣ critic_ganloss : -431.486493 ∣ generator_nllloss : 5156.454687 ∣ generator_ganloss : 819.307373 ∣  [  std_z : 0.99  real_sub_fake : 1378.37 ]
[  epoch 0012/0040] 1780/4800, lr:5.0e-05 ∣ avg_100 : 31575.100195 ∣ critic_nllloss : 25938.251758 ∣ critic_ganloss : -402.446878 ∣ generator_nllloss : 5201.869531 ∣ generator_ganloss : 819.493457 ∣  [  std_z : 0.98  real_sub_fake : 1464.35 ]
[  epoch 0012/0040] 1790/4800, lr:5.0e-05 ∣ avg_100 : 31573.673701 ∣ critic_nllloss : 25923.208203 ∣ critic_ganloss : -363.435547 ∣ generator_nllloss : 5121.076563 ∣ generator_ganloss : 825.034717 ∣  [  std_z : 0.99  real_sub_fake : 1468.93 ]
[  epoch 0012/0040] 1800/4800, lr:5.0e-05 ∣ avg_100 : 31572.192862 ∣ critic_nllloss : 25699.080859 ∣ critic_ganloss : -370.975327 ∣ generator_nllloss : 5261.786914 ∣ generator_ganloss : 776.188428 ∣  [  std_z : 1.00  real_sub_fake : 1484.53 ]
[  epoch 0012/0040] 1810/4800, lr:5.0e-05 ∣ avg_100 : 31569.864844 ∣ critic_nllloss : 25960.688672 ∣ critic_ganloss : -570.391614 ∣ generator_nllloss : 5143.216016 ∣ generator_ganloss : 751.205249 ∣  [  std_z : 0.99  real_sub_fake : 1884.93 ]
[  epoch 0012/0040] 1820/4800, lr:5.0e-05 ∣ avg_100 : 31570.541689 ∣ critic_nllloss : 26045.163477 ∣ critic_ganloss : -386.213522 ∣ generator_nllloss : 5147.778320 ∣ generator_ganloss : 783.759570 ∣  [  std_z : 0.99  real_sub_fake : 1713.13 ]
[  epoch 0012/0040] 1830/4800, lr:5.0e-05 ∣ avg_100 : 31573.485604 ∣ critic_nllloss : 25995.203906 ∣ critic_ganloss : -386.674594 ∣ generator_nllloss : 5294.574609 ∣ generator_ganloss : 762.671631 ∣  [  std_z : 0.98  real_sub_fake : 1329.23 ]
[  epoch 0012/0040] 1840/4800, lr:5.0e-05 ∣ avg_100 : 31570.952688 ∣ critic_nllloss : 25887.174219 ∣ critic_ganloss : -497.162671 ∣ generator_nllloss : 5140.315039 ∣ generator_ganloss : 750.112964 ∣  [  std_z : 0.99  real_sub_fake : 1698.67 ]
[  epoch 0012/0040] 1850/4800, lr:5.0e-05 ∣ avg_100 : 31568.406536 ∣ critic_nllloss : 25939.126367 ∣ critic_ganloss : -495.958472 ∣ generator_nllloss : 5101.563281 ∣ generator_ganloss : 890.915820 ∣  [  std_z : 1.00  real_sub_fake : 1772.22 ]
[  epoch 0012/0040] 1860/4800, lr:5.0e-05 ∣ avg_100 : 31569.474016 ∣ critic_nllloss : 25900.817773 ∣ critic_ganloss : -465.082520 ∣ generator_nllloss : 5186.974414 ∣ generator_ganloss : 894.376855 ∣  [  std_z : 1.01  real_sub_fake : 2116.66 ]
[  epoch 0012/0040] 1870/4800, lr:5.0e-05 ∣ avg_100 : 31563.002554 ∣ critic_nllloss : 25726.983789 ∣ critic_ganloss : -406.782867 ∣ generator_nllloss : 5138.061133 ∣ generator_ganloss : 921.742871 ∣  [  std_z : 0.99  real_sub_fake : 1622.42 ]
[  epoch 0012/0040] 1880/4800, lr:5.0e-05 ∣ avg_100 : 31562.576138 ∣ critic_nllloss : 25953.695312 ∣ critic_ganloss : -375.337259 ∣ generator_nllloss : 5193.434766 ∣ generator_ganloss : 960.542773 ∣  [  std_z : 0.97  real_sub_fake : 1563.24 ]
[  epoch 0012/0040] 1890/4800, lr:5.0e-05 ∣ avg_100 : 31563.668282 ∣ critic_nllloss : 25920.806836 ∣ critic_ganloss : -510.014728 ∣ generator_nllloss : 5266.586914 ∣ generator_ganloss : 937.315918 ∣  [  std_z : 0.98  real_sub_fake : 1654.84 ]
[  epoch 0012/0040] 1900/4800, lr:5.0e-05 ∣ avg_100 : 31563.426306 ∣ critic_nllloss : 26057.873828 ∣ critic_ganloss : -516.932672 ∣ generator_nllloss : 5191.313867 ∣ generator_ganloss : 947.536914 ∣  [  std_z : 0.99  real_sub_fake : 2029.82 ]
[  epoch 0012/0040] 1910/4800, lr:5.0e-05 ∣ avg_100 : 31558.649834 ∣ critic_nllloss : 25764.935937 ∣ critic_ganloss : -442.460040 ∣ generator_nllloss : 5204.773633 ∣ generator_ganloss : 930.616357 ∣  [  std_z : 1.00  real_sub_fake : 1919.81 ]
[  epoch 0012/0040] 1920/4800, lr:5.0e-05 ∣ avg_100 : 31557.689580 ∣ critic_nllloss : 25874.127734 ∣ critic_ganloss : -396.027621 ∣ generator_nllloss : 5234.053125 ∣ generator_ganloss : 931.718262 ∣  [  std_z : 1.00  real_sub_fake : 1688.17 ]
[  epoch 0012/0040] 1930/4800, lr:5.0e-05 ∣ avg_100 : 31551.809411 ∣ critic_nllloss : 25851.900977 ∣ critic_ganloss : -595.413953 ∣ generator_nllloss : 5158.406445 ∣ generator_ganloss : 922.881787 ∣  [  std_z : 0.99  real_sub_fake : 1825.56 ]
[  epoch 0012/0040] 1940/4800, lr:5.0e-05 ∣ avg_100 : 31550.365639 ∣ critic_nllloss : 26000.925781 ∣ critic_ganloss : -677.258514 ∣ generator_nllloss : 5192.225977 ∣ generator_ganloss : 896.586621 ∣  [  std_z : 0.99  real_sub_fake : 2483.43 ]
[  epoch 0012/0040] 1950/4800, lr:5.0e-05 ∣ avg_100 : 31552.136471 ∣ critic_nllloss : 25994.198047 ∣ critic_ganloss : -475.356445 ∣ generator_nllloss : 5121.314453 ∣ generator_ganloss : 921.111426 ∣  [  std_z : 1.00  real_sub_fake : 2395.26 ]
[  epoch 0012/0040] 1960/4800, lr:5.0e-05 ∣ avg_100 : 31548.444201 ∣ critic_nllloss : 25699.519922 ∣ critic_ganloss : -250.397659 ∣ generator_nllloss : 5160.982227 ∣ generator_ganloss : 954.512891 ∣  [  std_z : 1.01  real_sub_fake : 907.09 ]
[  epoch 0012/0040] 1970/4800, lr:5.0e-05 ∣ avg_100 : 31547.256046 ∣ critic_nllloss : 25941.502148 ∣ critic_ganloss : -391.646170 ∣ generator_nllloss : 5220.282617 ∣ generator_ganloss : 879.899854 ∣  [  std_z : 1.00  real_sub_fake : 1205.91 ]
[  epoch 0012/0040] 1980/4800, lr:5.0e-05 ∣ avg_100 : 31550.874596 ∣ critic_nllloss : 25990.272070 ∣ critic_ganloss : -357.726718 ∣ generator_nllloss : 5193.452930 ∣ generator_ganloss : 900.219727 ∣  [  std_z : 0.99  real_sub_fake : 1300.30 ]
[  epoch 0012/0040] 1990/4800, lr:5.0e-05 ∣ avg_100 : 31551.947031 ∣ critic_nllloss : 26102.528711 ∣ critic_ganloss : -258.553516 ∣ generator_nllloss : 5238.793555 ∣ generator_ganloss : 898.528809 ∣  [  std_z : 0.98  real_sub_fake : 1325.87 ]
[  epoch 0012/0040] 2000/4800, lr:5.0e-05 ∣ avg_100 : 31549.357330 ∣ critic_nllloss : 25657.427930 ∣ critic_ganloss : -297.740976 ∣ generator_nllloss : 5057.748438 ∣ generator_ganloss : 872.748047 ∣  [  std_z : 0.99  real_sub_fake : 1253.58 ]
[  epoch 0012/0040] 2010/4800, lr:5.0e-05 ∣ avg_100 : 31551.057734 ∣ critic_nllloss : 26032.190039 ∣ critic_ganloss : -265.954968 ∣ generator_nllloss : 5230.170508 ∣ generator_ganloss : 833.792725 ∣  [  std_z : 1.01  real_sub_fake : 1146.94 ]
[  epoch 0012/0040] 2020/4800, lr:5.0e-05 ∣ avg_100 : 31553.222785 ∣ critic_nllloss : 26161.779687 ∣ critic_ganloss : -418.076462 ∣ generator_nllloss : 5335.414453 ∣ generator_ganloss : 803.664258 ∣  [  std_z : 1.01  real_sub_fake : 1298.14 ]
[  epoch 0012/0040] 2030/4800, lr:5.0e-05 ∣ avg_100 : 31554.168771 ∣ critic_nllloss : 25954.120508 ∣ critic_ganloss : -308.160913 ∣ generator_nllloss : 5234.980664 ∣ generator_ganloss : 792.478418 ∣  [  std_z : 0.99  real_sub_fake : 1313.75 ]
[  epoch 0012/0040] 2040/4800, lr:5.0e-05 ∣ avg_100 : 31551.270966 ∣ critic_nllloss : 25608.289258 ∣ critic_ganloss : -317.525978 ∣ generator_nllloss : 5072.264063 ∣ generator_ganloss : 836.527173 ∣  [  std_z : 0.98  real_sub_fake : 1231.71 ]
[  epoch 0012/0040] 2050/4800, lr:5.0e-05 ∣ avg_100 : 31551.660823 ∣ critic_nllloss : 26121.328516 ∣ critic_ganloss : -351.740857 ∣ generator_nllloss : 5291.507812 ∣ generator_ganloss : 865.244629 ∣  [  std_z : 0.99  real_sub_fake : 1263.41 ]
[  epoch 0012/0040] 2060/4800, lr:5.0e-05 ∣ avg_100 : 31544.914739 ∣ critic_nllloss : 25744.509570 ∣ critic_ganloss : -390.054156 ∣ generator_nllloss : 5098.348828 ∣ generator_ganloss : 864.934473 ∣  [  std_z : 1.01  real_sub_fake : 1273.78 ]
[  epoch 0012/0040] 2070/4800, lr:5.0e-05 ∣ avg_100 : 31540.959561 ∣ critic_nllloss : 25874.161523 ∣ critic_ganloss : -485.093347 ∣ generator_nllloss : 5089.358203 ∣ generator_ganloss : 861.707422 ∣  [  std_z : 1.00  real_sub_fake : 1523.72 ]
[  epoch 0012/0040] 2080/4800, lr:5.0e-05 ∣ avg_100 : 31536.664579 ∣ critic_nllloss : 25846.899414 ∣ critic_ganloss : -464.659589 ∣ generator_nllloss : 5179.926172 ∣ generator_ganloss : 851.566162 ∣  [  std_z : 1.00  real_sub_fake : 1977.71 ]
[  epoch 0012/0040] 2090/4800, lr:5.0e-05 ∣ avg_100 : 31538.399570 ∣ critic_nllloss : 26078.387695 ∣ critic_ganloss : -419.824014 ∣ generator_nllloss : 5182.094922 ∣ generator_ganloss : 884.436670 ∣  [  std_z : 0.99  real_sub_fake : 1869.92 ]
[  epoch 0012/0040] 2100/4800, lr:5.0e-05 ∣ avg_100 : 31537.875564 ∣ critic_nllloss : 25893.691602 ∣ critic_ganloss : -345.894128 ∣ generator_nllloss : 5206.431641 ∣ generator_ganloss : 829.914014 ∣  [  std_z : 0.98  real_sub_fake : 1513.99 ]
[  epoch 0012/0040] 2110/4800, lr:5.0e-05 ∣ avg_100 : 31539.770430 ∣ critic_nllloss : 26037.750781 ∣ critic_ganloss : -412.249063 ∣ generator_nllloss : 5272.069727 ∣ generator_ganloss : 839.057324 ∣  [  std_z : 0.99  real_sub_fake : 1354.05 ]
[  epoch 0012/0040] 2120/4800, lr:5.0e-05 ∣ avg_100 : 31538.326774 ∣ critic_nllloss : 25907.545703 ∣ critic_ganloss : -379.310727 ∣ generator_nllloss : 5144.079883 ∣ generator_ganloss : 830.520557 ∣  [  std_z : 1.00  real_sub_fake : 1277.78 ]
[  epoch 0012/0040] 2130/4800, lr:5.0e-05 ∣ avg_100 : 31538.327373 ∣ critic_nllloss : 25875.960938 ∣ critic_ganloss : -337.395691 ∣ generator_nllloss : 5263.560547 ∣ generator_ganloss : 794.438452 ∣  [  std_z : 1.01  real_sub_fake : 1480.82 ]
[  epoch 0012/0040] 2140/4800, lr:5.0e-05 ∣ avg_100 : 31541.370151 ∣ critic_nllloss : 25773.436133 ∣ critic_ganloss : -389.244330 ∣ generator_nllloss : 5243.195703 ∣ generator_ganloss : 839.826318 ∣  [  std_z : 1.00  real_sub_fake : 1325.62 ]
[  epoch 0012/0040] 2150/4800, lr:5.0e-05 ∣ avg_100 : 31541.992400 ∣ critic_nllloss : 25880.282031 ∣ critic_ganloss : -366.435022 ∣ generator_nllloss : 5110.619336 ∣ generator_ganloss : 806.438086 ∣  [  std_z : 0.99  real_sub_fake : 1658.39 ]
[  epoch 0012/0040] 2160/4800, lr:5.0e-05 ∣ avg_100 : 31543.374077 ∣ critic_nllloss : 26103.875000 ∣ critic_ganloss : -406.229428 ∣ generator_nllloss : 5144.715820 ∣ generator_ganloss : 787.737427 ∣  [  std_z : 1.00  real_sub_fake : 1194.37 ]
[  epoch 0012/0040] 2170/4800, lr:5.0e-05 ∣ avg_100 : 31543.772221 ∣ critic_nllloss : 25913.512500 ∣ critic_ganloss : -316.343170 ∣ generator_nllloss : 5176.549805 ∣ generator_ganloss : 730.697803 ∣  [  std_z : 0.99  real_sub_fake : 1389.62 ]
[  epoch 0012/0040] 2180/4800, lr:5.0e-05 ∣ avg_100 : 31541.154277 ∣ critic_nllloss : 25845.544727 ∣ critic_ganloss : -386.188596 ∣ generator_nllloss : 5171.550391 ∣ generator_ganloss : 756.374414 ∣  [  std_z : 1.00  real_sub_fake : 1505.13 ]
[  epoch 0012/0040] 2190/4800, lr:5.0e-05 ∣ avg_100 : 31540.616460 ∣ critic_nllloss : 25970.842773 ∣ critic_ganloss : -332.082761 ∣ generator_nllloss : 5200.560352 ∣ generator_ganloss : 773.285303 ∣  [  std_z : 1.00  real_sub_fake : 1555.47 ]
[  epoch 0012/0040] 2200/4800, lr:5.0e-05 ∣ avg_100 : 31539.782836 ∣ critic_nllloss : 25859.844922 ∣ critic_ganloss : -355.158777 ∣ generator_nllloss : 5155.106641 ∣ generator_ganloss : 801.653735 ∣  [  std_z : 1.00  real_sub_fake : 1114.97 ]
[  epoch 0012/0040] 2210/4800, lr:5.0e-05 ∣ avg_100 : 31542.945411 ∣ critic_nllloss : 25944.468359 ∣ critic_ganloss : -500.248450 ∣ generator_nllloss : 5190.934375 ∣ generator_ganloss : 776.026562 ∣  [  std_z : 0.99  real_sub_fake : 1556.69 ]
[  epoch 0012/0040] 2220/4800, lr:5.0e-05 ∣ avg_100 : 31544.260142 ∣ critic_nllloss : 26024.336523 ∣ critic_ganloss : -543.874658 ∣ generator_nllloss : 5249.484180 ∣ generator_ganloss : 823.102637 ∣  [  std_z : 0.99  real_sub_fake : 1986.84 ]
[  epoch 0012/0040] 2230/4800, lr:5.0e-05 ∣ avg_100 : 31541.153519 ∣ critic_nllloss : 25704.412891 ∣ critic_ganloss : -493.561081 ∣ generator_nllloss : 5181.293945 ∣ generator_ganloss : 871.952148 ∣  [  std_z : 0.99  real_sub_fake : 2126.44 ]
[  epoch 0012/0040] 2240/4800, lr:5.0e-05 ∣ avg_100 : 31540.588956 ∣ critic_nllloss : 25582.203516 ∣ critic_ganloss : -392.433066 ∣ generator_nllloss : 5189.501953 ∣ generator_ganloss : 876.658252 ∣  [  std_z : 0.99  real_sub_fake : 1914.62 ]
[  epoch 0012/0040] 2250/4800, lr:5.0e-05 ∣ avg_100 : 31539.473807 ∣ critic_nllloss : 25846.405664 ∣ critic_ganloss : -271.936024 ∣ generator_nllloss : 5158.101953 ∣ generator_ganloss : 907.845264 ∣  [  std_z : 0.99  real_sub_fake : 1212.89 ]
[  epoch 0012/0040] 2260/4800, lr:5.0e-05 ∣ avg_100 : 31540.576534 ∣ critic_nllloss : 25965.819141 ∣ critic_ganloss : -334.598785 ∣ generator_nllloss : 5133.710352 ∣ generator_ganloss : 910.148145 ∣  [  std_z : 0.99  real_sub_fake : 915.00 ]
[  epoch 0012/0040] 2270/4800, lr:5.0e-05 ∣ avg_100 : 31539.778974 ∣ critic_nllloss : 25937.054297 ∣ critic_ganloss : -393.325040 ∣ generator_nllloss : 5196.038672 ∣ generator_ganloss : 824.615869 ∣  [  std_z : 0.99  real_sub_fake : 1401.70 ]
[  epoch 0012/0040] 2280/4800, lr:5.0e-05 ∣ avg_100 : 31540.338946 ∣ critic_nllloss : 25798.465820 ∣ critic_ganloss : -448.946936 ∣ generator_nllloss : 5199.047656 ∣ generator_ganloss : 846.401367 ∣  [  std_z : 0.99  real_sub_fake : 1479.71 ]
[  epoch 0012/0040] 2290/4800, lr:5.0e-05 ∣ avg_100 : 31544.416607 ∣ critic_nllloss : 26018.739258 ∣ critic_ganloss : -424.300061 ∣ generator_nllloss : 5247.096680 ∣ generator_ganloss : 835.456738 ∣  [  std_z : 1.00  real_sub_fake : 1761.66 ]
[  epoch 0012/0040] 2300/4800, lr:5.0e-05 ∣ avg_100 : 31542.728193 ∣ critic_nllloss : 25744.293359 ∣ critic_ganloss : -384.121033 ∣ generator_nllloss : 5146.887500 ∣ generator_ganloss : 850.155176 ∣  [  std_z : 1.00  real_sub_fake : 1418.73 ]
[  epoch 0012/0040] 2310/4800, lr:5.0e-05 ∣ avg_100 : 31541.128991 ∣ critic_nllloss : 25915.349219 ∣ critic_ganloss : -479.961972 ∣ generator_nllloss : 5080.556055 ∣ generator_ganloss : 840.477686 ∣  [  std_z : 0.99  real_sub_fake : 1589.20 ]
[  epoch 0012/0040] 2320/4800, lr:5.0e-05 ∣ avg_100 : 31543.098089 ∣ critic_nllloss : 25911.585156 ∣ critic_ganloss : -366.826773 ∣ generator_nllloss : 5235.649414 ∣ generator_ganloss : 844.162012 ∣  [  std_z : 0.99  real_sub_fake : 1839.40 ]
[  epoch 0012/0040] 2330/4800, lr:5.0e-05 ∣ avg_100 : 31545.872582 ∣ critic_nllloss : 26043.710156 ∣ critic_ganloss : -290.926135 ∣ generator_nllloss : 5219.261719 ∣ generator_ganloss : 838.962036 ∣  [  std_z : 0.98  real_sub_fake : 1080.57 ]
[  epoch 0012/0040] 2340/4800, lr:5.0e-05 ∣ avg_100 : 31544.553201 ∣ critic_nllloss : 25991.952344 ∣ critic_ganloss : -310.912479 ∣ generator_nllloss : 5130.605273 ∣ generator_ganloss : 816.618896 ∣  [  std_z : 0.99  real_sub_fake : 1038.40 ]
[  epoch 0012/0040] 2350/4800, lr:5.0e-05 ∣ avg_100 : 31548.970284 ∣ critic_nllloss : 25995.512109 ∣ critic_ganloss : -301.434985 ∣ generator_nllloss : 5173.857031 ∣ generator_ganloss : 803.534375 ∣  [  std_z : 0.99  real_sub_fake : 1184.15 ]
[  epoch 0012/0040] 2360/4800, lr:5.0e-05 ∣ avg_100 : 31544.852950 ∣ critic_nllloss : 25749.571680 ∣ critic_ganloss : -414.862662 ∣ generator_nllloss : 5138.005273 ∣ generator_ganloss : 780.417139 ∣  [  std_z : 0.99  real_sub_fake : 1255.35 ]
[  epoch 0012/0040] 2370/4800, lr:5.0e-05 ∣ avg_100 : 31546.161229 ∣ critic_nllloss : 25934.413477 ∣ critic_ganloss : -359.350000 ∣ generator_nllloss : 5239.683398 ∣ generator_ganloss : 786.116699 ∣  [  std_z : 1.00  real_sub_fake : 1504.36 ]
[  epoch 0012/0040] 2380/4800, lr:5.0e-05 ∣ avg_100 : 31546.769894 ∣ critic_nllloss : 26024.831445 ∣ critic_ganloss : -375.272925 ∣ generator_nllloss : 5159.112305 ∣ generator_ganloss : 864.680762 ∣  [  std_z : 0.99  real_sub_fake : 1667.40 ]
[  epoch 0012/0040] 2390/4800, lr:5.0e-05 ∣ avg_100 : 31548.918973 ∣ critic_nllloss : 26142.447656 ∣ critic_ganloss : -388.949231 ∣ generator_nllloss : 5229.350781 ∣ generator_ganloss : 925.448145 ∣  [  std_z : 0.99  real_sub_fake : 1361.82 ]
[  epoch 0012/0040] 2400/4800, lr:5.0e-05 ∣ avg_100 : 31550.292527 ∣ critic_nllloss : 26112.881445 ∣ critic_ganloss : -342.886398 ∣ generator_nllloss : 5223.859570 ∣ generator_ganloss : 886.490381 ∣  [  std_z : 0.98  real_sub_fake : 1532.23 ]
[  epoch 0012/0040] 2410/4800, lr:5.0e-05 ∣ avg_100 : 31551.446615 ∣ critic_nllloss : 25845.583789 ∣ critic_ganloss : -311.217911 ∣ generator_nllloss : 5205.361328 ∣ generator_ganloss : 982.240430 ∣  [  std_z : 0.99  real_sub_fake : 1134.65 ]
[  epoch 0012/0040] 2420/4800, lr:5.0e-05 ∣ avg_100 : 31555.898295 ∣ critic_nllloss : 26098.740625 ∣ critic_ganloss : -452.386917 ∣ generator_nllloss : 5286.872656 ∣ generator_ganloss : 935.530664 ∣  [  std_z : 1.00  real_sub_fake : 1432.41 ]
[  epoch 0012/0040] 2430/4800, lr:5.0e-05 ∣ avg_100 : 31557.667001 ∣ critic_nllloss : 25942.107617 ∣ critic_ganloss : -322.125192 ∣ generator_nllloss : 5177.371680 ∣ generator_ganloss : 939.702637 ∣  [  std_z : 0.99  real_sub_fake : 1685.34 ]
[  epoch 0012/0040] 2440/4800, lr:5.0e-05 ∣ avg_100 : 31557.698745 ∣ critic_nllloss : 25913.324023 ∣ critic_ganloss : -319.429355 ∣ generator_nllloss : 5078.377344 ∣ generator_ganloss : 907.038037 ∣  [  std_z : 1.00  real_sub_fake : 1315.59 ]
[  epoch 0012/0040] 2450/4800, lr:5.0e-05 ∣ avg_100 : 31555.622287 ∣ critic_nllloss : 25694.922070 ∣ critic_ganloss : -418.946255 ∣ generator_nllloss : 5130.400586 ∣ generator_ganloss : 902.551904 ∣  [  std_z : 1.00  real_sub_fake : 1304.92 ]
[  epoch 0012/0040] 2460/4800, lr:5.0e-05 ∣ avg_100 : 31551.642905 ∣ critic_nllloss : 25783.206055 ∣ critic_ganloss : -420.688156 ∣ generator_nllloss : 5169.607031 ∣ generator_ganloss : 898.946875 ∣  [  std_z : 0.99  real_sub_fake : 1538.02 ]
[  epoch 0012/0040] 2470/4800, lr:5.0e-05 ∣ avg_100 : 31551.047061 ∣ critic_nllloss : 25896.072852 ∣ critic_ganloss : -395.923114 ∣ generator_nllloss : 5121.606055 ∣ generator_ganloss : 912.804297 ∣  [  std_z : 0.99  real_sub_fake : 1514.45 ]
[  epoch 0012/0040] 2480/4800, lr:5.0e-05 ∣ avg_100 : 31550.678360 ∣ critic_nllloss : 25877.581445 ∣ critic_ganloss : -393.856165 ∣ generator_nllloss : 5182.466016 ∣ generator_ganloss : 926.892627 ∣  [  std_z : 1.00  real_sub_fake : 1431.38 ]
[  epoch 0012/0040] 2490/4800, lr:5.0e-05 ∣ avg_100 : 31550.386144 ∣ critic_nllloss : 25787.771680 ∣ critic_ganloss : -377.517523 ∣ generator_nllloss : 5187.586523 ∣ generator_ganloss : 914.992188 ∣  [  std_z : 1.00  real_sub_fake : 1475.41 ]
[  epoch 0012/0040] 2500/4800, lr:5.0e-05 ∣ avg_100 : 31550.688065 ∣ critic_nllloss : 25865.891992 ∣ critic_ganloss : -349.662830 ∣ generator_nllloss : 5121.374023 ∣ generator_ganloss : 913.970459 ∣  [  std_z : 1.00  real_sub_fake : 1348.39 ]
[  epoch 0012/0040] 2510/4800, lr:5.0e-05 ∣ avg_100 : 31550.894497 ∣ critic_nllloss : 25844.129102 ∣ critic_ganloss : -416.041757 ∣ generator_nllloss : 5334.418555 ∣ generator_ganloss : 927.346582 ∣  [  std_z : 0.98  real_sub_fake : 1536.70 ]
[  epoch 0012/0040] 2520/4800, lr:5.0e-05 ∣ avg_100 : 31552.452988 ∣ critic_nllloss : 26071.679492 ∣ critic_ganloss : -420.942163 ∣ generator_nllloss : 5222.991406 ∣ generator_ganloss : 984.856445 ∣  [  std_z : 0.98  real_sub_fake : 1605.44 ]
[  epoch 0012/0040] 2530/4800, lr:5.0e-05 ∣ avg_100 : 31553.509928 ∣ critic_nllloss : 26060.708203 ∣ critic_ganloss : -514.745297 ∣ generator_nllloss : 5206.714063 ∣ generator_ganloss : 935.567578 ∣  [  std_z : 1.00  real_sub_fake : 1746.36 ]
[  epoch 0012/0040] 2540/4800, lr:5.0e-05 ∣ avg_100 : 31557.619267 ∣ critic_nllloss : 26041.684766 ∣ critic_ganloss : -436.683157 ∣ generator_nllloss : 5184.267773 ∣ generator_ganloss : 932.714990 ∣  [  std_z : 1.01  real_sub_fake : 1831.13 ]
[  epoch 0012/0040] 2550/4800, lr:5.0e-05 ∣ avg_100 : 31560.218008 ∣ critic_nllloss : 25958.915234 ∣ critic_ganloss : -466.345807 ∣ generator_nllloss : 5160.987500 ∣ generator_ganloss : 905.928662 ∣  [  std_z : 1.01  real_sub_fake : 1595.61 ]
[  epoch 0012/0040] 2560/4800, lr:5.0e-05 ∣ avg_100 : 31561.088613 ∣ critic_nllloss : 25972.866797 ∣ critic_ganloss : -424.113971 ∣ generator_nllloss : 5143.592578 ∣ generator_ganloss : 877.413818 ∣  [  std_z : 0.99  real_sub_fake : 1827.32 ]
[  epoch 0012/0040] 2570/4800, lr:5.0e-05 ∣ avg_100 : 31559.556981 ∣ critic_nllloss : 25753.811523 ∣ critic_ganloss : -433.270059 ∣ generator_nllloss : 5193.372656 ∣ generator_ganloss : 916.593945 ∣  [  std_z : 0.98  real_sub_fake : 1656.39 ]
[  epoch 0012/0040] 2580/4800, lr:5.0e-05 ∣ avg_100 : 31556.811302 ∣ critic_nllloss : 25966.537109 ∣ critic_ganloss : -447.135190 ∣ generator_nllloss : 5176.956250 ∣ generator_ganloss : 918.591699 ∣  [  std_z : 0.98  real_sub_fake : 1797.84 ]
[  epoch 0012/0040] 2590/4800, lr:5.0e-05 ∣ avg_100 : 31553.403965 ∣ critic_nllloss : 25871.449219 ∣ critic_ganloss : -514.985928 ∣ generator_nllloss : 5121.660547 ∣ generator_ganloss : 903.177637 ∣  [  std_z : 1.00  real_sub_fake : 1677.25 ]
[  epoch 0012/0040] 2600/4800, lr:5.0e-05 ∣ avg_100 : 31555.011607 ∣ critic_nllloss : 25951.883203 ∣ critic_ganloss : -441.447366 ∣ generator_nllloss : 5208.430273 ∣ generator_ganloss : 867.432568 ∣  [  std_z : 1.01  real_sub_fake : 1859.63 ]
[  epoch 0012/0040] 2610/4800, lr:5.0e-05 ∣ avg_100 : 31556.996625 ∣ critic_nllloss : 25895.436914 ∣ critic_ganloss : -409.374881 ∣ generator_nllloss : 5198.892383 ∣ generator_ganloss : 907.701563 ∣  [  std_z : 1.01  real_sub_fake : 1808.28 ]
[  epoch 0012/0040] 2620/4800, lr:5.0e-05 ∣ avg_100 : 31559.073966 ∣ critic_nllloss : 26035.082227 ∣ critic_ganloss : -349.753888 ∣ generator_nllloss : 5163.377734 ∣ generator_ganloss : 921.643750 ∣  [  std_z : 0.98  real_sub_fake : 1539.80 ]
[  epoch 0012/0040] 2630/4800, lr:5.0e-05 ∣ avg_100 : 31558.789294 ∣ critic_nllloss : 26081.685742 ∣ critic_ganloss : -441.487305 ∣ generator_nllloss : 5264.598437 ∣ generator_ganloss : 867.618408 ∣  [  std_z : 0.98  real_sub_fake : 1423.01 ]
[  epoch 0012/0040] 2640/4800, lr:5.0e-05 ∣ avg_100 : 31556.331954 ∣ critic_nllloss : 25859.691211 ∣ critic_ganloss : -383.252109 ∣ generator_nllloss : 5194.266406 ∣ generator_ganloss : 839.019287 ∣  [  std_z : 0.99  real_sub_fake : 1591.74 ]
[  epoch 0012/0040] 2650/4800, lr:5.0e-05 ∣ avg_100 : 31556.604460 ∣ critic_nllloss : 25940.294141 ∣ critic_ganloss : -521.450906 ∣ generator_nllloss : 5214.025391 ∣ generator_ganloss : 847.370020 ∣  [  std_z : 1.00  real_sub_fake : 1678.58 ]
[  epoch 0012/0040] 2660/4800, lr:5.0e-05 ∣ avg_100 : 31555.317079 ∣ critic_nllloss : 25981.073047 ∣ critic_ganloss : -428.921619 ∣ generator_nllloss : 5225.446289 ∣ generator_ganloss : 845.571484 ∣  [  std_z : 1.00  real_sub_fake : 1875.64 ]
[  epoch 0012/0040] 2670/4800, lr:5.0e-05 ∣ avg_100 : 31556.003965 ∣ critic_nllloss : 26015.315820 ∣ critic_ganloss : -291.242780 ∣ generator_nllloss : 5166.561133 ∣ generator_ganloss : 855.428955 ∣  [  std_z : 0.99  real_sub_fake : 1341.22 ]
[  epoch 0012/0040] 2680/4800, lr:5.0e-05 ∣ avg_100 : 31559.219248 ∣ critic_nllloss : 25974.121875 ∣ critic_ganloss : -375.617087 ∣ generator_nllloss : 5199.795508 ∣ generator_ganloss : 818.968701 ∣  [  std_z : 0.99  real_sub_fake : 1182.17 ]
[  epoch 0012/0040] 2690/4800, lr:5.0e-05 ∣ avg_100 : 31559.590420 ∣ critic_nllloss : 25889.851172 ∣ critic_ganloss : -435.816083 ∣ generator_nllloss : 5291.326172 ∣ generator_ganloss : 817.250903 ∣  [  std_z : 1.00  real_sub_fake : 1535.02 ]
[  epoch 0012/0040] 2700/4800, lr:5.0e-05 ∣ avg_100 : 31559.424448 ∣ critic_nllloss : 25882.062891 ∣ critic_ganloss : -406.674954 ∣ generator_nllloss : 5258.116602 ∣ generator_ganloss : 875.000977 ∣  [  std_z : 1.00  real_sub_fake : 1650.91 ]
[  epoch 0012/0040] 2710/4800, lr:5.0e-05 ∣ avg_100 : 31565.782814 ∣ critic_nllloss : 26057.148633 ∣ critic_ganloss : -281.202982 ∣ generator_nllloss : 5289.131250 ∣ generator_ganloss : 841.574219 ∣  [  std_z : 0.99  real_sub_fake : 1500.94 ]
[  epoch 0012/0040] 2720/4800, lr:5.0e-05 ∣ avg_100 : 31572.105654 ∣ critic_nllloss : 26068.584961 ∣ critic_ganloss : -383.229388 ∣ generator_nllloss : 5243.010742 ∣ generator_ganloss : 852.327979 ∣  [  std_z : 0.99  real_sub_fake : 1228.47 ]
[  epoch 0012/0040] 2730/4800, lr:5.0e-05 ∣ avg_100 : 31571.567137 ∣ critic_nllloss : 25817.313281 ∣ critic_ganloss : -327.672598 ∣ generator_nllloss : 5224.076758 ∣ generator_ganloss : 822.687720 ∣  [  std_z : 0.98  real_sub_fake : 1300.53 ]
[  epoch 0012/0040] 2740/4800, lr:5.0e-05 ∣ avg_100 : 31571.066935 ∣ critic_nllloss : 25940.613867 ∣ critic_ganloss : -508.176791 ∣ generator_nllloss : 5143.567578 ∣ generator_ganloss : 817.834790 ∣  [  std_z : 0.99  real_sub_fake : 1640.34 ]
[  epoch 0012/0040] 2750/4800, lr:5.0e-05 ∣ avg_100 : 31570.303458 ∣ critic_nllloss : 25823.172656 ∣ critic_ganloss : -433.089499 ∣ generator_nllloss : 5177.283203 ∣ generator_ganloss : 829.789697 ∣  [  std_z : 0.99  real_sub_fake : 1868.87 ]
[  epoch 0012/0040] 2760/4800, lr:5.0e-05 ∣ avg_100 : 31569.680638 ∣ critic_nllloss : 25789.527148 ∣ critic_ganloss : -305.391296 ∣ generator_nllloss : 5163.876172 ∣ generator_ganloss : 897.625879 ∣  [  std_z : 1.01  real_sub_fake : 1356.44 ]
[  epoch 0012/0040] 2770/4800, lr:5.0e-05 ∣ avg_100 : 31570.578941 ∣ critic_nllloss : 25896.594922 ∣ critic_ganloss : -340.929095 ∣ generator_nllloss : 5186.187891 ∣ generator_ganloss : 872.646240 ∣  [  std_z : 1.00  real_sub_fake : 1201.64 ]
[  epoch 0012/0040] 2780/4800, lr:5.0e-05 ∣ avg_100 : 31571.609090 ∣ critic_nllloss : 26049.189648 ∣ critic_ganloss : -402.358795 ∣ generator_nllloss : 5163.454883 ∣ generator_ganloss : 849.897021 ∣  [  std_z : 0.99  real_sub_fake : 1410.92 ]
[  epoch 0012/0040] 2790/4800, lr:5.0e-05 ∣ avg_100 : 31570.360131 ∣ critic_nllloss : 25754.563477 ∣ critic_ganloss : -351.991483 ∣ generator_nllloss : 5132.985937 ∣ generator_ganloss : 845.430078 ∣  [  std_z : 0.99  real_sub_fake : 1371.95 ]
[  epoch 0012/0040] 2800/4800, lr:5.0e-05 ∣ avg_100 : 31574.426841 ∣ critic_nllloss : 26060.822070 ∣ critic_ganloss : -328.845267 ∣ generator_nllloss : 5182.094922 ∣ generator_ganloss : 858.680176 ∣  [  std_z : 1.00  real_sub_fake : 1304.20 ]
[  epoch 0012/0040] 2810/4800, lr:5.0e-05 ∣ avg_100 : 31577.027785 ∣ critic_nllloss : 25943.040430 ∣ critic_ganloss : -415.305524 ∣ generator_nllloss : 5175.152539 ∣ generator_ganloss : 841.925293 ∣  [  std_z : 0.99  real_sub_fake : 1281.28 ]
[  epoch 0012/0040] 2820/4800, lr:5.0e-05 ∣ avg_100 : 31578.611907 ∣ critic_nllloss : 26132.470508 ∣ critic_ganloss : -480.861121 ∣ generator_nllloss : 5260.254102 ∣ generator_ganloss : 837.036572 ∣  [  std_z : 0.99  real_sub_fake : 1751.36 ]
[  epoch 0012/0040] 2830/4800, lr:5.0e-05 ∣ avg_100 : 31577.994756 ∣ critic_nllloss : 25873.306055 ∣ critic_ganloss : -407.832663 ∣ generator_nllloss : 5287.290234 ∣ generator_ganloss : 851.296777 ∣  [  std_z : 0.99  real_sub_fake : 1631.27 ]
[  epoch 0012/0040] 2840/4800, lr:5.0e-05 ∣ avg_100 : 31579.520710 ∣ critic_nllloss : 25781.483789 ∣ critic_ganloss : -405.015292 ∣ generator_nllloss : 5217.017187 ∣ generator_ganloss : 839.549268 ∣  [  std_z : 1.00  real_sub_fake : 1552.58 ]
[  epoch 0012/0040] 2850/4800, lr:5.0e-05 ∣ avg_100 : 31578.989884 ∣ critic_nllloss : 25821.887695 ∣ critic_ganloss : -428.839368 ∣ generator_nllloss : 5143.150391 ∣ generator_ganloss : 846.365723 ∣  [  std_z : 0.99  real_sub_fake : 1477.72 ]
[  epoch 0012/0040] 2860/4800, lr:5.0e-05 ∣ avg_100 : 31578.963058 ∣ critic_nllloss : 25916.285156 ∣ critic_ganloss : -438.158569 ∣ generator_nllloss : 5199.374414 ∣ generator_ganloss : 836.902930 ∣  [  std_z : 0.98  real_sub_fake : 1666.69 ]
[  epoch 0012/0040] 2870/4800, lr:5.0e-05 ∣ avg_100 : 31582.563546 ∣ critic_nllloss : 26067.858398 ∣ critic_ganloss : -418.670117 ∣ generator_nllloss : 5285.308008 ∣ generator_ganloss : 805.557422 ∣  [  std_z : 1.00  real_sub_fake : 1791.24 ]
[  epoch 0012/0040] 2880/4800, lr:5.0e-05 ∣ avg_100 : 31580.141366 ∣ critic_nllloss : 25928.999805 ∣ critic_ganloss : -406.626666 ∣ generator_nllloss : 5166.662109 ∣ generator_ganloss : 801.082324 ∣  [  std_z : 1.00  real_sub_fake : 1639.62 ]
[  epoch 0012/0040] 2890/4800, lr:5.0e-05 ∣ avg_100 : 31576.510493 ∣ critic_nllloss : 25745.249023 ∣ critic_ganloss : -461.734439 ∣ generator_nllloss : 5186.437695 ∣ generator_ganloss : 781.655347 ∣  [  std_z : 0.99  real_sub_fake : 1641.53 ]
[  epoch 0012/0040] 2900/4800, lr:5.0e-05 ∣ avg_100 : 31573.138892 ∣ critic_nllloss : 25758.841602 ∣ critic_ganloss : -330.001434 ∣ generator_nllloss : 5120.628711 ∣ generator_ganloss : 793.163037 ∣  [  std_z : 0.99  real_sub_fake : 1546.38 ]
[  epoch 0012/0040] 2910/4800, lr:5.0e-05 ∣ avg_100 : 31575.765425 ∣ critic_nllloss : 26054.168945 ∣ critic_ganloss : -305.878415 ∣ generator_nllloss : 5172.726172 ∣ generator_ganloss : 799.502393 ∣  [  std_z : 0.99  real_sub_fake : 1200.80 ]
[  epoch 0012/0040] 2920/4800, lr:5.0e-05 ∣ avg_100 : 31575.017275 ∣ critic_nllloss : 26055.195898 ∣ critic_ganloss : -396.438498 ∣ generator_nllloss : 5157.289453 ∣ generator_ganloss : 753.009741 ∣  [  std_z : 0.99  real_sub_fake : 1322.98 ]
[  epoch 0012/0040] 2930/4800, lr:5.0e-05 ∣ avg_100 : 31578.016556 ∣ critic_nllloss : 26029.924023 ∣ critic_ganloss : -358.842307 ∣ generator_nllloss : 5197.507422 ∣ generator_ganloss : 769.114209 ∣  [  std_z : 1.00  real_sub_fake : 1392.30 ]
[  epoch 0012/0040] 2940/4800, lr:5.0e-05 ∣ avg_100 : 31579.355065 ∣ critic_nllloss : 25978.077930 ∣ critic_ganloss : -442.892212 ∣ generator_nllloss : 5194.657031 ∣ generator_ganloss : 816.487939 ∣  [  std_z : 1.00  real_sub_fake : 1654.81 ]
[  epoch 0012/0040] 2950/4800, lr:5.0e-05 ∣ avg_100 : 31581.484798 ∣ critic_nllloss : 26102.836328 ∣ critic_ganloss : -279.277014 ∣ generator_nllloss : 5158.674414 ∣ generator_ganloss : 792.007129 ∣  [  std_z : 0.99  real_sub_fake : 1578.38 ]
[  epoch 0012/0040] 2960/4800, lr:5.0e-05 ∣ avg_100 : 31581.784482 ∣ critic_nllloss : 25953.511523 ∣ critic_ganloss : -272.915794 ∣ generator_nllloss : 5135.761719 ∣ generator_ganloss : 778.228271 ∣  [  std_z : 0.99  real_sub_fake : 1002.83 ]
[  epoch 0012/0040] 2970/4800, lr:5.0e-05 ∣ avg_100 : 31582.286460 ∣ critic_nllloss : 26069.668945 ∣ critic_ganloss : -388.050458 ∣ generator_nllloss : 5252.350391 ∣ generator_ganloss : 766.267407 ∣  [  std_z : 1.00  real_sub_fake : 1167.72 ]
[  epoch 0012/0040] 2980/4800, lr:5.0e-05 ∣ avg_100 : 31580.052231 ∣ critic_nllloss : 25900.992969 ∣ critic_ganloss : -407.474969 ∣ generator_nllloss : 5236.733594 ∣ generator_ganloss : 772.543506 ∣  [  std_z : 0.99  real_sub_fake : 1374.66 ]
[  epoch 0012/0040] 2990/4800, lr:5.0e-05 ∣ avg_100 : 31576.794566 ∣ critic_nllloss : 26112.898438 ∣ critic_ganloss : -459.478226 ∣ generator_nllloss : 5222.857422 ∣ generator_ganloss : 779.253418 ∣  [  std_z : 0.99  real_sub_fake : 1574.71 ]
[  epoch 0012/0040] 3000/4800, lr:5.0e-05 ∣ avg_100 : 31576.619158 ∣ critic_nllloss : 25857.451953 ∣ critic_ganloss : -405.454236 ∣ generator_nllloss : 5050.584961 ∣ generator_ganloss : 770.059912 ∣  [  std_z : 0.99  real_sub_fake : 1809.37 ]
[  epoch 0012/0040] 3010/4800, lr:5.0e-05 ∣ avg_100 : 31575.457127 ∣ critic_nllloss : 26188.466406 ∣ critic_ganloss : -429.556091 ∣ generator_nllloss : 5210.549023 ∣ generator_ganloss : 744.535864 ∣  [  std_z : 0.99  real_sub_fake : 1626.26 ]
[  epoch 0012/0040] 3020/4800, lr:5.0e-05 ∣ avg_100 : 31569.528506 ∣ critic_nllloss : 25881.957227 ∣ critic_ganloss : -440.320181 ∣ generator_nllloss : 5123.756250 ∣ generator_ganloss : 724.526587 ∣  [  std_z : 0.99  real_sub_fake : 1647.79 ]
[  epoch 0012/0040] 3030/4800, lr:5.0e-05 ∣ avg_100 : 31564.331119 ∣ critic_nllloss : 25685.320703 ∣ critic_ganloss : -402.701804 ∣ generator_nllloss : 5100.474219 ∣ generator_ganloss : 770.586865 ∣  [  std_z : 0.99  real_sub_fake : 1607.98 ]
[  epoch 0012/0040] 3040/4800, lr:5.0e-05 ∣ avg_100 : 31565.147720 ∣ critic_nllloss : 25767.627344 ∣ critic_ganloss : -420.317374 ∣ generator_nllloss : 5168.708789 ∣ generator_ganloss : 765.195874 ∣  [  std_z : 0.99  real_sub_fake : 1592.94 ]
[  epoch 0012/0040] 3050/4800, lr:5.0e-05 ∣ avg_100 : 31560.370831 ∣ critic_nllloss : 25832.424609 ∣ critic_ganloss : -440.867938 ∣ generator_nllloss : 5280.600977 ∣ generator_ganloss : 776.493579 ∣  [  std_z : 1.00  real_sub_fake : 1636.86 ]
[  epoch 0012/0040] 3060/4800, lr:5.0e-05 ∣ avg_100 : 31564.500976 ∣ critic_nllloss : 25972.758398 ∣ critic_ganloss : -186.615437 ∣ generator_nllloss : 5184.087305 ∣ generator_ganloss : 760.522949 ∣  [  std_z : 1.00  real_sub_fake : 1066.60 ]
[  epoch 0012/0040] 3070/4800, lr:5.0e-05 ∣ avg_100 : 31568.265863 ∣ critic_nllloss : 25827.068555 ∣ critic_ganloss : -112.485693 ∣ generator_nllloss : 5200.196875 ∣ generator_ganloss : 801.842676 ∣  [  std_z : 0.99  real_sub_fake : 653.95 ]
[  epoch 0012/0040] 3080/4800, lr:5.0e-05 ∣ avg_100 : 31569.052455 ∣ critic_nllloss : 25677.199414 ∣ critic_ganloss : -154.044741 ∣ generator_nllloss : 5140.104688 ∣ generator_ganloss : 829.132031 ∣  [  std_z : 0.98  real_sub_fake : 492.01 ]
[  epoch 0012/0040] 3090/4800, lr:5.0e-05 ∣ avg_100 : 31570.566630 ∣ critic_nllloss : 26092.438867 ∣ critic_ganloss : -200.265250 ∣ generator_nllloss : 5178.582227 ∣ generator_ganloss : 805.756982 ∣  [  std_z : 0.99  real_sub_fake : 571.47 ]
[  epoch 0012/0040] 3100/4800, lr:5.0e-05 ∣ avg_100 : 31571.865468 ∣ critic_nllloss : 25933.467383 ∣ critic_ganloss : -243.330571 ∣ generator_nllloss : 5242.303906 ∣ generator_ganloss : 781.586157 ∣  [  std_z : 1.00  real_sub_fake : 787.01 ]
[  epoch 0012/0040] 3110/4800, lr:5.0e-05 ∣ avg_100 : 31568.506113 ∣ critic_nllloss : 25837.720313 ∣ critic_ganloss : -290.562448 ∣ generator_nllloss : 5062.560547 ∣ generator_ganloss : 790.974854 ∣  [  std_z : 0.99  real_sub_fake : 1069.82 ]
[  epoch 0012/0040] 3120/4800, lr:5.0e-05 ∣ avg_100 : 31570.006011 ∣ critic_nllloss : 26001.028711 ∣ critic_ganloss : -339.812375 ∣ generator_nllloss : 5184.434961 ∣ generator_ganloss : 807.173926 ∣  [  std_z : 0.99  real_sub_fake : 1058.03 ]
[  epoch 0012/0040] 3130/4800, lr:5.0e-05 ∣ avg_100 : 31567.849604 ∣ critic_nllloss : 25820.809961 ∣ critic_ganloss : -361.424969 ∣ generator_nllloss : 5154.165820 ∣ generator_ganloss : 767.372754 ∣  [  std_z : 0.99  real_sub_fake : 1248.43 ]
[  epoch 0012/0040] 3140/4800, lr:5.0e-05 ∣ avg_100 : 31567.687306 ∣ critic_nllloss : 25943.302344 ∣ critic_ganloss : -375.336377 ∣ generator_nllloss : 5142.455273 ∣ generator_ganloss : 740.562817 ∣  [  std_z : 1.00  real_sub_fake : 1455.48 ]
[  epoch 0012/0040] 3150/4800, lr:5.0e-05 ∣ avg_100 : 31568.347075 ∣ critic_nllloss : 25911.127148 ∣ critic_ganloss : -332.805289 ∣ generator_nllloss : 5160.675586 ∣ generator_ganloss : 757.883813 ∣  [  std_z : 1.01  real_sub_fake : 1288.03 ]
[  epoch 0012/0040] 3160/4800, lr:5.0e-05 ∣ avg_100 : 31567.477557 ∣ critic_nllloss : 25999.485352 ∣ critic_ganloss : -445.571411 ∣ generator_nllloss : 5240.381641 ∣ generator_ganloss : 748.851465 ∣  [  std_z : 1.00  real_sub_fake : 1490.04 ]
[  epoch 0012/0040] 3170/4800, lr:5.0e-05 ∣ avg_100 : 31565.228705 ∣ critic_nllloss : 25745.196094 ∣ critic_ganloss : -287.516476 ∣ generator_nllloss : 5058.981836 ∣ generator_ganloss : 762.870264 ∣  [  std_z : 0.98  real_sub_fake : 1258.99 ]
[  epoch 0012/0040] 3180/4800, lr:5.0e-05 ∣ avg_100 : 31565.368709 ∣ critic_nllloss : 25958.213281 ∣ critic_ganloss : -388.841296 ∣ generator_nllloss : 5118.760742 ∣ generator_ganloss : 713.148584 ∣  [  std_z : 0.99  real_sub_fake : 1352.27 ]
[  epoch 0012/0040] 3190/4800, lr:5.0e-05 ∣ avg_100 : 31564.980977 ∣ critic_nllloss : 25964.819531 ∣ critic_ganloss : -312.455579 ∣ generator_nllloss : 5198.656641 ∣ generator_ganloss : 722.811914 ∣  [  std_z : 1.00  real_sub_fake : 1398.52 ]
[  epoch 0012/0040] 3200/4800, lr:5.0e-05 ∣ avg_100 : 31564.088977 ∣ critic_nllloss : 25872.270898 ∣ critic_ganloss : -397.488922 ∣ generator_nllloss : 5197.171875 ∣ generator_ganloss : 700.292651 ∣  [  std_z : 1.00  real_sub_fake : 1366.19 ]
[  epoch 0012/0040] 3210/4800, lr:5.0e-05 ∣ avg_100 : 31563.959083 ∣ critic_nllloss : 25853.573633 ∣ critic_ganloss : -306.491058 ∣ generator_nllloss : 5189.250977 ∣ generator_ganloss : 661.857910 ∣  [  std_z : 0.99  real_sub_fake : 1385.77 ]
[  epoch 0012/0040] 3220/4800, lr:5.0e-05 ∣ avg_100 : 31563.771106 ∣ critic_nllloss : 25948.548633 ∣ critic_ganloss : -294.452545 ∣ generator_nllloss : 5252.941992 ∣ generator_ganloss : 627.212891 ∣  [  std_z : 0.99  real_sub_fake : 1072.14 ]
[  epoch 0012/0040] 3230/4800, lr:5.0e-05 ∣ avg_100 : 31566.760678 ∣ critic_nllloss : 25977.745898 ∣ critic_ganloss : -273.234702 ∣ generator_nllloss : 5299.729492 ∣ generator_ganloss : 558.814453 ∣  [  std_z : 0.99  real_sub_fake : 1174.87 ]
[  epoch 0012/0040] 3240/4800, lr:5.0e-05 ∣ avg_100 : 31567.154506 ∣ critic_nllloss : 25847.603906 ∣ critic_ganloss : -314.153099 ∣ generator_nllloss : 5134.550977 ∣ generator_ganloss : 627.311694 ∣  [  std_z : 0.99  real_sub_fake : 1078.80 ]
[  epoch 0012/0040] 3250/4800, lr:5.0e-05 ∣ avg_100 : 31568.320316 ∣ critic_nllloss : 26140.458398 ∣ critic_ganloss : -297.734869 ∣ generator_nllloss : 5272.031641 ∣ generator_ganloss : 642.242627 ∣  [  std_z : 1.00  real_sub_fake : 1182.99 ]
[  epoch 0012/0040] 3260/4800, lr:5.0e-05 ∣ avg_100 : 31564.780769 ∣ critic_nllloss : 25912.544727 ∣ critic_ganloss : -411.063397 ∣ generator_nllloss : 5153.164844 ∣ generator_ganloss : 666.477979 ∣  [  std_z : 0.99  real_sub_fake : 1266.01 ]
[  epoch 0012/0040] 3270/4800, lr:5.0e-05 ∣ avg_100 : 31565.573673 ∣ critic_nllloss : 26083.364258 ∣ critic_ganloss : -350.515659 ∣ generator_nllloss : 5219.293359 ∣ generator_ganloss : 691.532300 ∣  [  std_z : 1.01  real_sub_fake : 1535.88 ]
[  epoch 0012/0040] 3280/4800, lr:5.0e-05 ∣ avg_100 : 31565.489988 ∣ critic_nllloss : 25813.466211 ∣ critic_ganloss : -352.122400 ∣ generator_nllloss : 5194.916602 ∣ generator_ganloss : 730.338916 ∣  [  std_z : 1.00  real_sub_fake : 1514.06 ]
[  epoch 0012/0040] 3290/4800, lr:5.0e-05 ∣ avg_100 : 31561.435256 ∣ critic_nllloss : 25760.194531 ∣ critic_ganloss : -334.129041 ∣ generator_nllloss : 5132.200977 ∣ generator_ganloss : 713.252930 ∣  [  std_z : 1.00  real_sub_fake : 1434.21 ]
[  epoch 0012/0040] 3300/4800, lr:5.0e-05 ∣ avg_100 : 31562.108685 ∣ critic_nllloss : 25974.301758 ∣ critic_ganloss : -439.242657 ∣ generator_nllloss : 5198.452148 ∣ generator_ganloss : 691.046729 ∣  [  std_z : 0.99  real_sub_fake : 1281.30 ]
[  epoch 0012/0040] 3310/4800, lr:5.0e-05 ∣ avg_100 : 31560.539234 ∣ critic_nllloss : 25785.502539 ∣ critic_ganloss : -393.782324 ∣ generator_nllloss : 5107.201758 ∣ generator_ganloss : 700.553857 ∣  [  std_z : 0.99  real_sub_fake : 1428.43 ]
[  epoch 0012/0040] 3320/4800, lr:5.0e-05 ∣ avg_100 : 31559.544746 ∣ critic_nllloss : 25967.389648 ∣ critic_ganloss : -391.264218 ∣ generator_nllloss : 5233.497461 ∣ generator_ganloss : 715.498193 ∣  [  std_z : 1.00  real_sub_fake : 1516.07 ]
[  epoch 0012/0040] 3330/4800, lr:5.0e-05 ∣ avg_100 : 31556.359733 ∣ critic_nllloss : 25896.920312 ∣ critic_ganloss : -316.540732 ∣ generator_nllloss : 5238.125586 ∣ generator_ganloss : 674.001294 ∣  [  std_z : 0.99  real_sub_fake : 1413.93 ]
[  epoch 0012/0040] 3340/4800, lr:5.0e-05 ∣ avg_100 : 31554.526118 ∣ critic_nllloss : 25907.850195 ∣ critic_ganloss : -319.081076 ∣ generator_nllloss : 5192.626562 ∣ generator_ganloss : 663.506787 ∣  [  std_z : 0.99  real_sub_fake : 1296.21 ]
[  epoch 0012/0040] 3350/4800, lr:5.0e-05 ∣ avg_100 : 31550.606425 ∣ critic_nllloss : 25884.047852 ∣ critic_ganloss : -403.198264 ∣ generator_nllloss : 5146.680859 ∣ generator_ganloss : 651.968774 ∣  [  std_z : 0.99  real_sub_fake : 1381.57 ]
[  epoch 0012/0040] 3360/4800, lr:5.0e-05 ∣ avg_100 : 31552.349553 ∣ critic_nllloss : 26032.224219 ∣ critic_ganloss : -472.086826 ∣ generator_nllloss : 5223.660156 ∣ generator_ganloss : 643.646753 ∣  [  std_z : 1.00  real_sub_fake : 1573.75 ]
[  epoch 0012/0040] 3370/4800, lr:5.0e-05 ∣ avg_100 : 31554.627175 ∣ critic_nllloss : 26280.743750 ∣ critic_ganloss : -411.743210 ∣ generator_nllloss : 5285.212500 ∣ generator_ganloss : 674.412695 ∣  [  std_z : 0.99  real_sub_fake : 1711.88 ]
[  epoch 0012/0040] 3380/4800, lr:5.0e-05 ∣ avg_100 : 31551.971565 ∣ critic_nllloss : 25899.881641 ∣ critic_ganloss : -419.104434 ∣ generator_nllloss : 5200.301367 ∣ generator_ganloss : 726.711987 ∣  [  std_z : 0.99  real_sub_fake : 1566.26 ]
[  epoch 0012/0040] 3390/4800, lr:5.0e-05 ∣ avg_100 : 31547.779346 ∣ critic_nllloss : 25905.760156 ∣ critic_ganloss : -273.330127 ∣ generator_nllloss : 5140.648242 ∣ generator_ganloss : 715.997192 ∣  [  std_z : 1.00  real_sub_fake : 1234.82 ]
[  epoch 0012/0040] 3400/4800, lr:5.0e-05 ∣ avg_100 : 31542.117317 ∣ critic_nllloss : 25852.215625 ∣ critic_ganloss : -377.549274 ∣ generator_nllloss : 5166.802539 ∣ generator_ganloss : 672.673242 ∣  [  std_z : 1.00  real_sub_fake : 1164.68 ]
[  epoch 0012/0040] 3410/4800, lr:5.0e-05 ∣ avg_100 : 31539.550812 ∣ critic_nllloss : 25933.696289 ∣ critic_ganloss : -306.817767 ∣ generator_nllloss : 5166.141992 ∣ generator_ganloss : 672.296631 ∣  [  std_z : 1.00  real_sub_fake : 1435.43 ]
[  epoch 0012/0040] 3420/4800, lr:5.0e-05 ∣ avg_100 : 31536.701690 ∣ critic_nllloss : 26020.414258 ∣ critic_ganloss : -308.904587 ∣ generator_nllloss : 5161.753906 ∣ generator_ganloss : 710.581250 ∣  [  std_z : 0.99  real_sub_fake : 1235.61 ]
[  epoch 0012/0040] 3430/4800, lr:5.0e-05 ∣ avg_100 : 31534.332410 ∣ critic_nllloss : 25939.594922 ∣ critic_ganloss : -409.722070 ∣ generator_nllloss : 5295.969141 ∣ generator_ganloss : 674.286694 ∣  [  std_z : 0.99  real_sub_fake : 1328.13 ]
[  epoch 0012/0040] 3440/4800, lr:5.0e-05 ∣ avg_100 : 31534.911575 ∣ critic_nllloss : 26089.731055 ∣ critic_ganloss : -386.031183 ∣ generator_nllloss : 5223.800781 ∣ generator_ganloss : 709.725928 ∣  [  std_z : 0.99  real_sub_fake : 1605.84 ]
[  epoch 0012/0040] 3450/4800, lr:5.0e-05 ∣ avg_100 : 31537.186831 ∣ critic_nllloss : 26000.377344 ∣ critic_ganloss : -423.095990 ∣ generator_nllloss : 5237.365039 ∣ generator_ganloss : 721.807568 ∣  [  std_z : 0.99  real_sub_fake : 1528.17 ]
[  epoch 0012/0040] 3460/4800, lr:5.0e-05 ∣ avg_100 : 31539.781037 ∣ critic_nllloss : 26030.022656 ∣ critic_ganloss : -266.097031 ∣ generator_nllloss : 5169.791211 ∣ generator_ganloss : 756.775513 ∣  [  std_z : 1.00  real_sub_fake : 1268.53 ]
[  epoch 0012/0040] 3470/4800, lr:5.0e-05 ∣ avg_100 : 31542.100847 ∣ critic_nllloss : 26142.795703 ∣ critic_ganloss : -330.314951 ∣ generator_nllloss : 5250.735156 ∣ generator_ganloss : 703.325171 ∣  [  std_z : 0.99  real_sub_fake : 1032.21 ]
[  epoch 0012/0040] 3480/4800, lr:5.0e-05 ∣ avg_100 : 31540.005428 ∣ critic_nllloss : 25853.435547 ∣ critic_ganloss : -318.935858 ∣ generator_nllloss : 5123.799219 ∣ generator_ganloss : 725.243091 ∣  [  std_z : 0.99  real_sub_fake : 1140.15 ]
[  epoch 0012/0040] 3490/4800, lr:5.0e-05 ∣ avg_100 : 31536.615322 ∣ critic_nllloss : 25717.217383 ∣ critic_ganloss : -312.063411 ∣ generator_nllloss : 5054.871875 ∣ generator_ganloss : 713.796484 ∣  [  std_z : 1.00  real_sub_fake : 1140.58 ]
[  epoch 0012/0040] 3500/4800, lr:5.0e-05 ∣ avg_100 : 31535.771083 ∣ critic_nllloss : 25897.353125 ∣ critic_ganloss : -393.883688 ∣ generator_nllloss : 5248.075391 ∣ generator_ganloss : 715.604883 ∣  [  std_z : 1.00  real_sub_fake : 1501.69 ]
[  epoch 0012/0040] 3510/4800, lr:5.0e-05 ∣ avg_100 : 31533.942855 ∣ critic_nllloss : 25932.121484 ∣ critic_ganloss : -333.888577 ∣ generator_nllloss : 5158.442578 ∣ generator_ganloss : 750.354199 ∣  [  std_z : 0.99  real_sub_fake : 1423.98 ]
[  epoch 0012/0040] 3520/4800, lr:5.0e-05 ∣ avg_100 : 31528.051769 ∣ critic_nllloss : 25764.228320 ∣ critic_ganloss : -373.881921 ∣ generator_nllloss : 5143.591992 ∣ generator_ganloss : 735.538232 ∣  [  std_z : 1.00  real_sub_fake : 1298.34 ]
[  epoch 0012/0040] 3530/4800, lr:5.0e-05 ∣ avg_100 : 31529.414504 ∣ critic_nllloss : 26094.650000 ∣ critic_ganloss : -294.877277 ∣ generator_nllloss : 5266.856055 ∣ generator_ganloss : 757.889258 ∣  [  std_z : 1.00  real_sub_fake : 1400.18 ]
[  epoch 0012/0040] 3540/4800, lr:5.0e-05 ∣ avg_100 : 31526.100266 ∣ critic_nllloss : 25793.679688 ∣ critic_ganloss : -353.994385 ∣ generator_nllloss : 5168.930469 ∣ generator_ganloss : 781.944775 ∣  [  std_z : 1.00  real_sub_fake : 1173.04 ]
[  epoch 0012/0040] 3550/4800, lr:5.0e-05 ∣ avg_100 : 31525.939133 ∣ critic_nllloss : 25890.975586 ∣ critic_ganloss : -317.069388 ∣ generator_nllloss : 5223.091602 ∣ generator_ganloss : 746.374463 ∣  [  std_z : 0.99  real_sub_fake : 1347.64 ]
[  epoch 0012/0040] 3560/4800, lr:5.0e-05 ∣ avg_100 : 31527.320197 ∣ critic_nllloss : 26157.481445 ∣ critic_ganloss : -397.512875 ∣ generator_nllloss : 5255.101172 ∣ generator_ganloss : 692.795947 ∣  [  std_z : 0.98  real_sub_fake : 1582.42 ]
[  epoch 0012/0040] 3570/4800, lr:5.0e-05 ∣ avg_100 : 31527.491822 ∣ critic_nllloss : 25920.739063 ∣ critic_ganloss : -361.619476 ∣ generator_nllloss : 5169.589648 ∣ generator_ganloss : 718.961328 ∣  [  std_z : 0.98  real_sub_fake : 1313.70 ]
[  epoch 0012/0040] 3580/4800, lr:5.0e-05 ∣ avg_100 : 31521.625964 ∣ critic_nllloss : 25689.078125 ∣ critic_ganloss : -441.235236 ∣ generator_nllloss : 5108.001562 ∣ generator_ganloss : 672.519629 ∣  [  std_z : 0.99  real_sub_fake : 1389.16 ]
[  epoch 0012/0040] 3590/4800, lr:5.0e-05 ∣ avg_100 : 31520.100656 ∣ critic_nllloss : 25698.454492 ∣ critic_ganloss : -301.409068 ∣ generator_nllloss : 5107.494531 ∣ generator_ganloss : 724.230713 ∣  [  std_z : 1.01  real_sub_fake : 1259.28 ]
[  epoch 0012/0040] 3600/4800, lr:5.0e-05 ∣ avg_100 : 31519.295557 ∣ critic_nllloss : 25920.197656 ∣ critic_ganloss : -351.729486 ∣ generator_nllloss : 5249.888086 ∣ generator_ganloss : 687.432495 ∣  [  std_z : 0.99  real_sub_fake : 1355.79 ]
[  epoch 0012/0040] 3610/4800, lr:5.0e-05 ∣ avg_100 : 31516.034970 ∣ critic_nllloss : 25722.938672 ∣ critic_ganloss : -399.224911 ∣ generator_nllloss : 5202.942578 ∣ generator_ganloss : 739.940894 ∣  [  std_z : 0.99  real_sub_fake : 1372.17 ]
[  epoch 0012/0040] 3620/4800, lr:5.0e-05 ∣ avg_100 : 31511.857362 ∣ critic_nllloss : 25893.563477 ∣ critic_ganloss : -373.016452 ∣ generator_nllloss : 5066.314844 ∣ generator_ganloss : 765.727148 ∣  [  std_z : 0.98  real_sub_fake : 1414.70 ]
[  epoch 0012/0040] 3630/4800, lr:5.0e-05 ∣ avg_100 : 31508.847970 ∣ critic_nllloss : 25946.755859 ∣ critic_ganloss : -327.661472 ∣ generator_nllloss : 5075.803320 ∣ generator_ganloss : 776.578369 ∣  [  std_z : 0.99  real_sub_fake : 1360.00 ]
[  epoch 0012/0040] 3640/4800, lr:5.0e-05 ∣ avg_100 : 31509.037707 ∣ critic_nllloss : 25897.103320 ∣ critic_ganloss : -375.299106 ∣ generator_nllloss : 5244.722656 ∣ generator_ganloss : 762.171704 ∣  [  std_z : 1.00  real_sub_fake : 1490.43 ]
[  epoch 0012/0040] 3650/4800, lr:5.0e-05 ∣ avg_100 : 31511.304329 ∣ critic_nllloss : 26060.528711 ∣ critic_ganloss : -306.081714 ∣ generator_nllloss : 5165.466797 ∣ generator_ganloss : 786.987061 ∣  [  std_z : 0.99  real_sub_fake : 1302.06 ]
[  epoch 0012/0040] 3660/4800, lr:5.0e-05 ∣ avg_100 : 31509.741185 ∣ critic_nllloss : 25792.011328 ∣ critic_ganloss : -291.176169 ∣ generator_nllloss : 5209.936328 ∣ generator_ganloss : 756.083228 ∣  [  std_z : 0.98  real_sub_fake : 1166.18 ]
[  epoch 0012/0040] 3670/4800, lr:5.0e-05 ∣ avg_100 : 31507.592117 ∣ critic_nllloss : 25929.997266 ∣ critic_ganloss : -331.430292 ∣ generator_nllloss : 5151.307031 ∣ generator_ganloss : 781.282324 ∣  [  std_z : 0.99  real_sub_fake : 1155.38 ]
[  epoch 0012/0040] 3680/4800, lr:5.0e-05 ∣ avg_100 : 31509.776671 ∣ critic_nllloss : 26071.653906 ∣ critic_ganloss : -281.612411 ∣ generator_nllloss : 5267.523438 ∣ generator_ganloss : 778.159521 ∣  [  std_z : 1.01  real_sub_fake : 1266.58 ]
[  epoch 0012/0040] 3690/4800, lr:5.0e-05 ∣ avg_100 : 31509.256938 ∣ critic_nllloss : 25913.511328 ∣ critic_ganloss : -363.140659 ∣ generator_nllloss : 5182.810156 ∣ generator_ganloss : 777.458057 ∣  [  std_z : 0.99  real_sub_fake : 1168.10 ]
[  epoch 0012/0040] 3700/4800, lr:5.0e-05 ∣ avg_100 : 31510.854339 ∣ critic_nllloss : 26054.078320 ∣ critic_ganloss : -284.366351 ∣ generator_nllloss : 5270.409180 ∣ generator_ganloss : 728.124390 ∣  [  std_z : 0.98  real_sub_fake : 1297.86 ]
[  epoch 0012/0040] 3710/4800, lr:5.0e-05 ∣ avg_100 : 31508.199029 ∣ critic_nllloss : 26061.299414 ∣ critic_ganloss : -340.313297 ∣ generator_nllloss : 5193.230078 ∣ generator_ganloss : 726.903979 ∣  [  std_z : 0.98  real_sub_fake : 1287.14 ]
[  epoch 0012/0040] 3720/4800, lr:5.0e-05 ∣ avg_100 : 31506.046288 ∣ critic_nllloss : 25986.150000 ∣ critic_ganloss : -391.399847 ∣ generator_nllloss : 5219.070117 ∣ generator_ganloss : 751.599927 ∣  [  std_z : 1.01  real_sub_fake : 1188.27 ]
[  epoch 0012/0040] 3730/4800, lr:5.0e-05 ∣ avg_100 : 31507.298647 ∣ critic_nllloss : 26045.590625 ∣ critic_ganloss : -337.197470 ∣ generator_nllloss : 5224.192969 ∣ generator_ganloss : 729.054883 ∣  [  std_z : 1.01  real_sub_fake : 1358.53 ]
[  epoch 0012/0040] 3740/4800, lr:5.0e-05 ∣ avg_100 : 31507.516276 ∣ critic_nllloss : 25876.983984 ∣ critic_ganloss : -375.970346 ∣ generator_nllloss : 5152.101562 ∣ generator_ganloss : 762.487158 ∣  [  std_z : 1.00  real_sub_fake : 1404.81 ]
[  epoch 0012/0040] 3750/4800, lr:5.0e-05 ∣ avg_100 : 31507.027115 ∣ critic_nllloss : 25891.464844 ∣ critic_ganloss : -453.620245 ∣ generator_nllloss : 5200.035742 ∣ generator_ganloss : 710.359595 ∣  [  std_z : 0.98  real_sub_fake : 1650.40 ]
[  epoch 0012/0040] 3760/4800, lr:5.0e-05 ∣ avg_100 : 31508.482874 ∣ critic_nllloss : 26058.776172 ∣ critic_ganloss : -392.214008 ∣ generator_nllloss : 5217.860547 ∣ generator_ganloss : 806.791138 ∣  [  std_z : 0.98  real_sub_fake : 1545.10 ]
[  epoch 0012/0040] 3770/4800, lr:5.0e-05 ∣ avg_100 : 31507.859079 ∣ critic_nllloss : 25853.249023 ∣ critic_ganloss : -382.859235 ∣ generator_nllloss : 5298.864453 ∣ generator_ganloss : 782.866187 ∣  [  std_z : 0.99  real_sub_fake : 1386.58 ]
[  epoch 0012/0040] 3780/4800, lr:5.0e-05 ∣ avg_100 : 31509.848476 ∣ critic_nllloss : 26090.733398 ∣ critic_ganloss : -255.585095 ∣ generator_nllloss : 5195.532812 ∣ generator_ganloss : 828.441406 ∣  [  std_z : 1.00  real_sub_fake : 1356.89 ]
[  epoch 0012/0040] 3790/4800, lr:5.0e-05 ∣ avg_100 : 31512.728921 ∣ critic_nllloss : 25979.431641 ∣ critic_ganloss : -315.701250 ∣ generator_nllloss : 5163.810742 ∣ generator_ganloss : 841.491357 ∣  [  std_z : 0.99  real_sub_fake : 948.61 ]
[  epoch 0012/0040] 3800/4800, lr:5.0e-05 ∣ avg_100 : 31512.223569 ∣ critic_nllloss : 25995.320117 ∣ critic_ganloss : -259.722224 ∣ generator_nllloss : 5217.458984 ∣ generator_ganloss : 769.159814 ∣  [  std_z : 0.98  real_sub_fake : 1258.09 ]
[  epoch 0012/0040] 3810/4800, lr:5.0e-05 ∣ avg_100 : 31513.116482 ∣ critic_nllloss : 25884.773438 ∣ critic_ganloss : -313.683110 ∣ generator_nllloss : 5247.299609 ∣ generator_ganloss : 815.714062 ∣  [  std_z : 0.99  real_sub_fake : 1034.35 ]
[  epoch 0012/0040] 3820/4800, lr:5.0e-05 ∣ avg_100 : 31512.727321 ∣ critic_nllloss : 26120.317578 ∣ critic_ganloss : -392.900812 ∣ generator_nllloss : 5196.206445 ∣ generator_ganloss : 786.360767 ∣  [  std_z : 1.00  real_sub_fake : 1272.74 ]
[  epoch 0012/0040] 3830/4800, lr:5.0e-05 ∣ avg_100 : 31512.335072 ∣ critic_nllloss : 26067.539258 ∣ critic_ganloss : -548.052353 ∣ generator_nllloss : 5228.942578 ∣ generator_ganloss : 816.406055 ∣  [  std_z : 1.00  real_sub_fake : 1839.13 ]
[  epoch 0012/0040] 3840/4800, lr:5.0e-05 ∣ avg_100 : 31512.219797 ∣ critic_nllloss : 25781.223633 ∣ critic_ganloss : -328.649298 ∣ generator_nllloss : 5100.895312 ∣ generator_ganloss : 868.037744 ∣  [  std_z : 0.99  real_sub_fake : 1707.23 ]
[  epoch 0012/0040] 3850/4800, lr:5.0e-05 ∣ avg_100 : 31515.609816 ∣ critic_nllloss : 25872.190820 ∣ critic_ganloss : -234.889948 ∣ generator_nllloss : 5197.923828 ∣ generator_ganloss : 886.341699 ∣  [  std_z : 0.99  real_sub_fake : 1086.77 ]
[  epoch 0012/0040] 3860/4800, lr:5.0e-05 ∣ avg_100 : 31517.261079 ∣ critic_nllloss : 25936.505273 ∣ critic_ganloss : -268.400858 ∣ generator_nllloss : 5128.607813 ∣ generator_ganloss : 882.817969 ∣  [  std_z : 1.00  real_sub_fake : 909.14 ]
[  epoch 0012/0040] 3870/4800, lr:5.0e-05 ∣ avg_100 : 31518.790091 ∣ critic_nllloss : 26067.342969 ∣ critic_ganloss : -281.938889 ∣ generator_nllloss : 5241.141016 ∣ generator_ganloss : 866.409814 ∣  [  std_z : 1.00  real_sub_fake : 1109.57 ]
[  epoch 0012/0040] 3880/4800, lr:5.0e-05 ∣ avg_100 : 31518.283376 ∣ critic_nllloss : 25802.742188 ∣ critic_ganloss : -323.122574 ∣ generator_nllloss : 5112.322070 ∣ generator_ganloss : 847.504395 ∣  [  std_z : 0.99  real_sub_fake : 1107.27 ]
[  epoch 0012/0040] 3890/4800, lr:5.0e-05 ∣ avg_100 : 31522.628484 ∣ critic_nllloss : 26029.123633 ∣ critic_ganloss : -456.119440 ∣ generator_nllloss : 5282.173437 ∣ generator_ganloss : 830.940820 ∣  [  std_z : 0.99  real_sub_fake : 1387.11 ]
[  epoch 0012/0040] 3900/4800, lr:5.0e-05 ∣ avg_100 : 31526.552146 ∣ critic_nllloss : 26085.161914 ∣ critic_ganloss : -411.679065 ∣ generator_nllloss : 5213.068750 ∣ generator_ganloss : 848.446533 ∣  [  std_z : 0.99  real_sub_fake : 1675.29 ]
[  epoch 0012/0040] 3910/4800, lr:5.0e-05 ∣ avg_100 : 31523.766476 ∣ critic_nllloss : 25828.481250 ∣ critic_ganloss : -395.180969 ∣ generator_nllloss : 5109.806836 ∣ generator_ganloss : 898.844922 ∣  [  std_z : 0.99  real_sub_fake : 1540.96 ]
[  epoch 0012/0040] 3920/4800, lr:5.0e-05 ∣ avg_100 : 31526.279847 ∣ critic_nllloss : 25923.766602 ∣ critic_ganloss : -315.518051 ∣ generator_nllloss : 5292.291406 ∣ generator_ganloss : 919.853809 ∣  [  std_z : 0.99  real_sub_fake : 1310.95 ]
[  epoch 0012/0040] 3930/4800, lr:5.0e-05 ∣ avg_100 : 31527.171399 ∣ critic_nllloss : 25989.154102 ∣ critic_ganloss : -302.513110 ∣ generator_nllloss : 5139.208398 ∣ generator_ganloss : 901.009082 ∣  [  std_z : 1.00  real_sub_fake : 1113.94 ]
[  epoch 0012/0040] 3940/4800, lr:5.0e-05 ∣ avg_100 : 31529.407163 ∣ critic_nllloss : 26034.050000 ∣ critic_ganloss : -386.176724 ∣ generator_nllloss : 5236.154883 ∣ generator_ganloss : 885.878955 ∣  [  std_z : 1.01  real_sub_fake : 1257.47 ]
[  epoch 0012/0040] 3950/4800, lr:5.0e-05 ∣ avg_100 : 31526.860446 ∣ critic_nllloss : 25768.883203 ∣ critic_ganloss : -340.839685 ∣ generator_nllloss : 5200.759180 ∣ generator_ganloss : 890.766455 ∣  [  std_z : 1.00  real_sub_fake : 1368.33 ]
[  epoch 0012/0040] 3960/4800, lr:5.0e-05 ∣ avg_100 : 31524.633114 ∣ critic_nllloss : 25730.558398 ∣ critic_ganloss : -369.304510 ∣ generator_nllloss : 5112.165039 ∣ generator_ganloss : 898.433594 ∣  [  std_z : 0.98  real_sub_fake : 1474.10 ]
[  epoch 0012/0040] 3970/4800, lr:5.0e-05 ∣ avg_100 : 31522.287438 ∣ critic_nllloss : 25814.237695 ∣ critic_ganloss : -416.308450 ∣ generator_nllloss : 5176.590234 ∣ generator_ganloss : 891.149219 ∣  [  std_z : 0.98  real_sub_fake : 1592.22 ]
[  epoch 0012/0040] 3980/4800, lr:5.0e-05 ∣ avg_100 : 31521.345897 ∣ critic_nllloss : 25780.784766 ∣ critic_ganloss : -389.739417 ∣ generator_nllloss : 5128.944336 ∣ generator_ganloss : 888.651270 ∣  [  std_z : 1.00  real_sub_fake : 1404.06 ]
[  epoch 0012/0040] 3990/4800, lr:5.0e-05 ∣ avg_100 : 31520.407912 ∣ critic_nllloss : 25820.570898 ∣ critic_ganloss : -418.299426 ∣ generator_nllloss : 5280.974414 ∣ generator_ganloss : 878.486719 ∣  [  std_z : 1.00  real_sub_fake : 1492.86 ]
[  epoch 0012/0040] 4000/4800, lr:5.0e-05 ∣ avg_100 : 31525.438710 ∣ critic_nllloss : 26012.229492 ∣ critic_ganloss : -290.245374 ∣ generator_nllloss : 5139.916406 ∣ generator_ganloss : 913.821875 ∣  [  std_z : 0.99  real_sub_fake : 1558.46 ]
[  epoch 0012/0040] 4010/4800, lr:5.0e-05 ∣ avg_100 : 31523.055020 ∣ critic_nllloss : 25820.460742 ∣ critic_ganloss : -380.296878 ∣ generator_nllloss : 5152.598828 ∣ generator_ganloss : 882.863525 ∣  [  std_z : 0.99  real_sub_fake : 1241.78 ]
[  epoch 0012/0040] 4020/4800, lr:5.0e-05 ∣ avg_100 : 31525.492830 ∣ critic_nllloss : 25895.909766 ∣ critic_ganloss : -332.355609 ∣ generator_nllloss : 5113.491992 ∣ generator_ganloss : 856.654688 ∣  [  std_z : 1.00  real_sub_fake : 1368.23 ]
[  epoch 0012/0040] 4030/4800, lr:5.0e-05 ∣ avg_100 : 31532.004678 ∣ critic_nllloss : 26006.138281 ∣ critic_ganloss : -349.985672 ∣ generator_nllloss : 5283.901953 ∣ generator_ganloss : 864.810205 ∣  [  std_z : 1.00  real_sub_fake : 1334.24 ]
[  epoch 0012/0040] 4040/4800, lr:5.0e-05 ∣ avg_100 : 31534.669255 ∣ critic_nllloss : 25794.352148 ∣ critic_ganloss : -263.643533 ∣ generator_nllloss : 5181.943750 ∣ generator_ganloss : 835.020020 ∣  [  std_z : 0.99  real_sub_fake : 1196.89 ]
[  epoch 0012/0040] 4050/4800, lr:5.0e-05 ∣ avg_100 : 31536.775732 ∣ critic_nllloss : 25950.527930 ∣ critic_ganloss : -283.145668 ∣ generator_nllloss : 5126.907422 ∣ generator_ganloss : 865.009180 ∣  [  std_z : 0.98  real_sub_fake : 1028.93 ]
[  epoch 0012/0040] 4060/4800, lr:5.0e-05 ∣ avg_100 : 31535.028824 ∣ critic_nllloss : 25852.139258 ∣ critic_ganloss : -363.162155 ∣ generator_nllloss : 5226.443359 ∣ generator_ganloss : 840.641943 ∣  [  std_z : 0.99  real_sub_fake : 1117.85 ]
[  epoch 0012/0040] 4070/4800, lr:5.0e-05 ∣ avg_100 : 31535.342885 ∣ critic_nllloss : 26119.412109 ∣ critic_ganloss : -332.329022 ∣ generator_nllloss : 5114.101953 ∣ generator_ganloss : 846.843555 ∣  [  std_z : 1.00  real_sub_fake : 1383.53 ]
[  epoch 0012/0040] 4080/4800, lr:5.0e-05 ∣ avg_100 : 31537.976054 ∣ critic_nllloss : 26021.849805 ∣ critic_ganloss : -377.966458 ∣ generator_nllloss : 5239.330469 ∣ generator_ganloss : 872.494434 ∣  [  std_z : 1.01  real_sub_fake : 1405.18 ]
[  epoch 0012/0040] 4090/4800, lr:5.0e-05 ∣ avg_100 : 31534.450884 ∣ critic_nllloss : 25788.356250 ∣ critic_ganloss : -340.212439 ∣ generator_nllloss : 5176.644727 ∣ generator_ganloss : 899.207324 ∣  [  std_z : 0.99  real_sub_fake : 1252.41 ]
[  epoch 0012/0040] 4100/4800, lr:5.0e-05 ∣ avg_100 : 31535.726755 ∣ critic_nllloss : 26070.675781 ∣ critic_ganloss : -350.604935 ∣ generator_nllloss : 5263.018750 ∣ generator_ganloss : 858.524316 ∣  [  std_z : 0.97  real_sub_fake : 1410.21 ]
[  epoch 0012/0040] 4110/4800, lr:5.0e-05 ∣ avg_100 : 31537.569232 ∣ critic_nllloss : 25911.516992 ∣ critic_ganloss : -358.968695 ∣ generator_nllloss : 5178.133203 ∣ generator_ganloss : 854.259473 ∣  [  std_z : 0.98  real_sub_fake : 1333.03 ]
[  epoch 0012/0040] 4120/4800, lr:5.0e-05 ∣ avg_100 : 31537.969319 ∣ critic_nllloss : 25906.882812 ∣ critic_ganloss : -188.344499 ∣ generator_nllloss : 5147.075391 ∣ generator_ganloss : 827.220264 ∣  [  std_z : 1.01  real_sub_fake : 1149.84 ]
[  epoch 0012/0040] 4130/4800, lr:5.0e-05 ∣ avg_100 : 31538.565455 ∣ critic_nllloss : 25820.569141 ∣ critic_ganloss : -296.758102 ∣ generator_nllloss : 5138.995898 ∣ generator_ganloss : 777.730225 ∣  [  std_z : 1.02  real_sub_fake : 918.94 ]
[  epoch 0012/0040] 4140/4800, lr:5.0e-05 ∣ avg_100 : 31540.169389 ∣ critic_nllloss : 25979.345703 ∣ critic_ganloss : -358.488501 ∣ generator_nllloss : 5229.350586 ∣ generator_ganloss : 761.169629 ∣  [  std_z : 0.99  real_sub_fake : 1094.28 ]
[  epoch 0012/0040] 4150/4800, lr:5.0e-05 ∣ avg_100 : 31540.008262 ∣ critic_nllloss : 26002.762305 ∣ critic_ganloss : -416.341730 ∣ generator_nllloss : 5118.953516 ∣ generator_ganloss : 775.394482 ∣  [  std_z : 0.97  real_sub_fake : 1418.83 ]
[  epoch 0012/0040] 4160/4800, lr:5.0e-05 ∣ avg_100 : 31539.570229 ∣ critic_nllloss : 25969.452148 ∣ critic_ganloss : -403.948190 ∣ generator_nllloss : 5138.962695 ∣ generator_ganloss : 794.877148 ∣  [  std_z : 0.99  real_sub_fake : 1520.83 ]
[  epoch 0012/0040] 4170/4800, lr:5.0e-05 ∣ avg_100 : 31539.536063 ∣ critic_nllloss : 25694.533203 ∣ critic_ganloss : -352.137494 ∣ generator_nllloss : 5117.448047 ∣ generator_ganloss : 816.271338 ∣  [  std_z : 1.00  real_sub_fake : 1378.96 ]
[  epoch 0012/0040] 4180/4800, lr:5.0e-05 ∣ avg_100 : 31542.854322 ∣ critic_nllloss : 26007.489648 ∣ critic_ganloss : -312.170422 ∣ generator_nllloss : 5186.472266 ∣ generator_ganloss : 851.315674 ∣  [  std_z : 1.00  real_sub_fake : 1371.08 ]
[  epoch 0012/0040] 4190/4800, lr:5.0e-05 ∣ avg_100 : 31542.883026 ∣ critic_nllloss : 25829.892773 ∣ critic_ganloss : -314.009073 ∣ generator_nllloss : 5205.478516 ∣ generator_ganloss : 855.340674 ∣  [  std_z : 0.99  real_sub_fake : 1166.99 ]
[  epoch 0012/0040] 4200/4800, lr:5.0e-05 ∣ avg_100 : 31546.130351 ∣ critic_nllloss : 25906.223828 ∣ critic_ganloss : -351.197812 ∣ generator_nllloss : 5267.560547 ∣ generator_ganloss : 874.392480 ∣  [  std_z : 0.99  real_sub_fake : 1205.44 ]
[  epoch 0012/0040] 4210/4800, lr:5.0e-05 ∣ avg_100 : 31548.429888 ∣ critic_nllloss : 26024.468945 ∣ critic_ganloss : -454.956973 ∣ generator_nllloss : 5211.171289 ∣ generator_ganloss : 847.461865 ∣  [  std_z : 0.99  real_sub_fake : 1533.82 ]
[  epoch 0012/0040] 4220/4800, lr:5.0e-05 ∣ avg_100 : 31550.612199 ∣ critic_nllloss : 26032.950977 ∣ critic_ganloss : -296.136133 ∣ generator_nllloss : 5170.015430 ∣ generator_ganloss : 845.651855 ∣  [  std_z : 1.00  real_sub_fake : 1706.40 ]
[  epoch 0012/0040] 4230/4800, lr:5.0e-05 ∣ avg_100 : 31551.752327 ∣ critic_nllloss : 25881.736914 ∣ critic_ganloss : -253.147856 ∣ generator_nllloss : 5165.913672 ∣ generator_ganloss : 882.565186 ∣  [  std_z : 0.99  real_sub_fake : 1033.64 ]
[  epoch 0012/0040] 4240/4800, lr:5.0e-05 ∣ avg_100 : 31556.534117 ∣ critic_nllloss : 26039.272852 ∣ critic_ganloss : -301.559894 ∣ generator_nllloss : 5178.485937 ∣ generator_ganloss : 857.293555 ∣  [  std_z : 1.00  real_sub_fake : 872.99 ]
[  epoch 0012/0040] 4250/4800, lr:5.0e-05 ∣ avg_100 : 31557.822510 ∣ critic_nllloss : 26184.386328 ∣ critic_ganloss : -364.039923 ∣ generator_nllloss : 5238.032031 ∣ generator_ganloss : 827.458691 ∣  [  std_z : 0.99  real_sub_fake : 1251.33 ]
[  epoch 0012/0040] 4260/4800, lr:5.0e-05 ∣ avg_100 : 31558.098576 ∣ critic_nllloss : 25719.373242 ∣ critic_ganloss : -275.298859 ∣ generator_nllloss : 5088.481055 ∣ generator_ganloss : 816.175293 ∣  [  std_z : 0.99  real_sub_fake : 1241.06 ]
[  epoch 0012/0040] 4270/4800, lr:5.0e-05 ∣ avg_100 : 31557.470939 ∣ critic_nllloss : 25891.079492 ∣ critic_ganloss : -348.670694 ∣ generator_nllloss : 5219.895703 ∣ generator_ganloss : 818.606104 ∣  [  std_z : 1.00  real_sub_fake : 1244.29 ]
[  epoch 0012/0040] 4280/4800, lr:5.0e-05 ∣ avg_100 : 31559.198079 ∣ critic_nllloss : 25889.174023 ∣ critic_ganloss : -400.842935 ∣ generator_nllloss : 5262.332812 ∣ generator_ganloss : 808.649365 ∣  [  std_z : 1.00  real_sub_fake : 1424.89 ]
[  epoch 0012/0040] 4290/4800, lr:5.0e-05 ∣ avg_100 : 31560.853532 ∣ critic_nllloss : 25871.946680 ∣ critic_ganloss : -412.010742 ∣ generator_nllloss : 5158.597266 ∣ generator_ganloss : 818.531494 ∣  [  std_z : 0.99  real_sub_fake : 1437.69 ]
[  epoch 0012/0040] 4300/4800, lr:5.0e-05 ∣ avg_100 : 31566.104481 ∣ critic_nllloss : 26249.600000 ∣ critic_ganloss : -420.064822 ∣ generator_nllloss : 5277.931836 ∣ generator_ganloss : 842.185889 ∣  [  std_z : 0.99  real_sub_fake : 1673.97 ]
[  epoch 0012/0040] 4310/4800, lr:5.0e-05 ∣ avg_100 : 31570.354149 ∣ critic_nllloss : 25944.171875 ∣ critic_ganloss : -314.730048 ∣ generator_nllloss : 5181.794922 ∣ generator_ganloss : 813.205908 ∣  [  std_z : 0.99  real_sub_fake : 1365.73 ]
[  epoch 0012/0040] 4320/4800, lr:5.0e-05 ∣ avg_100 : 31573.036780 ∣ critic_nllloss : 26122.206250 ∣ critic_ganloss : -409.263391 ∣ generator_nllloss : 5296.315430 ∣ generator_ganloss : 784.125830 ∣  [  std_z : 1.00  real_sub_fake : 1462.41 ]
[  epoch 0012/0040] 4330/4800, lr:5.0e-05 ∣ avg_100 : 31576.409052 ∣ critic_nllloss : 26076.758594 ∣ critic_ganloss : -335.970508 ∣ generator_nllloss : 5270.623047 ∣ generator_ganloss : 818.322559 ∣  [  std_z : 1.00  real_sub_fake : 1298.28 ]
[  epoch 0012/0040] 4340/4800, lr:5.0e-05 ∣ avg_100 : 31579.864461 ∣ critic_nllloss : 26019.650391 ∣ critic_ganloss : -218.552228 ∣ generator_nllloss : 5224.338281 ∣ generator_ganloss : 765.006958 ∣  [  std_z : 0.99  real_sub_fake : 1270.48 ]
[  epoch 0012/0040] 4350/4800, lr:5.0e-05 ∣ avg_100 : 31585.477004 ∣ critic_nllloss : 26000.509766 ∣ critic_ganloss : -181.978506 ∣ generator_nllloss : 5194.276172 ∣ generator_ganloss : 827.946069 ∣  [  std_z : 0.98  real_sub_fake : 602.36 ]
[  epoch 0012/0040] 4360/4800, lr:5.0e-05 ∣ avg_100 : 31587.227298 ∣ critic_nllloss : 25906.732422 ∣ critic_ganloss : -239.469466 ∣ generator_nllloss : 5118.646094 ∣ generator_ganloss : 816.564697 ∣  [  std_z : 1.00  real_sub_fake : 707.07 ]
[  epoch 0012/0040] 4370/4800, lr:5.0e-05 ∣ avg_100 : 31586.719680 ∣ critic_nllloss : 26124.534766 ∣ critic_ganloss : -335.401250 ∣ generator_nllloss : 5234.955469 ∣ generator_ganloss : 753.774951 ∣  [  std_z : 1.00  real_sub_fake : 1082.38 ]
[  epoch 0012/0040] 4380/4800, lr:5.0e-05 ∣ avg_100 : 31587.505869 ∣ critic_nllloss : 25859.888281 ∣ critic_ganloss : -328.234338 ∣ generator_nllloss : 5195.964648 ∣ generator_ganloss : 758.790869 ∣  [  std_z : 0.99  real_sub_fake : 1283.00 ]
[  epoch 0012/0040] 4390/4800, lr:5.0e-05 ∣ avg_100 : 31590.770093 ∣ critic_nllloss : 26141.059375 ∣ critic_ganloss : -357.893375 ∣ generator_nllloss : 5258.456445 ∣ generator_ganloss : 773.875415 ∣  [  std_z : 0.99  real_sub_fake : 1385.56 ]
[  epoch 0012/0040] 4400/4800, lr:5.0e-05 ∣ avg_100 : 31592.465084 ∣ critic_nllloss : 25897.432617 ∣ critic_ganloss : -303.241287 ∣ generator_nllloss : 5120.882031 ∣ generator_ganloss : 768.567822 ∣  [  std_z : 1.00  real_sub_fake : 1310.45 ]
[  epoch 0012/0040] 4410/4800, lr:5.0e-05 ∣ avg_100 : 31594.268893 ∣ critic_nllloss : 26002.556445 ∣ critic_ganloss : -377.267773 ∣ generator_nllloss : 5221.982422 ∣ generator_ganloss : 798.426978 ∣  [  std_z : 1.00  real_sub_fake : 1270.20 ]
[  epoch 0012/0040] 4420/4800, lr:5.0e-05 ∣ avg_100 : 31595.054959 ∣ critic_nllloss : 26047.390430 ∣ critic_ganloss : -394.679132 ∣ generator_nllloss : 5232.913672 ∣ generator_ganloss : 776.826416 ∣  [  std_z : 1.00  real_sub_fake : 1466.68 ]
[  epoch 0012/0040] 4430/4800, lr:5.0e-05 ∣ avg_100 : 31596.586534 ∣ critic_nllloss : 26005.933203 ∣ critic_ganloss : -303.160910 ∣ generator_nllloss : 5203.843750 ∣ generator_ganloss : 746.670190 ∣  [  std_z : 0.98  real_sub_fake : 1280.40 ]
[  epoch 0012/0040] 4440/4800, lr:5.0e-05 ∣ avg_100 : 31592.970616 ∣ critic_nllloss : 25767.187891 ∣ critic_ganloss : -352.919977 ∣ generator_nllloss : 5168.152734 ∣ generator_ganloss : 693.214087 ∣  [  std_z : 0.99  real_sub_fake : 1412.69 ]
[  epoch 0012/0040] 4450/4800, lr:5.0e-05 ∣ avg_100 : 31591.330691 ∣ critic_nllloss : 25942.091211 ∣ critic_ganloss : -404.256976 ∣ generator_nllloss : 5099.373828 ∣ generator_ganloss : 735.253442 ∣  [  std_z : 1.01  real_sub_fake : 1583.69 ]
[  epoch 0012/0040] 4460/4800, lr:5.0e-05 ∣ avg_100 : 31588.173338 ∣ critic_nllloss : 25784.106641 ∣ critic_ganloss : -277.663181 ∣ generator_nllloss : 5118.764453 ∣ generator_ganloss : 749.549072 ∣  [  std_z : 1.00  real_sub_fake : 1114.07 ]
[  epoch 0012/0040] 4470/4800, lr:5.0e-05 ∣ avg_100 : 31585.184088 ∣ critic_nllloss : 25914.355859 ∣ critic_ganloss : -300.264246 ∣ generator_nllloss : 5096.283789 ∣ generator_ganloss : 757.240723 ∣  [  std_z : 0.99  real_sub_fake : 1009.74 ]
[  epoch 0012/0040] 4480/4800, lr:5.0e-05 ∣ avg_100 : 31585.211518 ∣ critic_nllloss : 25732.841797 ∣ critic_ganloss : -277.584167 ∣ generator_nllloss : 5177.272266 ∣ generator_ganloss : 753.755103 ∣  [  std_z : 0.98  real_sub_fake : 1048.12 ]
[  epoch 0012/0040] 4490/4800, lr:5.0e-05 ∣ avg_100 : 31591.013031 ∣ critic_nllloss : 26158.070898 ∣ critic_ganloss : -404.264194 ∣ generator_nllloss : 5258.841797 ∣ generator_ganloss : 741.325122 ∣  [  std_z : 0.99  real_sub_fake : 1378.15 ]
[  epoch 0012/0040] 4500/4800, lr:5.0e-05 ∣ avg_100 : 31590.441905 ∣ critic_nllloss : 25854.723047 ∣ critic_ganloss : -397.657227 ∣ generator_nllloss : 5167.302539 ∣ generator_ganloss : 785.668750 ∣  [  std_z : 0.99  real_sub_fake : 1444.51 ]
[  epoch 0012/0040] 4510/4800, lr:5.0e-05 ∣ avg_100 : 31593.640735 ∣ critic_nllloss : 25994.429102 ∣ critic_ganloss : -233.572961 ∣ generator_nllloss : 5275.838672 ∣ generator_ganloss : 790.217871 ∣  [  std_z : 1.00  real_sub_fake : 1373.74 ]
[  epoch 0012/0040] 4520/4800, lr:5.0e-05 ∣ avg_100 : 31597.224588 ∣ critic_nllloss : 26004.416406 ∣ critic_ganloss : -287.009009 ∣ generator_nllloss : 5159.192187 ∣ generator_ganloss : 751.262378 ∣  [  std_z : 0.99  real_sub_fake : 1223.87 ]
[  epoch 0012/0040] 4530/4800, lr:5.0e-05 ∣ avg_100 : 31592.646169 ∣ critic_nllloss : 25783.211523 ∣ critic_ganloss : -321.086072 ∣ generator_nllloss : 5149.078320 ∣ generator_ganloss : 755.472290 ∣  [  std_z : 0.99  real_sub_fake : 973.14 ]
[  epoch 0012/0040] 4540/4800, lr:5.0e-05 ∣ avg_100 : 31592.946986 ∣ critic_nllloss : 25941.234961 ∣ critic_ganloss : -442.490988 ∣ generator_nllloss : 5193.261914 ∣ generator_ganloss : 728.636377 ∣  [  std_z : 1.00  real_sub_fake : 1389.84 ]
[  epoch 0012/0040] 4550/4800, lr:5.0e-05 ∣ avg_100 : 31590.228792 ∣ critic_nllloss : 25782.646680 ∣ critic_ganloss : -331.590042 ∣ generator_nllloss : 5070.811719 ∣ generator_ganloss : 749.684570 ∣  [  std_z : 1.00  real_sub_fake : 1602.07 ]
[  epoch 0012/0040] 4560/4800, lr:5.0e-05 ∣ avg_100 : 31589.137556 ∣ critic_nllloss : 25870.465234 ∣ critic_ganloss : -200.814716 ∣ generator_nllloss : 5192.747656 ∣ generator_ganloss : 736.343921 ∣  [  std_z : 1.00  real_sub_fake : 1306.91 ]
[  epoch 0012/0040] 4570/4800, lr:5.0e-05 ∣ avg_100 : 31591.101315 ∣ critic_nllloss : 25891.223633 ∣ critic_ganloss : -265.117719 ∣ generator_nllloss : 5237.941406 ∣ generator_ganloss : 779.999072 ∣  [  std_z : 0.99  real_sub_fake : 752.17 ]
[  epoch 0012/0040] 4580/4800, lr:5.0e-05 ∣ avg_100 : 31596.935889 ∣ critic_nllloss : 25995.258203 ∣ critic_ganloss : -316.226108 ∣ generator_nllloss : 5209.918164 ∣ generator_ganloss : 722.871265 ∣  [  std_z : 0.98  real_sub_fake : 899.90 ]
[  epoch 0012/0040] 4590/4800, lr:5.0e-05 ∣ avg_100 : 31598.798430 ∣ critic_nllloss : 25934.261328 ∣ critic_ganloss : -366.802878 ∣ generator_nllloss : 5125.187695 ∣ generator_ganloss : 722.378638 ∣  [  std_z : 0.99  real_sub_fake : 1180.53 ]
[  epoch 0012/0040] 4600/4800, lr:5.0e-05 ∣ avg_100 : 31599.621750 ∣ critic_nllloss : 26063.913867 ∣ critic_ganloss : -374.110947 ∣ generator_nllloss : 5169.254687 ∣ generator_ganloss : 729.063086 ∣  [  std_z : 0.99  real_sub_fake : 1391.89 ]
[  epoch 0012/0040] 4610/4800, lr:5.0e-05 ∣ avg_100 : 31604.156913 ∣ critic_nllloss : 25951.517969 ∣ critic_ganloss : -248.495212 ∣ generator_nllloss : 5228.253906 ∣ generator_ganloss : 788.836865 ∣  [  std_z : 1.00  real_sub_fake : 1471.22 ]
[  epoch 0012/0040] 4620/4800, lr:5.0e-05 ∣ avg_100 : 31604.535628 ∣ critic_nllloss : 25827.839648 ∣ critic_ganloss : -351.140048 ∣ generator_nllloss : 5159.844141 ∣ generator_ganloss : 753.916821 ∣  [  std_z : 1.00  real_sub_fake : 1075.45 ]
[  epoch 0012/0040] 4630/4800, lr:5.0e-05 ∣ avg_100 : 31601.459358 ∣ critic_nllloss : 25672.366406 ∣ critic_ganloss : -376.701877 ∣ generator_nllloss : 5107.907812 ∣ generator_ganloss : 760.276685 ∣  [  std_z : 0.99  real_sub_fake : 1161.65 ]
[  epoch 0012/0040] 4640/4800, lr:5.0e-05 ∣ avg_100 : 31599.786224 ∣ critic_nllloss : 25733.382031 ∣ critic_ganloss : -415.066516 ∣ generator_nllloss : 5234.356641 ∣ generator_ganloss : 808.713037 ∣  [  std_z : 0.98  real_sub_fake : 1461.32 ]
[  epoch 0012/0040] 4650/4800, lr:5.0e-05 ∣ avg_100 : 31598.032858 ∣ critic_nllloss : 25996.400586 ∣ critic_ganloss : -431.086710 ∣ generator_nllloss : 5165.697461 ∣ generator_ganloss : 800.552979 ∣  [  std_z : 1.00  real_sub_fake : 1508.95 ]
[  epoch 0012/0040] 4660/4800, lr:5.0e-05 ∣ avg_100 : 31599.224067 ∣ critic_nllloss : 26017.137695 ∣ critic_ganloss : -404.966751 ∣ generator_nllloss : 5190.351367 ∣ generator_ganloss : 783.453223 ∣  [  std_z : 1.00  real_sub_fake : 1658.27 ]
[  epoch 0012/0040] 4670/4800, lr:5.0e-05 ∣ avg_100 : 31600.533434 ∣ critic_nllloss : 25826.140820 ∣ critic_ganloss : -291.493994 ∣ generator_nllloss : 5334.284180 ∣ generator_ganloss : 793.162109 ∣  [  std_z : 0.99  real_sub_fake : 1594.39 ]
[  epoch 0012/0040] 4680/4800, lr:5.0e-05 ∣ avg_100 : 31597.695820 ∣ critic_nllloss : 25901.520703 ∣ critic_ganloss : -359.037000 ∣ generator_nllloss : 5192.399219 ∣ generator_ganloss : 817.080054 ∣  [  std_z : 0.98  real_sub_fake : 1172.32 ]
[  epoch 0012/0040] 4690/4800, lr:5.0e-05 ∣ avg_100 : 31597.535880 ∣ critic_nllloss : 25919.320312 ∣ critic_ganloss : -372.225696 ∣ generator_nllloss : 5159.161719 ∣ generator_ganloss : 788.388574 ∣  [  std_z : 0.99  real_sub_fake : 1293.89 ]
[  epoch 0012/0040] 4700/4800, lr:5.0e-05 ∣ avg_100 : 31591.881236 ∣ critic_nllloss : 25779.181836 ∣ critic_ganloss : -515.402850 ∣ generator_nllloss : 5152.988672 ∣ generator_ganloss : 786.013477 ∣  [  std_z : 1.00  real_sub_fake : 1710.20 ]
[  epoch 0012/0040] 4710/4800, lr:5.0e-05 ∣ avg_100 : 31591.372290 ∣ critic_nllloss : 26023.079492 ∣ critic_ganloss : -394.742761 ∣ generator_nllloss : 5154.509375 ∣ generator_ganloss : 807.379517 ∣  [  std_z : 1.00  real_sub_fake : 1822.68 ]
[  epoch 0012/0040] 4720/4800, lr:5.0e-05 ∣ avg_100 : 31591.221517 ∣ critic_nllloss : 25984.583203 ∣ critic_ganloss : -511.686249 ∣ generator_nllloss : 5293.668945 ∣ generator_ganloss : 783.777002 ∣  [  std_z : 0.99  real_sub_fake : 1701.36 ]
[  epoch 0012/0040] 4730/4800, lr:5.0e-05 ∣ avg_100 : 31586.579697 ∣ critic_nllloss : 25774.639453 ∣ critic_ganloss : -594.879773 ∣ generator_nllloss : 5183.501953 ∣ generator_ganloss : 834.197363 ∣  [  std_z : 0.98  real_sub_fake : 1998.51 ]
[  epoch 0012/0040] 4740/4800, lr:5.0e-05 ∣ avg_100 : 31592.290390 ∣ critic_nllloss : 25857.042187 ∣ critic_ganloss : 108.814461 ∣ generator_nllloss : 5190.664844 ∣ generator_ganloss : 830.150146 ∣   [  std_z : 0.98  real_sub_fake : 1266.00 ]
[  epoch 0012/0040] 4750/4800, lr:5.0e-05 ∣ avg_100 : 31596.525932 ∣ critic_nllloss : 25901.149219 ∣ critic_ganloss : -76.203062 ∣ generator_nllloss : 5088.706250 ∣ generator_ganloss : 858.141699 ∣   [  std_z : 1.00  real_sub_fake : 257.23 ]
[  epoch 0012/0040] 4760/4800, lr:5.0e-05 ∣ avg_100 : 31598.860502 ∣ critic_nllloss : 25896.503516 ∣ critic_ganloss : -42.988104 ∣ generator_nllloss : 5226.650000 ∣ generator_ganloss : 844.505469 ∣   [  std_z : 1.00  real_sub_fake : 132.86 ]
[  epoch 0012/0040] 4770/4800, lr:5.0e-05 ∣ avg_100 : 31603.043419 ∣ critic_nllloss : 26009.988281 ∣ critic_ganloss : -67.264008 ∣ generator_nllloss : 5208.440234 ∣ generator_ganloss : 819.247559 ∣   [  std_z : 0.99  real_sub_fake : 173.10 ]
[  epoch 0012/0040] 4780/4800, lr:5.0e-05 ∣ avg_100 : 31603.641792 ∣ critic_nllloss : 26044.630469 ∣ critic_ganloss : -112.344209 ∣ generator_nllloss : 5197.071289 ∣ generator_ganloss : 789.602295 ∣  [  std_z : 0.99  real_sub_fake : 281.68 ]
[  epoch 0012/0040] 4790/4800, lr:5.0e-05 ∣ avg_100 : 31604.493545 ∣ critic_nllloss : 25954.789453 ∣ critic_ganloss : -140.051836 ∣ generator_nllloss : 5172.833203 ∣ generator_ganloss : 766.637012 ∣  [  std_z : 0.99  real_sub_fake : 358.24 ]
[  epoch 0012/0040] 4800/4800, lr:5.0e-05 ∣ avg_100 : 31605.249520 ∣ critic_nllloss : 26016.886914 ∣ critic_ganloss : -174.276495 ∣ generator_nllloss : 5212.890234 ∣ generator_ganloss : 742.313477 ∣  [  std_z : 1.00  real_sub_fake : 535.62 ]
[    val 012    ] Done! KLD: 0.063807: 0.0459473:33, total: 1 day, 3:27:55                  
[  epoch 0013/0040] 0010/4800, lr:5.0e-05 ∣ avg_100 : 31604.821327 ∣ critic_nllloss : 25928.162305 ∣ critic_ganloss : -234.667390 ∣ generator_nllloss : 5156.170703 ∣ generator_ganloss : 741.619116 ∣  [  std_z : 1.00  real_sub_fake : 713.81 ]
[  epoch 0013/0040] 0020/4800, lr:5.0e-05 ∣ avg_100 : 31604.463604 ∣ critic_nllloss : 25925.634766 ∣ critic_ganloss : -252.710941 ∣ generator_nllloss : 5231.582422 ∣ generator_ganloss : 769.705469 ∣  [  std_z : 0.99  real_sub_fake : 836.92 ]
[  epoch 0013/0040] 0030/4800, lr:5.0e-05 ∣ avg_100 : 31604.554726 ∣ critic_nllloss : 25894.520313 ∣ critic_ganloss : -265.667706 ∣ generator_nllloss : 5123.100391 ∣ generator_ganloss : 821.994751 ∣  [  std_z : 0.98  real_sub_fake : 907.32 ]
[  epoch 0013/0040] 0040/4800, lr:5.0e-05 ∣ avg_100 : 31607.826581 ∣ critic_nllloss : 25882.228125 ∣ critic_ganloss : -209.916875 ∣ generator_nllloss : 5253.887695 ∣ generator_ganloss : 822.493945 ∣  [  std_z : 0.99  real_sub_fake : 851.07 ]
[  epoch 0013/0040] 0050/4800, lr:5.0e-05 ∣ avg_100 : 31606.010882 ∣ critic_nllloss : 25754.717969 ∣ critic_ganloss : -233.294164 ∣ generator_nllloss : 5201.312500 ∣ generator_ganloss : 817.260205 ∣  [  std_z : 1.00  real_sub_fake : 778.40 ]
[  epoch 0013/0040] 0060/4800, lr:5.0e-05 ∣ avg_100 : 31607.290586 ∣ critic_nllloss : 26039.485547 ∣ critic_ganloss : -214.668628 ∣ generator_nllloss : 5189.815625 ∣ generator_ganloss : 792.867993 ∣  [  std_z : 0.99  real_sub_fake : 824.44 ]
[  epoch 0013/0040] 0070/4800, lr:5.0e-05 ∣ avg_100 : 31605.698461 ∣ critic_nllloss : 25962.255469 ∣ critic_ganloss : -210.290295 ∣ generator_nllloss : 5162.684766 ∣ generator_ganloss : 819.092529 ∣  [  std_z : 0.99  real_sub_fake : 776.92 ]
[  epoch 0013/0040] 0080/4800, lr:5.0e-05 ∣ avg_100 : 31608.741159 ∣ critic_nllloss : 25965.172852 ∣ critic_ganloss : -281.392688 ∣ generator_nllloss : 5253.762695 ∣ generator_ganloss : 806.172949 ∣  [  std_z : 0.99  real_sub_fake : 861.79 ]
[  epoch 0013/0040] 0090/4800, lr:5.0e-05 ∣ avg_100 : 31605.807987 ∣ critic_nllloss : 25768.927539 ∣ critic_ganloss : -262.491275 ∣ generator_nllloss : 5108.699609 ∣ generator_ganloss : 777.665356 ∣  [  std_z : 1.00  real_sub_fake : 1024.57 ]
[  epoch 0013/0040] 0100/4800, lr:5.0e-05 ∣ avg_100 : 31604.046540 ∣ critic_nllloss : 25829.142188 ∣ critic_ganloss : -282.745645 ∣ generator_nllloss : 5205.796094 ∣ generator_ganloss : 806.660864 ∣  [  std_z : 1.00  real_sub_fake : 1019.68 ]
[  epoch 0013/0040] 0110/4800, lr:5.0e-05 ∣ avg_100 : 31603.803213 ∣ critic_nllloss : 25719.569922 ∣ critic_ganloss : -247.848969 ∣ generator_nllloss : 5166.907617 ∣ generator_ganloss : 778.990723 ∣  [  std_z : 0.99  real_sub_fake : 923.65 ]
[  epoch 0013/0040] 0120/4800, lr:5.0e-05 ∣ avg_100 : 31601.062825 ∣ critic_nllloss : 25860.415039 ∣ critic_ganloss : -259.699994 ∣ generator_nllloss : 5154.988281 ∣ generator_ganloss : 790.651636 ∣  [  std_z : 0.98  real_sub_fake : 998.69 ]
[  epoch 0013/0040] 0130/4800, lr:5.0e-05 ∣ avg_100 : 31599.809399 ∣ critic_nllloss : 25789.373242 ∣ critic_ganloss : -221.532010 ∣ generator_nllloss : 5230.115039 ∣ generator_ganloss : 803.559668 ∣  [  std_z : 0.99  real_sub_fake : 914.55 ]
[  epoch 0013/0040] 0140/4800, lr:5.0e-05 ∣ avg_100 : 31596.473294 ∣ critic_nllloss : 25793.085352 ∣ critic_ganloss : -253.729385 ∣ generator_nllloss : 5133.883789 ∣ generator_ganloss : 763.056836 ∣  [  std_z : 1.00  real_sub_fake : 942.29 ]
[  epoch 0013/0040] 0150/4800, lr:5.0e-05 ∣ avg_100 : 31596.285431 ∣ critic_nllloss : 25787.997656 ∣ critic_ganloss : -258.297757 ∣ generator_nllloss : 5193.544141 ∣ generator_ganloss : 777.538770 ∣  [  std_z : 1.00  real_sub_fake : 879.25 ]
[  epoch 0013/0040] 0160/4800, lr:5.0e-05 ∣ avg_100 : 31599.593645 ∣ critic_nllloss : 26039.787500 ∣ critic_ganloss : -225.163966 ∣ generator_nllloss : 5108.263086 ∣ generator_ganloss : 779.787354 ∣  [  std_z : 0.99  real_sub_fake : 1006.56 ]
[  epoch 0013/0040] 0170/4800, lr:5.0e-05 ∣ avg_100 : 31600.291242 ∣ critic_nllloss : 25961.156445 ∣ critic_ganloss : -368.937627 ∣ generator_nllloss : 5122.218359 ∣ generator_ganloss : 820.991211 ∣  [  std_z : 0.99  real_sub_fake : 1039.23 ]
[  epoch 0013/0040] 0180/4800, lr:5.0e-05 ∣ avg_100 : 31602.135876 ∣ critic_nllloss : 25969.972266 ∣ critic_ganloss : -393.555157 ∣ generator_nllloss : 5232.264063 ∣ generator_ganloss : 784.423193 ∣  [  std_z : 0.99  real_sub_fake : 1330.61 ]
[  epoch 0013/0040] 0190/4800, lr:5.0e-05 ∣ avg_100 : 31600.991597 ∣ critic_nllloss : 25753.062305 ∣ critic_ganloss : -286.362286 ∣ generator_nllloss : 5159.635352 ∣ generator_ganloss : 820.969287 ∣  [  std_z : 0.99  real_sub_fake : 1376.42 ]
[  epoch 0013/0040] 0200/4800, lr:5.0e-05 ∣ avg_100 : 31599.293414 ∣ critic_nllloss : 26010.556250 ∣ critic_ganloss : -333.676262 ∣ generator_nllloss : 5120.847266 ∣ generator_ganloss : 808.176904 ∣  [  std_z : 0.99  real_sub_fake : 1132.73 ]
[  epoch 0013/0040] 0210/4800, lr:5.0e-05 ∣ avg_100 : 31598.598434 ∣ critic_nllloss : 25779.863477 ∣ critic_ganloss : -292.748297 ∣ generator_nllloss : 5158.536719 ∣ generator_ganloss : 760.476318 ∣  [  std_z : 1.00  real_sub_fake : 1173.53 ]
[  epoch 0013/0040] 0220/4800, lr:5.0e-05 ∣ avg_100 : 31600.110968 ∣ critic_nllloss : 25988.526562 ∣ critic_ganloss : -363.814185 ∣ generator_nllloss : 5289.141406 ∣ generator_ganloss : 771.100439 ∣  [  std_z : 1.00  real_sub_fake : 1253.60 ]
[  epoch 0013/0040] 0230/4800, lr:5.0e-05 ∣ avg_100 : 31592.805658 ∣ critic_nllloss : 25526.490820 ∣ critic_ganloss : -295.158316 ∣ generator_nllloss : 5070.327344 ∣ generator_ganloss : 772.673877 ∣  [  std_z : 0.99  real_sub_fake : 1177.51 ]
[  epoch 0013/0040] 0240/4800, lr:5.0e-05 ∣ avg_100 : 31592.740774 ∣ critic_nllloss : 25953.994336 ∣ critic_ganloss : -379.981940 ∣ generator_nllloss : 5215.744531 ∣ generator_ganloss : 751.427100 ∣  [  std_z : 0.99  real_sub_fake : 1386.10 ]
[  epoch 0013/0040] 0250/4800, lr:5.0e-05 ∣ avg_100 : 31593.722962 ∣ critic_nllloss : 26147.972656 ∣ critic_ganloss : -334.030698 ∣ generator_nllloss : 5180.971094 ∣ generator_ganloss : 762.604541 ∣  [  std_z : 0.99  real_sub_fake : 1423.53 ]
[  epoch 0013/0040] 0260/4800, lr:5.0e-05 ∣ avg_100 : 31593.359479 ∣ critic_nllloss : 26029.016797 ∣ critic_ganloss : -403.975320 ∣ generator_nllloss : 5152.737109 ∣ generator_ganloss : 741.935596 ∣  [  std_z : 0.99  real_sub_fake : 1373.38 ]
[  epoch 0013/0040] 0270/4800, lr:5.0e-05 ∣ avg_100 : 31592.368645 ∣ critic_nllloss : 26012.470898 ∣ critic_ganloss : -324.059399 ∣ generator_nllloss : 5210.780273 ∣ generator_ganloss : 749.753418 ∣  [  std_z : 1.00  real_sub_fake : 1390.99 ]
[  epoch 0013/0040] 0280/4800, lr:5.0e-05 ∣ avg_100 : 31589.686317 ∣ critic_nllloss : 25803.259180 ∣ critic_ganloss : -288.589319 ∣ generator_nllloss : 5212.368359 ∣ generator_ganloss : 760.437207 ∣  [  std_z : 0.99  real_sub_fake : 1027.35 ]
[  epoch 0013/0040] 0290/4800, lr:5.0e-05 ∣ avg_100 : 31593.450541 ∣ critic_nllloss : 26208.390430 ∣ critic_ganloss : -291.744943 ∣ generator_nllloss : 5275.039062 ∣ generator_ganloss : 708.733691 ∣  [  std_z : 0.99  real_sub_fake : 1166.72 ]
[  epoch 0013/0040] 0300/4800, lr:5.0e-05 ∣ avg_100 : 31592.348899 ∣ critic_nllloss : 26075.124414 ∣ critic_ganloss : -348.878951 ∣ generator_nllloss : 5281.688086 ∣ generator_ganloss : 723.516162 ∣  [  std_z : 1.00  real_sub_fake : 1126.47 ]
[  epoch 0013/0040] 0310/4800, lr:5.0e-05 ∣ avg_100 : 31592.351108 ∣ critic_nllloss : 26003.457617 ∣ critic_ganloss : -416.793710 ∣ generator_nllloss : 5249.967969 ∣ generator_ganloss : 748.529980 ∣  [  std_z : 1.00  real_sub_fake : 1419.58 ]
[  epoch 0013/0040] 0320/4800, lr:5.0e-05 ∣ avg_100 : 31590.885657 ∣ critic_nllloss : 25865.688086 ∣ critic_ganloss : -363.591302 ∣ generator_nllloss : 5261.842773 ∣ generator_ganloss : 782.349390 ∣  [  std_z : 0.99  real_sub_fake : 1437.44 ]
[  epoch 0013/0040] 0330/4800, lr:5.0e-05 ∣ avg_100 : 31592.345461 ∣ critic_nllloss : 25974.268945 ∣ critic_ganloss : -344.280508 ∣ generator_nllloss : 5216.065234 ∣ generator_ganloss : 740.463867 ∣  [  std_z : 0.98  real_sub_fake : 1575.63 ]
[  epoch 0013/0040] 0340/4800, lr:5.0e-05 ∣ avg_100 : 31590.383264 ∣ critic_nllloss : 25762.049414 ∣ critic_ganloss : -290.020302 ∣ generator_nllloss : 5189.443164 ∣ generator_ganloss : 753.685400 ∣  [  std_z : 0.99  real_sub_fake : 975.20 ]
[  epoch 0013/0040] 0350/4800, lr:5.0e-05 ∣ avg_100 : 31593.562785 ∣ critic_nllloss : 26031.473828 ∣ critic_ganloss : -313.529410 ∣ generator_nllloss : 5361.206641 ∣ generator_ganloss : 719.569678 ∣  [  std_z : 1.00  real_sub_fake : 1268.86 ]
[  epoch 0013/0040] 0360/4800, lr:5.0e-05 ∣ avg_100 : 31594.666393 ∣ critic_nllloss : 25999.887305 ∣ critic_ganloss : -297.906628 ∣ generator_nllloss : 5145.982422 ∣ generator_ganloss : 761.741455 ∣  [  std_z : 1.00  real_sub_fake : 1279.90 ]
[  epoch 0013/0040] 0370/4800, lr:5.0e-05 ∣ avg_100 : 31594.556783 ∣ critic_nllloss : 25766.166406 ∣ critic_ganloss : -292.030215 ∣ generator_nllloss : 5048.167578 ∣ generator_ganloss : 742.850317 ∣  [  std_z : 0.99  real_sub_fake : 1097.89 ]
[  epoch 0013/0040] 0380/4800, lr:5.0e-05 ∣ avg_100 : 31594.421062 ∣ critic_nllloss : 26133.302734 ∣ critic_ganloss : -299.002438 ∣ generator_nllloss : 5150.989453 ∣ generator_ganloss : 734.245337 ∣  [  std_z : 0.99  real_sub_fake : 1105.15 ]
[  epoch 0013/0040] 0390/4800, lr:5.0e-05 ∣ avg_100 : 31596.261941 ∣ critic_nllloss : 26124.810352 ∣ critic_ganloss : -284.402264 ∣ generator_nllloss : 5229.484961 ∣ generator_ganloss : 690.897705 ∣  [  std_z : 0.99  real_sub_fake : 1129.78 ]
[  epoch 0013/0040] 0400/4800, lr:5.0e-05 ∣ avg_100 : 31594.172873 ∣ critic_nllloss : 25949.719727 ∣ critic_ganloss : -366.189932 ∣ generator_nllloss : 5163.524805 ∣ generator_ganloss : 741.017676 ∣  [  std_z : 1.00  real_sub_fake : 1134.93 ]
[  epoch 0013/0040] 0410/4800, lr:5.0e-05 ∣ avg_100 : 31590.256441 ∣ critic_nllloss : 25798.779687 ∣ critic_ganloss : -428.511322 ∣ generator_nllloss : 5158.093164 ∣ generator_ganloss : 708.140430 ∣  [  std_z : 1.00  real_sub_fake : 1487.40 ]
[  epoch 0013/0040] 0420/4800, lr:5.0e-05 ∣ avg_100 : 31591.190236 ∣ critic_nllloss : 26193.339453 ∣ critic_ganloss : -376.440878 ∣ generator_nllloss : 5282.594336 ∣ generator_ganloss : 746.368701 ∣  [  std_z : 0.99  real_sub_fake : 1518.22 ]
[  epoch 0013/0040] 0430/4800, lr:5.0e-05 ∣ avg_100 : 31590.285652 ∣ critic_nllloss : 26059.154492 ∣ critic_ganloss : -380.457730 ∣ generator_nllloss : 5195.227344 ∣ generator_ganloss : 712.685376 ∣  [  std_z : 0.99  real_sub_fake : 1734.63 ]
[  epoch 0013/0040] 0440/4800, lr:5.0e-05 ∣ avg_100 : 31587.058778 ∣ critic_nllloss : 25837.693359 ∣ critic_ganloss : -212.923907 ∣ generator_nllloss : 5092.411719 ∣ generator_ganloss : 733.623877 ∣  [  std_z : 0.99  real_sub_fake : 1105.97 ]
[  epoch 0013/0040] 0450/4800, lr:5.0e-05 ∣ avg_100 : 31582.983397 ∣ critic_nllloss : 25941.628711 ∣ critic_ganloss : -220.484700 ∣ generator_nllloss : 5111.665625 ∣ generator_ganloss : 645.489453 ∣  [  std_z : 0.99  real_sub_fake : 1016.94 ]
[  epoch 0013/0040] 0460/4800, lr:5.0e-05 ∣ avg_100 : 31585.052028 ∣ critic_nllloss : 26014.640625 ∣ critic_ganloss : -341.653729 ∣ generator_nllloss : 5262.006836 ∣ generator_ganloss : 620.600098 ∣  [  std_z : 1.00  real_sub_fake : 1066.45 ]
[  epoch 0013/0040] 0470/4800, lr:5.0e-05 ∣ avg_100 : 31583.715249 ∣ critic_nllloss : 25895.026562 ∣ critic_ganloss : -346.532327 ∣ generator_nllloss : 5235.164258 ∣ generator_ganloss : 663.574146 ∣  [  std_z : 0.99  real_sub_fake : 1269.94 ]
[  epoch 0013/0040] 0480/4800, lr:5.0e-05 ∣ avg_100 : 31582.775698 ∣ critic_nllloss : 25882.198633 ∣ critic_ganloss : -318.978342 ∣ generator_nllloss : 5227.079297 ∣ generator_ganloss : 675.058594 ∣  [  std_z : 0.99  real_sub_fake : 1233.02 ]
[  epoch 0013/0040] 0490/4800, lr:5.0e-05 ∣ avg_100 : 31582.997412 ∣ critic_nllloss : 25913.140234 ∣ critic_ganloss : -332.042480 ∣ generator_nllloss : 5215.403906 ∣ generator_ganloss : 662.734473 ∣  [  std_z : 0.99  real_sub_fake : 1315.39 ]
[  epoch 0013/0040] 0500/4800, lr:5.0e-05 ∣ avg_100 : 31576.842650 ∣ critic_nllloss : 25764.176172 ∣ critic_ganloss : -317.905560 ∣ generator_nllloss : 5204.097070 ∣ generator_ganloss : 683.809033 ∣  [  std_z : 1.00  real_sub_fake : 1191.86 ]
[  epoch 0013/0040] 0510/4800, lr:5.0e-05 ∣ avg_100 : 31573.682829 ∣ critic_nllloss : 25822.617188 ∣ critic_ganloss : -311.951836 ∣ generator_nllloss : 5125.850000 ∣ generator_ganloss : 671.945117 ∣  [  std_z : 0.99  real_sub_fake : 1081.98 ]
[  epoch 0013/0040] 0520/4800, lr:5.0e-05 ∣ avg_100 : 31570.952188 ∣ critic_nllloss : 25899.172070 ∣ critic_ganloss : -272.340817 ∣ generator_nllloss : 5221.552734 ∣ generator_ganloss : 671.936084 ∣  [  std_z : 0.99  real_sub_fake : 1205.21 ]
[  epoch 0013/0040] 0530/4800, lr:5.0e-05 ∣ avg_100 : 31567.079227 ∣ critic_nllloss : 26017.084766 ∣ critic_ganloss : -478.105731 ∣ generator_nllloss : 5220.734180 ∣ generator_ganloss : 682.724341 ∣  [  std_z : 0.99  real_sub_fake : 1374.18 ]
[  epoch 0013/0040] 0540/4800, lr:5.0e-05 ∣ avg_100 : 31563.175742 ∣ critic_nllloss : 25958.031445 ∣ critic_ganloss : -401.790436 ∣ generator_nllloss : 5149.206055 ∣ generator_ganloss : 694.647876 ∣  [  std_z : 0.99  real_sub_fake : 1508.92 ]
[  epoch 0013/0040] 0550/4800, lr:5.0e-05 ∣ avg_100 : 31559.275921 ∣ critic_nllloss : 25853.346289 ∣ critic_ganloss : -306.273657 ∣ generator_nllloss : 5175.641016 ∣ generator_ganloss : 728.057739 ∣  [  std_z : 0.99  real_sub_fake : 1481.05 ]
[  epoch 0013/0040] 0560/4800, lr:5.0e-05 ∣ avg_100 : 31560.598238 ∣ critic_nllloss : 26072.531641 ∣ critic_ganloss : -372.565222 ∣ generator_nllloss : 5305.703711 ∣ generator_ganloss : 729.035327 ∣  [  std_z : 1.00  real_sub_fake : 1353.62 ]
[  epoch 0013/0040] 0570/4800, lr:5.0e-05 ∣ avg_100 : 31556.909703 ∣ critic_nllloss : 25920.456836 ∣ critic_ganloss : -436.257999 ∣ generator_nllloss : 5186.590820 ∣ generator_ganloss : 738.220776 ∣  [  std_z : 1.00  real_sub_fake : 1447.48 ]
[  epoch 0013/0040] 0580/4800, lr:5.0e-05 ∣ avg_100 : 31556.743517 ∣ critic_nllloss : 25786.423047 ∣ critic_ganloss : -290.788617 ∣ generator_nllloss : 5211.669141 ∣ generator_ganloss : 762.487329 ∣  [  std_z : 0.99  real_sub_fake : 1179.79 ]
[  epoch 0013/0040] 0590/4800, lr:5.0e-05 ∣ avg_100 : 31557.526566 ∣ critic_nllloss : 26191.521680 ∣ critic_ganloss : -224.324072 ∣ generator_nllloss : 5210.235547 ∣ generator_ganloss : 716.369556 ∣  [  std_z : 1.00  real_sub_fake : 957.11 ]
[  epoch 0013/0040] 0600/4800, lr:5.0e-05 ∣ avg_100 : 31557.135523 ∣ critic_nllloss : 25817.264648 ∣ critic_ganloss : -216.610902 ∣ generator_nllloss : 5166.217188 ∣ generator_ganloss : 677.665967 ∣  [  std_z : 1.00  real_sub_fake : 651.48 ]
[  epoch 0013/0040] 0610/4800, lr:5.0e-05 ∣ avg_100 : 31556.586367 ∣ critic_nllloss : 25902.491797 ∣ critic_ganloss : -193.775024 ∣ generator_nllloss : 5194.095508 ∣ generator_ganloss : 687.970142 ∣  [  std_z : 0.99  real_sub_fake : 691.03 ]
[  epoch 0013/0040] 0620/4800, lr:5.0e-05 ∣ avg_100 : 31555.462422 ∣ critic_nllloss : 25868.803711 ∣ critic_ganloss : -216.916544 ∣ generator_nllloss : 5188.615625 ∣ generator_ganloss : 709.554150 ∣  [  std_z : 0.99  real_sub_fake : 803.43 ]
[  epoch 0013/0040] 0630/4800, lr:5.0e-05 ∣ avg_100 : 31552.360712 ∣ critic_nllloss : 25794.324023 ∣ critic_ganloss : -317.336990 ∣ generator_nllloss : 5149.767578 ∣ generator_ganloss : 716.360620 ∣  [  std_z : 0.99  real_sub_fake : 1001.55 ]
[  epoch 0013/0040] 0640/4800, lr:5.0e-05 ∣ avg_100 : 31557.767705 ∣ critic_nllloss : 26026.658203 ∣ critic_ganloss : -237.911447 ∣ generator_nllloss : 5282.478906 ∣ generator_ganloss : 745.108325 ∣  [  std_z : 1.01  real_sub_fake : 1086.19 ]
[  epoch 0013/0040] 0650/4800, lr:5.0e-05 ∣ avg_100 : 31561.287558 ∣ critic_nllloss : 25939.378516 ∣ critic_ganloss : -226.192699 ∣ generator_nllloss : 5235.664648 ∣ generator_ganloss : 775.596387 ∣  [  std_z : 1.00  real_sub_fake : 938.35 ]
[  epoch 0013/0040] 0660/4800, lr:5.0e-05 ∣ avg_100 : 31564.990825 ∣ critic_nllloss : 25931.385742 ∣ critic_ganloss : -168.985606 ∣ generator_nllloss : 5209.942969 ∣ generator_ganloss : 772.740552 ∣  [  std_z : 0.99  real_sub_fake : 712.23 ]
[  epoch 0013/0040] 0670/4800, lr:5.0e-05 ∣ avg_100 : 31566.780036 ∣ critic_nllloss : 25988.245898 ∣ critic_ganloss : -261.575916 ∣ generator_nllloss : 5208.812500 ∣ generator_ganloss : 711.054736 ∣  [  std_z : 0.98  real_sub_fake : 884.43 ]
[  epoch 0013/0040] 0680/4800, lr:5.0e-05 ∣ avg_100 : 31570.292813 ∣ critic_nllloss : 26035.357812 ∣ critic_ganloss : -262.439926 ∣ generator_nllloss : 5245.052734 ∣ generator_ganloss : 719.592090 ∣  [  std_z : 1.00  real_sub_fake : 993.04 ]
[  epoch 0013/0040] 0690/4800, lr:5.0e-05 ∣ avg_100 : 31564.976859 ∣ critic_nllloss : 25617.919727 ∣ critic_ganloss : -300.716541 ∣ generator_nllloss : 5203.725000 ∣ generator_ganloss : 701.450073 ∣  [  std_z : 1.01  real_sub_fake : 1106.16 ]
[  epoch 0013/0040] 0700/4800, lr:5.0e-05 ∣ avg_100 : 31565.478446 ∣ critic_nllloss : 25819.997852 ∣ critic_ganloss : -249.651164 ∣ generator_nllloss : 5144.781055 ∣ generator_ganloss : 745.068091 ∣  [  std_z : 0.99  real_sub_fake : 1134.31 ]
[  epoch 0013/0040] 0710/4800, lr:5.0e-05 ∣ avg_100 : 31563.475491 ∣ critic_nllloss : 26032.341211 ∣ critic_ganloss : -317.350967 ∣ generator_nllloss : 5183.932031 ∣ generator_ganloss : 727.694824 ∣  [  std_z : 0.99  real_sub_fake : 1121.86 ]
[  epoch 0013/0040] 0720/4800, lr:5.0e-05 ∣ avg_100 : 31565.582559 ∣ critic_nllloss : 26160.707422 ∣ critic_ganloss : -290.372043 ∣ generator_nllloss : 5216.615625 ∣ generator_ganloss : 751.617773 ∣  [  std_z : 0.98  real_sub_fake : 1268.58 ]
[  epoch 0013/0040] 0730/4800, lr:5.0e-05 ∣ avg_100 : 31567.728397 ∣ critic_nllloss : 26022.718555 ∣ critic_ganloss : -396.645798 ∣ generator_nllloss : 5216.461523 ∣ generator_ganloss : 738.725586 ∣  [  std_z : 0.99  real_sub_fake : 1348.98 ]
[  epoch 0013/0040] 0740/4800, lr:5.0e-05 ∣ avg_100 : 31568.412952 ∣ critic_nllloss : 25824.446094 ∣ critic_ganloss : -277.268552 ∣ generator_nllloss : 5206.001172 ∣ generator_ganloss : 735.919019 ∣  [  std_z : 1.00  real_sub_fake : 1284.54 ]
[  epoch 0013/0040] 0750/4800, lr:5.0e-05 ∣ avg_100 : 31568.067700 ∣ critic_nllloss : 25693.855859 ∣ critic_ganloss : -332.080762 ∣ generator_nllloss : 5117.677539 ∣ generator_ganloss : 757.575098 ∣  [  std_z : 1.00  real_sub_fake : 1210.27 ]
[  epoch 0013/0040] 0760/4800, lr:5.0e-05 ∣ avg_100 : 31568.005197 ∣ critic_nllloss : 26020.735352 ∣ critic_ganloss : -327.875635 ∣ generator_nllloss : 5152.650781 ∣ generator_ganloss : 746.981348 ∣  [  std_z : 0.98  real_sub_fake : 1244.31 ]
[  epoch 0013/0040] 0770/4800, lr:5.0e-05 ∣ avg_100 : 31567.308891 ∣ critic_nllloss : 25946.470508 ∣ critic_ganloss : -206.267401 ∣ generator_nllloss : 5116.266406 ∣ generator_ganloss : 717.946313 ∣  [  std_z : 0.98  real_sub_fake : 1117.01 ]
[  epoch 0013/0040] 0780/4800, lr:5.0e-05 ∣ avg_100 : 31567.114437 ∣ critic_nllloss : 25974.020117 ∣ critic_ganloss : -307.633167 ∣ generator_nllloss : 5182.857813 ∣ generator_ganloss : 743.131274 ∣  [  std_z : 1.00  real_sub_fake : 998.04 ]
[  epoch 0013/0040] 0790/4800, lr:5.0e-05 ∣ avg_100 : 31567.128467 ∣ critic_nllloss : 25957.620703 ∣ critic_ganloss : -359.683711 ∣ generator_nllloss : 5114.530078 ∣ generator_ganloss : 703.960718 ∣  [  std_z : 1.00  real_sub_fake : 1085.24 ]
[  epoch 0013/0040] 0800/4800, lr:5.0e-05 ∣ avg_100 : 31567.178208 ∣ critic_nllloss : 26010.532031 ∣ critic_ganloss : -317.131882 ∣ generator_nllloss : 5178.727930 ∣ generator_ganloss : 720.966724 ∣  [  std_z : 1.00  real_sub_fake : 1428.67 ]
[  epoch 0013/0040] 0810/4800, lr:5.0e-05 ∣ avg_100 : 31564.776071 ∣ critic_nllloss : 25935.811523 ∣ critic_ganloss : -308.593774 ∣ generator_nllloss : 5134.567578 ∣ generator_ganloss : 718.114502 ∣  [  std_z : 0.99  real_sub_fake : 1233.23 ]
[  epoch 0013/0040] 0820/4800, lr:5.0e-05 ∣ avg_100 : 31563.377663 ∣ critic_nllloss : 25637.124414 ∣ critic_ganloss : -314.741049 ∣ generator_nllloss : 5225.158203 ∣ generator_ganloss : 703.078271 ∣  [  std_z : 0.99  real_sub_fake : 1168.63 ]
[  epoch 0013/0040] 0830/4800, lr:5.0e-05 ∣ avg_100 : 31567.286927 ∣ critic_nllloss : 25940.364063 ∣ critic_ganloss : -282.202493 ∣ generator_nllloss : 5223.613281 ∣ generator_ganloss : 673.000562 ∣  [  std_z : 1.00  real_sub_fake : 1160.97 ]
[  epoch 0013/0040] 0840/4800, lr:5.0e-05 ∣ avg_100 : 31565.823494 ∣ critic_nllloss : 25754.195703 ∣ critic_ganloss : -374.056827 ∣ generator_nllloss : 5148.238086 ∣ generator_ganloss : 686.664941 ∣  [  std_z : 1.00  real_sub_fake : 1212.53 ]
[  epoch 0013/0040] 0850/4800, lr:5.0e-05 ∣ avg_100 : 31563.392528 ∣ critic_nllloss : 25894.523242 ∣ critic_ganloss : -377.141080 ∣ generator_nllloss : 5087.142773 ∣ generator_ganloss : 683.942773 ∣  [  std_z : 0.99  real_sub_fake : 1334.29 ]
[  epoch 0013/0040] 0860/4800, lr:5.0e-05 ∣ avg_100 : 31563.162647 ∣ critic_nllloss : 25994.944336 ∣ critic_ganloss : -343.006284 ∣ generator_nllloss : 5251.591992 ∣ generator_ganloss : 659.457397 ∣  [  std_z : 0.98  real_sub_fake : 1453.02 ]
[  epoch 0013/0040] 0870/4800, lr:5.0e-05 ∣ avg_100 : 31559.704800 ∣ critic_nllloss : 25818.174805 ∣ critic_ganloss : -437.021924 ∣ generator_nllloss : 5241.817969 ∣ generator_ganloss : 693.337524 ∣  [  std_z : 0.98  real_sub_fake : 1491.51 ]
[  epoch 0013/0040] 0880/4800, lr:5.0e-05 ∣ avg_100 : 31558.780192 ∣ critic_nllloss : 25941.244336 ∣ critic_ganloss : -360.587885 ∣ generator_nllloss : 5177.449219 ∣ generator_ganloss : 701.396484 ∣  [  std_z : 0.99  real_sub_fake : 1483.60 ]
[  epoch 0013/0040] 0890/4800, lr:5.0e-05 ∣ avg_100 : 31559.933537 ∣ critic_nllloss : 26168.990234 ∣ critic_ganloss : -402.987585 ∣ generator_nllloss : 5145.254883 ∣ generator_ganloss : 698.721851 ∣  [  std_z : 1.01  real_sub_fake : 1478.10 ]
[  epoch 0013/0040] 0900/4800, lr:5.0e-05 ∣ avg_100 : 31562.119294 ∣ critic_nllloss : 25921.061914 ∣ critic_ganloss : -425.211145 ∣ generator_nllloss : 5163.914062 ∣ generator_ganloss : 761.592041 ∣  [  std_z : 1.00  real_sub_fake : 1479.65 ]
[  epoch 0013/0040] 0910/4800, lr:5.0e-05 ∣ avg_100 : 31564.396711 ∣ critic_nllloss : 25957.453125 ∣ critic_ganloss : -84.151294 ∣ generator_nllloss : 5155.584766 ∣ generator_ganloss : 789.080713 ∣   [  std_z : 0.99  real_sub_fake : 931.29 ]
[  epoch 0013/0040] 0920/4800, lr:5.0e-05 ∣ avg_100 : 31562.668138 ∣ critic_nllloss : 25752.856641 ∣ critic_ganloss : -211.941289 ∣ generator_nllloss : 5076.907617 ∣ generator_ganloss : 759.662622 ∣  [  std_z : 0.98  real_sub_fake : 576.70 ]
[  epoch 0013/0040] 0930/4800, lr:5.0e-05 ∣ avg_100 : 31564.754976 ∣ critic_nllloss : 25762.187109 ∣ critic_ganloss : -210.877182 ∣ generator_nllloss : 5122.631055 ∣ generator_ganloss : 732.201880 ∣  [  std_z : 0.99  real_sub_fake : 827.83 ]
[  epoch 0013/0040] 0940/4800, lr:5.0e-05 ∣ avg_100 : 31559.275508 ∣ critic_nllloss : 25862.862891 ∣ critic_ganloss : -254.715961 ∣ generator_nllloss : 5077.739062 ∣ generator_ganloss : 752.838818 ∣  [  std_z : 1.01  real_sub_fake : 905.33 ]
[  epoch 0013/0040] 0950/4800, lr:5.0e-05 ∣ avg_100 : 31556.977781 ∣ critic_nllloss : 25952.313281 ∣ critic_ganloss : -345.209140 ∣ generator_nllloss : 5191.645703 ∣ generator_ganloss : 743.271533 ∣  [  std_z : 1.00  real_sub_fake : 1120.77 ]
[  epoch 0013/0040] 0960/4800, lr:5.0e-05 ∣ avg_100 : 31554.022085 ∣ critic_nllloss : 26006.837500 ∣ critic_ganloss : -394.787775 ∣ generator_nllloss : 5249.136328 ∣ generator_ganloss : 767.915234 ∣  [  std_z : 0.98  real_sub_fake : 1476.34 ]
[  epoch 0013/0040] 0970/4800, lr:5.0e-05 ∣ avg_100 : 31549.180794 ∣ critic_nllloss : 25827.315625 ∣ critic_ganloss : -329.318951 ∣ generator_nllloss : 5191.353906 ∣ generator_ganloss : 796.932397 ∣  [  std_z : 0.98  real_sub_fake : 1461.49 ]
[  epoch 0013/0040] 0980/4800, lr:5.0e-05 ∣ avg_100 : 31546.647523 ∣ critic_nllloss : 25985.089062 ∣ critic_ganloss : -322.284464 ∣ generator_nllloss : 5167.202539 ∣ generator_ganloss : 835.625635 ∣  [  std_z : 0.99  real_sub_fake : 1054.42 ]
[  epoch 0013/0040] 0990/4800, lr:5.0e-05 ∣ avg_100 : 31545.470296 ∣ critic_nllloss : 26003.353125 ∣ critic_ganloss : -375.312598 ∣ generator_nllloss : 5219.846875 ∣ generator_ganloss : 788.597656 ∣  [  std_z : 1.00  real_sub_fake : 1139.46 ]
[  epoch 0013/0040] 1000/4800, lr:5.0e-05 ∣ avg_100 : 31544.573659 ∣ critic_nllloss : 26070.634766 ∣ critic_ganloss : -421.855243 ∣ generator_nllloss : 5259.086328 ∣ generator_ganloss : 800.284668 ∣  [  std_z : 1.01  real_sub_fake : 1655.01 ]
[  epoch 0013/0040] 1010/4800, lr:5.0e-05 ∣ avg_100 : 31543.370324 ∣ critic_nllloss : 25974.183398 ∣ critic_ganloss : -418.196991 ∣ generator_nllloss : 5085.569531 ∣ generator_ganloss : 829.395264 ∣  [  std_z : 1.00  real_sub_fake : 1662.47 ]
[  epoch 0013/0040] 1020/4800, lr:5.0e-05 ∣ avg_100 : 31543.028880 ∣ critic_nllloss : 25885.231641 ∣ critic_ganloss : -320.439130 ∣ generator_nllloss : 5198.366797 ∣ generator_ganloss : 876.908008 ∣  [  std_z : 0.98  real_sub_fake : 1229.11 ]
[  epoch 0013/0040] 1030/4800, lr:5.0e-05 ∣ avg_100 : 31543.215668 ∣ critic_nllloss : 25867.702539 ∣ critic_ganloss : -326.976324 ∣ generator_nllloss : 5235.285742 ∣ generator_ganloss : 816.614600 ∣  [  std_z : 0.98  real_sub_fake : 1347.30 ]
[  epoch 0013/0040] 1040/4800, lr:5.0e-05 ∣ avg_100 : 31541.104684 ∣ critic_nllloss : 25882.001758 ∣ critic_ganloss : -397.078729 ∣ generator_nllloss : 5178.444727 ∣ generator_ganloss : 874.226758 ∣  [  std_z : 0.99  real_sub_fake : 1336.17 ]
[  epoch 0013/0040] 1050/4800, lr:5.0e-05 ∣ avg_100 : 31539.287395 ∣ critic_nllloss : 25759.591406 ∣ critic_ganloss : -414.916571 ∣ generator_nllloss : 5135.700781 ∣ generator_ganloss : 877.891943 ∣  [  std_z : 1.01  real_sub_fake : 1549.58 ]
[  epoch 0013/0040] 1060/4800, lr:5.0e-05 ∣ avg_100 : 31535.527215 ∣ critic_nllloss : 25691.947070 ∣ critic_ganloss : -315.353452 ∣ generator_nllloss : 5145.712109 ∣ generator_ganloss : 909.176855 ∣  [  std_z : 1.00  real_sub_fake : 1444.68 ]
[  epoch 0013/0040] 1070/4800, lr:5.0e-05 ∣ avg_100 : 31536.143404 ∣ critic_nllloss : 25719.531836 ∣ critic_ganloss : -91.546399 ∣ generator_nllloss : 5161.149414 ∣ generator_ganloss : 1006.226465 ∣  [  std_z : 0.99  real_sub_fake : 586.39 ]
[  epoch 0013/0040] 1080/4800, lr:5.0e-05 ∣ avg_100 : 31538.694650 ∣ critic_nllloss : 25913.913672 ∣ critic_ganloss : -87.767114 ∣ generator_nllloss : 5176.695117 ∣ generator_ganloss : 995.998730 ∣   [  std_z : 0.99  real_sub_fake : 273.75 ]
[  epoch 0013/0040] 1090/4800, lr:5.0e-05 ∣ avg_100 : 31543.174684 ∣ critic_nllloss : 25797.961523 ∣ critic_ganloss : -140.715228 ∣ generator_nllloss : 5231.739453 ∣ generator_ganloss : 951.818896 ∣  [  std_z : 0.99  real_sub_fake : 453.18 ]
[  epoch 0013/0040] 1100/4800, lr:5.0e-05 ∣ avg_100 : 31543.971114 ∣ critic_nllloss : 25778.642578 ∣ critic_ganloss : -149.822267 ∣ generator_nllloss : 5084.683594 ∣ generator_ganloss : 924.992627 ∣  [  std_z : 1.00  real_sub_fake : 538.33 ]
[  epoch 0013/0040] 1110/4800, lr:5.0e-05 ∣ avg_100 : 31548.620090 ∣ critic_nllloss : 26029.892578 ∣ critic_ganloss : -208.756113 ∣ generator_nllloss : 5163.141211 ∣ generator_ganloss : 898.239209 ∣  [  std_z : 1.00  real_sub_fake : 617.02 ]
[  epoch 0013/0040] 1120/4800, lr:5.0e-05 ∣ avg_100 : 31552.334599 ∣ critic_nllloss : 25976.944922 ∣ critic_ganloss : -166.393953 ∣ generator_nllloss : 5253.488281 ∣ generator_ganloss : 853.766553 ∣  [  std_z : 0.99  real_sub_fake : 759.18 ]
[  epoch 0013/0040] 1130/4800, lr:5.0e-05 ∣ avg_100 : 31555.633324 ∣ critic_nllloss : 26113.765625 ∣ critic_ganloss : -243.847038 ∣ generator_nllloss : 5199.652539 ∣ generator_ganloss : 861.817383 ∣  [  std_z : 0.99  real_sub_fake : 778.64 ]
[  epoch 0013/0040] 1140/4800, lr:5.0e-05 ∣ avg_100 : 31557.698439 ∣ critic_nllloss : 25804.650977 ∣ critic_ganloss : -253.126826 ∣ generator_nllloss : 5229.383594 ∣ generator_ganloss : 861.900293 ∣  [  std_z : 0.99  real_sub_fake : 760.67 ]
[  epoch 0013/0040] 1150/4800, lr:5.0e-05 ∣ avg_100 : 31559.122256 ∣ critic_nllloss : 25874.012305 ∣ critic_ganloss : -256.584497 ∣ generator_nllloss : 5188.579102 ∣ generator_ganloss : 837.157666 ∣  [  std_z : 1.00  real_sub_fake : 1045.65 ]
[  epoch 0013/0040] 1160/4800, lr:5.0e-05 ∣ avg_100 : 31559.161120 ∣ critic_nllloss : 25937.987695 ∣ critic_ganloss : -345.806250 ∣ generator_nllloss : 5221.842578 ∣ generator_ganloss : 892.536279 ∣  [  std_z : 1.00  real_sub_fake : 1107.38 ]
[  epoch 0013/0040] 1170/4800, lr:5.0e-05 ∣ avg_100 : 31563.675755 ∣ critic_nllloss : 26117.977539 ∣ critic_ganloss : -287.356332 ∣ generator_nllloss : 5224.047461 ∣ generator_ganloss : 932.223242 ∣  [  std_z : 1.00  real_sub_fake : 1288.16 ]
[  epoch 0013/0040] 1180/4800, lr:5.0e-05 ∣ avg_100 : 31563.221991 ∣ critic_nllloss : 25686.495117 ∣ critic_ganloss : -243.881503 ∣ generator_nllloss : 5167.057227 ∣ generator_ganloss : 938.057178 ∣  [  std_z : 0.99  real_sub_fake : 959.04 ]
[  epoch 0013/0040] 1190/4800, lr:5.0e-05 ∣ avg_100 : 31566.503149 ∣ critic_nllloss : 25750.679102 ∣ critic_ganloss : -171.372456 ∣ generator_nllloss : 5235.503516 ∣ generator_ganloss : 960.610254 ∣  [  std_z : 0.98  real_sub_fake : 651.12 ]
[  epoch 0013/0040] 1200/4800, lr:5.0e-05 ∣ avg_100 : 31567.068097 ∣ critic_nllloss : 25800.670117 ∣ critic_ganloss : -218.321968 ∣ generator_nllloss : 5152.156250 ∣ generator_ganloss : 927.894580 ∣  [  std_z : 0.99  real_sub_fake : 779.81 ]
[  epoch 0013/0040] 1210/4800, lr:5.0e-05 ∣ avg_100 : 31570.175885 ∣ critic_nllloss : 25832.471680 ∣ critic_ganloss : -251.011713 ∣ generator_nllloss : 5169.158008 ∣ generator_ganloss : 966.289014 ∣  [  std_z : 1.00  real_sub_fake : 870.05 ]
[  epoch 0013/0040] 1220/4800, lr:5.0e-05 ∣ avg_100 : 31570.525991 ∣ critic_nllloss : 25881.754297 ∣ critic_ganloss : -232.699707 ∣ generator_nllloss : 5110.771094 ∣ generator_ganloss : 960.139160 ∣  [  std_z : 0.99  real_sub_fake : 933.40 ]
[  epoch 0013/0040] 1230/4800, lr:5.0e-05 ∣ avg_100 : 31580.042257 ∣ critic_nllloss : 26143.773828 ∣ critic_ganloss : -317.395064 ∣ generator_nllloss : 5283.275781 ∣ generator_ganloss : 916.305713 ∣  [  std_z : 1.00  real_sub_fake : 1115.87 ]
[  epoch 0013/0040] 1240/4800, lr:5.0e-05 ∣ avg_100 : 31580.566866 ∣ critic_nllloss : 25870.033594 ∣ critic_ganloss : -306.231549 ∣ generator_nllloss : 5117.342773 ∣ generator_ganloss : 912.500195 ∣  [  std_z : 1.00  real_sub_fake : 1079.82 ]
[  epoch 0013/0040] 1250/4800, lr:5.0e-05 ∣ avg_100 : 31577.487323 ∣ critic_nllloss : 25617.690820 ∣ critic_ganloss : -313.618408 ∣ generator_nllloss : 5239.610352 ∣ generator_ganloss : 905.880469 ∣  [  std_z : 0.99  real_sub_fake : 1168.62 ]
[  epoch 0013/0040] 1260/4800, lr:5.0e-05 ∣ avg_100 : 31582.318262 ∣ critic_nllloss : 26243.840234 ∣ critic_ganloss : -343.525381 ∣ generator_nllloss : 5184.210156 ∣ generator_ganloss : 918.283057 ∣  [  std_z : 0.98  real_sub_fake : 1238.48 ]
[  epoch 0013/0040] 1270/4800, lr:5.0e-05 ∣ avg_100 : 31583.191745 ∣ critic_nllloss : 25911.875195 ∣ critic_ganloss : -308.634351 ∣ generator_nllloss : 5243.362109 ∣ generator_ganloss : 889.690625 ∣  [  std_z : 0.99  real_sub_fake : 916.72 ]
[  epoch 0013/0040] 1280/4800, lr:5.0e-05 ∣ avg_100 : 31586.883490 ∣ critic_nllloss : 25987.962891 ∣ critic_ganloss : -242.658990 ∣ generator_nllloss : 5248.307813 ∣ generator_ganloss : 863.038184 ∣  [  std_z : 1.00  real_sub_fake : 1074.98 ]
[  epoch 0013/0040] 1290/4800, lr:5.0e-05 ∣ avg_100 : 31588.509277 ∣ critic_nllloss : 26222.823633 ∣ critic_ganloss : -286.762451 ∣ generator_nllloss : 5228.194531 ∣ generator_ganloss : 898.741162 ∣  [  std_z : 1.00  real_sub_fake : 1266.67 ]
[  epoch 0013/0040] 1300/4800, lr:5.0e-05 ∣ avg_100 : 31591.258145 ∣ critic_nllloss : 26188.670117 ∣ critic_ganloss : -277.510565 ∣ generator_nllloss : 5228.262109 ∣ generator_ganloss : 866.914893 ∣  [  std_z : 0.99  real_sub_fake : 1027.65 ]
[  epoch 0013/0040] 1310/4800, lr:5.0e-05 ∣ avg_100 : 31591.671461 ∣ critic_nllloss : 25807.166992 ∣ critic_ganloss : -214.940164 ∣ generator_nllloss : 5175.625391 ∣ generator_ganloss : 858.641260 ∣  [  std_z : 0.98  real_sub_fake : 901.84 ]
[  epoch 0013/0040] 1320/4800, lr:5.0e-05 ∣ avg_100 : 31590.585499 ∣ critic_nllloss : 25694.630469 ∣ critic_ganloss : -221.178210 ∣ generator_nllloss : 5110.992773 ∣ generator_ganloss : 853.247705 ∣  [  std_z : 0.99  real_sub_fake : 835.18 ]
[  epoch 0013/0040] 1330/4800, lr:5.0e-05 ∣ avg_100 : 31593.046795 ∣ critic_nllloss : 26100.796289 ∣ critic_ganloss : -354.337582 ∣ generator_nllloss : 5261.803711 ∣ generator_ganloss : 824.384668 ∣  [  std_z : 1.00  real_sub_fake : 1109.30 ]
[  epoch 0013/0040] 1340/4800, lr:5.0e-05 ∣ avg_100 : 31595.485448 ∣ critic_nllloss : 25836.032617 ∣ critic_ganloss : -294.420822 ∣ generator_nllloss : 5234.491992 ∣ generator_ganloss : 882.919238 ∣  [  std_z : 1.00  real_sub_fake : 1245.64 ]
[  epoch 0013/0040] 1350/4800, lr:5.0e-05 ∣ avg_100 : 31595.588337 ∣ critic_nllloss : 26147.492188 ∣ critic_ganloss : -379.157724 ∣ generator_nllloss : 5238.862109 ∣ generator_ganloss : 801.813086 ∣  [  std_z : 0.99  real_sub_fake : 1344.79 ]
[  epoch 0013/0040] 1360/4800, lr:5.0e-05 ∣ avg_100 : 31596.115190 ∣ critic_nllloss : 25870.729883 ∣ critic_ganloss : -247.785840 ∣ generator_nllloss : 5197.763281 ∣ generator_ganloss : 841.682520 ∣  [  std_z : 0.99  real_sub_fake : 1248.21 ]
[  epoch 0013/0040] 1370/4800, lr:5.0e-05 ∣ avg_100 : 31599.145536 ∣ critic_nllloss : 25909.335742 ∣ critic_ganloss : -289.930522 ∣ generator_nllloss : 5136.629883 ∣ generator_ganloss : 812.153564 ∣  [  std_z : 0.99  real_sub_fake : 948.82 ]
[  epoch 0013/0040] 1380/4800, lr:5.0e-05 ∣ avg_100 : 31596.065746 ∣ critic_nllloss : 25683.174023 ∣ critic_ganloss : -194.882889 ∣ generator_nllloss : 5104.504883 ∣ generator_ganloss : 818.760059 ∣  [  std_z : 1.00  real_sub_fake : 933.17 ]
[  epoch 0013/0040] 1390/4800, lr:5.0e-05 ∣ avg_100 : 31595.940374 ∣ critic_nllloss : 26055.431641 ∣ critic_ganloss : -275.886777 ∣ generator_nllloss : 5139.125195 ∣ generator_ganloss : 829.583545 ∣  [  std_z : 0.99  real_sub_fake : 939.00 ]
[  epoch 0013/0040] 1400/4800, lr:5.0e-05 ∣ avg_100 : 31597.516879 ∣ critic_nllloss : 25927.375195 ∣ critic_ganloss : -340.865903 ∣ generator_nllloss : 5252.856836 ∣ generator_ganloss : 806.356616 ∣  [  std_z : 0.98  real_sub_fake : 1182.68 ]
[  epoch 0013/0040] 1410/4800, lr:5.0e-05 ∣ avg_100 : 31602.139961 ∣ critic_nllloss : 26054.867188 ∣ critic_ganloss : -346.776309 ∣ generator_nllloss : 5183.458398 ∣ generator_ganloss : 807.260840 ∣  [  std_z : 0.99  real_sub_fake : 1385.31 ]
[  epoch 0013/0040] 1420/4800, lr:5.0e-05 ∣ avg_100 : 31599.235059 ∣ critic_nllloss : 25989.455078 ∣ critic_ganloss : -403.141504 ∣ generator_nllloss : 5194.457031 ∣ generator_ganloss : 774.600854 ∣  [  std_z : 1.00  real_sub_fake : 1314.80 ]
[  epoch 0013/0040] 1430/4800, lr:5.0e-05 ∣ avg_100 : 31595.878116 ∣ critic_nllloss : 25697.954688 ∣ critic_ganloss : -352.933267 ∣ generator_nllloss : 5095.817578 ∣ generator_ganloss : 810.076123 ∣  [  std_z : 1.00  real_sub_fake : 1322.06 ]
[  epoch 0013/0040] 1440/4800, lr:5.0e-05 ∣ avg_100 : 31596.544732 ∣ critic_nllloss : 25946.726172 ∣ critic_ganloss : -364.039456 ∣ generator_nllloss : 5114.815820 ∣ generator_ganloss : 819.964160 ∣  [  std_z : 1.00  real_sub_fake : 1531.94 ]
[  epoch 0013/0040] 1450/4800, lr:5.0e-05 ∣ avg_100 : 31600.686272 ∣ critic_nllloss : 26173.066602 ∣ critic_ganloss : -329.859497 ∣ generator_nllloss : 5183.002734 ∣ generator_ganloss : 866.243262 ∣  [  std_z : 0.99  real_sub_fake : 1368.88 ]
[  epoch 0013/0040] 1460/4800, lr:5.0e-05 ∣ avg_100 : 31599.152442 ∣ critic_nllloss : 25776.655273 ∣ critic_ganloss : -385.240947 ∣ generator_nllloss : 5205.303711 ∣ generator_ganloss : 805.492773 ∣  [  std_z : 1.00  real_sub_fake : 1192.64 ]
[  epoch 0013/0040] 1470/4800, lr:5.0e-05 ∣ avg_100 : 31601.230433 ∣ critic_nllloss : 25896.863867 ∣ critic_ganloss : -261.699374 ∣ generator_nllloss : 5204.263672 ∣ generator_ganloss : 815.603564 ∣  [  std_z : 0.99  real_sub_fake : 1239.02 ]
[  epoch 0013/0040] 1480/4800, lr:5.0e-05 ∣ avg_100 : 31601.900201 ∣ critic_nllloss : 25815.928320 ∣ critic_ganloss : -264.584387 ∣ generator_nllloss : 5174.667969 ∣ generator_ganloss : 806.323096 ∣  [  std_z : 0.99  real_sub_fake : 1101.65 ]
[  epoch 0013/0040] 1490/4800, lr:5.0e-05 ∣ avg_100 : 31604.661454 ∣ critic_nllloss : 26008.441016 ∣ critic_ganloss : -328.445811 ∣ generator_nllloss : 5251.091406 ∣ generator_ganloss : 804.274780 ∣  [  std_z : 0.99  real_sub_fake : 1082.03 ]
[  epoch 0013/0040] 1500/4800, lr:5.0e-05 ∣ avg_100 : 31605.967285 ∣ critic_nllloss : 25802.218359 ∣ critic_ganloss : -304.558109 ∣ generator_nllloss : 5187.661719 ∣ generator_ganloss : 779.437891 ∣  [  std_z : 1.00  real_sub_fake : 1112.77 ]
[  epoch 0013/0040] 1510/4800, lr:5.0e-05 ∣ avg_100 : 31609.191291 ∣ critic_nllloss : 25829.500000 ∣ critic_ganloss : -257.214337 ∣ generator_nllloss : 5254.902148 ∣ generator_ganloss : 803.673267 ∣  [  std_z : 1.00  real_sub_fake : 1186.19 ]
[  epoch 0013/0040] 1520/4800, lr:5.0e-05 ∣ avg_100 : 31607.068882 ∣ critic_nllloss : 25731.237500 ∣ critic_ganloss : -310.841168 ∣ generator_nllloss : 5088.590039 ∣ generator_ganloss : 799.092822 ∣  [  std_z : 0.99  real_sub_fake : 1117.67 ]
[  epoch 0013/0040] 1530/4800, lr:5.0e-05 ∣ avg_100 : 31608.440833 ∣ critic_nllloss : 25980.334180 ∣ critic_ganloss : -406.828278 ∣ generator_nllloss : 5151.385547 ∣ generator_ganloss : 854.741162 ∣  [  std_z : 0.99  real_sub_fake : 1355.59 ]
[  epoch 0013/0040] 1540/4800, lr:5.0e-05 ∣ avg_100 : 31610.371054 ∣ critic_nllloss : 25845.381055 ∣ critic_ganloss : -270.352118 ∣ generator_nllloss : 5192.788477 ∣ generator_ganloss : 825.299683 ∣  [  std_z : 0.99  real_sub_fake : 1608.80 ]
[  epoch 0013/0040] 1550/4800, lr:5.0e-05 ∣ avg_100 : 31610.897007 ∣ critic_nllloss : 25878.675781 ∣ critic_ganloss : -271.948244 ∣ generator_nllloss : 5042.118750 ∣ generator_ganloss : 854.520361 ∣  [  std_z : 1.00  real_sub_fake : 999.28 ]
[  epoch 0013/0040] 1560/4800, lr:5.0e-05 ∣ avg_100 : 31608.551378 ∣ critic_nllloss : 25824.747070 ∣ critic_ganloss : -326.745428 ∣ generator_nllloss : 5190.930469 ∣ generator_ganloss : 811.210400 ∣  [  std_z : 1.00  real_sub_fake : 960.19 ]
[  epoch 0013/0040] 1570/4800, lr:5.0e-05 ∣ avg_100 : 31612.214328 ∣ critic_nllloss : 26003.828125 ∣ critic_ganloss : -285.190207 ∣ generator_nllloss : 5247.317969 ∣ generator_ganloss : 809.349609 ∣  [  std_z : 0.99  real_sub_fake : 1270.84 ]
[  epoch 0013/0040] 1580/4800, lr:5.0e-05 ∣ avg_100 : 31612.700561 ∣ critic_nllloss : 25895.169336 ∣ critic_ganloss : -308.923056 ∣ generator_nllloss : 5145.169141 ∣ generator_ganloss : 786.998779 ∣  [  std_z : 0.98  real_sub_fake : 1271.62 ]
[  epoch 0013/0040] 1590/4800, lr:5.0e-05 ∣ avg_100 : 31603.962639 ∣ critic_nllloss : 25577.145508 ∣ critic_ganloss : -370.589365 ∣ generator_nllloss : 5061.272461 ∣ generator_ganloss : 752.181885 ∣  [  std_z : 0.99  real_sub_fake : 1303.59 ]
[  epoch 0013/0040] 1600/4800, lr:5.0e-05 ∣ avg_100 : 31608.020126 ∣ critic_nllloss : 26138.744336 ∣ critic_ganloss : -402.791669 ∣ generator_nllloss : 5317.828516 ∣ generator_ganloss : 796.504419 ∣  [  std_z : 1.01  real_sub_fake : 1424.17 ]
[  epoch 0013/0040] 1610/4800, lr:5.0e-05 ∣ avg_100 : 31609.049342 ∣ critic_nllloss : 25891.245898 ∣ critic_ganloss : -304.600284 ∣ generator_nllloss : 5283.133594 ∣ generator_ganloss : 823.924780 ∣  [  std_z : 1.00  real_sub_fake : 1265.99 ]
[  epoch 0013/0040] 1620/4800, lr:5.0e-05 ∣ avg_100 : 31608.479665 ∣ critic_nllloss : 25741.231250 ∣ critic_ganloss : -218.481581 ∣ generator_nllloss : 5165.946875 ∣ generator_ganloss : 804.392773 ∣  [  std_z : 0.99  real_sub_fake : 994.92 ]
[  epoch 0013/0040] 1630/4800, lr:5.0e-05 ∣ avg_100 : 31610.855775 ∣ critic_nllloss : 25922.963281 ∣ critic_ganloss : -314.844174 ∣ generator_nllloss : 5209.392578 ∣ generator_ganloss : 763.214453 ∣  [  std_z : 0.99  real_sub_fake : 1074.17 ]
[  epoch 0013/0040] 1640/4800, lr:5.0e-05 ∣ avg_100 : 31607.649794 ∣ critic_nllloss : 25905.039453 ∣ critic_ganloss : -357.639914 ∣ generator_nllloss : 5146.201172 ∣ generator_ganloss : 802.135181 ∣  [  std_z : 1.00  real_sub_fake : 1190.42 ]
[  epoch 0013/0040] 1650/4800, lr:5.0e-05 ∣ avg_100 : 31606.021861 ∣ critic_nllloss : 25874.677148 ∣ critic_ganloss : -331.302496 ∣ generator_nllloss : 5186.015820 ∣ generator_ganloss : 832.263086 ∣  [  std_z : 1.00  real_sub_fake : 1268.98 ]
[  epoch 0013/0040] 1660/4800, lr:5.0e-05 ∣ avg_100 : 31603.175353 ∣ critic_nllloss : 25841.518750 ∣ critic_ganloss : -248.746829 ∣ generator_nllloss : 5016.567187 ∣ generator_ganloss : 851.093750 ∣  [  std_z : 0.98  real_sub_fake : 1175.56 ]
[  epoch 0013/0040] 1670/4800, lr:5.0e-05 ∣ avg_100 : 31604.404293 ∣ critic_nllloss : 26082.759375 ∣ critic_ganloss : -337.488635 ∣ generator_nllloss : 5189.147852 ∣ generator_ganloss : 835.012695 ∣  [  std_z : 0.99  real_sub_fake : 1116.11 ]
[  epoch 0013/0040] 1680/4800, lr:5.0e-05 ∣ avg_100 : 31603.955368 ∣ critic_nllloss : 26042.165625 ∣ critic_ganloss : -319.178760 ∣ generator_nllloss : 5154.956055 ∣ generator_ganloss : 814.727295 ∣  [  std_z : 0.99  real_sub_fake : 1235.43 ]
[  epoch 0013/0040] 1690/4800, lr:5.0e-05 ∣ avg_100 : 31606.649571 ∣ critic_nllloss : 25905.729102 ∣ critic_ganloss : -339.136160 ∣ generator_nllloss : 5107.733594 ∣ generator_ganloss : 817.471973 ∣  [  std_z : 1.00  real_sub_fake : 1170.71 ]
[  epoch 0013/0040] 1700/4800, lr:5.0e-05 ∣ avg_100 : 31609.626668 ∣ critic_nllloss : 25943.979492 ∣ critic_ganloss : -282.569608 ∣ generator_nllloss : 5260.105273 ∣ generator_ganloss : 836.390430 ∣  [  std_z : 1.00  real_sub_fake : 1112.16 ]
[  epoch 0013/0040] 1710/4800, lr:5.0e-05 ∣ avg_100 : 31608.448242 ∣ critic_nllloss : 25827.594531 ∣ critic_ganloss : -364.057388 ∣ generator_nllloss : 5224.378516 ∣ generator_ganloss : 820.858813 ∣  [  std_z : 0.99  real_sub_fake : 1376.14 ]
[  epoch 0013/0040] 1720/4800, lr:5.0e-05 ∣ avg_100 : 31605.507402 ∣ critic_nllloss : 25939.066797 ∣ critic_ganloss : -399.680145 ∣ generator_nllloss : 5149.417383 ∣ generator_ganloss : 855.680762 ∣  [  std_z : 0.99  real_sub_fake : 1343.28 ]
[  epoch 0013/0040] 1730/4800, lr:5.0e-05 ∣ avg_100 : 31605.064972 ∣ critic_nllloss : 25826.410156 ∣ critic_ganloss : -284.425070 ∣ generator_nllloss : 5163.455273 ∣ generator_ganloss : 831.576514 ∣  [  std_z : 0.99  real_sub_fake : 1336.76 ]
[  epoch 0013/0040] 1740/4800, lr:5.0e-05 ∣ avg_100 : 31606.932758 ∣ critic_nllloss : 25972.833008 ∣ critic_ganloss : -314.395010 ∣ generator_nllloss : 5164.925391 ∣ generator_ganloss : 852.512891 ∣  [  std_z : 0.99  real_sub_fake : 1228.86 ]
[  epoch 0013/0040] 1750/4800, lr:5.0e-05 ∣ avg_100 : 31608.826575 ∣ critic_nllloss : 25830.831055 ∣ critic_ganloss : -354.636780 ∣ generator_nllloss : 5104.171875 ∣ generator_ganloss : 846.043262 ∣  [  std_z : 0.98  real_sub_fake : 1194.85 ]
[  epoch 0013/0040] 1760/4800, lr:5.0e-05 ∣ avg_100 : 31607.555245 ∣ critic_nllloss : 25756.912891 ∣ critic_ganloss : -365.466199 ∣ generator_nllloss : 5212.040039 ∣ generator_ganloss : 861.872168 ∣  [  std_z : 1.00  real_sub_fake : 1351.90 ]
[  epoch 0013/0040] 1770/4800, lr:5.0e-05 ∣ avg_100 : 31609.287415 ∣ critic_nllloss : 26025.303516 ∣ critic_ganloss : -349.209659 ∣ generator_nllloss : 5238.484961 ∣ generator_ganloss : 833.053955 ∣  [  std_z : 1.01  real_sub_fake : 1503.81 ]
[  epoch 0013/0040] 1780/4800, lr:5.0e-05 ∣ avg_100 : 31608.320758 ∣ critic_nllloss : 25751.991797 ∣ critic_ganloss : -264.661191 ∣ generator_nllloss : 5120.807031 ∣ generator_ganloss : 887.572754 ∣  [  std_z : 0.99  real_sub_fake : 1196.09 ]
[  epoch 0013/0040] 1790/4800, lr:5.0e-05 ∣ avg_100 : 31609.755642 ∣ critic_nllloss : 25837.053711 ∣ critic_ganloss : -295.343628 ∣ generator_nllloss : 5175.536719 ∣ generator_ganloss : 842.669336 ∣  [  std_z : 0.98  real_sub_fake : 1149.31 ]
[  epoch 0013/0040] 1800/4800, lr:5.0e-05 ∣ avg_100 : 31611.192537 ∣ critic_nllloss : 26032.723438 ∣ critic_ganloss : -260.032727 ∣ generator_nllloss : 5151.025195 ∣ generator_ganloss : 813.068433 ∣  [  std_z : 0.99  real_sub_fake : 1031.66 ]
[  epoch 0013/0040] 1810/4800, lr:5.0e-05 ∣ avg_100 : 31614.050163 ∣ critic_nllloss : 26032.051758 ∣ critic_ganloss : -331.987967 ∣ generator_nllloss : 5219.573828 ∣ generator_ganloss : 846.024805 ∣  [  std_z : 1.00  real_sub_fake : 1029.28 ]
[  epoch 0013/0040] 1820/4800, lr:5.0e-05 ∣ avg_100 : 31618.971699 ∣ critic_nllloss : 25973.554688 ∣ critic_ganloss : -223.406464 ∣ generator_nllloss : 5197.794531 ∣ generator_ganloss : 794.830713 ∣  [  std_z : 0.99  real_sub_fake : 1106.96 ]
[  epoch 0013/0040] 1830/4800, lr:5.0e-05 ∣ avg_100 : 31622.559263 ∣ critic_nllloss : 26181.267188 ∣ critic_ganloss : -314.042265 ∣ generator_nllloss : 5255.054102 ∣ generator_ganloss : 791.252734 ∣  [  std_z : 0.99  real_sub_fake : 1057.89 ]
[  epoch 0013/0040] 1840/4800, lr:5.0e-05 ∣ avg_100 : 31627.460643 ∣ critic_nllloss : 25958.128516 ∣ critic_ganloss : -335.748386 ∣ generator_nllloss : 5265.602539 ∣ generator_ganloss : 817.197266 ∣  [  std_z : 0.99  real_sub_fake : 1141.50 ]
[  epoch 0013/0040] 1850/4800, lr:5.0e-05 ∣ avg_100 : 31629.489314 ∣ critic_nllloss : 25871.954492 ∣ critic_ganloss : -337.096838 ∣ generator_nllloss : 5145.741016 ∣ generator_ganloss : 810.736157 ∣  [  std_z : 0.99  real_sub_fake : 1418.35 ]
[  epoch 0013/0040] 1860/4800, lr:5.0e-05 ∣ avg_100 : 31628.518122 ∣ critic_nllloss : 25786.084961 ∣ critic_ganloss : -273.678751 ∣ generator_nllloss : 5165.787305 ∣ generator_ganloss : 787.674731 ∣  [  std_z : 1.00  real_sub_fake : 1207.67 ]
[  epoch 0013/0040] 1870/4800, lr:5.0e-05 ∣ avg_100 : 31630.158845 ∣ critic_nllloss : 25851.780273 ∣ critic_ganloss : -320.971489 ∣ generator_nllloss : 5162.533008 ∣ generator_ganloss : 787.038843 ∣  [  std_z : 1.00  real_sub_fake : 1058.90 ]
[  epoch 0013/0040] 1880/4800, lr:5.0e-05 ∣ avg_100 : 31630.653308 ∣ critic_nllloss : 25930.153125 ∣ critic_ganloss : -407.068869 ∣ generator_nllloss : 5216.933594 ∣ generator_ganloss : 768.930615 ∣  [  std_z : 0.99  real_sub_fake : 1454.43 ]
[  epoch 0013/0040] 1890/4800, lr:5.0e-05 ∣ avg_100 : 31630.434724 ∣ critic_nllloss : 25965.398438 ∣ critic_ganloss : -232.320361 ∣ generator_nllloss : 5099.289062 ∣ generator_ganloss : 755.753857 ∣  [  std_z : 0.99  real_sub_fake : 1352.08 ]
[  epoch 0013/0040] 1900/4800, lr:5.0e-05 ∣ avg_100 : 31633.103602 ∣ critic_nllloss : 26029.656055 ∣ critic_ganloss : -305.882584 ∣ generator_nllloss : 5203.541797 ∣ generator_ganloss : 760.929346 ∣  [  std_z : 1.00  real_sub_fake : 1010.98 ]
[  epoch 0013/0040] 1910/4800, lr:5.0e-05 ∣ avg_100 : 31629.173141 ∣ critic_nllloss : 25876.582031 ∣ critic_ganloss : -314.938226 ∣ generator_nllloss : 5113.207031 ∣ generator_ganloss : 750.070435 ∣  [  std_z : 1.01  real_sub_fake : 1109.78 ]
[  epoch 0013/0040] 1920/4800, lr:5.0e-05 ∣ avg_100 : 31631.733521 ∣ critic_nllloss : 25972.088086 ∣ critic_ganloss : -365.429428 ∣ generator_nllloss : 5314.155469 ∣ generator_ganloss : 712.709473 ∣  [  std_z : 1.00  real_sub_fake : 1255.93 ]
[  epoch 0013/0040] 1930/4800, lr:5.0e-05 ∣ avg_100 : 31634.523921 ∣ critic_nllloss : 25951.711328 ∣ critic_ganloss : -342.058047 ∣ generator_nllloss : 5331.037109 ∣ generator_ganloss : 744.492456 ∣  [  std_z : 0.98  real_sub_fake : 1344.05 ]
[  epoch 0013/0040] 1940/4800, lr:5.0e-05 ∣ avg_100 : 31635.615679 ∣ critic_nllloss : 25838.118164 ∣ critic_ganloss : -310.310403 ∣ generator_nllloss : 5246.781250 ∣ generator_ganloss : 773.311572 ∣  [  std_z : 0.97  real_sub_fake : 1225.81 ]
[  epoch 0013/0040] 1950/4800, lr:5.0e-05 ∣ avg_100 : 31632.579243 ∣ critic_nllloss : 25708.900000 ∣ critic_ganloss : -268.545190 ∣ generator_nllloss : 5085.633203 ∣ generator_ganloss : 712.389771 ∣  [  std_z : 0.99  real_sub_fake : 1116.71 ]
[  epoch 0013/0040] 1960/4800, lr:5.0e-05 ∣ avg_100 : 31634.405448 ∣ critic_nllloss : 26111.422070 ∣ critic_ganloss : -368.470633 ∣ generator_nllloss : 5336.131641 ∣ generator_ganloss : 732.638770 ∣  [  std_z : 1.01  real_sub_fake : 1329.37 ]
[  epoch 0013/0040] 1970/4800, lr:5.0e-05 ∣ avg_100 : 31633.242069 ∣ critic_nllloss : 25922.663867 ∣ critic_ganloss : -394.902029 ∣ generator_nllloss : 5110.375391 ∣ generator_ganloss : 731.807837 ∣  [  std_z : 1.00  real_sub_fake : 1354.21 ]
[  epoch 0013/0040] 1980/4800, lr:5.0e-05 ∣ avg_100 : 31633.391640 ∣ critic_nllloss : 25971.969922 ∣ critic_ganloss : -287.144196 ∣ generator_nllloss : 5248.627344 ∣ generator_ganloss : 747.136816 ∣  [  std_z : 0.99  real_sub_fake : 1295.55 ]
[  epoch 0013/0040] 1990/4800, lr:5.0e-05 ∣ avg_100 : 31635.405153 ∣ critic_nllloss : 26123.548438 ∣ critic_ganloss : -303.385034 ∣ generator_nllloss : 5250.541797 ∣ generator_ganloss : 767.131152 ∣  [  std_z : 0.98  real_sub_fake : 1145.95 ]
[  epoch 0013/0040] 2000/4800, lr:5.0e-05 ∣ avg_100 : 31635.662288 ∣ critic_nllloss : 26071.963281 ∣ critic_ganloss : -308.615262 ∣ generator_nllloss : 5209.938672 ∣ generator_ganloss : 760.577271 ∣  [  std_z : 0.99  real_sub_fake : 1131.91 ]
[  epoch 0013/0040] 2010/4800, lr:5.0e-05 ∣ avg_100 : 31635.992714 ∣ critic_nllloss : 25879.898633 ∣ critic_ganloss : -335.414777 ∣ generator_nllloss : 5203.205078 ∣ generator_ganloss : 756.304932 ∣  [  std_z : 1.01  real_sub_fake : 1228.11 ]
[  epoch 0013/0040] 2020/4800, lr:5.0e-05 ∣ avg_100 : 31634.109338 ∣ critic_nllloss : 25831.829688 ∣ critic_ganloss : -295.547189 ∣ generator_nllloss : 5155.074609 ∣ generator_ganloss : 760.372607 ∣  [  std_z : 1.00  real_sub_fake : 1229.03 ]
[  epoch 0013/0040] 2030/4800, lr:5.0e-05 ∣ avg_100 : 31633.163222 ∣ critic_nllloss : 25935.195312 ∣ critic_ganloss : -390.435617 ∣ generator_nllloss : 5214.726172 ∣ generator_ganloss : 738.529004 ∣  [  std_z : 0.99  real_sub_fake : 1284.97 ]
[  epoch 0013/0040] 2040/4800, lr:5.0e-05 ∣ avg_100 : 31631.414254 ∣ critic_nllloss : 25897.497070 ∣ critic_ganloss : -396.048657 ∣ generator_nllloss : 5129.798047 ∣ generator_ganloss : 731.451318 ∣  [  std_z : 0.98  real_sub_fake : 1634.84 ]
[  epoch 0013/0040] 2050/4800, lr:5.0e-05 ∣ avg_100 : 31630.955576 ∣ critic_nllloss : 25751.661719 ∣ critic_ganloss : -353.246609 ∣ generator_nllloss : 5177.910547 ∣ generator_ganloss : 736.074072 ∣  [  std_z : 0.99  real_sub_fake : 1456.95 ]
[  epoch 0013/0040] 2060/4800, lr:5.0e-05 ∣ avg_100 : 31630.077294 ∣ critic_nllloss : 25676.241992 ∣ critic_ganloss : -373.653421 ∣ generator_nllloss : 5278.430859 ∣ generator_ganloss : 762.635010 ∣  [  std_z : 1.01  real_sub_fake : 1148.54 ]
[  epoch 0013/0040] 2070/4800, lr:5.0e-05 ∣ avg_100 : 31629.095521 ∣ critic_nllloss : 26077.461328 ∣ critic_ganloss : -299.210522 ∣ generator_nllloss : 5169.484961 ∣ generator_ganloss : 749.448169 ∣  [  std_z : 1.00  real_sub_fake : 1321.08 ]
[  epoch 0013/0040] 2080/4800, lr:5.0e-05 ∣ avg_100 : 31621.963935 ∣ critic_nllloss : 25779.843750 ∣ critic_ganloss : -418.198587 ∣ generator_nllloss : 5176.995703 ∣ generator_ganloss : 747.041016 ∣  [  std_z : 0.98  real_sub_fake : 1368.89 ]
[  epoch 0013/0040] 2090/4800, lr:5.0e-05 ∣ avg_100 : 31617.443988 ∣ critic_nllloss : 25818.347461 ∣ critic_ganloss : -279.338666 ∣ generator_nllloss : 5105.404102 ∣ generator_ganloss : 744.396973 ∣  [  std_z : 0.98  real_sub_fake : 1190.94 ]
[  epoch 0013/0040] 2100/4800, lr:5.0e-05 ∣ avg_100 : 31615.270370 ∣ critic_nllloss : 25831.396094 ∣ critic_ganloss : -279.295963 ∣ generator_nllloss : 5178.552930 ∣ generator_ganloss : 690.481738 ∣  [  std_z : 1.00  real_sub_fake : 1030.42 ]
[  epoch 0013/0040] 2110/4800, lr:5.0e-05 ∣ avg_100 : 31608.650655 ∣ critic_nllloss : 25728.574414 ∣ critic_ganloss : -293.901779 ∣ generator_nllloss : 5058.600000 ∣ generator_ganloss : 727.272681 ∣  [  std_z : 1.01  real_sub_fake : 886.32 ]
[  epoch 0013/0040] 2120/4800, lr:5.0e-05 ∣ avg_100 : 31606.970134 ∣ critic_nllloss : 25979.619727 ∣ critic_ganloss : -191.828403 ∣ generator_nllloss : 5220.833789 ∣ generator_ganloss : 741.128613 ∣  [  std_z : 0.99  real_sub_fake : 1134.82 ]
[  epoch 0013/0040] 2130/4800, lr:5.0e-05 ∣ avg_100 : 31603.944523 ∣ critic_nllloss : 26013.530078 ∣ critic_ganloss : -308.697952 ∣ generator_nllloss : 5182.321289 ∣ generator_ganloss : 741.674048 ∣  [  std_z : 0.98  real_sub_fake : 906.28 ]
[  epoch 0013/0040] 2140/4800, lr:5.0e-05 ∣ avg_100 : 31602.966679 ∣ critic_nllloss : 25951.267188 ∣ critic_ganloss : -346.374908 ∣ generator_nllloss : 5209.747266 ∣ generator_ganloss : 730.384009 ∣  [  std_z : 0.98  real_sub_fake : 1182.79 ]
[  epoch 0013/0040] 2150/4800, lr:5.0e-05 ∣ avg_100 : 31600.946079 ∣ critic_nllloss : 25789.983398 ∣ critic_ganloss : -184.160501 ∣ generator_nllloss : 5093.923828 ∣ generator_ganloss : 741.357910 ∣  [  std_z : 0.99  real_sub_fake : 1166.01 ]
[  epoch 0013/0040] 2160/4800, lr:5.0e-05 ∣ avg_100 : 31600.088320 ∣ critic_nllloss : 25899.094922 ∣ critic_ganloss : -229.834132 ∣ generator_nllloss : 5248.705078 ∣ generator_ganloss : 702.818555 ∣  [  std_z : 1.01  real_sub_fake : 1087.15 ]
[  epoch 0013/0040] 2170/4800, lr:5.0e-05 ∣ avg_100 : 31594.222659 ∣ critic_nllloss : 25779.685156 ∣ critic_ganloss : -296.233163 ∣ generator_nllloss : 5169.264453 ∣ generator_ganloss : 747.609277 ∣  [  std_z : 1.00  real_sub_fake : 877.65 ]
[  epoch 0013/0040] 2180/4800, lr:5.0e-05 ∣ avg_100 : 31590.807472 ∣ critic_nllloss : 25693.866016 ∣ critic_ganloss : -267.907106 ∣ generator_nllloss : 5062.907812 ∣ generator_ganloss : 717.342627 ∣  [  std_z : 0.98  real_sub_fake : 1026.66 ]
[  epoch 0013/0040] 2190/4800, lr:5.0e-05 ∣ avg_100 : 31587.329700 ∣ critic_nllloss : 25860.143359 ∣ critic_ganloss : -344.909976 ∣ generator_nllloss : 5174.155859 ∣ generator_ganloss : 738.253955 ∣  [  std_z : 0.99  real_sub_fake : 1230.88 ]
[  epoch 0013/0040] 2200/4800, lr:5.0e-05 ∣ avg_100 : 31587.073030 ∣ critic_nllloss : 26012.307812 ∣ critic_ganloss : -374.928558 ∣ generator_nllloss : 5267.960156 ∣ generator_ganloss : 731.392578 ∣  [  std_z : 1.00  real_sub_fake : 1263.10 ]
[  epoch 0013/0040] 2210/4800, lr:5.0e-05 ∣ avg_100 : 31583.261181 ∣ critic_nllloss : 25815.394922 ∣ critic_ganloss : -409.888861 ∣ generator_nllloss : 5191.788867 ∣ generator_ganloss : 738.427173 ∣  [  std_z : 1.00  real_sub_fake : 1530.55 ]
[  epoch 0013/0040] 2220/4800, lr:5.0e-05 ∣ avg_100 : 31577.886990 ∣ critic_nllloss : 25683.520703 ∣ critic_ganloss : -318.357571 ∣ generator_nllloss : 5104.066797 ∣ generator_ganloss : 713.315820 ∣  [  std_z : 0.99  real_sub_fake : 1411.74 ]
[  epoch 0013/0040] 2230/4800, lr:5.0e-05 ∣ avg_100 : 31572.621608 ∣ critic_nllloss : 25930.248828 ∣ critic_ganloss : -342.567178 ∣ generator_nllloss : 5160.242383 ∣ generator_ganloss : 751.498071 ∣  [  std_z : 0.99  real_sub_fake : 1201.48 ]
[  epoch 0013/0040] 2240/4800, lr:5.0e-05 ∣ avg_100 : 31572.256866 ∣ critic_nllloss : 25881.911328 ∣ critic_ganloss : -265.679291 ∣ generator_nllloss : 5191.522070 ∣ generator_ganloss : 749.416675 ∣  [  std_z : 1.00  real_sub_fake : 1175.38 ]
[  epoch 0013/0040] 2250/4800, lr:5.0e-05 ∣ avg_100 : 31575.091043 ∣ critic_nllloss : 26147.644531 ∣ critic_ganloss : -376.682379 ∣ generator_nllloss : 5214.985156 ∣ generator_ganloss : 747.033594 ∣  [  std_z : 1.00  real_sub_fake : 1324.30 ]
[  epoch 0013/0040] 2260/4800, lr:5.0e-05 ∣ avg_100 : 31569.860928 ∣ critic_nllloss : 25906.020117 ∣ critic_ganloss : -312.992349 ∣ generator_nllloss : 5191.010352 ∣ generator_ganloss : 695.758496 ∣  [  std_z : 1.00  real_sub_fake : 1368.58 ]
[  epoch 0013/0040] 2270/4800, lr:5.0e-05 ∣ avg_100 : 31567.807925 ∣ critic_nllloss : 25997.517773 ∣ critic_ganloss : -327.246487 ∣ generator_nllloss : 5148.520898 ∣ generator_ganloss : 712.201074 ∣  [  std_z : 0.99  real_sub_fake : 1310.55 ]
[  epoch 0013/0040] 2280/4800, lr:5.0e-05 ∣ avg_100 : 31561.129067 ∣ critic_nllloss : 25695.499219 ∣ critic_ganloss : -377.694537 ∣ generator_nllloss : 5184.999023 ∣ generator_ganloss : 685.960352 ∣  [  std_z : 0.98  real_sub_fake : 1242.75 ]
[  epoch 0013/0040] 2290/4800, lr:5.0e-05 ∣ avg_100 : 31556.599298 ∣ critic_nllloss : 26024.162109 ∣ critic_ganloss : -335.565323 ∣ generator_nllloss : 5204.162109 ∣ generator_ganloss : 717.261084 ∣  [  std_z : 0.99  real_sub_fake : 1349.98 ]
[  epoch 0013/0040] 2300/4800, lr:5.0e-05 ∣ avg_100 : 31549.570118 ∣ critic_nllloss : 25703.066016 ∣ critic_ganloss : -306.763217 ∣ generator_nllloss : 5183.734961 ∣ generator_ganloss : 723.380859 ∣  [  std_z : 1.00  real_sub_fake : 1208.90 ]
[  epoch 0013/0040] 2310/4800, lr:5.0e-05 ∣ avg_100 : 31547.852583 ∣ critic_nllloss : 25961.707227 ∣ critic_ganloss : -384.781256 ∣ generator_nllloss : 5180.735937 ∣ generator_ganloss : 697.078027 ∣  [  std_z : 1.00  real_sub_fake : 1219.07 ]
[  epoch 0013/0040] 2320/4800, lr:5.0e-05 ∣ avg_100 : 31548.417902 ∣ critic_nllloss : 25892.002930 ∣ critic_ganloss : -311.007990 ∣ generator_nllloss : 5207.230078 ∣ generator_ganloss : 705.999658 ∣  [  std_z : 1.00  real_sub_fake : 1517.05 ]
[  epoch 0013/0040] 2330/4800, lr:5.0e-05 ∣ avg_100 : 31545.304008 ∣ critic_nllloss : 25807.887500 ∣ critic_ganloss : -184.233270 ∣ generator_nllloss : 5176.792969 ∣ generator_ganloss : 720.810425 ∣  [  std_z : 0.98  real_sub_fake : 1018.19 ]
[  epoch 0013/0040] 2340/4800, lr:5.0e-05 ∣ avg_100 : 31546.690021 ∣ critic_nllloss : 25970.700781 ∣ critic_ganloss : -103.133434 ∣ generator_nllloss : 5247.350781 ∣ generator_ganloss : 682.706250 ∣  [  std_z : 0.99  real_sub_fake : 540.55 ]
[  epoch 0013/0040] 2350/4800, lr:5.0e-05 ∣ avg_100 : 31545.188440 ∣ critic_nllloss : 25917.833594 ∣ critic_ganloss : -131.295402 ∣ generator_nllloss : 5194.981641 ∣ generator_ganloss : 677.331738 ∣  [  std_z : 0.99  real_sub_fake : 337.63 ]
[  epoch 0013/0040] 2360/4800, lr:5.0e-05 ∣ avg_100 : 31543.723386 ∣ critic_nllloss : 25869.083398 ∣ critic_ganloss : -160.997745 ∣ generator_nllloss : 5161.596484 ∣ generator_ganloss : 646.202271 ∣  [  std_z : 1.00  real_sub_fake : 406.80 ]
[  epoch 0013/0040] 2370/4800, lr:5.0e-05 ∣ avg_100 : 31540.393252 ∣ critic_nllloss : 25689.509375 ∣ critic_ganloss : -203.555850 ∣ generator_nllloss : 5128.069141 ∣ generator_ganloss : 621.152637 ∣  [  std_z : 1.00  real_sub_fake : 594.53 ]
[  epoch 0013/0040] 2380/4800, lr:5.0e-05 ∣ avg_100 : 31542.175417 ∣ critic_nllloss : 25902.733594 ∣ critic_ganloss : -186.850246 ∣ generator_nllloss : 5233.915625 ∣ generator_ganloss : 639.973560 ∣  [  std_z : 0.99  real_sub_fake : 760.79 ]
[  epoch 0013/0040] 2390/4800, lr:5.0e-05 ∣ avg_100 : 31540.407578 ∣ critic_nllloss : 25868.660547 ∣ critic_ganloss : -229.451442 ∣ generator_nllloss : 5243.758203 ∣ generator_ganloss : 688.502441 ∣  [  std_z : 0.99  real_sub_fake : 721.41 ]
[  epoch 0013/0040] 2400/4800, lr:5.0e-05 ∣ avg_100 : 31540.269955 ∣ critic_nllloss : 25978.028320 ∣ critic_ganloss : -253.931316 ∣ generator_nllloss : 5229.221680 ∣ generator_ganloss : 678.641699 ∣  [  std_z : 1.00  real_sub_fake : 894.19 ]
[  epoch 0013/0040] 2410/4800, lr:5.0e-05 ∣ avg_100 : 31541.101907 ∣ critic_nllloss : 26013.965234 ∣ critic_ganloss : -270.368260 ∣ generator_nllloss : 5313.298633 ∣ generator_ganloss : 725.109741 ∣  [  std_z : 1.00  real_sub_fake : 926.81 ]
[  epoch 0013/0040] 2420/4800, lr:5.0e-05 ∣ avg_100 : 31540.762335 ∣ critic_nllloss : 25831.654883 ∣ critic_ganloss : -252.526721 ∣ generator_nllloss : 5196.937695 ∣ generator_ganloss : 745.348438 ∣  [  std_z : 0.99  real_sub_fake : 1035.58 ]
[  epoch 0013/0040] 2430/4800, lr:5.0e-05 ∣ avg_100 : 31544.308993 ∣ critic_nllloss : 25943.229687 ∣ critic_ganloss : -287.386234 ∣ generator_nllloss : 5196.413281 ∣ generator_ganloss : 753.324146 ∣  [  std_z : 0.98  real_sub_fake : 1116.01 ]
[  epoch 0013/0040] 2440/4800, lr:5.0e-05 ∣ avg_100 : 31546.369471 ∣ critic_nllloss : 25979.323047 ∣ critic_ganloss : -302.832907 ∣ generator_nllloss : 5304.245898 ∣ generator_ganloss : 742.778491 ∣  [  std_z : 0.99  real_sub_fake : 1244.79 ]
[  epoch 0013/0040] 2450/4800, lr:5.0e-05 ∣ avg_100 : 31544.561613 ∣ critic_nllloss : 25991.061523 ∣ critic_ganloss : -318.395328 ∣ generator_nllloss : 5277.496094 ∣ generator_ganloss : 761.505005 ∣  [  std_z : 1.00  real_sub_fake : 1094.69 ]
[  epoch 0013/0040] 2460/4800, lr:5.0e-05 ∣ avg_100 : 31546.012575 ∣ critic_nllloss : 25912.500586 ∣ critic_ganloss : -336.817801 ∣ generator_nllloss : 5211.406641 ∣ generator_ganloss : 760.217505 ∣  [  std_z : 1.00  real_sub_fake : 1339.03 ]
[  epoch 0013/0040] 2470/4800, lr:5.0e-05 ∣ avg_100 : 31544.032427 ∣ critic_nllloss : 25853.059570 ∣ critic_ganloss : -308.920178 ∣ generator_nllloss : 5131.749609 ∣ generator_ganloss : 781.128003 ∣  [  std_z : 0.98  real_sub_fake : 1179.01 ]
[  epoch 0013/0040] 2480/4800, lr:5.0e-05 ∣ avg_100 : 31546.991205 ∣ critic_nllloss : 26070.467578 ∣ critic_ganloss : -233.137619 ∣ generator_nllloss : 5215.847266 ∣ generator_ganloss : 775.035547 ∣  [  std_z : 0.99  real_sub_fake : 1056.43 ]
[  epoch 0013/0040] 2490/4800, lr:5.0e-05 ∣ avg_100 : 31545.642164 ∣ critic_nllloss : 25966.648047 ∣ critic_ganloss : -358.922037 ∣ generator_nllloss : 5230.903125 ∣ generator_ganloss : 761.828125 ∣  [  std_z : 1.00  real_sub_fake : 1103.00 ]
[  epoch 0013/0040] 2500/4800, lr:5.0e-05 ∣ avg_100 : 31544.784258 ∣ critic_nllloss : 25835.293164 ∣ critic_ganloss : -400.022284 ∣ generator_nllloss : 5175.997070 ∣ generator_ganloss : 767.701343 ∣  [  std_z : 1.00  real_sub_fake : 1366.74 ]
[  epoch 0013/0040] 2510/4800, lr:5.0e-05 ∣ avg_100 : 31543.406886 ∣ critic_nllloss : 25921.784570 ∣ critic_ganloss : -346.823352 ∣ generator_nllloss : 5157.781250 ∣ generator_ganloss : 760.381396 ∣  [  std_z : 0.99  real_sub_fake : 1550.34 ]
[  epoch 0013/0040] 2520/4800, lr:5.0e-05 ∣ avg_100 : 31546.887309 ∣ critic_nllloss : 26055.116016 ∣ critic_ganloss : -334.998297 ∣ generator_nllloss : 5175.468164 ∣ generator_ganloss : 760.535596 ∣  [  std_z : 0.98  real_sub_fake : 1306.03 ]
[  epoch 0013/0040] 2530/4800, lr:5.0e-05 ∣ avg_100 : 31544.919506 ∣ critic_nllloss : 25888.635352 ∣ critic_ganloss : -424.119409 ∣ generator_nllloss : 5172.982422 ∣ generator_ganloss : 745.354004 ∣  [  std_z : 0.98  real_sub_fake : 1340.87 ]
[  epoch 0013/0040] 2540/4800, lr:5.0e-05 ∣ avg_100 : 31539.604127 ∣ critic_nllloss : 25590.530664 ∣ critic_ganloss : -346.531607 ∣ generator_nllloss : 5047.996875 ∣ generator_ganloss : 769.583203 ∣  [  std_z : 1.00  real_sub_fake : 1431.63 ]
[  epoch 0013/0040] 2550/4800, lr:5.0e-05 ∣ avg_100 : 31542.180400 ∣ critic_nllloss : 26192.028125 ∣ critic_ganloss : -474.348523 ∣ generator_nllloss : 5278.096094 ∣ generator_ganloss : 765.218237 ∣  [  std_z : 1.01  real_sub_fake : 1663.37 ]
[  epoch 0013/0040] 2560/4800, lr:5.0e-05 ∣ avg_100 : 31542.901681 ∣ critic_nllloss : 25930.171094 ∣ critic_ganloss : -427.459305 ∣ generator_nllloss : 5231.016797 ∣ generator_ganloss : 838.542041 ∣  [  std_z : 0.99  real_sub_fake : 1494.85 ]
[  epoch 0013/0040] 2570/4800, lr:5.0e-05 ∣ avg_100 : 31541.362140 ∣ critic_nllloss : 25837.492773 ∣ critic_ganloss : -282.388635 ∣ generator_nllloss : 5242.733984 ∣ generator_ganloss : 823.513281 ∣  [  std_z : 0.98  real_sub_fake : 1520.38 ]
[  epoch 0013/0040] 2580/4800, lr:5.0e-05 ∣ avg_100 : 31544.985549 ∣ critic_nllloss : 26113.218945 ∣ critic_ganloss : -305.083472 ∣ generator_nllloss : 5227.016211 ∣ generator_ganloss : 845.603418 ∣  [  std_z : 0.99  real_sub_fake : 1199.76 ]
[  epoch 0013/0040] 2590/4800, lr:5.0e-05 ∣ avg_100 : 31553.087249 ∣ critic_nllloss : 26132.117578 ∣ critic_ganloss : -363.504230 ∣ generator_nllloss : 5234.200000 ∣ generator_ganloss : 827.367188 ∣  [  std_z : 1.00  real_sub_fake : 1261.28 ]
[  epoch 0013/0040] 2600/4800, lr:5.0e-05 ∣ avg_100 : 31550.851985 ∣ critic_nllloss : 25918.500977 ∣ critic_ganloss : -295.956616 ∣ generator_nllloss : 5185.107227 ∣ generator_ganloss : 819.107568 ∣  [  std_z : 1.00  real_sub_fake : 1232.34 ]
[  epoch 0013/0040] 2610/4800, lr:5.0e-05 ∣ avg_100 : 31550.997662 ∣ critic_nllloss : 25987.111914 ∣ critic_ganloss : -377.791443 ∣ generator_nllloss : 5278.253516 ∣ generator_ganloss : 820.697754 ∣  [  std_z : 0.99  real_sub_fake : 1332.78 ]
[  epoch 0013/0040] 2620/4800, lr:5.0e-05 ∣ avg_100 : 31554.010213 ∣ critic_nllloss : 26006.217969 ∣ critic_ganloss : -249.188367 ∣ generator_nllloss : 5252.953516 ∣ generator_ganloss : 784.361230 ∣  [  std_z : 0.98  real_sub_fake : 1221.84 ]
[  epoch 0013/0040] 2630/4800, lr:5.0e-05 ∣ avg_100 : 31557.590233 ∣ critic_nllloss : 26138.000195 ∣ critic_ganloss : -276.884573 ∣ generator_nllloss : 5249.593945 ∣ generator_ganloss : 828.018652 ∣  [  std_z : 0.99  real_sub_fake : 939.04 ]
[  epoch 0013/0040] 2640/4800, lr:5.0e-05 ∣ avg_100 : 31556.004417 ∣ critic_nllloss : 25780.871680 ∣ critic_ganloss : -309.740094 ∣ generator_nllloss : 5089.237891 ∣ generator_ganloss : 776.784766 ∣  [  std_z : 1.00  real_sub_fake : 1035.76 ]
[  epoch 0013/0040] 2650/4800, lr:5.0e-05 ∣ avg_100 : 31554.211063 ∣ critic_nllloss : 25854.681641 ∣ critic_ganloss : -320.107913 ∣ generator_nllloss : 5076.760352 ∣ generator_ganloss : 770.984082 ∣  [  std_z : 1.01  real_sub_fake : 1224.38 ]
[  epoch 0013/0040] 2660/4800, lr:5.0e-05 ∣ avg_100 : 31554.135910 ∣ critic_nllloss : 25884.169922 ∣ critic_ganloss : -313.037271 ∣ generator_nllloss : 5102.736719 ∣ generator_ganloss : 779.048218 ∣  [  std_z : 0.99  real_sub_fake : 1392.99 ]
[  epoch 0013/0040] 2670/4800, lr:5.0e-05 ∣ avg_100 : 31552.407843 ∣ critic_nllloss : 25933.225391 ∣ critic_ganloss : -270.203810 ∣ generator_nllloss : 5120.744922 ∣ generator_ganloss : 812.858057 ∣  [  std_z : 0.98  real_sub_fake : 1138.35 ]
[  epoch 0013/0040] 2680/4800, lr:5.0e-05 ∣ avg_100 : 31549.991543 ∣ critic_nllloss : 25795.918945 ∣ critic_ganloss : -293.290057 ∣ generator_nllloss : 5146.378516 ∣ generator_ganloss : 802.032812 ∣  [  std_z : 0.99  real_sub_fake : 1007.47 ]
[  epoch 0013/0040] 2690/4800, lr:5.0e-05 ∣ avg_100 : 31551.912631 ∣ critic_nllloss : 25943.733789 ∣ critic_ganloss : -301.247885 ∣ generator_nllloss : 5266.972266 ∣ generator_ganloss : 774.449121 ∣  [  std_z : 1.01  real_sub_fake : 1198.78 ]
[  epoch 0013/0040] 2700/4800, lr:5.0e-05 ∣ avg_100 : 31546.989741 ∣ critic_nllloss : 25600.683984 ∣ critic_ganloss : -294.975739 ∣ generator_nllloss : 5211.200586 ∣ generator_ganloss : 748.707813 ∣  [  std_z : 1.00  real_sub_fake : 1215.23 ]
[  epoch 0013/0040] 2710/4800, lr:5.0e-05 ∣ avg_100 : 31547.501374 ∣ critic_nllloss : 25735.168945 ∣ critic_ganloss : -55.413304 ∣ generator_nllloss : 5171.059766 ∣ generator_ganloss : 709.122290 ∣   [  std_z : 0.98  real_sub_fake : 755.63 ]
[  epoch 0013/0040] 2720/4800, lr:5.0e-05 ∣ avg_100 : 31550.203108 ∣ critic_nllloss : 26022.460938 ∣ critic_ganloss : -166.085175 ∣ generator_nllloss : 5195.355273 ∣ generator_ganloss : 762.927222 ∣  [  std_z : 0.98  real_sub_fake : 485.31 ]
[  epoch 0013/0040] 2730/4800, lr:5.0e-05 ∣ avg_100 : 31552.233190 ∣ critic_nllloss : 25968.998047 ∣ critic_ganloss : -180.924286 ∣ generator_nllloss : 5189.550586 ∣ generator_ganloss : 762.400732 ∣  [  std_z : 1.00  real_sub_fake : 480.88 ]
[  epoch 0013/0040] 2740/4800, lr:5.0e-05 ∣ avg_100 : 31550.527190 ∣ critic_nllloss : 25835.096289 ∣ critic_ganloss : -175.027678 ∣ generator_nllloss : 5109.629883 ∣ generator_ganloss : 735.577734 ∣  [  std_z : 1.00  real_sub_fake : 581.54 ]
[  epoch 0013/0040] 2750/4800, lr:5.0e-05 ∣ avg_100 : 31551.667409 ∣ critic_nllloss : 25847.325977 ∣ critic_ganloss : -208.605209 ∣ generator_nllloss : 5171.686914 ∣ generator_ganloss : 730.023608 ∣  [  std_z : 1.00  real_sub_fake : 691.70 ]
[  epoch 0013/0040] 2760/4800, lr:5.0e-05 ∣ avg_100 : 31554.273978 ∣ critic_nllloss : 26026.122852 ∣ critic_ganloss : -259.847398 ∣ generator_nllloss : 5207.329687 ∣ generator_ganloss : 752.410669 ∣  [  std_z : 1.00  real_sub_fake : 910.69 ]
[  epoch 0013/0040] 2770/4800, lr:5.0e-05 ∣ avg_100 : 31552.987570 ∣ critic_nllloss : 25961.510547 ∣ critic_ganloss : -262.612839 ∣ generator_nllloss : 5129.771484 ∣ generator_ganloss : 790.322778 ∣  [  std_z : 0.99  real_sub_fake : 959.63 ]
[  epoch 0013/0040] 2780/4800, lr:5.0e-05 ∣ avg_100 : 31556.647489 ∣ critic_nllloss : 26099.016992 ∣ critic_ganloss : -290.671358 ∣ generator_nllloss : 5273.953906 ∣ generator_ganloss : 779.402808 ∣  [  std_z : 0.99  real_sub_fake : 1006.10 ]
[  epoch 0013/0040] 2790/4800, lr:5.0e-05 ∣ avg_100 : 31553.574068 ∣ critic_nllloss : 25746.582422 ∣ critic_ganloss : -362.944955 ∣ generator_nllloss : 5117.496875 ∣ generator_ganloss : 751.439673 ∣  [  std_z : 0.99  real_sub_fake : 1123.53 ]
[  epoch 0013/0040] 2800/4800, lr:5.0e-05 ∣ avg_100 : 31550.855571 ∣ critic_nllloss : 25854.324414 ∣ critic_ganloss : -288.522153 ∣ generator_nllloss : 5126.060938 ∣ generator_ganloss : 773.071387 ∣  [  std_z : 0.99  real_sub_fake : 1202.04 ]
[  epoch 0013/0040] 2810/4800, lr:5.0e-05 ∣ avg_100 : 31549.282696 ∣ critic_nllloss : 25987.856445 ∣ critic_ganloss : -351.458063 ∣ generator_nllloss : 5228.062500 ∣ generator_ganloss : 743.914062 ∣  [  std_z : 1.00  real_sub_fake : 1194.29 ]
[  epoch 0013/0040] 2820/4800, lr:5.0e-05 ∣ avg_100 : 31550.140004 ∣ critic_nllloss : 26125.252539 ∣ critic_ganloss : -328.306396 ∣ generator_nllloss : 5251.199219 ∣ generator_ganloss : 780.358911 ∣  [  std_z : 1.00  real_sub_fake : 1279.33 ]
[  epoch 0013/0040] 2830/4800, lr:5.0e-05 ∣ avg_100 : 31547.148657 ∣ critic_nllloss : 25863.606055 ∣ critic_ganloss : -216.963425 ∣ generator_nllloss : 5200.889453 ∣ generator_ganloss : 766.865015 ∣  [  std_z : 0.99  real_sub_fake : 1186.80 ]
[  epoch 0013/0040] 2840/4800, lr:5.0e-05 ∣ avg_100 : 31546.033435 ∣ critic_nllloss : 25973.900391 ∣ critic_ganloss : -300.784909 ∣ generator_nllloss : 5131.525000 ∣ generator_ganloss : 789.017285 ∣  [  std_z : 1.00  real_sub_fake : 918.33 ]
[  epoch 0013/0040] 2850/4800, lr:5.0e-05 ∣ avg_100 : 31545.848571 ∣ critic_nllloss : 25911.524609 ∣ critic_ganloss : -415.025302 ∣ generator_nllloss : 5192.689648 ∣ generator_ganloss : 783.659473 ∣  [  std_z : 0.99  real_sub_fake : 1311.46 ]
[  epoch 0013/0040] 2860/4800, lr:5.0e-05 ∣ avg_100 : 31545.611969 ∣ critic_nllloss : 25936.900977 ∣ critic_ganloss : -464.964639 ∣ generator_nllloss : 5194.884180 ∣ generator_ganloss : 775.387476 ∣  [  std_z : 0.99  real_sub_fake : 1680.84 ]
[  epoch 0013/0040] 2870/4800, lr:5.0e-05 ∣ avg_100 : 31548.582434 ∣ critic_nllloss : 25995.428125 ∣ critic_ganloss : -176.879260 ∣ generator_nllloss : 5188.262109 ∣ generator_ganloss : 770.616211 ∣  [  std_z : 1.00  real_sub_fake : 1342.05 ]
[  epoch 0013/0040] 2880/4800, lr:5.0e-05 ∣ avg_100 : 31549.930725 ∣ critic_nllloss : 26137.295312 ∣ critic_ganloss : -367.401215 ∣ generator_nllloss : 5160.014648 ∣ generator_ganloss : 713.868799 ∣  [  std_z : 1.01  real_sub_fake : 1117.24 ]
[  epoch 0013/0040] 2890/4800, lr:5.0e-05 ∣ avg_100 : 31549.192358 ∣ critic_nllloss : 25940.432812 ∣ critic_ganloss : -363.626553 ∣ generator_nllloss : 5213.580469 ∣ generator_ganloss : 723.897559 ∣  [  std_z : 1.01  real_sub_fake : 1223.71 ]
[  epoch 0013/0040] 2900/4800, lr:5.0e-05 ∣ avg_100 : 31546.560954 ∣ critic_nllloss : 25968.625586 ∣ critic_ganloss : -411.440521 ∣ generator_nllloss : 5116.243555 ∣ generator_ganloss : 751.675562 ∣  [  std_z : 0.99  real_sub_fake : 1443.83 ]
[  epoch 0013/0040] 2910/4800, lr:5.0e-05 ∣ avg_100 : 31545.943115 ∣ critic_nllloss : 25849.427930 ∣ critic_ganloss : -433.551968 ∣ generator_nllloss : 5191.333984 ∣ generator_ganloss : 755.927490 ∣  [  std_z : 0.99  real_sub_fake : 1548.19 ]
[  epoch 0013/0040] 2920/4800, lr:5.0e-05 ∣ avg_100 : 31544.661221 ∣ critic_nllloss : 25955.967969 ∣ critic_ganloss : -470.898196 ∣ generator_nllloss : 5217.637109 ∣ generator_ganloss : 802.627246 ∣  [  std_z : 0.99  real_sub_fake : 1592.05 ]
[  epoch 0013/0040] 2930/4800, lr:5.0e-05 ∣ avg_100 : 31544.796649 ∣ critic_nllloss : 26156.600586 ∣ critic_ganloss : -450.775034 ∣ generator_nllloss : 5167.151758 ∣ generator_ganloss : 825.748340 ∣  [  std_z : 0.99  real_sub_fake : 1838.66 ]
[  epoch 0013/0040] 2940/4800, lr:5.0e-05 ∣ avg_100 : 31545.394738 ∣ critic_nllloss : 25930.078906 ∣ critic_ganloss : -345.848874 ∣ generator_nllloss : 5178.658398 ∣ generator_ganloss : 844.821045 ∣  [  std_z : 0.99  real_sub_fake : 1424.15 ]
[  epoch 0013/0040] 2950/4800, lr:5.0e-05 ∣ avg_100 : 31548.513981 ∣ critic_nllloss : 26009.115625 ∣ critic_ganloss : -427.539212 ∣ generator_nllloss : 5185.963086 ∣ generator_ganloss : 782.762598 ∣  [  std_z : 1.00  real_sub_fake : 1707.95 ]
[  epoch 0013/0040] 2960/4800, lr:5.0e-05 ∣ avg_100 : 31547.359384 ∣ critic_nllloss : 26059.046094 ∣ critic_ganloss : -418.494348 ∣ generator_nllloss : 5240.440625 ∣ generator_ganloss : 815.269824 ∣  [  std_z : 1.00  real_sub_fake : 1409.44 ]
[  epoch 0013/0040] 2970/4800, lr:5.0e-05 ∣ avg_100 : 31549.073797 ∣ critic_nllloss : 26001.351953 ∣ critic_ganloss : -417.027838 ∣ generator_nllloss : 5106.298437 ∣ generator_ganloss : 850.763818 ∣  [  std_z : 0.99  real_sub_fake : 1419.87 ]
[  epoch 0013/0040] 2980/4800, lr:5.0e-05 ∣ avg_100 : 31548.757795 ∣ critic_nllloss : 25879.830469 ∣ critic_ganloss : -356.099353 ∣ generator_nllloss : 5245.400977 ∣ generator_ganloss : 879.857520 ∣  [  std_z : 0.98  real_sub_fake : 1487.22 ]
[  epoch 0013/0040] 2990/4800, lr:5.0e-05 ∣ avg_100 : 31547.759220 ∣ critic_nllloss : 25878.890820 ∣ critic_ganloss : -171.426842 ∣ generator_nllloss : 5166.314844 ∣ generator_ganloss : 864.200098 ∣  [  std_z : 1.00  real_sub_fake : 984.15 ]
[  epoch 0013/0040] 3000/4800, lr:5.0e-05 ∣ avg_100 : 31547.282870 ∣ critic_nllloss : 25893.470703 ∣ critic_ganloss : -279.133980 ∣ generator_nllloss : 5181.526563 ∣ generator_ganloss : 890.365625 ∣  [  std_z : 1.01  real_sub_fake : 774.59 ]
[  epoch 0013/0040] 3010/4800, lr:5.0e-05 ∣ avg_100 : 31547.498460 ∣ critic_nllloss : 25872.849219 ∣ critic_ganloss : -365.762659 ∣ generator_nllloss : 5150.550391 ∣ generator_ganloss : 867.915918 ∣  [  std_z : 1.00  real_sub_fake : 1212.04 ]
[  epoch 0013/0040] 3020/4800, lr:5.0e-05 ∣ avg_100 : 31549.863685 ∣ critic_nllloss : 25956.540234 ∣ critic_ganloss : -349.796103 ∣ generator_nllloss : 5200.754687 ∣ generator_ganloss : 880.753418 ∣  [  std_z : 0.98  real_sub_fake : 1506.10 ]
[  epoch 0013/0040] 3030/4800, lr:5.0e-05 ∣ avg_100 : 31549.714249 ∣ critic_nllloss : 25836.904492 ∣ critic_ganloss : -391.150589 ∣ generator_nllloss : 5156.778516 ∣ generator_ganloss : 880.538818 ∣  [  std_z : 0.98  real_sub_fake : 1469.67 ]
[  epoch 0013/0040] 3040/4800, lr:5.0e-05 ∣ avg_100 : 31553.536441 ∣ critic_nllloss : 25956.512891 ∣ critic_ganloss : -291.904642 ∣ generator_nllloss : 5222.384570 ∣ generator_ganloss : 857.924219 ∣  [  std_z : 1.00  real_sub_fake : 1519.97 ]
[  epoch 0013/0040] 3050/4800, lr:5.0e-05 ∣ avg_100 : 31555.387642 ∣ critic_nllloss : 25761.696484 ∣ critic_ganloss : -335.903314 ∣ generator_nllloss : 5172.572070 ∣ generator_ganloss : 899.154541 ∣  [  std_z : 1.00  real_sub_fake : 1113.61 ]
[  epoch 0013/0040] 3060/4800, lr:5.0e-05 ∣ avg_100 : 31559.143961 ∣ critic_nllloss : 26041.953320 ∣ critic_ganloss : -328.020935 ∣ generator_nllloss : 5154.952148 ∣ generator_ganloss : 850.401807 ∣  [  std_z : 1.00  real_sub_fake : 1240.08 ]
[  epoch 0013/0040] 3070/4800, lr:5.0e-05 ∣ avg_100 : 31558.608285 ∣ critic_nllloss : 25875.106250 ∣ critic_ganloss : -366.860281 ∣ generator_nllloss : 5287.855859 ∣ generator_ganloss : 847.514502 ∣  [  std_z : 1.00  real_sub_fake : 1258.15 ]
[  epoch 0013/0040] 3080/4800, lr:5.0e-05 ∣ avg_100 : 31559.440049 ∣ critic_nllloss : 25664.813086 ∣ critic_ganloss : -243.361093 ∣ generator_nllloss : 5095.524609 ∣ generator_ganloss : 851.881738 ∣  [  std_z : 0.99  real_sub_fake : 1099.32 ]
[  epoch 0013/0040] 3090/4800, lr:5.0e-05 ∣ avg_100 : 31562.771447 ∣ critic_nllloss : 26018.494531 ∣ critic_ganloss : -291.595853 ∣ generator_nllloss : 5168.512109 ∣ generator_ganloss : 826.538892 ∣  [  std_z : 0.99  real_sub_fake : 1270.76 ]
[  epoch 0013/0040] 3100/4800, lr:5.0e-05 ∣ avg_100 : 31565.153704 ∣ critic_nllloss : 25940.280469 ∣ critic_ganloss : -310.733722 ∣ generator_nllloss : 5170.822461 ∣ generator_ganloss : 858.991211 ∣  [  std_z : 0.99  real_sub_fake : 1067.45 ]
[  epoch 0013/0040] 3110/4800, lr:5.0e-05 ∣ avg_100 : 31570.462873 ∣ critic_nllloss : 25943.741406 ∣ critic_ganloss : -281.277493 ∣ generator_nllloss : 5263.293750 ∣ generator_ganloss : 825.704590 ∣  [  std_z : 0.99  real_sub_fake : 1175.42 ]
[  epoch 0013/0040] 3120/4800, lr:5.0e-05 ∣ avg_100 : 31569.182486 ∣ critic_nllloss : 26020.489453 ∣ critic_ganloss : -347.537634 ∣ generator_nllloss : 5132.466406 ∣ generator_ganloss : 816.296826 ∣  [  std_z : 1.00  real_sub_fake : 1092.12 ]
[  epoch 0013/0040] 3130/4800, lr:5.0e-05 ∣ avg_100 : 31570.260049 ∣ critic_nllloss : 25995.117383 ∣ critic_ganloss : -314.448654 ∣ generator_nllloss : 5247.497266 ∣ generator_ganloss : 808.417773 ∣  [  std_z : 1.00  real_sub_fake : 1258.67 ]
[  epoch 0013/0040] 3140/4800, lr:5.0e-05 ∣ avg_100 : 31570.821522 ∣ critic_nllloss : 25955.808984 ∣ critic_ganloss : -320.613416 ∣ generator_nllloss : 5154.041406 ∣ generator_ganloss : 811.933887 ∣  [  std_z : 0.99  real_sub_fake : 1163.36 ]
[  epoch 0013/0040] 3150/4800, lr:5.0e-05 ∣ avg_100 : 31572.078785 ∣ critic_nllloss : 26000.381055 ∣ critic_ganloss : -393.224023 ∣ generator_nllloss : 5144.232422 ∣ generator_ganloss : 815.441406 ∣  [  std_z : 0.99  real_sub_fake : 1336.66 ]
[  epoch 0013/0040] 3160/4800, lr:5.0e-05 ∣ avg_100 : 31575.016006 ∣ critic_nllloss : 26337.233398 ∣ critic_ganloss : -498.999991 ∣ generator_nllloss : 5263.084766 ∣ generator_ganloss : 813.188354 ∣  [  std_z : 1.00  real_sub_fake : 1818.54 ]
[  epoch 0013/0040] 3170/4800, lr:5.0e-05 ∣ avg_100 : 31577.374120 ∣ critic_nllloss : 25818.662109 ∣ critic_ganloss : -276.251169 ∣ generator_nllloss : 5204.800000 ∣ generator_ganloss : 888.926172 ∣  [  std_z : 1.00  real_sub_fake : 1347.99 ]
[  epoch 0013/0040] 3180/4800, lr:5.0e-05 ∣ avg_100 : 31582.077266 ∣ critic_nllloss : 25918.365625 ∣ critic_ganloss : -323.002902 ∣ generator_nllloss : 5232.990430 ∣ generator_ganloss : 848.170850 ∣  [  std_z : 1.00  real_sub_fake : 1136.64 ]
[  epoch 0013/0040] 3190/4800, lr:5.0e-05 ∣ avg_100 : 31586.058929 ∣ critic_nllloss : 26102.324805 ∣ critic_ganloss : -392.705014 ∣ generator_nllloss : 5292.285547 ∣ generator_ganloss : 823.904102 ∣  [  std_z : 0.99  real_sub_fake : 1345.48 ]
[  epoch 0013/0040] 3200/4800, lr:5.0e-05 ∣ avg_100 : 31583.501818 ∣ critic_nllloss : 25848.883984 ∣ critic_ganloss : -435.478409 ∣ generator_nllloss : 5131.844141 ∣ generator_ganloss : 835.771240 ∣  [  std_z : 0.98  real_sub_fake : 1568.91 ]
[  epoch 0013/0040] 3210/4800, lr:5.0e-05 ∣ avg_100 : 31585.665277 ∣ critic_nllloss : 25964.862305 ∣ critic_ganloss : -432.273907 ∣ generator_nllloss : 5168.259766 ∣ generator_ganloss : 851.219775 ∣  [  std_z : 1.00  real_sub_fake : 1835.80 ]
[  epoch 0013/0040] 3220/4800, lr:5.0e-05 ∣ avg_100 : 31591.623535 ∣ critic_nllloss : 26094.068945 ∣ critic_ganloss : -417.945636 ∣ generator_nllloss : 5212.307422 ∣ generator_ganloss : 889.940820 ∣  [  std_z : 1.00  real_sub_fake : 1474.95 ]
[  epoch 0013/0040] 3230/4800, lr:5.0e-05 ∣ avg_100 : 31592.957754 ∣ critic_nllloss : 26001.260352 ∣ critic_ganloss : -414.390509 ∣ generator_nllloss : 5172.881250 ∣ generator_ganloss : 873.092920 ∣  [  std_z : 1.00  real_sub_fake : 1524.23 ]
[  epoch 0013/0040] 3240/4800, lr:5.0e-05 ∣ avg_100 : 31592.510359 ∣ critic_nllloss : 25810.116797 ∣ critic_ganloss : -376.233362 ∣ generator_nllloss : 5235.670508 ∣ generator_ganloss : 842.877344 ∣  [  std_z : 0.99  real_sub_fake : 1593.88 ]
[  epoch 0013/0040] 3250/4800, lr:5.0e-05 ∣ avg_100 : 31594.506777 ∣ critic_nllloss : 26181.193359 ∣ critic_ganloss : -285.574466 ∣ generator_nllloss : 5198.213672 ∣ generator_ganloss : 838.790137 ∣  [  std_z : 0.98  real_sub_fake : 1203.19 ]
[  epoch 0013/0040] 3260/4800, lr:5.0e-05 ∣ avg_100 : 31597.796291 ∣ critic_nllloss : 26043.420312 ∣ critic_ganloss : -338.652051 ∣ generator_nllloss : 5275.957031 ∣ generator_ganloss : 828.022754 ∣  [  std_z : 0.99  real_sub_fake : 1146.04 ]
[  epoch 0013/0040] 3270/4800, lr:5.0e-05 ∣ avg_100 : 31595.233870 ∣ critic_nllloss : 25779.829492 ∣ critic_ganloss : -404.243298 ∣ generator_nllloss : 5111.592578 ∣ generator_ganloss : 787.572412 ∣  [  std_z : 1.00  real_sub_fake : 1366.36 ]
[  epoch 0013/0040] 3280/4800, lr:5.0e-05 ∣ avg_100 : 31600.855804 ∣ critic_nllloss : 25983.170312 ∣ critic_ganloss : -275.768811 ∣ generator_nllloss : 5182.376367 ∣ generator_ganloss : 861.179590 ∣  [  std_z : 1.00  real_sub_fake : 1367.43 ]
[  epoch 0013/0040] 3290/4800, lr:5.0e-05 ∣ avg_100 : 31601.512625 ∣ critic_nllloss : 25836.024023 ∣ critic_ganloss : -145.716714 ∣ generator_nllloss : 5141.086523 ∣ generator_ganloss : 844.308252 ∣  [  std_z : 0.98  real_sub_fake : 1083.29 ]
[  epoch 0013/0040] 3300/4800, lr:5.0e-05 ∣ avg_100 : 31608.938085 ∣ critic_nllloss : 26158.297852 ∣ critic_ganloss : -265.092511 ∣ generator_nllloss : 5269.976953 ∣ generator_ganloss : 882.782324 ∣  [  std_z : 0.99  real_sub_fake : 728.87 ]
[  epoch 0013/0040] 3310/4800, lr:5.0e-05 ∣ avg_100 : 31608.358039 ∣ critic_nllloss : 25757.162500 ∣ critic_ganloss : -303.975421 ∣ generator_nllloss : 5115.673828 ∣ generator_ganloss : 827.874365 ∣  [  std_z : 1.00  real_sub_fake : 909.41 ]
[  epoch 0013/0040] 3320/4800, lr:5.0e-05 ∣ avg_100 : 31611.310003 ∣ critic_nllloss : 26038.356250 ∣ critic_ganloss : -291.553400 ∣ generator_nllloss : 5244.399609 ∣ generator_ganloss : 798.218628 ∣  [  std_z : 1.00  real_sub_fake : 1192.47 ]
[  epoch 0013/0040] 3330/4800, lr:5.0e-05 ∣ avg_100 : 31611.787751 ∣ critic_nllloss : 25794.577344 ∣ critic_ganloss : -236.052728 ∣ generator_nllloss : 5210.382031 ∣ generator_ganloss : 800.125781 ∣  [  std_z : 1.00  real_sub_fake : 979.78 ]
[  epoch 0013/0040] 3340/4800, lr:5.0e-05 ∣ avg_100 : 31611.172876 ∣ critic_nllloss : 26088.688672 ∣ critic_ganloss : -314.613412 ∣ generator_nllloss : 5152.669336 ∣ generator_ganloss : 809.392285 ∣  [  std_z : 0.99  real_sub_fake : 962.15 ]
[  epoch 0013/0040] 3350/4800, lr:5.0e-05 ∣ avg_100 : 31606.941476 ∣ critic_nllloss : 25719.199805 ∣ critic_ganloss : -360.625684 ∣ generator_nllloss : 5074.775781 ∣ generator_ganloss : 802.361670 ∣  [  std_z : 0.98  real_sub_fake : 1152.18 ]
[  epoch 0013/0040] 3360/4800, lr:5.0e-05 ∣ avg_100 : 31607.955375 ∣ critic_nllloss : 25917.030273 ∣ critic_ganloss : -320.961667 ∣ generator_nllloss : 5191.148633 ∣ generator_ganloss : 830.057080 ∣  [  std_z : 0.99  real_sub_fake : 1302.99 ]
[  epoch 0013/0040] 3370/4800, lr:5.0e-05 ∣ avg_100 : 31611.129247 ∣ critic_nllloss : 25930.534961 ∣ critic_ganloss : -299.405515 ∣ generator_nllloss : 5131.594141 ∣ generator_ganloss : 789.838867 ∣  [  std_z : 1.00  real_sub_fake : 1188.19 ]
[  epoch 0013/0040] 3380/4800, lr:5.0e-05 ∣ avg_100 : 31608.849230 ∣ critic_nllloss : 25797.492773 ∣ critic_ganloss : -360.623221 ∣ generator_nllloss : 5132.139648 ∣ generator_ganloss : 792.761719 ∣  [  std_z : 1.00  real_sub_fake : 1274.79 ]
[  epoch 0013/0040] 3390/4800, lr:5.0e-05 ∣ avg_100 : 31611.585724 ∣ critic_nllloss : 26040.711523 ∣ critic_ganloss : -247.692184 ∣ generator_nllloss : 5227.143555 ∣ generator_ganloss : 824.956250 ∣  [  std_z : 1.00  real_sub_fake : 1393.53 ]
[  epoch 0013/0040] 3400/4800, lr:5.0e-05 ∣ avg_100 : 31611.771983 ∣ critic_nllloss : 25786.958594 ∣ critic_ganloss : -221.530408 ∣ generator_nllloss : 5192.170117 ∣ generator_ganloss : 892.987891 ∣  [  std_z : 0.99  real_sub_fake : 931.06 ]
[  epoch 0013/0040] 3410/4800, lr:5.0e-05 ∣ avg_100 : 31609.582842 ∣ critic_nllloss : 25830.380078 ∣ critic_ganloss : -254.998927 ∣ generator_nllloss : 5104.586523 ∣ generator_ganloss : 883.123584 ∣  [  std_z : 1.00  real_sub_fake : 766.52 ]
[  epoch 0013/0040] 3420/4800, lr:5.0e-05 ∣ avg_100 : 31609.901872 ∣ critic_nllloss : 25928.837109 ∣ critic_ganloss : -376.523862 ∣ generator_nllloss : 5179.786914 ∣ generator_ganloss : 821.217163 ∣  [  std_z : 1.00  real_sub_fake : 1098.36 ]
[  epoch 0013/0040] 3430/4800, lr:5.0e-05 ∣ avg_100 : 31613.712618 ∣ critic_nllloss : 26155.786523 ∣ critic_ganloss : -272.987006 ∣ generator_nllloss : 5291.933984 ∣ generator_ganloss : 811.922021 ∣  [  std_z : 0.99  real_sub_fake : 1342.51 ]
[  epoch 0013/0040] 3440/4800, lr:5.0e-05 ∣ avg_100 : 31611.806987 ∣ critic_nllloss : 25830.024414 ∣ critic_ganloss : -339.308032 ∣ generator_nllloss : 5186.301172 ∣ generator_ganloss : 855.933887 ∣  [  std_z : 0.99  real_sub_fake : 1298.14 ]
[  epoch 0013/0040] 3450/4800, lr:5.0e-05 ∣ avg_100 : 31611.437519 ∣ critic_nllloss : 25946.203516 ∣ critic_ganloss : -318.399954 ∣ generator_nllloss : 5180.337305 ∣ generator_ganloss : 866.579590 ∣  [  std_z : 0.99  real_sub_fake : 1147.22 ]
[  epoch 0013/0040] 3460/4800, lr:5.0e-05 ∣ avg_100 : 31612.063074 ∣ critic_nllloss : 25837.279297 ∣ critic_ganloss : -262.503844 ∣ generator_nllloss : 5191.351172 ∣ generator_ganloss : 843.735791 ∣  [  std_z : 0.99  real_sub_fake : 955.03 ]
[  epoch 0013/0040] 3470/4800, lr:5.0e-05 ∣ avg_100 : 31616.639961 ∣ critic_nllloss : 26179.765039 ∣ critic_ganloss : -323.391159 ∣ generator_nllloss : 5209.965820 ∣ generator_ganloss : 848.365967 ∣  [  std_z : 0.99  real_sub_fake : 1158.64 ]
[  epoch 0013/0040] 3480/4800, lr:5.0e-05 ∣ avg_100 : 31615.753994 ∣ critic_nllloss : 26015.297070 ∣ critic_ganloss : -319.012445 ∣ generator_nllloss : 5184.383594 ∣ generator_ganloss : 858.947900 ∣  [  std_z : 1.00  real_sub_fake : 1194.07 ]
[  epoch 0013/0040] 3490/4800, lr:5.0e-05 ∣ avg_100 : 31617.589751 ∣ critic_nllloss : 25956.227539 ∣ critic_ganloss : -279.361395 ∣ generator_nllloss : 5236.215625 ∣ generator_ganloss : 870.951221 ∣  [  std_z : 0.99  real_sub_fake : 1212.57 ]
[  epoch 0013/0040] 3500/4800, lr:5.0e-05 ∣ avg_100 : 31621.237113 ∣ critic_nllloss : 26024.353125 ∣ critic_ganloss : -301.170537 ∣ generator_nllloss : 5140.730078 ∣ generator_ganloss : 879.792822 ∣  [  std_z : 0.99  real_sub_fake : 979.23 ]
[  epoch 0013/0040] 3510/4800, lr:5.0e-05 ∣ avg_100 : 31621.062658 ∣ critic_nllloss : 25802.110938 ∣ critic_ganloss : -333.265952 ∣ generator_nllloss : 5156.758594 ∣ generator_ganloss : 850.074805 ∣  [  std_z : 1.01  real_sub_fake : 1171.25 ]
[  epoch 0013/0040] 3520/4800, lr:5.0e-05 ∣ avg_100 : 31621.875418 ∣ critic_nllloss : 25837.121875 ∣ critic_ganloss : -187.966330 ∣ generator_nllloss : 5204.411719 ∣ generator_ganloss : 883.830176 ∣  [  std_z : 1.00  real_sub_fake : 1037.44 ]
[  epoch 0013/0040] 3530/4800, lr:5.0e-05 ∣ avg_100 : 31624.026072 ∣ critic_nllloss : 25783.412891 ∣ critic_ganloss : -145.126508 ∣ generator_nllloss : 5047.811719 ∣ generator_ganloss : 911.819629 ∣  [  std_z : 0.99  real_sub_fake : 486.95 ]
[  epoch 0013/0040] 3540/4800, lr:5.0e-05 ∣ avg_100 : 31633.985570 ∣ critic_nllloss : 26209.881055 ∣ critic_ganloss : -200.151506 ∣ generator_nllloss : 5194.516016 ∣ generator_ganloss : 853.283398 ∣  [  std_z : 0.99  real_sub_fake : 553.74 ]
[  epoch 0013/0040] 3550/4800, lr:5.0e-05 ∣ avg_100 : 31631.746570 ∣ critic_nllloss : 25837.691797 ∣ critic_ganloss : -267.788269 ∣ generator_nllloss : 5182.819336 ∣ generator_ganloss : 784.371118 ∣  [  std_z : 0.99  real_sub_fake : 968.16 ]
[  epoch 0013/0040] 3560/4800, lr:5.0e-05 ∣ avg_100 : 31632.022394 ∣ critic_nllloss : 25851.698242 ∣ critic_ganloss : -234.130588 ∣ generator_nllloss : 5172.186133 ∣ generator_ganloss : 810.099194 ∣  [  std_z : 1.00  real_sub_fake : 1106.88 ]
[  epoch 0013/0040] 3570/4800, lr:5.0e-05 ∣ avg_100 : 31630.985127 ∣ critic_nllloss : 25789.570898 ∣ critic_ganloss : -252.634326 ∣ generator_nllloss : 5159.181055 ∣ generator_ganloss : 821.507104 ∣  [  std_z : 1.00  real_sub_fake : 999.06 ]
[  epoch 0013/0040] 3580/4800, lr:5.0e-05 ∣ avg_100 : 31631.743272 ∣ critic_nllloss : 26203.102734 ∣ critic_ganloss : -332.470541 ∣ generator_nllloss : 5281.803906 ∣ generator_ganloss : 804.133472 ∣  [  std_z : 0.99  real_sub_fake : 1089.35 ]
[  epoch 0013/0040] 3590/4800, lr:5.0e-05 ∣ avg_100 : 31630.900441 ∣ critic_nllloss : 26058.629102 ∣ critic_ganloss : -366.629269 ∣ generator_nllloss : 5196.753711 ∣ generator_ganloss : 857.143848 ∣  [  std_z : 0.99  real_sub_fake : 1325.19 ]
[  epoch 0013/0040] 3600/4800, lr:5.0e-05 ∣ avg_100 : 31633.735954 ∣ critic_nllloss : 26115.325586 ∣ critic_ganloss : -297.329474 ∣ generator_nllloss : 5190.481250 ∣ generator_ganloss : 901.833154 ∣  [  std_z : 0.99  real_sub_fake : 1471.20 ]
[  epoch 0013/0040] 3610/4800, lr:5.0e-05 ∣ avg_100 : 31636.514849 ∣ critic_nllloss : 26085.527930 ∣ critic_ganloss : -298.115903 ∣ generator_nllloss : 5297.529688 ∣ generator_ganloss : 901.219482 ∣  [  std_z : 0.99  real_sub_fake : 1172.55 ]
[  epoch 0013/0040] 3620/4800, lr:5.0e-05 ∣ avg_100 : 31632.064402 ∣ critic_nllloss : 25677.805469 ∣ critic_ganloss : -316.564197 ∣ generator_nllloss : 5119.059766 ∣ generator_ganloss : 868.998682 ∣  [  std_z : 1.00  real_sub_fake : 1007.85 ]
[  epoch 0013/0040] 3630/4800, lr:5.0e-05 ∣ avg_100 : 31628.498820 ∣ critic_nllloss : 25913.094141 ∣ critic_ganloss : -376.568774 ∣ generator_nllloss : 5177.826563 ∣ generator_ganloss : 867.818066 ∣  [  std_z : 1.00  real_sub_fake : 1294.62 ]
[  epoch 0013/0040] 3640/4800, lr:5.0e-05 ∣ avg_100 : 31635.050526 ∣ critic_nllloss : 26187.612891 ∣ critic_ganloss : -272.565762 ∣ generator_nllloss : 5217.573633 ∣ generator_ganloss : 859.704053 ∣  [  std_z : 0.99  real_sub_fake : 1371.95 ]
[  epoch 0013/0040] 3650/4800, lr:5.0e-05 ∣ avg_100 : 31637.463613 ∣ critic_nllloss : 25856.159961 ∣ critic_ganloss : -332.725856 ∣ generator_nllloss : 5223.913281 ∣ generator_ganloss : 876.279492 ∣  [  std_z : 0.98  real_sub_fake : 1068.64 ]
[  epoch 0013/0040] 3660/4800, lr:5.0e-05 ∣ avg_100 : 31638.049438 ∣ critic_nllloss : 25848.954883 ∣ critic_ganloss : -340.382391 ∣ generator_nllloss : 5158.348242 ∣ generator_ganloss : 844.579346 ∣  [  std_z : 0.99  real_sub_fake : 1285.04 ]
[  epoch 0013/0040] 3670/4800, lr:5.0e-05 ∣ avg_100 : 31638.690606 ∣ critic_nllloss : 25907.383984 ∣ critic_ganloss : -258.630716 ∣ generator_nllloss : 5168.012305 ∣ generator_ganloss : 843.975781 ∣  [  std_z : 1.00  real_sub_fake : 1161.80 ]
[  epoch 0013/0040] 3680/4800, lr:5.0e-05 ∣ avg_100 : 31638.180425 ∣ critic_nllloss : 25804.232617 ∣ critic_ganloss : -349.883582 ∣ generator_nllloss : 5113.926953 ∣ generator_ganloss : 831.746094 ∣  [  std_z : 1.01  real_sub_fake : 1214.57 ]
[  epoch 0013/0040] 3690/4800, lr:5.0e-05 ∣ avg_100 : 31635.981761 ∣ critic_nllloss : 25888.307422 ∣ critic_ganloss : -368.459921 ∣ generator_nllloss : 5124.178906 ∣ generator_ganloss : 820.014478 ∣  [  std_z : 1.00  real_sub_fake : 1305.06 ]
[  epoch 0013/0040] 3700/4800, lr:5.0e-05 ∣ avg_100 : 31642.435197 ∣ critic_nllloss : 26206.592773 ∣ critic_ganloss : -335.124826 ∣ generator_nllloss : 5188.811523 ∣ generator_ganloss : 850.680859 ∣  [  std_z : 0.99  real_sub_fake : 1437.22 ]
[  epoch 0013/0040] 3710/4800, lr:5.0e-05 ∣ avg_100 : 31644.956328 ∣ critic_nllloss : 26080.683594 ∣ critic_ganloss : -289.351382 ∣ generator_nllloss : 5159.086719 ∣ generator_ganloss : 861.631836 ∣  [  std_z : 0.99  real_sub_fake : 1295.97 ]
[  epoch 0013/0040] 3720/4800, lr:5.0e-05 ∣ avg_100 : 31642.684473 ∣ critic_nllloss : 25855.891797 ∣ critic_ganloss : -299.797656 ∣ generator_nllloss : 5180.660352 ∣ generator_ganloss : 850.718213 ∣  [  std_z : 0.99  real_sub_fake : 1016.56 ]
[  epoch 0013/0040] 3730/4800, lr:5.0e-05 ∣ avg_100 : 31642.284941 ∣ critic_nllloss : 25881.827539 ∣ critic_ganloss : -257.469641 ∣ generator_nllloss : 5193.734375 ∣ generator_ganloss : 881.979687 ∣  [  std_z : 1.00  real_sub_fake : 977.45 ]
[  epoch 0013/0040] 3740/4800, lr:5.0e-05 ∣ avg_100 : 31643.340839 ∣ critic_nllloss : 25832.136328 ∣ critic_ganloss : -295.836890 ∣ generator_nllloss : 5209.941797 ∣ generator_ganloss : 864.624756 ∣  [  std_z : 0.99  real_sub_fake : 1008.96 ]
[  epoch 0013/0040] 3750/4800, lr:5.0e-05 ∣ avg_100 : 31641.051258 ∣ critic_nllloss : 25653.136133 ∣ critic_ganloss : -285.107141 ∣ generator_nllloss : 5090.693359 ∣ generator_ganloss : 852.750879 ∣  [  std_z : 0.99  real_sub_fake : 1134.21 ]
[  epoch 0013/0040] 3760/4800, lr:5.0e-05 ∣ avg_100 : 31639.378467 ∣ critic_nllloss : 26038.095508 ∣ critic_ganloss : -386.145834 ∣ generator_nllloss : 5042.606445 ∣ generator_ganloss : 864.180518 ∣  [  std_z : 0.99  real_sub_fake : 1206.78 ]
[  epoch 0013/0040] 3770/4800, lr:5.0e-05 ∣ avg_100 : 31640.926199 ∣ critic_nllloss : 26034.908203 ∣ critic_ganloss : -360.358905 ∣ generator_nllloss : 5260.293359 ∣ generator_ganloss : 838.922510 ∣  [  std_z : 1.00  real_sub_fake : 1480.89 ]
[  epoch 0013/0040] 3780/4800, lr:5.0e-05 ∣ avg_100 : 31642.316749 ∣ critic_nllloss : 26237.203906 ∣ critic_ganloss : -303.631525 ∣ generator_nllloss : 5240.032422 ∣ generator_ganloss : 827.152539 ∣  [  std_z : 1.00  real_sub_fake : 1311.32 ]
[  epoch 0013/0040] 3790/4800, lr:5.0e-05 ∣ avg_100 : 31641.948522 ∣ critic_nllloss : 25586.839844 ∣ critic_ganloss : -379.873138 ∣ generator_nllloss : 5173.437891 ∣ generator_ganloss : 835.346729 ∣  [  std_z : 0.99  real_sub_fake : 1246.91 ]
[  epoch 0013/0040] 3800/4800, lr:5.0e-05 ∣ avg_100 : 31643.942489 ∣ critic_nllloss : 25927.465430 ∣ critic_ganloss : -329.887454 ∣ generator_nllloss : 5231.523633 ∣ generator_ganloss : 835.229736 ∣  [  std_z : 0.99  real_sub_fake : 1355.64 ]
[  epoch 0013/0040] 3810/4800, lr:5.0e-05 ∣ avg_100 : 31645.077907 ∣ critic_nllloss : 26063.241016 ∣ critic_ganloss : -330.062021 ∣ generator_nllloss : 5132.717188 ∣ generator_ganloss : 856.020508 ∣  [  std_z : 1.00  real_sub_fake : 1252.49 ]
[  epoch 0013/0040] 3820/4800, lr:5.0e-05 ∣ avg_100 : 31643.147635 ∣ critic_nllloss : 25960.066797 ∣ critic_ganloss : -347.699478 ∣ generator_nllloss : 5161.878320 ∣ generator_ganloss : 861.231494 ∣  [  std_z : 0.99  real_sub_fake : 1320.36 ]
[  epoch 0013/0040] 3830/4800, lr:5.0e-05 ∣ avg_100 : 31644.122767 ∣ critic_nllloss : 25975.705469 ∣ critic_ganloss : -254.447131 ∣ generator_nllloss : 5175.712891 ∣ generator_ganloss : 814.939014 ∣  [  std_z : 0.99  real_sub_fake : 1262.29 ]
[  epoch 0013/0040] 3840/4800, lr:5.0e-05 ∣ avg_100 : 31644.233191 ∣ critic_nllloss : 26049.592383 ∣ critic_ganloss : -424.627652 ∣ generator_nllloss : 5185.352734 ∣ generator_ganloss : 794.382739 ∣  [  std_z : 0.99  real_sub_fake : 1243.52 ]
[  epoch 0013/0040] 3850/4800, lr:5.0e-05 ∣ avg_100 : 31645.743666 ∣ critic_nllloss : 25986.916016 ∣ critic_ganloss : -328.615045 ∣ generator_nllloss : 5209.760156 ∣ generator_ganloss : 755.834766 ∣  [  std_z : 1.00  real_sub_fake : 1385.98 ]
[  epoch 0013/0040] 3860/4800, lr:5.0e-05 ∣ avg_100 : 31649.727278 ∣ critic_nllloss : 26030.394336 ∣ critic_ganloss : -276.534677 ∣ generator_nllloss : 5277.938672 ∣ generator_ganloss : 808.770850 ∣  [  std_z : 1.00  real_sub_fake : 950.80 ]
[  epoch 0013/0040] 3870/4800, lr:5.0e-05 ∣ avg_100 : 31650.746163 ∣ critic_nllloss : 26065.149414 ∣ critic_ganloss : -196.982574 ∣ generator_nllloss : 5260.408594 ∣ generator_ganloss : 750.740308 ∣  [  std_z : 1.00  real_sub_fake : 1088.50 ]
[  epoch 0013/0040] 3880/4800, lr:5.0e-05 ∣ avg_100 : 31648.282609 ∣ critic_nllloss : 25830.475391 ∣ critic_ganloss : -310.704776 ∣ generator_nllloss : 5154.536328 ∣ generator_ganloss : 723.115186 ∣  [  std_z : 0.99  real_sub_fake : 1080.74 ]
[  epoch 0013/0040] 3890/4800, lr:5.0e-05 ∣ avg_100 : 31648.356072 ∣ critic_nllloss : 26005.782617 ∣ critic_ganloss : -367.834274 ∣ generator_nllloss : 5158.119727 ∣ generator_ganloss : 725.562476 ∣  [  std_z : 0.98  real_sub_fake : 1209.58 ]
[  epoch 0013/0040] 3900/4800, lr:5.0e-05 ∣ avg_100 : 31647.455508 ∣ critic_nllloss : 25729.426953 ∣ critic_ganloss : -249.772406 ∣ generator_nllloss : 5131.778516 ∣ generator_ganloss : 723.614795 ∣  [  std_z : 0.99  real_sub_fake : 1316.20 ]
[  epoch 0013/0040] 3910/4800, lr:5.0e-05 ∣ avg_100 : 31646.675737 ∣ critic_nllloss : 25763.065430 ∣ critic_ganloss : -335.745184 ∣ generator_nllloss : 5123.069141 ∣ generator_ganloss : 734.770898 ∣  [  std_z : 1.00  real_sub_fake : 1110.16 ]
[  epoch 0013/0040] 3920/4800, lr:5.0e-05 ∣ avg_100 : 31646.699119 ∣ critic_nllloss : 25956.644141 ∣ critic_ganloss : -339.510620 ∣ generator_nllloss : 5152.727930 ∣ generator_ganloss : 737.810913 ∣  [  std_z : 1.00  real_sub_fake : 1262.45 ]
[  epoch 0013/0040] 3930/4800, lr:5.0e-05 ∣ avg_100 : 31647.278774 ∣ critic_nllloss : 26027.575000 ∣ critic_ganloss : -332.573291 ∣ generator_nllloss : 5282.369336 ∣ generator_ganloss : 779.320044 ∣  [  std_z : 0.99  real_sub_fake : 1236.46 ]
[  epoch 0013/0040] 3940/4800, lr:5.0e-05 ∣ avg_100 : 31646.942999 ∣ critic_nllloss : 25895.163672 ∣ critic_ganloss : -312.658383 ∣ generator_nllloss : 5237.124609 ∣ generator_ganloss : 754.502124 ∣  [  std_z : 0.98  real_sub_fake : 1304.61 ]
[  epoch 0013/0040] 3950/4800, lr:5.0e-05 ∣ avg_100 : 31647.446602 ∣ critic_nllloss : 26067.551953 ∣ critic_ganloss : -376.926550 ∣ generator_nllloss : 5173.987500 ∣ generator_ganloss : 736.049463 ∣  [  std_z : 0.98  real_sub_fake : 1277.97 ]
[  epoch 0013/0040] 3960/4800, lr:5.0e-05 ∣ avg_100 : 31647.696635 ∣ critic_nllloss : 26087.704297 ∣ critic_ganloss : -322.670068 ∣ generator_nllloss : 5204.908789 ∣ generator_ganloss : 751.322534 ∣  [  std_z : 0.99  real_sub_fake : 1252.93 ]
[  epoch 0013/0040] 3970/4800, lr:5.0e-05 ∣ avg_100 : 31647.820550 ∣ critic_nllloss : 25816.812500 ∣ critic_ganloss : -166.580107 ∣ generator_nllloss : 5136.259180 ∣ generator_ganloss : 767.286279 ∣  [  std_z : 1.00  real_sub_fake : 896.42 ]
[  epoch 0013/0040] 3980/4800, lr:5.0e-05 ∣ avg_100 : 31648.735165 ∣ critic_nllloss : 25992.510352 ∣ critic_ganloss : -225.498514 ∣ generator_nllloss : 5185.422070 ∣ generator_ganloss : 788.017187 ∣  [  std_z : 1.01  real_sub_fake : 799.14 ]
[  epoch 0013/0040] 3990/4800, lr:5.0e-05 ∣ avg_100 : 31644.051553 ∣ critic_nllloss : 25641.212109 ∣ critic_ganloss : -275.842842 ∣ generator_nllloss : 5129.263672 ∣ generator_ganloss : 774.984741 ∣  [  std_z : 0.99  real_sub_fake : 835.05 ]
[  epoch 0013/0040] 4000/4800, lr:5.0e-05 ∣ avg_100 : 31641.960889 ∣ critic_nllloss : 25992.016992 ∣ critic_ganloss : -380.145044 ∣ generator_nllloss : 5115.014063 ∣ generator_ganloss : 750.276489 ∣  [  std_z : 0.98  real_sub_fake : 1254.70 ]
[  epoch 0013/0040] 4010/4800, lr:5.0e-05 ∣ avg_100 : 31641.312576 ∣ critic_nllloss : 25954.614258 ∣ critic_ganloss : -447.508420 ∣ generator_nllloss : 5214.609375 ∣ generator_ganloss : 739.006421 ∣  [  std_z : 0.99  real_sub_fake : 1611.47 ]
[  epoch 0013/0040] 4020/4800, lr:5.0e-05 ∣ avg_100 : 31638.293409 ∣ critic_nllloss : 25951.895703 ∣ critic_ganloss : -480.061511 ∣ generator_nllloss : 5170.047852 ∣ generator_ganloss : 744.453467 ∣  [  std_z : 1.00  real_sub_fake : 1731.44 ]
[  epoch 0013/0040] 4030/4800, lr:5.0e-05 ∣ avg_100 : 31635.793541 ∣ critic_nllloss : 25680.829297 ∣ critic_ganloss : -307.720782 ∣ generator_nllloss : 5083.074805 ∣ generator_ganloss : 776.901099 ∣  [  std_z : 0.99  real_sub_fake : 1621.53 ]
[  epoch 0013/0040] 4040/4800, lr:5.0e-05 ∣ avg_100 : 31633.315172 ∣ critic_nllloss : 25853.853906 ∣ critic_ganloss : -316.051508 ∣ generator_nllloss : 5171.388281 ∣ generator_ganloss : 787.889526 ∣  [  std_z : 0.99  real_sub_fake : 1128.10 ]
[  epoch 0013/0040] 4050/4800, lr:5.0e-05 ∣ avg_100 : 31633.282475 ∣ critic_nllloss : 25952.665234 ∣ critic_ganloss : -324.576436 ∣ generator_nllloss : 5100.444727 ∣ generator_ganloss : 765.716553 ∣  [  std_z : 1.00  real_sub_fake : 1082.93 ]
[  epoch 0013/0040] 4060/4800, lr:5.0e-05 ∣ avg_100 : 31629.530397 ∣ critic_nllloss : 25861.944141 ∣ critic_ganloss : -372.477496 ∣ generator_nllloss : 5122.811719 ∣ generator_ganloss : 731.800146 ∣  [  std_z : 1.00  real_sub_fake : 1389.88 ]
[  epoch 0013/0040] 4070/4800, lr:5.0e-05 ∣ avg_100 : 31628.887257 ∣ critic_nllloss : 25933.933789 ∣ critic_ganloss : -326.375455 ∣ generator_nllloss : 5228.524414 ∣ generator_ganloss : 743.219531 ∣  [  std_z : 0.99  real_sub_fake : 1377.52 ]
[  epoch 0013/0040] 4080/4800, lr:5.0e-05 ∣ avg_100 : 31629.490787 ∣ critic_nllloss : 25809.601562 ∣ critic_ganloss : -343.566479 ∣ generator_nllloss : 5256.902930 ∣ generator_ganloss : 706.273389 ∣  [  std_z : 0.98  real_sub_fake : 1446.53 ]
[  epoch 0013/0040] 4090/4800, lr:5.0e-05 ∣ avg_100 : 31625.731586 ∣ critic_nllloss : 25785.138086 ∣ critic_ganloss : -333.195441 ∣ generator_nllloss : 5156.641602 ∣ generator_ganloss : 737.445312 ∣  [  std_z : 0.98  real_sub_fake : 1186.05 ]
[  epoch 0013/0040] 4100/4800, lr:5.0e-05 ∣ avg_100 : 31625.003168 ∣ critic_nllloss : 25862.401758 ∣ critic_ganloss : -276.589662 ∣ generator_nllloss : 5237.100195 ∣ generator_ganloss : 763.606348 ∣  [  std_z : 0.99  real_sub_fake : 1082.63 ]
[  epoch 0013/0040] 4110/4800, lr:5.0e-05 ∣ avg_100 : 31622.089979 ∣ critic_nllloss : 25928.179102 ∣ critic_ganloss : -353.209964 ∣ generator_nllloss : 5135.555469 ∣ generator_ganloss : 749.618774 ∣  [  std_z : 1.00  real_sub_fake : 1121.67 ]
[  epoch 0013/0040] 4120/4800, lr:5.0e-05 ∣ avg_100 : 31621.050331 ∣ critic_nllloss : 25993.818945 ∣ critic_ganloss : -425.177963 ∣ generator_nllloss : 5169.643359 ∣ generator_ganloss : 779.465845 ∣  [  std_z : 1.00  real_sub_fake : 1333.03 ]
[  epoch 0013/0040] 4130/4800, lr:5.0e-05 ∣ avg_100 : 31617.004609 ∣ critic_nllloss : 25748.948047 ∣ critic_ganloss : -396.799634 ∣ generator_nllloss : 5190.744141 ∣ generator_ganloss : 789.119043 ∣  [  std_z : 1.00  real_sub_fake : 1695.03 ]
[  epoch 0013/0040] 4140/4800, lr:5.0e-05 ∣ avg_100 : 31615.240757 ∣ critic_nllloss : 25800.021289 ∣ critic_ganloss : -303.866739 ∣ generator_nllloss : 5123.675977 ∣ generator_ganloss : 804.955103 ∣  [  std_z : 0.99  real_sub_fake : 1466.38 ]
[  epoch 0013/0040] 4150/4800, lr:5.0e-05 ∣ avg_100 : 31616.766488 ∣ critic_nllloss : 26066.643750 ∣ critic_ganloss : -270.233051 ∣ generator_nllloss : 5179.948242 ∣ generator_ganloss : 743.045093 ∣  [  std_z : 0.99  real_sub_fake : 1211.69 ]
[  epoch 0013/0040] 4160/4800, lr:5.0e-05 ∣ avg_100 : 31611.816353 ∣ critic_nllloss : 25891.260742 ∣ critic_ganloss : -368.431522 ∣ generator_nllloss : 5156.412109 ∣ generator_ganloss : 740.251660 ∣  [  std_z : 1.00  real_sub_fake : 1171.94 ]
[  epoch 0013/0040] 4170/4800, lr:5.0e-05 ∣ avg_100 : 31608.897453 ∣ critic_nllloss : 25755.744922 ∣ critic_ganloss : -326.474652 ∣ generator_nllloss : 5169.253125 ∣ generator_ganloss : 745.723682 ∣  [  std_z : 1.00  real_sub_fake : 1118.15 ]
[  epoch 0013/0040] 4180/4800, lr:5.0e-05 ∣ avg_100 : 31608.649587 ∣ critic_nllloss : 25936.806445 ∣ critic_ganloss : -307.738855 ∣ generator_nllloss : 5298.561719 ∣ generator_ganloss : 724.108105 ∣  [  std_z : 1.00  real_sub_fake : 1328.37 ]
[  epoch 0013/0040] 4190/4800, lr:5.0e-05 ∣ avg_100 : 31608.129404 ∣ critic_nllloss : 26127.346875 ∣ critic_ganloss : -370.109071 ∣ generator_nllloss : 5274.424414 ∣ generator_ganloss : 742.128906 ∣  [  std_z : 0.99  real_sub_fake : 1171.16 ]
[  epoch 0013/0040] 4200/4800, lr:5.0e-05 ∣ avg_100 : 31609.812763 ∣ critic_nllloss : 25899.618359 ∣ critic_ganloss : -291.054605 ∣ generator_nllloss : 5208.929492 ∣ generator_ganloss : 731.863672 ∣  [  std_z : 0.99  real_sub_fake : 1316.52 ]
[  epoch 0013/0040] 4210/4800, lr:5.0e-05 ∣ avg_100 : 31609.604387 ∣ critic_nllloss : 25971.207422 ∣ critic_ganloss : -360.368314 ∣ generator_nllloss : 5192.888672 ∣ generator_ganloss : 727.502563 ∣  [  std_z : 1.00  real_sub_fake : 1241.96 ]
[  epoch 0013/0040] 4220/4800, lr:5.0e-05 ∣ avg_100 : 31606.339245 ∣ critic_nllloss : 25833.360547 ∣ critic_ganloss : -292.059427 ∣ generator_nllloss : 5177.727148 ∣ generator_ganloss : 732.829028 ∣  [  std_z : 1.00  real_sub_fake : 1085.34 ]
[  epoch 0013/0040] 4230/4800, lr:5.0e-05 ∣ avg_100 : 31603.314010 ∣ critic_nllloss : 25753.514648 ∣ critic_ganloss : -300.817648 ∣ generator_nllloss : 5134.672461 ∣ generator_ganloss : 742.951050 ∣  [  std_z : 0.99  real_sub_fake : 1110.50 ]
[  epoch 0013/0040] 4240/4800, lr:5.0e-05 ∣ avg_100 : 31604.463982 ∣ critic_nllloss : 25973.441602 ∣ critic_ganloss : -347.236163 ∣ generator_nllloss : 5238.118945 ∣ generator_ganloss : 763.104126 ∣  [  std_z : 0.99  real_sub_fake : 1318.45 ]
[  epoch 0013/0040] 4250/4800, lr:5.0e-05 ∣ avg_100 : 31596.383328 ∣ critic_nllloss : 25684.228906 ∣ critic_ganloss : -402.585529 ∣ generator_nllloss : 5043.624219 ∣ generator_ganloss : 799.289697 ∣  [  std_z : 1.00  real_sub_fake : 1410.12 ]
[  epoch 0013/0040] 4260/4800, lr:5.0e-05 ∣ avg_100 : 31591.376565 ∣ critic_nllloss : 25736.842383 ∣ critic_ganloss : -397.330344 ∣ generator_nllloss : 5179.753906 ∣ generator_ganloss : 788.805762 ∣  [  std_z : 1.00  real_sub_fake : 1629.74 ]
[  epoch 0013/0040] 4270/4800, lr:5.0e-05 ∣ avg_100 : 31593.131372 ∣ critic_nllloss : 25930.738477 ∣ critic_ganloss : -443.843344 ∣ generator_nllloss : 5181.346094 ∣ generator_ganloss : 781.990723 ∣  [  std_z : 0.99  real_sub_fake : 1536.93 ]
[  epoch 0013/0040] 4280/4800, lr:5.0e-05 ∣ avg_100 : 31590.973444 ∣ critic_nllloss : 25870.717969 ∣ critic_ganloss : -297.271463 ∣ generator_nllloss : 5131.893555 ∣ generator_ganloss : 829.824609 ∣  [  std_z : 0.98  real_sub_fake : 1256.38 ]
[  epoch 0013/0040] 4290/4800, lr:5.0e-05 ∣ avg_100 : 31590.526727 ∣ critic_nllloss : 26040.872461 ∣ critic_ganloss : -332.597781 ∣ generator_nllloss : 5142.303711 ∣ generator_ganloss : 780.451953 ∣  [  std_z : 0.99  real_sub_fake : 1348.22 ]
[  epoch 0013/0040] 4300/4800, lr:5.0e-05 ∣ avg_100 : 31584.740185 ∣ critic_nllloss : 25829.232617 ∣ critic_ganloss : -303.571182 ∣ generator_nllloss : 5149.958398 ∣ generator_ganloss : 791.690625 ∣  [  std_z : 1.00  real_sub_fake : 1192.77 ]
[  epoch 0013/0040] 4310/4800, lr:5.0e-05 ∣ avg_100 : 31584.811286 ∣ critic_nllloss : 25721.336523 ∣ critic_ganloss : -349.837961 ∣ generator_nllloss : 5231.146289 ∣ generator_ganloss : 801.200464 ∣  [  std_z : 1.00  real_sub_fake : 1267.38 ]
[  epoch 0013/0040] 4320/4800, lr:5.0e-05 ∣ avg_100 : 31584.673021 ∣ critic_nllloss : 26076.718555 ∣ critic_ganloss : -300.317764 ∣ generator_nllloss : 5163.975000 ∣ generator_ganloss : 835.218848 ∣  [  std_z : 0.99  real_sub_fake : 1393.10 ]
[  epoch 0013/0040] 4330/4800, lr:5.0e-05 ∣ avg_100 : 31585.303076 ∣ critic_nllloss : 25913.961719 ∣ critic_ganloss : -300.630968 ∣ generator_nllloss : 5194.254297 ∣ generator_ganloss : 824.452856 ∣  [  std_z : 0.98  real_sub_fake : 1097.61 ]
[  epoch 0013/0040] 4340/4800, lr:5.0e-05 ∣ avg_100 : 31585.391054 ∣ critic_nllloss : 26096.891992 ∣ critic_ganloss : -383.419342 ∣ generator_nllloss : 5218.585547 ∣ generator_ganloss : 812.876440 ∣  [  std_z : 0.99  real_sub_fake : 1200.80 ]
[  epoch 0013/0040] 4350/4800, lr:5.0e-05 ∣ avg_100 : 31585.582117 ∣ critic_nllloss : 25669.920117 ∣ critic_ganloss : -356.948248 ∣ generator_nllloss : 5125.126562 ∣ generator_ganloss : 816.719458 ∣  [  std_z : 1.00  real_sub_fake : 1295.06 ]
[  epoch 0013/0040] 4360/4800, lr:5.0e-05 ∣ avg_100 : 31589.758866 ∣ critic_nllloss : 26240.824609 ∣ critic_ganloss : -379.494370 ∣ generator_nllloss : 5333.789844 ∣ generator_ganloss : 839.829150 ∣  [  std_z : 1.00  real_sub_fake : 1629.45 ]
[  epoch 0013/0040] 4370/4800, lr:5.0e-05 ∣ avg_100 : 31588.937654 ∣ critic_nllloss : 25776.045508 ∣ critic_ganloss : -259.746738 ∣ generator_nllloss : 5121.391016 ∣ generator_ganloss : 832.751465 ∣  [  std_z : 0.99  real_sub_fake : 1235.12 ]
[  epoch 0013/0040] 4380/4800, lr:5.0e-05 ∣ avg_100 : 31592.437358 ∣ critic_nllloss : 25954.505664 ∣ critic_ganloss : -311.854665 ∣ generator_nllloss : 5201.396094 ∣ generator_ganloss : 867.694287 ∣  [  std_z : 0.99  real_sub_fake : 888.79 ]
[  epoch 0013/0040] 4390/4800, lr:5.0e-05 ∣ avg_100 : 31588.543097 ∣ critic_nllloss : 25925.776758 ∣ critic_ganloss : -344.132468 ∣ generator_nllloss : 5046.505859 ∣ generator_ganloss : 827.542822 ∣  [  std_z : 0.99  real_sub_fake : 1237.03 ]
[  epoch 0013/0040] 4400/4800, lr:5.0e-05 ∣ avg_100 : 31586.321146 ∣ critic_nllloss : 25695.242383 ∣ critic_ganloss : -219.797165 ∣ generator_nllloss : 5091.908203 ∣ generator_ganloss : 861.037695 ∣  [  std_z : 1.00  real_sub_fake : 1140.11 ]
[  epoch 0013/0040] 4410/4800, lr:5.0e-05 ∣ avg_100 : 31585.076908 ∣ critic_nllloss : 25692.627344 ∣ critic_ganloss : -302.600327 ∣ generator_nllloss : 5202.125586 ∣ generator_ganloss : 846.514893 ∣  [  std_z : 1.00  real_sub_fake : 989.83 ]
[  epoch 0013/0040] 4420/4800, lr:5.0e-05 ∣ avg_100 : 31586.253305 ∣ critic_nllloss : 25854.684961 ∣ critic_ganloss : -275.571390 ∣ generator_nllloss : 5229.340039 ∣ generator_ganloss : 862.503418 ∣  [  std_z : 1.00  real_sub_fake : 1015.69 ]
[  epoch 0013/0040] 4430/4800, lr:5.0e-05 ∣ avg_100 : 31580.598676 ∣ critic_nllloss : 25867.125391 ∣ critic_ganloss : -383.895328 ∣ generator_nllloss : 5124.227148 ∣ generator_ganloss : 813.735400 ∣  [  std_z : 0.99  real_sub_fake : 1106.95 ]
[  epoch 0013/0040] 4440/4800, lr:5.0e-05 ∣ avg_100 : 31581.079789 ∣ critic_nllloss : 25852.106836 ∣ critic_ganloss : -326.334286 ∣ generator_nllloss : 5215.431445 ∣ generator_ganloss : 839.858740 ∣  [  std_z : 1.00  real_sub_fake : 1313.56 ]
[  epoch 0013/0040] 4450/4800, lr:5.0e-05 ∣ avg_100 : 31579.125063 ∣ critic_nllloss : 25753.841992 ∣ critic_ganloss : -303.025778 ∣ generator_nllloss : 5192.989648 ∣ generator_ganloss : 835.441992 ∣  [  std_z : 1.00  real_sub_fake : 1234.99 ]
[  epoch 0013/0040] 4460/4800, lr:5.0e-05 ∣ avg_100 : 31580.312492 ∣ critic_nllloss : 26019.344336 ∣ critic_ganloss : -353.533301 ∣ generator_nllloss : 5242.400000 ∣ generator_ganloss : 820.394238 ∣  [  std_z : 0.99  real_sub_fake : 1360.93 ]
[  epoch 0013/0040] 4470/4800, lr:5.0e-05 ∣ avg_100 : 31578.939592 ∣ critic_nllloss : 26042.943164 ∣ critic_ganloss : -328.949600 ∣ generator_nllloss : 5214.490234 ∣ generator_ganloss : 848.931885 ∣  [  std_z : 0.99  real_sub_fake : 1301.00 ]
[  epoch 0013/0040] 4480/4800, lr:5.0e-05 ∣ avg_100 : 31579.353995 ∣ critic_nllloss : 26083.278516 ∣ critic_ganloss : -302.946585 ∣ generator_nllloss : 5177.679102 ∣ generator_ganloss : 823.045361 ∣  [  std_z : 1.00  real_sub_fake : 1404.21 ]
[  epoch 0013/0040] 4490/4800, lr:5.0e-05 ∣ avg_100 : 31578.497975 ∣ critic_nllloss : 25871.270508 ∣ critic_ganloss : -311.317529 ∣ generator_nllloss : 5291.840625 ∣ generator_ganloss : 846.637402 ∣  [  std_z : 0.99  real_sub_fake : 1111.16 ]
[  epoch 0013/0040] 4500/4800, lr:5.0e-05 ∣ avg_100 : 31580.064362 ∣ critic_nllloss : 26128.438477 ∣ critic_ganloss : -313.665933 ∣ generator_nllloss : 5257.175586 ∣ generator_ganloss : 828.396094 ∣  [  std_z : 0.98  real_sub_fake : 1214.75 ]
[  epoch 0013/0040] 4510/4800, lr:5.0e-05 ∣ avg_100 : 31580.499934 ∣ critic_nllloss : 25862.297852 ∣ critic_ganloss : -246.648740 ∣ generator_nllloss : 5074.696484 ∣ generator_ganloss : 828.889990 ∣  [  std_z : 0.99  real_sub_fake : 1015.83 ]
[  epoch 0013/0040] 4520/4800, lr:5.0e-05 ∣ avg_100 : 31578.211661 ∣ critic_nllloss : 25811.728125 ∣ critic_ganloss : -232.064014 ∣ generator_nllloss : 5127.902148 ∣ generator_ganloss : 801.003882 ∣  [  std_z : 1.00  real_sub_fake : 963.36 ]
[  epoch 0013/0040] 4530/4800, lr:5.0e-05 ∣ avg_100 : 31576.609369 ∣ critic_nllloss : 25714.307812 ∣ critic_ganloss : -264.291595 ∣ generator_nllloss : 5117.079883 ∣ generator_ganloss : 870.592383 ∣  [  std_z : 1.00  real_sub_fake : 891.13 ]
[  epoch 0013/0040] 4540/4800, lr:5.0e-05 ∣ avg_100 : 31573.055068 ∣ critic_nllloss : 25948.399609 ∣ critic_ganloss : -260.812512 ∣ generator_nllloss : 5187.509180 ∣ generator_ganloss : 827.002637 ∣  [  std_z : 0.99  real_sub_fake : 976.21 ]
[  epoch 0013/0040] 4550/4800, lr:5.0e-05 ∣ avg_100 : 31575.216918 ∣ critic_nllloss : 25970.397461 ∣ critic_ganloss : -255.623984 ∣ generator_nllloss : 5215.607031 ∣ generator_ganloss : 822.898438 ∣  [  std_z : 0.98  real_sub_fake : 1018.47 ]
[  epoch 0013/0040] 4560/4800, lr:5.0e-05 ∣ avg_100 : 31575.715212 ∣ critic_nllloss : 25985.430273 ∣ critic_ganloss : -329.154926 ∣ generator_nllloss : 5189.915625 ∣ generator_ganloss : 803.491455 ∣  [  std_z : 0.99  real_sub_fake : 1133.08 ]
[  epoch 0013/0040] 4570/4800, lr:5.0e-05 ∣ avg_100 : 31576.474567 ∣ critic_nllloss : 25948.268750 ∣ critic_ganloss : -405.832642 ∣ generator_nllloss : 5257.662305 ∣ generator_ganloss : 793.461768 ∣  [  std_z : 1.00  real_sub_fake : 1256.04 ]
[  epoch 0013/0040] 4580/4800, lr:5.0e-05 ∣ avg_100 : 31572.568915 ∣ critic_nllloss : 26059.642188 ∣ critic_ganloss : -405.018359 ∣ generator_nllloss : 5136.263867 ∣ generator_ganloss : 775.116650 ∣  [  std_z : 1.00  real_sub_fake : 1555.37 ]
[  epoch 0013/0040] 4590/4800, lr:5.0e-05 ∣ avg_100 : 31569.867437 ∣ critic_nllloss : 25819.210156 ∣ critic_ganloss : -321.528171 ∣ generator_nllloss : 5189.434961 ∣ generator_ganloss : 788.632642 ∣  [  std_z : 1.00  real_sub_fake : 1528.60 ]
[  epoch 0013/0040] 4600/4800, lr:5.0e-05 ∣ avg_100 : 31567.498023 ∣ critic_nllloss : 25937.503125 ∣ critic_ganloss : -264.151953 ∣ generator_nllloss : 5247.528516 ∣ generator_ganloss : 752.489453 ∣  [  std_z : 0.99  real_sub_fake : 1165.38 ]
[  epoch 0013/0040] 4610/4800, lr:5.0e-05 ∣ avg_100 : 31561.704622 ∣ critic_nllloss : 25779.540430 ∣ critic_ganloss : -233.621649 ∣ generator_nllloss : 5108.524023 ∣ generator_ganloss : 752.378296 ∣  [  std_z : 0.99  real_sub_fake : 830.38 ]
[  epoch 0013/0040] 4620/4800, lr:5.0e-05 ∣ avg_100 : 31565.233248 ∣ critic_nllloss : 25866.316211 ∣ critic_ganloss : -149.044423 ∣ generator_nllloss : 5226.251562 ∣ generator_ganloss : 758.639014 ∣  [  std_z : 0.98  real_sub_fake : 674.43 ]
[  epoch 0013/0040] 4630/4800, lr:5.0e-05 ∣ avg_100 : 31565.863442 ∣ critic_nllloss : 25955.092383 ∣ critic_ganloss : -272.104704 ∣ generator_nllloss : 5197.662891 ∣ generator_ganloss : 764.538818 ∣  [  std_z : 0.99  real_sub_fake : 784.31 ]
[  epoch 0013/0040] 4640/4800, lr:5.0e-05 ∣ avg_100 : 31562.370558 ∣ critic_nllloss : 26011.216016 ∣ critic_ganloss : -252.628215 ∣ generator_nllloss : 5102.757227 ∣ generator_ganloss : 781.691382 ∣  [  std_z : 1.01  real_sub_fake : 957.79 ]
[  epoch 0013/0040] 4650/4800, lr:5.0e-05 ∣ avg_100 : 31562.061762 ∣ critic_nllloss : 25877.030664 ∣ critic_ganloss : -223.445033 ∣ generator_nllloss : 5116.174414 ∣ generator_ganloss : 822.987256 ∣  [  std_z : 1.00  real_sub_fake : 906.74 ]
[  epoch 0013/0040] 4660/4800, lr:5.0e-05 ∣ avg_100 : 31562.933716 ∣ critic_nllloss : 25933.437891 ∣ critic_ganloss : -313.326843 ∣ generator_nllloss : 5135.996680 ∣ generator_ganloss : 842.587695 ∣  [  std_z : 0.99  real_sub_fake : 1024.58 ]
[  epoch 0013/0040] 4670/4800, lr:5.0e-05 ∣ avg_100 : 31560.192990 ∣ critic_nllloss : 25789.234375 ∣ critic_ganloss : -396.760312 ∣ generator_nllloss : 5120.930469 ∣ generator_ganloss : 873.264258 ∣  [  std_z : 0.98  real_sub_fake : 1330.63 ]
[  epoch 0013/0040] 4680/4800, lr:5.0e-05 ∣ avg_100 : 31560.160389 ∣ critic_nllloss : 25852.185547 ∣ critic_ganloss : -446.292197 ∣ generator_nllloss : 5165.252344 ∣ generator_ganloss : 825.616309 ∣  [  std_z : 1.00  real_sub_fake : 1804.69 ]
[  epoch 0013/0040] 4690/4800, lr:5.0e-05 ∣ avg_100 : 31560.255607 ∣ critic_nllloss : 25899.541992 ∣ critic_ganloss : -359.014389 ∣ generator_nllloss : 5108.346289 ∣ generator_ganloss : 824.688721 ∣  [  std_z : 1.00  real_sub_fake : 1416.77 ]
[  epoch 0013/0040] 4700/4800, lr:5.0e-05 ∣ avg_100 : 31553.977309 ∣ critic_nllloss : 25676.331836 ∣ critic_ganloss : -320.807101 ∣ generator_nllloss : 5074.516797 ∣ generator_ganloss : 853.089062 ∣  [  std_z : 0.99  real_sub_fake : 1197.17 ]
[  epoch 0013/0040] 4710/4800, lr:5.0e-05 ∣ avg_100 : 31550.840633 ∣ critic_nllloss : 25858.277148 ∣ critic_ganloss : -402.789764 ∣ generator_nllloss : 5215.528125 ∣ generator_ganloss : 827.367651 ∣  [  std_z : 0.99  real_sub_fake : 1220.34 ]
[  epoch 0013/0040] 4720/4800, lr:5.0e-05 ∣ avg_100 : 31548.218452 ∣ critic_nllloss : 25737.098438 ∣ critic_ganloss : -324.153726 ∣ generator_nllloss : 5128.514063 ∣ generator_ganloss : 783.795801 ∣  [  std_z : 1.00  real_sub_fake : 1619.65 ]
[  epoch 0013/0040] 4730/4800, lr:5.0e-05 ∣ avg_100 : 31546.722558 ∣ critic_nllloss : 25920.898438 ∣ critic_ganloss : -314.620004 ∣ generator_nllloss : 5140.777539 ∣ generator_ganloss : 803.426611 ∣  [  std_z : 1.00  real_sub_fake : 1360.28 ]
[  epoch 0013/0040] 4740/4800, lr:5.0e-05 ∣ avg_100 : 31544.993927 ∣ critic_nllloss : 25844.182031 ∣ critic_ganloss : -363.920309 ∣ generator_nllloss : 5208.271680 ∣ generator_ganloss : 749.469482 ∣  [  std_z : 0.99  real_sub_fake : 1173.79 ]
[  epoch 0013/0040] 4750/4800, lr:5.0e-05 ∣ avg_100 : 31546.943443 ∣ critic_nllloss : 26016.446680 ∣ critic_ganloss : -355.890152 ∣ generator_nllloss : 5112.542578 ∣ generator_ganloss : 733.325732 ∣  [  std_z : 0.99  real_sub_fake : 1392.61 ]
[  epoch 0013/0040] 4760/4800, lr:5.0e-05 ∣ avg_100 : 31546.152226 ∣ critic_nllloss : 25914.226758 ∣ critic_ganloss : -402.301617 ∣ generator_nllloss : 5173.796484 ∣ generator_ganloss : 793.893311 ∣  [  std_z : 0.99  real_sub_fake : 1252.17 ]
[  epoch 0013/0040] 4770/4800, lr:5.0e-05 ∣ avg_100 : 31544.626162 ∣ critic_nllloss : 25941.402148 ∣ critic_ganloss : -281.081744 ∣ generator_nllloss : 5204.711719 ∣ generator_ganloss : 756.126611 ∣  [  std_z : 1.01  real_sub_fake : 1294.24 ]
[  epoch 0013/0040] 4780/4800, lr:5.0e-05 ∣ avg_100 : 31541.463085 ∣ critic_nllloss : 26131.286523 ∣ critic_ganloss : -445.603751 ∣ generator_nllloss : 5267.424414 ∣ generator_ganloss : 731.342480 ∣  [  std_z : 1.00  real_sub_fake : 1480.81 ]
[  epoch 0013/0040] 4790/4800, lr:5.0e-05 ∣ avg_100 : 31545.299802 ∣ critic_nllloss : 26079.605469 ∣ critic_ganloss : -414.941867 ∣ generator_nllloss : 5210.359961 ∣ generator_ganloss : 724.399463 ∣  [  std_z : 0.99  real_sub_fake : 1663.41 ]
[  epoch 0013/0040] 4800/4800, lr:5.0e-05 ∣ avg_100 : 31541.697046 ∣ critic_nllloss : 25831.712695 ∣ critic_ganloss : -429.088461 ∣ generator_nllloss : 5161.612305 ∣ generator_ganloss : 739.819189 ∣  [  std_z : 0.98  real_sub_fake : 1729.34 ]
[    val 013    ] Done! KLD: 0.032738: 0.0382652:36, total: 1 day, 3:28:17                  
[  epoch 0014/0040] 0010/4800, lr:5.0e-05 ∣ avg_100 : 31536.322743 ∣ critic_nllloss : 25771.845703 ∣ critic_ganloss : -449.287360 ∣ generator_nllloss : 5145.167383 ∣ generator_ganloss : 716.760718 ∣  [  std_z : 1.00  real_sub_fake : 1493.17 ]
[  epoch 0014/0040] 0020/4800, lr:5.0e-05 ∣ avg_100 : 31534.210185 ∣ critic_nllloss : 25944.030859 ∣ critic_ganloss : -411.012274 ∣ generator_nllloss : 5129.989258 ∣ generator_ganloss : 761.213477 ∣  [  std_z : 1.01  real_sub_fake : 1620.83 ]
[  epoch 0014/0040] 0030/4800, lr:5.0e-05 ∣ avg_100 : 31533.113448 ∣ critic_nllloss : 25976.392578 ∣ critic_ganloss : -331.846088 ∣ generator_nllloss : 5163.341602 ∣ generator_ganloss : 794.348462 ∣  [  std_z : 1.00  real_sub_fake : 1411.96 ]
[  epoch 0014/0040] 0040/4800, lr:5.0e-05 ∣ avg_100 : 31533.297847 ∣ critic_nllloss : 25948.746680 ∣ critic_ganloss : -375.161703 ∣ generator_nllloss : 5233.104297 ∣ generator_ganloss : 816.450830 ∣  [  std_z : 0.99  real_sub_fake : 1286.45 ]
[  epoch 0014/0040] 0050/4800, lr:5.0e-05 ∣ avg_100 : 31531.851346 ∣ critic_nllloss : 25837.426758 ∣ critic_ganloss : -373.302625 ∣ generator_nllloss : 5229.332227 ∣ generator_ganloss : 785.789355 ∣  [  std_z : 0.98  real_sub_fake : 1431.02 ]
[  epoch 0014/0040] 0060/4800, lr:5.0e-05 ∣ avg_100 : 31527.509696 ∣ critic_nllloss : 25794.429492 ∣ critic_ganloss : -379.814645 ∣ generator_nllloss : 5181.661914 ∣ generator_ganloss : 810.127490 ∣  [  std_z : 0.99  real_sub_fake : 1511.95 ]
[  epoch 0014/0040] 0070/4800, lr:5.0e-05 ∣ avg_100 : 31525.331166 ∣ critic_nllloss : 25914.130859 ∣ critic_ganloss : -291.483267 ∣ generator_nllloss : 5226.849219 ∣ generator_ganloss : 811.965869 ∣  [  std_z : 1.00  real_sub_fake : 1324.99 ]
[  epoch 0014/0040] 0080/4800, lr:5.0e-05 ∣ avg_100 : 31526.113302 ∣ critic_nllloss : 25895.191992 ∣ critic_ganloss : -374.251382 ∣ generator_nllloss : 5158.617773 ∣ generator_ganloss : 796.077393 ∣  [  std_z : 0.99  real_sub_fake : 1267.04 ]
[  epoch 0014/0040] 0090/4800, lr:5.0e-05 ∣ avg_100 : 31524.208491 ∣ critic_nllloss : 25786.606055 ∣ critic_ganloss : -367.295050 ∣ generator_nllloss : 5159.613281 ∣ generator_ganloss : 752.225122 ∣  [  std_z : 0.99  real_sub_fake : 1347.39 ]
[  epoch 0014/0040] 0100/4800, lr:5.0e-05 ∣ avg_100 : 31527.051747 ∣ critic_nllloss : 26033.361719 ∣ critic_ganloss : -365.292474 ∣ generator_nllloss : 5189.023828 ∣ generator_ganloss : 762.280444 ∣  [  std_z : 0.99  real_sub_fake : 1305.81 ]
[  epoch 0014/0040] 0110/4800, lr:5.0e-05 ∣ avg_100 : 31527.813418 ∣ critic_nllloss : 25810.369141 ∣ critic_ganloss : -431.188348 ∣ generator_nllloss : 5231.544141 ∣ generator_ganloss : 750.602417 ∣  [  std_z : 1.00  real_sub_fake : 1384.36 ]
[  epoch 0014/0040] 0120/4800, lr:5.0e-05 ∣ avg_100 : 31526.136807 ∣ critic_nllloss : 25931.624414 ∣ critic_ganloss : -468.973779 ∣ generator_nllloss : 5137.893359 ∣ generator_ganloss : 739.467261 ∣  [  std_z : 1.00  real_sub_fake : 1950.65 ]
[  epoch 0014/0040] 0130/4800, lr:5.0e-05 ∣ avg_100 : 31521.823645 ∣ critic_nllloss : 25790.832227 ∣ critic_ganloss : -435.978329 ∣ generator_nllloss : 5171.894922 ∣ generator_ganloss : 798.626099 ∣  [  std_z : 0.99  real_sub_fake : 1458.07 ]
[  epoch 0014/0040] 0140/4800, lr:5.0e-05 ∣ avg_100 : 31522.076148 ∣ critic_nllloss : 25954.848242 ∣ critic_ganloss : -395.043976 ∣ generator_nllloss : 5241.626562 ∣ generator_ganloss : 797.951416 ∣  [  std_z : 0.99  real_sub_fake : 1610.66 ]
[  epoch 0014/0040] 0150/4800, lr:5.0e-05 ∣ avg_100 : 31522.102176 ∣ critic_nllloss : 25919.115430 ∣ critic_ganloss : -303.490765 ∣ generator_nllloss : 5195.941797 ∣ generator_ganloss : 791.698755 ∣  [  std_z : 0.98  real_sub_fake : 1647.80 ]
[  epoch 0014/0040] 0160/4800, lr:5.0e-05 ∣ avg_100 : 31519.854129 ∣ critic_nllloss : 25957.502344 ∣ critic_ganloss : -347.850812 ∣ generator_nllloss : 5111.976172 ∣ generator_ganloss : 774.833154 ∣  [  std_z : 0.99  real_sub_fake : 1392.47 ]
[  epoch 0014/0040] 0170/4800, lr:5.0e-05 ∣ avg_100 : 31519.727678 ∣ critic_nllloss : 25790.785547 ∣ critic_ganloss : -232.651971 ∣ generator_nllloss : 5171.965625 ∣ generator_ganloss : 811.033545 ∣  [  std_z : 1.01  real_sub_fake : 971.13 ]
[  epoch 0014/0040] 0180/4800, lr:5.0e-05 ∣ avg_100 : 31518.577504 ∣ critic_nllloss : 25910.227344 ∣ critic_ganloss : -275.463568 ∣ generator_nllloss : 5204.185938 ∣ generator_ganloss : 786.483936 ∣  [  std_z : 1.00  real_sub_fake : 944.01 ]
[  epoch 0014/0040] 0190/4800, lr:5.0e-05 ∣ avg_100 : 31520.513562 ∣ critic_nllloss : 25870.766211 ∣ critic_ganloss : -313.645282 ∣ generator_nllloss : 5142.375391 ∣ generator_ganloss : 763.727173 ∣  [  std_z : 0.98  real_sub_fake : 1184.95 ]
[  epoch 0014/0040] 0200/4800, lr:5.0e-05 ∣ avg_100 : 31518.673743 ∣ critic_nllloss : 25802.282422 ∣ critic_ganloss : -471.638092 ∣ generator_nllloss : 5203.373828 ∣ generator_ganloss : 759.162500 ∣  [  std_z : 0.98  real_sub_fake : 1383.43 ]
[  epoch 0014/0040] 0210/4800, lr:5.0e-05 ∣ avg_100 : 31518.363270 ∣ critic_nllloss : 25830.616406 ∣ critic_ganloss : -372.691910 ∣ generator_nllloss : 5214.205273 ∣ generator_ganloss : 757.544580 ∣  [  std_z : 0.99  real_sub_fake : 1768.21 ]
[  epoch 0014/0040] 0220/4800, lr:5.0e-05 ∣ avg_100 : 31516.032151 ∣ critic_nllloss : 25709.310937 ∣ critic_ganloss : -463.272833 ∣ generator_nllloss : 5144.948438 ∣ generator_ganloss : 762.237061 ∣  [  std_z : 1.00  real_sub_fake : 1676.71 ]
[  epoch 0014/0040] 0230/4800, lr:5.0e-05 ∣ avg_100 : 31518.149970 ∣ critic_nllloss : 25920.783594 ∣ critic_ganloss : -471.252023 ∣ generator_nllloss : 5196.083203 ∣ generator_ganloss : 799.251538 ∣  [  std_z : 1.00  real_sub_fake : 1535.43 ]
[  epoch 0014/0040] 0240/4800, lr:5.0e-05 ∣ avg_100 : 31517.535888 ∣ critic_nllloss : 25950.218359 ∣ critic_ganloss : -467.639868 ∣ generator_nllloss : 5119.655078 ∣ generator_ganloss : 833.438428 ∣  [  std_z : 0.99  real_sub_fake : 1817.79 ]
[  epoch 0014/0040] 0250/4800, lr:5.0e-05 ∣ avg_100 : 31518.632352 ∣ critic_nllloss : 26053.889062 ∣ critic_ganloss : -425.505444 ∣ generator_nllloss : 5157.358398 ∣ generator_ganloss : 818.154443 ∣  [  std_z : 0.98  real_sub_fake : 1991.97 ]
[  epoch 0014/0040] 0260/4800, lr:5.0e-05 ∣ avg_100 : 31521.131408 ∣ critic_nllloss : 25841.778125 ∣ critic_ganloss : -183.761298 ∣ generator_nllloss : 5113.468164 ∣ generator_ganloss : 822.499146 ∣  [  std_z : 0.99  real_sub_fake : 1125.79 ]
[  epoch 0014/0040] 0270/4800, lr:5.0e-05 ∣ avg_100 : 31523.667709 ∣ critic_nllloss : 26113.677930 ∣ critic_ganloss : -264.567429 ∣ generator_nllloss : 5198.227734 ∣ generator_ganloss : 785.594067 ∣  [  std_z : 1.00  real_sub_fake : 777.29 ]
[  epoch 0014/0040] 0280/4800, lr:5.0e-05 ∣ avg_100 : 31521.973689 ∣ critic_nllloss : 25726.191016 ∣ critic_ganloss : -320.907336 ∣ generator_nllloss : 5116.903320 ∣ generator_ganloss : 737.622412 ∣  [  std_z : 1.00  real_sub_fake : 973.14 ]
[  epoch 0014/0040] 0290/4800, lr:5.0e-05 ∣ avg_100 : 31523.882826 ∣ critic_nllloss : 25889.230859 ∣ critic_ganloss : -200.062717 ∣ generator_nllloss : 5129.274023 ∣ generator_ganloss : 718.501172 ∣  [  std_z : 0.99  real_sub_fake : 1147.35 ]
[  epoch 0014/0040] 0300/4800, lr:5.0e-05 ∣ avg_100 : 31524.376722 ∣ critic_nllloss : 26015.165625 ∣ critic_ganloss : -291.691025 ∣ generator_nllloss : 5163.871484 ∣ generator_ganloss : 748.562158 ∣  [  std_z : 0.99  real_sub_fake : 894.48 ]
[  epoch 0014/0040] 0310/4800, lr:5.0e-05 ∣ avg_100 : 31525.126696 ∣ critic_nllloss : 25928.282813 ∣ critic_ganloss : -339.383038 ∣ generator_nllloss : 5253.664258 ∣ generator_ganloss : 692.576685 ∣  [  std_z : 1.00  real_sub_fake : 1080.23 ]
[  epoch 0014/0040] 0320/4800, lr:5.0e-05 ∣ avg_100 : 31525.186365 ∣ critic_nllloss : 25945.422070 ∣ critic_ganloss : -295.666156 ∣ generator_nllloss : 5165.097070 ∣ generator_ganloss : 708.864160 ∣  [  std_z : 1.00  real_sub_fake : 1140.59 ]
[  epoch 0014/0040] 0330/4800, lr:5.0e-05 ∣ avg_100 : 31526.002166 ∣ critic_nllloss : 25800.981836 ∣ critic_ganloss : -315.467261 ∣ generator_nllloss : 5209.012695 ∣ generator_ganloss : 719.064380 ∣  [  std_z : 1.00  real_sub_fake : 1205.58 ]
[  epoch 0014/0040] 0340/4800, lr:5.0e-05 ∣ avg_100 : 31524.814239 ∣ critic_nllloss : 25707.310156 ∣ critic_ganloss : -268.561145 ∣ generator_nllloss : 5163.018750 ∣ generator_ganloss : 704.225195 ∣  [  std_z : 1.00  real_sub_fake : 1084.51 ]
[  epoch 0014/0040] 0350/4800, lr:5.0e-05 ∣ avg_100 : 31520.800437 ∣ critic_nllloss : 25752.305859 ∣ critic_ganloss : -307.422470 ∣ generator_nllloss : 5180.293945 ∣ generator_ganloss : 692.846509 ∣  [  std_z : 0.99  real_sub_fake : 1103.60 ]
[  epoch 0014/0040] 0360/4800, lr:5.0e-05 ∣ avg_100 : 31519.501633 ∣ critic_nllloss : 25795.942188 ∣ critic_ganloss : -294.061356 ∣ generator_nllloss : 5088.559375 ∣ generator_ganloss : 699.172314 ∣  [  std_z : 0.99  real_sub_fake : 1156.88 ]
[  epoch 0014/0040] 0370/4800, lr:5.0e-05 ∣ avg_100 : 31518.390535 ∣ critic_nllloss : 25821.877734 ∣ critic_ganloss : -432.736346 ∣ generator_nllloss : 5154.716016 ∣ generator_ganloss : 689.279956 ∣  [  std_z : 0.99  real_sub_fake : 1473.77 ]
[  epoch 0014/0040] 0380/4800, lr:5.0e-05 ∣ avg_100 : 31517.322501 ∣ critic_nllloss : 25952.805469 ∣ critic_ganloss : -286.664041 ∣ generator_nllloss : 5177.167773 ∣ generator_ganloss : 701.624805 ∣  [  std_z : 1.00  real_sub_fake : 1467.23 ]
[  epoch 0014/0040] 0390/4800, lr:5.0e-05 ∣ avg_100 : 31515.671867 ∣ critic_nllloss : 26041.374219 ∣ critic_ganloss : -316.508862 ∣ generator_nllloss : 5159.263867 ∣ generator_ganloss : 724.598486 ∣  [  std_z : 1.00  real_sub_fake : 1212.61 ]
[  epoch 0014/0040] 0400/4800, lr:5.0e-05 ∣ avg_100 : 31513.142058 ∣ critic_nllloss : 25842.045898 ∣ critic_ganloss : -397.411029 ∣ generator_nllloss : 5137.116992 ∣ generator_ganloss : 714.624097 ∣  [  std_z : 1.00  real_sub_fake : 1197.32 ]
[  epoch 0014/0040] 0410/4800, lr:5.0e-05 ∣ avg_100 : 31510.995920 ∣ critic_nllloss : 25800.373047 ∣ critic_ganloss : -378.015768 ∣ generator_nllloss : 5158.378711 ∣ generator_ganloss : 735.880566 ∣  [  std_z : 0.98  real_sub_fake : 1364.98 ]
[  epoch 0014/0040] 0420/4800, lr:5.0e-05 ∣ avg_100 : 31513.090935 ∣ critic_nllloss : 26051.127344 ∣ critic_ganloss : -357.053094 ∣ generator_nllloss : 5200.444922 ∣ generator_ganloss : 766.839673 ∣  [  std_z : 0.99  real_sub_fake : 1394.56 ]
[  epoch 0014/0040] 0430/4800, lr:5.0e-05 ∣ avg_100 : 31518.770218 ∣ critic_nllloss : 26187.920117 ∣ critic_ganloss : -255.565002 ∣ generator_nllloss : 5222.514258 ∣ generator_ganloss : 743.379370 ∣  [  std_z : 1.00  real_sub_fake : 1360.06 ]
[  epoch 0014/0040] 0440/4800, lr:5.0e-05 ∣ avg_100 : 31519.611062 ∣ critic_nllloss : 25921.997656 ∣ critic_ganloss : -303.202678 ∣ generator_nllloss : 5283.379297 ∣ generator_ganloss : 809.338721 ∣  [  std_z : 0.99  real_sub_fake : 962.51 ]
[  epoch 0014/0040] 0450/4800, lr:5.0e-05 ∣ avg_100 : 31526.371901 ∣ critic_nllloss : 26112.553320 ∣ critic_ganloss : -297.130327 ∣ generator_nllloss : 5211.248438 ∣ generator_ganloss : 773.969702 ∣  [  std_z : 0.99  real_sub_fake : 1093.98 ]
[  epoch 0014/0040] 0460/4800, lr:5.0e-05 ∣ avg_100 : 31528.997019 ∣ critic_nllloss : 26045.057422 ∣ critic_ganloss : -443.563577 ∣ generator_nllloss : 5190.638281 ∣ generator_ganloss : 778.451416 ∣  [  std_z : 0.99  real_sub_fake : 1269.66 ]
[  epoch 0014/0040] 0470/4800, lr:5.0e-05 ∣ avg_100 : 31530.178046 ∣ critic_nllloss : 25879.230078 ∣ critic_ganloss : -237.554672 ∣ generator_nllloss : 5145.537891 ∣ generator_ganloss : 781.121362 ∣  [  std_z : 0.99  real_sub_fake : 1435.11 ]
[  epoch 0014/0040] 0480/4800, lr:5.0e-05 ∣ avg_100 : 31527.782675 ∣ critic_nllloss : 25795.590625 ∣ critic_ganloss : -284.361163 ∣ generator_nllloss : 5081.707227 ∣ generator_ganloss : 702.690820 ∣  [  std_z : 1.00  real_sub_fake : 1132.75 ]
[  epoch 0014/0040] 0490/4800, lr:5.0e-05 ∣ avg_100 : 31529.200222 ∣ critic_nllloss : 26154.712695 ∣ critic_ganloss : -335.700879 ∣ generator_nllloss : 5277.964453 ∣ generator_ganloss : 675.808838 ∣  [  std_z : 0.99  real_sub_fake : 1165.40 ]
[  epoch 0014/0040] 0500/4800, lr:5.0e-05 ∣ avg_100 : 31527.215799 ∣ critic_nllloss : 25751.328320 ∣ critic_ganloss : -344.355164 ∣ generator_nllloss : 5193.646875 ∣ generator_ganloss : 668.248071 ∣  [  std_z : 0.99  real_sub_fake : 1233.02 ]
[  epoch 0014/0040] 0510/4800, lr:5.0e-05 ∣ avg_100 : 31525.171897 ∣ critic_nllloss : 25771.802930 ∣ critic_ganloss : -371.973901 ∣ generator_nllloss : 5108.430078 ∣ generator_ganloss : 691.195996 ∣  [  std_z : 0.99  real_sub_fake : 1337.32 ]
[  epoch 0014/0040] 0520/4800, lr:5.0e-05 ∣ avg_100 : 31522.286958 ∣ critic_nllloss : 25977.148633 ∣ critic_ganloss : -344.624402 ∣ generator_nllloss : 5157.692773 ∣ generator_ganloss : 696.883813 ∣  [  std_z : 0.99  real_sub_fake : 1252.39 ]
[  epoch 0014/0040] 0530/4800, lr:5.0e-05 ∣ avg_100 : 31522.644312 ∣ critic_nllloss : 26024.870508 ∣ critic_ganloss : -248.512698 ∣ generator_nllloss : 5170.756836 ∣ generator_ganloss : 720.658569 ∣  [  std_z : 0.99  real_sub_fake : 1164.02 ]
[  epoch 0014/0040] 0540/4800, lr:5.0e-05 ∣ avg_100 : 31518.807530 ∣ critic_nllloss : 25854.296289 ∣ critic_ganloss : -374.960843 ∣ generator_nllloss : 5168.227148 ∣ generator_ganloss : 713.693921 ∣  [  std_z : 1.00  real_sub_fake : 1247.40 ]
[  epoch 0014/0040] 0550/4800, lr:5.0e-05 ∣ avg_100 : 31521.379645 ∣ critic_nllloss : 25913.057812 ∣ critic_ganloss : -320.419260 ∣ generator_nllloss : 5139.659766 ∣ generator_ganloss : 779.731079 ∣  [  std_z : 1.00  real_sub_fake : 1327.52 ]
[  epoch 0014/0040] 0560/4800, lr:5.0e-05 ∣ avg_100 : 31517.101391 ∣ critic_nllloss : 25809.937500 ∣ critic_ganloss : -156.569168 ∣ generator_nllloss : 5201.648242 ∣ generator_ganloss : 752.107178 ∣  [  std_z : 0.99  real_sub_fake : 817.34 ]
[  epoch 0014/0040] 0570/4800, lr:5.0e-05 ∣ avg_100 : 31514.103108 ∣ critic_nllloss : 25592.159766 ∣ critic_ganloss : -187.792641 ∣ generator_nllloss : 5073.323438 ∣ generator_ganloss : 692.922461 ∣  [  std_z : 0.98  real_sub_fake : 760.13 ]
[  epoch 0014/0040] 0580/4800, lr:5.0e-05 ∣ avg_100 : 31511.036643 ∣ critic_nllloss : 25841.101172 ∣ critic_ganloss : -255.553357 ∣ generator_nllloss : 5083.782812 ∣ generator_ganloss : 735.764185 ∣  [  std_z : 0.99  real_sub_fake : 801.88 ]
[  epoch 0014/0040] 0590/4800, lr:5.0e-05 ∣ avg_100 : 31510.301130 ∣ critic_nllloss : 25776.791211 ∣ critic_ganloss : -311.680716 ∣ generator_nllloss : 5185.787109 ∣ generator_ganloss : 731.244092 ∣  [  std_z : 1.01  real_sub_fake : 1007.20 ]
[  epoch 0014/0040] 0600/4800, lr:5.0e-05 ∣ avg_100 : 31510.149427 ∣ critic_nllloss : 25860.988477 ∣ critic_ganloss : -263.556653 ∣ generator_nllloss : 5059.016406 ∣ generator_ganloss : 756.772632 ∣  [  std_z : 1.00  real_sub_fake : 1152.22 ]
[  epoch 0014/0040] 0610/4800, lr:5.0e-05 ∣ avg_100 : 31508.057979 ∣ critic_nllloss : 25750.135352 ∣ critic_ganloss : -367.440656 ∣ generator_nllloss : 5105.951758 ∣ generator_ganloss : 740.876221 ∣  [  std_z : 0.98  real_sub_fake : 1260.40 ]
[  epoch 0014/0040] 0620/4800, lr:5.0e-05 ∣ avg_100 : 31505.309365 ∣ critic_nllloss : 25737.098242 ∣ critic_ganloss : -221.860020 ∣ generator_nllloss : 5132.691211 ∣ generator_ganloss : 748.166211 ∣  [  std_z : 0.98  real_sub_fake : 1089.04 ]
[  epoch 0014/0040] 0630/4800, lr:5.0e-05 ∣ avg_100 : 31504.256860 ∣ critic_nllloss : 25841.891992 ∣ critic_ganloss : -360.480420 ∣ generator_nllloss : 5142.822461 ∣ generator_ganloss : 691.708008 ∣  [  std_z : 0.99  real_sub_fake : 1239.80 ]
[  epoch 0014/0040] 0640/4800, lr:5.0e-05 ∣ avg_100 : 31504.019974 ∣ critic_nllloss : 26099.958594 ∣ critic_ganloss : -419.830432 ∣ generator_nllloss : 5166.282422 ∣ generator_ganloss : 710.963574 ∣  [  std_z : 1.01  real_sub_fake : 1455.80 ]
[  epoch 0014/0040] 0650/4800, lr:5.0e-05 ∣ avg_100 : 31504.358055 ∣ critic_nllloss : 26026.964258 ∣ critic_ganloss : -327.482147 ∣ generator_nllloss : 5101.727148 ∣ generator_ganloss : 711.846680 ∣  [  std_z : 1.01  real_sub_fake : 1338.83 ]
[  epoch 0014/0040] 0660/4800, lr:5.0e-05 ∣ avg_100 : 31501.926217 ∣ critic_nllloss : 25968.129297 ∣ critic_ganloss : -361.292825 ∣ generator_nllloss : 5172.218164 ∣ generator_ganloss : 706.366895 ∣  [  std_z : 0.99  real_sub_fake : 1294.69 ]
[  epoch 0014/0040] 0670/4800, lr:5.0e-05 ∣ avg_100 : 31499.978127 ∣ critic_nllloss : 25938.315039 ∣ critic_ganloss : -305.682648 ∣ generator_nllloss : 5174.025195 ∣ generator_ganloss : 775.949121 ∣  [  std_z : 0.98  real_sub_fake : 1187.98 ]
[  epoch 0014/0040] 0680/4800, lr:5.0e-05 ∣ avg_100 : 31498.571733 ∣ critic_nllloss : 26048.175781 ∣ critic_ganloss : -343.745749 ∣ generator_nllloss : 5190.290625 ∣ generator_ganloss : 745.696289 ∣  [  std_z : 1.00  real_sub_fake : 1193.01 ]
[  epoch 0014/0040] 0690/4800, lr:5.0e-05 ∣ avg_100 : 31500.479435 ∣ critic_nllloss : 26171.911133 ∣ critic_ganloss : -256.571548 ∣ generator_nllloss : 5207.680469 ∣ generator_ganloss : 766.181152 ∣  [  std_z : 1.00  real_sub_fake : 1200.78 ]
[  epoch 0014/0040] 0700/4800, lr:5.0e-05 ∣ avg_100 : 31495.432486 ∣ critic_nllloss : 25844.597070 ∣ critic_ganloss : -289.019128 ∣ generator_nllloss : 5118.217188 ∣ generator_ganloss : 721.854224 ∣  [  std_z : 1.00  real_sub_fake : 1075.52 ]
[  epoch 0014/0040] 0710/4800, lr:5.0e-05 ∣ avg_100 : 31494.218843 ∣ critic_nllloss : 25838.612891 ∣ critic_ganloss : -308.675034 ∣ generator_nllloss : 5147.403320 ∣ generator_ganloss : 720.530103 ∣  [  std_z : 0.99  real_sub_fake : 1071.17 ]
[  epoch 0014/0040] 0720/4800, lr:5.0e-05 ∣ avg_100 : 31495.160577 ∣ critic_nllloss : 26050.094531 ∣ critic_ganloss : -365.439929 ∣ generator_nllloss : 5201.077734 ∣ generator_ganloss : 717.011157 ∣  [  std_z : 0.98  real_sub_fake : 1250.79 ]
[  epoch 0014/0040] 0730/4800, lr:5.0e-05 ∣ avg_100 : 31498.264857 ∣ critic_nllloss : 26018.514062 ∣ critic_ganloss : -330.719363 ∣ generator_nllloss : 5327.110547 ∣ generator_ganloss : 733.211255 ∣  [  std_z : 0.99  real_sub_fake : 1368.62 ]
[  epoch 0014/0040] 0740/4800, lr:5.0e-05 ∣ avg_100 : 31496.679340 ∣ critic_nllloss : 25906.328320 ∣ critic_ganloss : -350.145001 ∣ generator_nllloss : 5250.551172 ∣ generator_ganloss : 736.812695 ∣  [  std_z : 1.00  real_sub_fake : 1217.57 ]
[  epoch 0014/0040] 0750/4800, lr:5.0e-05 ∣ avg_100 : 31495.486372 ∣ critic_nllloss : 26050.747266 ∣ critic_ganloss : -363.571347 ∣ generator_nllloss : 5201.750391 ∣ generator_ganloss : 745.055835 ∣  [  std_z : 1.00  real_sub_fake : 1417.04 ]
[  epoch 0014/0040] 0760/4800, lr:5.0e-05 ∣ avg_100 : 31492.703811 ∣ critic_nllloss : 25791.790625 ∣ critic_ganloss : -402.267776 ∣ generator_nllloss : 5224.560352 ∣ generator_ganloss : 757.343213 ∣  [  std_z : 0.99  real_sub_fake : 1368.25 ]
[  epoch 0014/0040] 0770/4800, lr:5.0e-05 ∣ avg_100 : 31492.154374 ∣ critic_nllloss : 25929.259961 ∣ critic_ganloss : -257.623126 ∣ generator_nllloss : 5096.461523 ∣ generator_ganloss : 770.518091 ∣  [  std_z : 0.99  real_sub_fake : 1367.28 ]
[  epoch 0014/0040] 0780/4800, lr:5.0e-05 ∣ avg_100 : 31492.384953 ∣ critic_nllloss : 26070.982617 ∣ critic_ganloss : -354.897672 ∣ generator_nllloss : 5159.364453 ∣ generator_ganloss : 713.612842 ∣  [  std_z : 1.00  real_sub_fake : 1173.71 ]
[  epoch 0014/0040] 0790/4800, lr:5.0e-05 ∣ avg_100 : 31492.128468 ∣ critic_nllloss : 25989.209570 ∣ critic_ganloss : -415.702560 ∣ generator_nllloss : 5175.950195 ∣ generator_ganloss : 700.643848 ∣  [  std_z : 0.99  real_sub_fake : 1382.78 ]
[  epoch 0014/0040] 0800/4800, lr:5.0e-05 ∣ avg_100 : 31489.434594 ∣ critic_nllloss : 25793.633594 ∣ critic_ganloss : -343.993765 ∣ generator_nllloss : 5212.468945 ∣ generator_ganloss : 741.873022 ∣  [  std_z : 0.99  real_sub_fake : 1484.14 ]
[  epoch 0014/0040] 0810/4800, lr:5.0e-05 ∣ avg_100 : 31488.629007 ∣ critic_nllloss : 25805.662891 ∣ critic_ganloss : -409.890787 ∣ generator_nllloss : 5181.666406 ∣ generator_ganloss : 748.823901 ∣  [  std_z : 0.99  real_sub_fake : 1405.61 ]
[  epoch 0014/0040] 0820/4800, lr:5.0e-05 ∣ avg_100 : 31487.257969 ∣ critic_nllloss : 25892.543750 ∣ critic_ganloss : -293.476791 ∣ generator_nllloss : 5209.916406 ∣ generator_ganloss : 756.075171 ∣  [  std_z : 1.00  real_sub_fake : 1347.18 ]
[  epoch 0014/0040] 0830/4800, lr:5.0e-05 ∣ avg_100 : 31482.052111 ∣ critic_nllloss : 25572.165430 ∣ critic_ganloss : -352.318741 ∣ generator_nllloss : 5155.892578 ∣ generator_ganloss : 748.864307 ∣  [  std_z : 1.00  real_sub_fake : 1144.34 ]
[  epoch 0014/0040] 0840/4800, lr:5.0e-05 ∣ avg_100 : 31482.106449 ∣ critic_nllloss : 25941.069141 ∣ critic_ganloss : -282.791705 ∣ generator_nllloss : 5216.566406 ∣ generator_ganloss : 773.626392 ∣  [  std_z : 0.99  real_sub_fake : 1242.79 ]
[  epoch 0014/0040] 0850/4800, lr:5.0e-05 ∣ avg_100 : 31482.871566 ∣ critic_nllloss : 25944.778320 ∣ critic_ganloss : -291.779060 ∣ generator_nllloss : 5219.838672 ∣ generator_ganloss : 796.421069 ∣  [  std_z : 0.99  real_sub_fake : 1075.47 ]
[  epoch 0014/0040] 0860/4800, lr:5.0e-05 ∣ avg_100 : 31481.027920 ∣ critic_nllloss : 25672.824414 ∣ critic_ganloss : -212.693671 ∣ generator_nllloss : 5173.969141 ∣ generator_ganloss : 780.230957 ∣  [  std_z : 0.99  real_sub_fake : 784.99 ]
[  epoch 0014/0040] 0870/4800, lr:5.0e-05 ∣ avg_100 : 31484.316122 ∣ critic_nllloss : 26023.742188 ∣ critic_ganloss : -244.468645 ∣ generator_nllloss : 5195.192383 ∣ generator_ganloss : 741.022998 ∣  [  std_z : 0.99  real_sub_fake : 1094.80 ]
[  epoch 0014/0040] 0880/4800, lr:5.0e-05 ∣ avg_100 : 31486.148253 ∣ critic_nllloss : 25912.996680 ∣ critic_ganloss : -268.368999 ∣ generator_nllloss : 5160.699609 ∣ generator_ganloss : 774.647803 ∣  [  std_z : 1.00  real_sub_fake : 904.83 ]
[  epoch 0014/0040] 0890/4800, lr:5.0e-05 ∣ avg_100 : 31486.499237 ∣ critic_nllloss : 25900.865820 ∣ critic_ganloss : -335.841296 ∣ generator_nllloss : 5174.830664 ∣ generator_ganloss : 768.805835 ∣  [  std_z : 0.99  real_sub_fake : 1107.93 ]
[  epoch 0014/0040] 0900/4800, lr:5.0e-05 ∣ avg_100 : 31488.245955 ∣ critic_nllloss : 25745.996680 ∣ critic_ganloss : -350.534351 ∣ generator_nllloss : 5253.408398 ∣ generator_ganloss : 808.931665 ∣  [  std_z : 0.99  real_sub_fake : 1413.79 ]
[  epoch 0014/0040] 0910/4800, lr:5.0e-05 ∣ avg_100 : 31490.801570 ∣ critic_nllloss : 25994.020313 ∣ critic_ganloss : -358.756607 ∣ generator_nllloss : 5301.240820 ∣ generator_ganloss : 817.440112 ∣  [  std_z : 0.99  real_sub_fake : 1350.66 ]
[  epoch 0014/0040] 0920/4800, lr:5.0e-05 ∣ avg_100 : 31494.243850 ∣ critic_nllloss : 26024.134180 ∣ critic_ganloss : -348.295309 ∣ generator_nllloss : 5192.236133 ∣ generator_ganloss : 801.407666 ∣  [  std_z : 0.99  real_sub_fake : 1235.32 ]
[  epoch 0014/0040] 0930/4800, lr:5.0e-05 ∣ avg_100 : 31495.810903 ∣ critic_nllloss : 26082.538477 ∣ critic_ganloss : -374.497742 ∣ generator_nllloss : 5195.335156 ∣ generator_ganloss : 803.811914 ∣  [  std_z : 1.00  real_sub_fake : 1467.24 ]
[  epoch 0014/0040] 0940/4800, lr:5.0e-05 ∣ avg_100 : 31500.793046 ∣ critic_nllloss : 26040.589062 ∣ critic_ganloss : -273.194128 ∣ generator_nllloss : 5318.240234 ∣ generator_ganloss : 850.582031 ∣  [  std_z : 0.99  real_sub_fake : 1231.99 ]
[  epoch 0014/0040] 0950/4800, lr:5.0e-05 ∣ avg_100 : 31500.724000 ∣ critic_nllloss : 25829.997461 ∣ critic_ganloss : -329.847977 ∣ generator_nllloss : 5160.058398 ∣ generator_ganloss : 839.312354 ∣  [  std_z : 0.99  real_sub_fake : 929.83 ]
[  epoch 0014/0040] 0960/4800, lr:5.0e-05 ∣ avg_100 : 31498.084284 ∣ critic_nllloss : 25718.450586 ∣ critic_ganloss : -473.463065 ∣ generator_nllloss : 5182.863086 ∣ generator_ganloss : 787.792725 ∣  [  std_z : 1.00  real_sub_fake : 1521.97 ]
[  epoch 0014/0040] 0970/4800, lr:5.0e-05 ∣ avg_100 : 31498.272930 ∣ critic_nllloss : 25933.442773 ∣ critic_ganloss : -298.614349 ∣ generator_nllloss : 5143.625195 ∣ generator_ganloss : 861.569775 ∣  [  std_z : 1.00  real_sub_fake : 1457.22 ]
[  epoch 0014/0040] 0980/4800, lr:5.0e-05 ∣ avg_100 : 31497.449979 ∣ critic_nllloss : 25956.318164 ∣ critic_ganloss : -377.796198 ∣ generator_nllloss : 5167.697461 ∣ generator_ganloss : 855.935059 ∣  [  std_z : 0.99  real_sub_fake : 1321.63 ]
[  epoch 0014/0040] 0990/4800, lr:5.0e-05 ∣ avg_100 : 31501.088062 ∣ critic_nllloss : 26063.294727 ∣ critic_ganloss : -304.339441 ∣ generator_nllloss : 5367.333984 ∣ generator_ganloss : 836.942139 ∣  [  std_z : 0.99  real_sub_fake : 1332.57 ]
[  epoch 0014/0040] 1000/4800, lr:5.0e-05 ∣ avg_100 : 31504.863640 ∣ critic_nllloss : 25983.190625 ∣ critic_ganloss : -334.216266 ∣ generator_nllloss : 5238.883594 ∣ generator_ganloss : 793.755518 ∣  [  std_z : 0.99  real_sub_fake : 1280.30 ]
[  epoch 0014/0040] 1010/4800, lr:5.0e-05 ∣ avg_100 : 31507.951711 ∣ critic_nllloss : 25832.283008 ∣ critic_ganloss : -344.036212 ∣ generator_nllloss : 5209.086914 ∣ generator_ganloss : 795.959839 ∣  [  std_z : 0.99  real_sub_fake : 1391.97 ]
[  epoch 0014/0040] 1020/4800, lr:5.0e-05 ∣ avg_100 : 31511.632492 ∣ critic_nllloss : 25981.974023 ∣ critic_ganloss : -280.617526 ∣ generator_nllloss : 5246.199609 ∣ generator_ganloss : 844.743311 ∣  [  std_z : 0.99  real_sub_fake : 1117.13 ]
[  epoch 0014/0040] 1030/4800, lr:5.0e-05 ∣ avg_100 : 31511.056210 ∣ critic_nllloss : 25886.281055 ∣ critic_ganloss : -334.974481 ∣ generator_nllloss : 5202.786133 ∣ generator_ganloss : 790.515698 ∣  [  std_z : 1.00  real_sub_fake : 1477.26 ]
[  epoch 0014/0040] 1040/4800, lr:5.0e-05 ∣ avg_100 : 31514.740039 ∣ critic_nllloss : 26282.019922 ∣ critic_ganloss : -427.288788 ∣ generator_nllloss : 5319.619141 ∣ generator_ganloss : 817.172705 ∣  [  std_z : 1.00  real_sub_fake : 1329.99 ]
[  epoch 0014/0040] 1050/4800, lr:5.0e-05 ∣ avg_100 : 31515.191844 ∣ critic_nllloss : 25882.480078 ∣ critic_ganloss : -352.971524 ∣ generator_nllloss : 5159.585352 ∣ generator_ganloss : 835.332324 ∣  [  std_z : 1.00  real_sub_fake : 1542.35 ]
[  epoch 0014/0040] 1060/4800, lr:5.0e-05 ∣ avg_100 : 31518.151773 ∣ critic_nllloss : 25876.083789 ∣ critic_ganloss : -162.574951 ∣ generator_nllloss : 5119.972070 ∣ generator_ganloss : 868.916211 ∣  [  std_z : 1.00  real_sub_fake : 755.21 ]
[  epoch 0014/0040] 1070/4800, lr:5.0e-05 ∣ avg_100 : 31517.067705 ∣ critic_nllloss : 25765.172461 ∣ critic_ganloss : -183.873302 ∣ generator_nllloss : 5149.354883 ∣ generator_ganloss : 822.401807 ∣  [  std_z : 1.00  real_sub_fake : 589.92 ]
[  epoch 0014/0040] 1080/4800, lr:5.0e-05 ∣ avg_100 : 31517.940501 ∣ critic_nllloss : 25830.473438 ∣ critic_ganloss : -214.156978 ∣ generator_nllloss : 5120.244727 ∣ generator_ganloss : 826.354248 ∣  [  std_z : 1.00  real_sub_fake : 652.95 ]
[  epoch 0014/0040] 1090/4800, lr:5.0e-05 ∣ avg_100 : 31522.172070 ∣ critic_nllloss : 26028.956250 ∣ critic_ganloss : -265.510310 ∣ generator_nllloss : 5173.787109 ∣ generator_ganloss : 817.073193 ∣  [  std_z : 0.99  real_sub_fake : 873.36 ]
[  epoch 0014/0040] 1100/4800, lr:5.0e-05 ∣ avg_100 : 31522.940802 ∣ critic_nllloss : 25887.138477 ∣ critic_ganloss : -156.316730 ∣ generator_nllloss : 5152.461523 ∣ generator_ganloss : 812.963525 ∣  [  std_z : 0.98  real_sub_fake : 1004.80 ]
[  epoch 0014/0040] 1110/4800, lr:5.0e-05 ∣ avg_100 : 31522.898203 ∣ critic_nllloss : 25675.334961 ∣ critic_ganloss : -245.971266 ∣ generator_nllloss : 5122.504687 ∣ generator_ganloss : 805.198999 ∣  [  std_z : 0.99  real_sub_fake : 801.61 ]
[  epoch 0014/0040] 1120/4800, lr:5.0e-05 ∣ avg_100 : 31524.959134 ∣ critic_nllloss : 25857.377539 ∣ critic_ganloss : -292.078568 ∣ generator_nllloss : 5191.382812 ∣ generator_ganloss : 789.422607 ∣  [  std_z : 1.00  real_sub_fake : 866.79 ]
[  epoch 0014/0040] 1130/4800, lr:5.0e-05 ∣ avg_100 : 31527.161698 ∣ critic_nllloss : 25894.969336 ∣ critic_ganloss : -338.476166 ∣ generator_nllloss : 5211.815625 ∣ generator_ganloss : 777.322485 ∣  [  std_z : 1.00  real_sub_fake : 1171.26 ]
[  epoch 0014/0040] 1140/4800, lr:5.0e-05 ∣ avg_100 : 31527.554602 ∣ critic_nllloss : 25896.623437 ∣ critic_ganloss : -282.336246 ∣ generator_nllloss : 5199.914258 ∣ generator_ganloss : 824.471240 ∣  [  std_z : 0.98  real_sub_fake : 1331.25 ]
[  epoch 0014/0040] 1150/4800, lr:5.0e-05 ∣ avg_100 : 31529.443506 ∣ critic_nllloss : 26041.939648 ∣ critic_ganloss : -300.843108 ∣ generator_nllloss : 5237.957031 ∣ generator_ganloss : 813.102051 ∣  [  std_z : 0.98  real_sub_fake : 907.30 ]
[  epoch 0014/0040] 1160/4800, lr:5.0e-05 ∣ avg_100 : 31532.463608 ∣ critic_nllloss : 26013.982812 ∣ critic_ganloss : -206.254895 ∣ generator_nllloss : 5193.500781 ∣ generator_ganloss : 797.242383 ∣  [  std_z : 0.99  real_sub_fake : 946.51 ]
[  epoch 0014/0040] 1170/4800, lr:5.0e-05 ∣ avg_100 : 31532.122066 ∣ critic_nllloss : 25771.974023 ∣ critic_ganloss : -272.537988 ∣ generator_nllloss : 5198.370117 ∣ generator_ganloss : 809.172363 ∣  [  std_z : 1.01  real_sub_fake : 907.95 ]
[  epoch 0014/0040] 1180/4800, lr:5.0e-05 ∣ avg_100 : 31533.920993 ∣ critic_nllloss : 26010.128125 ∣ critic_ganloss : -222.331198 ∣ generator_nllloss : 5242.509766 ∣ generator_ganloss : 775.019653 ∣  [  std_z : 1.01  real_sub_fake : 1160.76 ]
[  epoch 0014/0040] 1190/4800, lr:5.0e-05 ∣ avg_100 : 31534.145944 ∣ critic_nllloss : 25747.233398 ∣ critic_ganloss : -238.280589 ∣ generator_nllloss : 5134.725781 ∣ generator_ganloss : 842.039990 ∣  [  std_z : 0.99  real_sub_fake : 826.06 ]
[  epoch 0014/0040] 1200/4800, lr:5.0e-05 ∣ avg_100 : 31534.161780 ∣ critic_nllloss : 25731.185156 ∣ critic_ganloss : -297.925546 ∣ generator_nllloss : 5089.016602 ∣ generator_ganloss : 772.488086 ∣  [  std_z : 0.99  real_sub_fake : 963.09 ]
[  epoch 0014/0040] 1210/4800, lr:5.0e-05 ∣ avg_100 : 31533.731512 ∣ critic_nllloss : 25818.780078 ∣ critic_ganloss : -297.676120 ∣ generator_nllloss : 5076.862891 ∣ generator_ganloss : 788.680688 ∣  [  std_z : 0.99  real_sub_fake : 1179.72 ]
[  epoch 0014/0040] 1220/4800, lr:5.0e-05 ∣ avg_100 : 31539.452539 ∣ critic_nllloss : 26055.250391 ∣ critic_ganloss : -344.595813 ∣ generator_nllloss : 5224.825586 ∣ generator_ganloss : 789.846094 ∣  [  std_z : 1.00  real_sub_fake : 1310.45 ]
[  epoch 0014/0040] 1230/4800, lr:5.0e-05 ∣ avg_100 : 31540.102963 ∣ critic_nllloss : 25903.200000 ∣ critic_ganloss : -346.852673 ∣ generator_nllloss : 5132.044727 ∣ generator_ganloss : 821.516650 ∣  [  std_z : 1.00  real_sub_fake : 1221.38 ]
[  epoch 0014/0040] 1240/4800, lr:5.0e-05 ∣ avg_100 : 31543.109735 ∣ critic_nllloss : 26021.213672 ∣ critic_ganloss : -206.014719 ∣ generator_nllloss : 5116.466797 ∣ generator_ganloss : 804.683447 ∣  [  std_z : 0.99  real_sub_fake : 1232.57 ]
[  epoch 0014/0040] 1250/4800, lr:5.0e-05 ∣ avg_100 : 31542.604015 ∣ critic_nllloss : 25845.443555 ∣ critic_ganloss : -312.451544 ∣ generator_nllloss : 5214.914844 ∣ generator_ganloss : 805.417603 ∣  [  std_z : 0.99  real_sub_fake : 972.64 ]
[  epoch 0014/0040] 1260/4800, lr:5.0e-05 ∣ avg_100 : 31544.097276 ∣ critic_nllloss : 25992.182617 ∣ critic_ganloss : -295.081609 ∣ generator_nllloss : 5249.909961 ∣ generator_ganloss : 796.299316 ∣  [  std_z : 0.99  real_sub_fake : 1008.31 ]
[  epoch 0014/0040] 1270/4800, lr:5.0e-05 ∣ avg_100 : 31539.558486 ∣ critic_nllloss : 25788.729883 ∣ critic_ganloss : -338.157312 ∣ generator_nllloss : 5148.181641 ∣ generator_ganloss : 780.299072 ∣  [  std_z : 0.99  real_sub_fake : 1162.30 ]
[  epoch 0014/0040] 1280/4800, lr:5.0e-05 ∣ avg_100 : 31545.257372 ∣ critic_nllloss : 25895.602148 ∣ critic_ganloss : -161.279568 ∣ generator_nllloss : 5278.881250 ∣ generator_ganloss : 816.494141 ∣  [  std_z : 0.99  real_sub_fake : 994.62 ]
[  epoch 0014/0040] 1290/4800, lr:5.0e-05 ∣ avg_100 : 31550.094713 ∣ critic_nllloss : 26207.276367 ∣ critic_ganloss : -264.464461 ∣ generator_nllloss : 5245.137695 ∣ generator_ganloss : 832.727930 ∣  [  std_z : 1.00  real_sub_fake : 804.52 ]
[  epoch 0014/0040] 1300/4800, lr:5.0e-05 ∣ avg_100 : 31549.274646 ∣ critic_nllloss : 25872.463867 ∣ critic_ganloss : -296.601326 ∣ generator_nllloss : 5193.000000 ∣ generator_ganloss : 785.038965 ∣  [  std_z : 1.00  real_sub_fake : 1067.78 ]
[  epoch 0014/0040] 1310/4800, lr:5.0e-05 ∣ avg_100 : 31547.907485 ∣ critic_nllloss : 25835.795898 ∣ critic_ganloss : -389.961053 ∣ generator_nllloss : 5172.509180 ∣ generator_ganloss : 780.080591 ∣  [  std_z : 1.00  real_sub_fake : 1335.90 ]
[  epoch 0014/0040] 1320/4800, lr:5.0e-05 ∣ avg_100 : 31548.594675 ∣ critic_nllloss : 25953.108203 ∣ critic_ganloss : -286.601971 ∣ generator_nllloss : 5129.099609 ∣ generator_ganloss : 796.830273 ∣  [  std_z : 0.99  real_sub_fake : 1391.82 ]
[  epoch 0014/0040] 1330/4800, lr:5.0e-05 ∣ avg_100 : 31553.744644 ∣ critic_nllloss : 26024.917187 ∣ critic_ganloss : -227.914075 ∣ generator_nllloss : 5316.612891 ∣ generator_ganloss : 814.972607 ∣  [  std_z : 0.98  real_sub_fake : 1019.98 ]
[  epoch 0014/0040] 1340/4800, lr:5.0e-05 ∣ avg_100 : 31556.950942 ∣ critic_nllloss : 25953.469141 ∣ critic_ganloss : -296.495166 ∣ generator_nllloss : 5195.106250 ∣ generator_ganloss : 774.542529 ∣  [  std_z : 0.99  real_sub_fake : 1026.40 ]
[  epoch 0014/0040] 1350/4800, lr:5.0e-05 ∣ avg_100 : 31561.725277 ∣ critic_nllloss : 26080.223242 ∣ critic_ganloss : -299.028670 ∣ generator_nllloss : 5253.742969 ∣ generator_ganloss : 760.519727 ∣  [  std_z : 1.00  real_sub_fake : 1067.59 ]
[  epoch 0014/0040] 1360/4800, lr:5.0e-05 ∣ avg_100 : 31564.671511 ∣ critic_nllloss : 26035.948828 ∣ critic_ganloss : -393.773026 ∣ generator_nllloss : 5220.413086 ∣ generator_ganloss : 721.647119 ∣  [  std_z : 1.00  real_sub_fake : 1367.86 ]
[  epoch 0014/0040] 1370/4800, lr:5.0e-05 ∣ avg_100 : 31567.418411 ∣ critic_nllloss : 25969.187695 ∣ critic_ganloss : -320.014438 ∣ generator_nllloss : 5146.238477 ∣ generator_ganloss : 712.415527 ∣  [  std_z : 0.99  real_sub_fake : 1332.88 ]
[  epoch 0014/0040] 1380/4800, lr:5.0e-05 ∣ avg_100 : 31566.800614 ∣ critic_nllloss : 25911.952539 ∣ critic_ganloss : -395.748965 ∣ generator_nllloss : 5249.778711 ∣ generator_ganloss : 717.172070 ∣  [  std_z : 0.99  real_sub_fake : 1363.53 ]
[  epoch 0014/0040] 1390/4800, lr:5.0e-05 ∣ avg_100 : 31564.819575 ∣ critic_nllloss : 25951.307031 ∣ critic_ganloss : -440.936530 ∣ generator_nllloss : 5189.060156 ∣ generator_ganloss : 711.193164 ∣  [  std_z : 0.98  real_sub_fake : 1569.09 ]
[  epoch 0014/0040] 1400/4800, lr:5.0e-05 ∣ avg_100 : 31567.467591 ∣ critic_nllloss : 25914.617773 ∣ critic_ganloss : -244.156876 ∣ generator_nllloss : 5165.352344 ∣ generator_ganloss : 725.364282 ∣  [  std_z : 0.99  real_sub_fake : 1225.20 ]
[  epoch 0014/0040] 1410/4800, lr:5.0e-05 ∣ avg_100 : 31567.873250 ∣ critic_nllloss : 25873.695703 ∣ critic_ganloss : -310.716110 ∣ generator_nllloss : 5106.764453 ∣ generator_ganloss : 687.438428 ∣  [  std_z : 1.01  real_sub_fake : 1208.41 ]
[  epoch 0014/0040] 1420/4800, lr:5.0e-05 ∣ avg_100 : 31564.264234 ∣ critic_nllloss : 25746.750000 ∣ critic_ganloss : -323.364688 ∣ generator_nllloss : 5173.712500 ∣ generator_ganloss : 703.359424 ∣  [  std_z : 1.01  real_sub_fake : 1192.55 ]
[  epoch 0014/0040] 1430/4800, lr:5.0e-05 ∣ avg_100 : 31559.724290 ∣ critic_nllloss : 25843.482812 ∣ critic_ganloss : -268.912299 ∣ generator_nllloss : 5168.607422 ∣ generator_ganloss : 701.076465 ∣  [  std_z : 0.99  real_sub_fake : 1185.23 ]
[  epoch 0014/0040] 1440/4800, lr:5.0e-05 ∣ avg_100 : 31558.602399 ∣ critic_nllloss : 25976.115039 ∣ critic_ganloss : -294.949358 ∣ generator_nllloss : 5237.402734 ∣ generator_ganloss : 680.755469 ∣  [  std_z : 0.97  real_sub_fake : 1094.42 ]
[  epoch 0014/0040] 1450/4800, lr:5.0e-05 ∣ avg_100 : 31557.402534 ∣ critic_nllloss : 26078.366797 ∣ critic_ganloss : -304.896109 ∣ generator_nllloss : 5238.607617 ∣ generator_ganloss : 668.576270 ∣  [  std_z : 0.99  real_sub_fake : 1171.78 ]
[  epoch 0014/0040] 1460/4800, lr:5.0e-05 ∣ avg_100 : 31556.666581 ∣ critic_nllloss : 26011.831250 ∣ critic_ganloss : -341.427829 ∣ generator_nllloss : 5152.217188 ∣ generator_ganloss : 674.367627 ∣  [  std_z : 1.01  real_sub_fake : 1255.03 ]
[  epoch 0014/0040] 1470/4800, lr:5.0e-05 ∣ avg_100 : 31554.856751 ∣ critic_nllloss : 25887.752734 ∣ critic_ganloss : -320.720114 ∣ generator_nllloss : 5168.856445 ∣ generator_ganloss : 651.462598 ∣  [  std_z : 1.00  real_sub_fake : 1253.71 ]
[  epoch 0014/0040] 1480/4800, lr:5.0e-05 ∣ avg_100 : 31554.977896 ∣ critic_nllloss : 25822.751367 ∣ critic_ganloss : -304.517310 ∣ generator_nllloss : 5123.769336 ∣ generator_ganloss : 665.738672 ∣  [  std_z : 0.99  real_sub_fake : 1120.01 ]
[  epoch 0014/0040] 1490/4800, lr:5.0e-05 ∣ avg_100 : 31554.322093 ∣ critic_nllloss : 26067.430273 ∣ critic_ganloss : -333.121548 ∣ generator_nllloss : 5260.744531 ∣ generator_ganloss : 712.151489 ∣  [  std_z : 0.98  real_sub_fake : 1304.03 ]
[  epoch 0014/0040] 1500/4800, lr:5.0e-05 ∣ avg_100 : 31555.580476 ∣ critic_nllloss : 25882.577539 ∣ critic_ganloss : -352.824564 ∣ generator_nllloss : 5146.708008 ∣ generator_ganloss : 718.245410 ∣  [  std_z : 0.99  real_sub_fake : 1202.48 ]
[  epoch 0014/0040] 1510/4800, lr:5.0e-05 ∣ avg_100 : 31561.143700 ∣ critic_nllloss : 26211.931836 ∣ critic_ganloss : -386.959094 ∣ generator_nllloss : 5214.082812 ∣ generator_ganloss : 716.721948 ∣  [  std_z : 1.00  real_sub_fake : 1463.35 ]
[  epoch 0014/0040] 1520/4800, lr:5.0e-05 ∣ avg_100 : 31561.385449 ∣ critic_nllloss : 25948.083594 ∣ critic_ganloss : -373.761240 ∣ generator_nllloss : 5176.295508 ∣ generator_ganloss : 760.657861 ∣  [  std_z : 1.00  real_sub_fake : 1161.32 ]
[  epoch 0014/0040] 1530/4800, lr:5.0e-05 ∣ avg_100 : 31563.174891 ∣ critic_nllloss : 26130.522461 ∣ critic_ganloss : -429.807062 ∣ generator_nllloss : 5356.012305 ∣ generator_ganloss : 789.989795 ∣  [  std_z : 0.99  real_sub_fake : 1510.57 ]
[  epoch 0014/0040] 1540/4800, lr:5.0e-05 ∣ avg_100 : 31567.967738 ∣ critic_nllloss : 26008.794922 ∣ critic_ganloss : -249.327521 ∣ generator_nllloss : 5252.834180 ∣ generator_ganloss : 828.239551 ∣  [  std_z : 0.99  real_sub_fake : 1128.46 ]
[  epoch 0014/0040] 1550/4800, lr:5.0e-05 ∣ avg_100 : 31572.605361 ∣ critic_nllloss : 26083.906836 ∣ critic_ganloss : -216.375464 ∣ generator_nllloss : 5338.989648 ∣ generator_ganloss : 769.270728 ∣  [  std_z : 1.00  real_sub_fake : 815.04 ]
[  epoch 0014/0040] 1560/4800, lr:5.0e-05 ∣ avg_100 : 31570.048102 ∣ critic_nllloss : 25771.248633 ∣ critic_ganloss : -270.813217 ∣ generator_nllloss : 5121.754687 ∣ generator_ganloss : 729.207739 ∣  [  std_z : 1.00  real_sub_fake : 905.44 ]
[  epoch 0014/0040] 1570/4800, lr:5.0e-05 ∣ avg_100 : 31576.455287 ∣ critic_nllloss : 26060.843750 ∣ critic_ganloss : -384.594974 ∣ generator_nllloss : 5415.115039 ∣ generator_ganloss : 719.967676 ∣  [  std_z : 1.00  real_sub_fake : 1263.59 ]
[  epoch 0014/0040] 1580/4800, lr:5.0e-05 ∣ avg_100 : 31578.183600 ∣ critic_nllloss : 25961.169922 ∣ critic_ganloss : -412.412344 ∣ generator_nllloss : 5286.642383 ∣ generator_ganloss : 742.526172 ∣  [  std_z : 0.98  real_sub_fake : 1449.89 ]
[  epoch 0014/0040] 1590/4800, lr:5.0e-05 ∣ avg_100 : 31577.913100 ∣ critic_nllloss : 25658.467773 ∣ critic_ganloss : -330.466748 ∣ generator_nllloss : 5212.260156 ∣ generator_ganloss : 814.830542 ∣  [  std_z : 0.98  real_sub_fake : 1560.66 ]
[  epoch 0014/0040] 1600/4800, lr:5.0e-05 ∣ avg_100 : 31582.480478 ∣ critic_nllloss : 25882.408398 ∣ critic_ganloss : -184.744870 ∣ generator_nllloss : 5256.850195 ∣ generator_ganloss : 915.444873 ∣  [  std_z : 1.00  real_sub_fake : 880.63 ]
[  epoch 0014/0040] 1610/4800, lr:5.0e-05 ∣ avg_100 : 31589.477027 ∣ critic_nllloss : 25954.501953 ∣ critic_ganloss : -128.869949 ∣ generator_nllloss : 5203.249414 ∣ generator_ganloss : 900.296240 ∣  [  std_z : 1.01  real_sub_fake : 375.24 ]
[  epoch 0014/0040] 1620/4800, lr:5.0e-05 ∣ avg_100 : 31590.039284 ∣ critic_nllloss : 25731.834375 ∣ critic_ganloss : -222.268121 ∣ generator_nllloss : 5105.873047 ∣ generator_ganloss : 836.881982 ∣  [  std_z : 0.99  real_sub_fake : 675.67 ]
[  epoch 0014/0040] 1630/4800, lr:5.0e-05 ∣ avg_100 : 31592.296932 ∣ critic_nllloss : 25887.998828 ∣ critic_ganloss : -375.547531 ∣ generator_nllloss : 5166.714844 ∣ generator_ganloss : 862.540674 ∣  [  std_z : 0.97  real_sub_fake : 1373.47 ]
[  epoch 0014/0040] 1640/4800, lr:5.0e-05 ∣ avg_100 : 31593.327217 ∣ critic_nllloss : 26061.993945 ∣ critic_ganloss : -515.401132 ∣ generator_nllloss : 5165.150586 ∣ generator_ganloss : 948.659277 ∣  [  std_z : 0.98  real_sub_fake : 1741.90 ]
[  epoch 0014/0040] 1650/4800, lr:5.0e-05 ∣ avg_100 : 31593.114390 ∣ critic_nllloss : 25893.730078 ∣ critic_ganloss : -542.784540 ∣ generator_nllloss : 5208.555469 ∣ generator_ganloss : 932.272266 ∣  [  std_z : 1.00  real_sub_fake : 2441.20 ]
[  epoch 0014/0040] 1660/4800, lr:5.0e-05 ∣ avg_100 : 31598.204433 ∣ critic_nllloss : 26051.404492 ∣ critic_ganloss : -121.424188 ∣ generator_nllloss : 5072.221289 ∣ generator_ganloss : 992.224219 ∣  [  std_z : 1.01  real_sub_fake : 855.56 ]
[  epoch 0014/0040] 1670/4800, lr:5.0e-05 ∣ avg_100 : 31603.402094 ∣ critic_nllloss : 26029.398047 ∣ critic_ganloss : -107.759364 ∣ generator_nllloss : 5248.121289 ∣ generator_ganloss : 932.612891 ∣  [  std_z : 1.01  real_sub_fake : 420.17 ]
[  epoch 0014/0040] 1680/4800, lr:5.0e-05 ∣ avg_100 : 31605.143967 ∣ critic_nllloss : 25812.512500 ∣ critic_ganloss : -122.484666 ∣ generator_nllloss : 5220.638672 ∣ generator_ganloss : 903.937695 ∣  [  std_z : 0.98  real_sub_fake : 381.52 ]
[  epoch 0014/0040] 1690/4800, lr:5.0e-05 ∣ avg_100 : 31602.770049 ∣ critic_nllloss : 25799.286523 ∣ critic_ganloss : -166.723788 ∣ generator_nllloss : 5151.738281 ∣ generator_ganloss : 867.508398 ∣  [  std_z : 0.98  real_sub_fake : 491.26 ]
[  epoch 0014/0040] 1700/4800, lr:5.0e-05 ∣ avg_100 : 31605.987263 ∣ critic_nllloss : 25851.575781 ∣ critic_ganloss : -187.206902 ∣ generator_nllloss : 5209.986328 ∣ generator_ganloss : 843.015576 ∣  [  std_z : 1.00  real_sub_fake : 738.07 ]
[  epoch 0014/0040] 1710/4800, lr:5.0e-05 ∣ avg_100 : 31606.650464 ∣ critic_nllloss : 25888.700391 ∣ critic_ganloss : -321.955600 ∣ generator_nllloss : 5055.713086 ∣ generator_ganloss : 841.733447 ∣  [  std_z : 1.01  real_sub_fake : 1005.91 ]
[  epoch 0014/0040] 1720/4800, lr:5.0e-05 ∣ avg_100 : 31606.734761 ∣ critic_nllloss : 25914.318555 ∣ critic_ganloss : -272.859637 ∣ generator_nllloss : 5171.302734 ∣ generator_ganloss : 798.411523 ∣  [  std_z : 0.99  real_sub_fake : 1205.15 ]
[  epoch 0014/0040] 1730/4800, lr:5.0e-05 ∣ avg_100 : 31608.266549 ∣ critic_nllloss : 26145.912109 ∣ critic_ganloss : -311.863135 ∣ generator_nllloss : 5204.369922 ∣ generator_ganloss : 862.876416 ∣  [  std_z : 0.98  real_sub_fake : 1199.38 ]
[  epoch 0014/0040] 1740/4800, lr:5.0e-05 ∣ avg_100 : 31609.049246 ∣ critic_nllloss : 25842.989258 ∣ critic_ganloss : -343.645432 ∣ generator_nllloss : 5252.144336 ∣ generator_ganloss : 870.328711 ∣  [  std_z : 0.99  real_sub_fake : 1136.78 ]
[  epoch 0014/0040] 1750/4800, lr:5.0e-05 ∣ avg_100 : 31610.288891 ∣ critic_nllloss : 26018.754883 ∣ critic_ganloss : -345.948065 ∣ generator_nllloss : 5212.114062 ∣ generator_ganloss : 873.025781 ∣  [  std_z : 1.01  real_sub_fake : 1193.75 ]
[  epoch 0014/0040] 1760/4800, lr:5.0e-05 ∣ avg_100 : 31610.743569 ∣ critic_nllloss : 25768.714648 ∣ critic_ganloss : -382.040631 ∣ generator_nllloss : 5171.032812 ∣ generator_ganloss : 859.187402 ∣  [  std_z : 1.00  real_sub_fake : 1452.78 ]
[  epoch 0014/0040] 1770/4800, lr:5.0e-05 ∣ avg_100 : 31610.136597 ∣ critic_nllloss : 25815.587891 ∣ critic_ganloss : -365.064246 ∣ generator_nllloss : 5138.578125 ∣ generator_ganloss : 888.817480 ∣  [  std_z : 0.98  real_sub_fake : 1569.92 ]
[  epoch 0014/0040] 1780/4800, lr:5.0e-05 ∣ avg_100 : 31611.363946 ∣ critic_nllloss : 26216.396289 ∣ critic_ganloss : -526.360425 ∣ generator_nllloss : 5154.921875 ∣ generator_ganloss : 866.839355 ∣  [  std_z : 0.98  real_sub_fake : 1640.97 ]
[  epoch 0014/0040] 1790/4800, lr:5.0e-05 ∣ avg_100 : 31611.881681 ∣ critic_nllloss : 25856.186914 ∣ critic_ganloss : -356.948709 ∣ generator_nllloss : 5146.671484 ∣ generator_ganloss : 855.964941 ∣  [  std_z : 1.00  real_sub_fake : 1652.01 ]
[  epoch 0014/0040] 1800/4800, lr:5.0e-05 ∣ avg_100 : 31611.284689 ∣ critic_nllloss : 25814.014062 ∣ critic_ganloss : -480.995898 ∣ generator_nllloss : 5157.062109 ∣ generator_ganloss : 854.202295 ∣  [  std_z : 1.01  real_sub_fake : 1493.32 ]
[  epoch 0014/0040] 1810/4800, lr:5.0e-05 ∣ avg_100 : 31616.028550 ∣ critic_nllloss : 26098.365234 ∣ critic_ganloss : -331.450732 ∣ generator_nllloss : 5178.723047 ∣ generator_ganloss : 855.010986 ∣  [  std_z : 1.00  real_sub_fake : 1673.55 ]
[  epoch 0014/0040] 1820/4800, lr:5.0e-05 ∣ avg_100 : 31614.683396 ∣ critic_nllloss : 25631.129492 ∣ critic_ganloss : -207.490643 ∣ generator_nllloss : 5084.804297 ∣ generator_ganloss : 922.100000 ∣  [  std_z : 0.99  real_sub_fake : 1090.64 ]
[  epoch 0014/0040] 1830/4800, lr:5.0e-05 ∣ avg_100 : 31619.810575 ∣ critic_nllloss : 25883.515820 ∣ critic_ganloss : -325.867929 ∣ generator_nllloss : 5161.744922 ∣ generator_ganloss : 917.928662 ∣  [  std_z : 1.00  real_sub_fake : 1012.06 ]
[  epoch 0014/0040] 1840/4800, lr:5.0e-05 ∣ avg_100 : 31618.639372 ∣ critic_nllloss : 25751.681055 ∣ critic_ganloss : -338.834790 ∣ generator_nllloss : 5225.372070 ∣ generator_ganloss : 893.131592 ∣  [  std_z : 1.01  real_sub_fake : 1205.03 ]
[  epoch 0014/0040] 1850/4800, lr:5.0e-05 ∣ avg_100 : 31618.613549 ∣ critic_nllloss : 26112.691406 ∣ critic_ganloss : -469.513858 ∣ generator_nllloss : 5155.254297 ∣ generator_ganloss : 868.244873 ∣  [  std_z : 0.99  real_sub_fake : 1561.48 ]
[  epoch 0014/0040] 1860/4800, lr:5.0e-05 ∣ avg_100 : 31622.182547 ∣ critic_nllloss : 26165.732812 ∣ critic_ganloss : -512.306906 ∣ generator_nllloss : 5267.887695 ∣ generator_ganloss : 849.916943 ∣  [  std_z : 0.99  real_sub_fake : 1888.56 ]
[  epoch 0014/0040] 1870/4800, lr:5.0e-05 ∣ avg_100 : 31619.364251 ∣ critic_nllloss : 25750.334375 ∣ critic_ganloss : -260.150388 ∣ generator_nllloss : 5160.169531 ∣ generator_ganloss : 783.305835 ∣  [  std_z : 0.99  real_sub_fake : 1582.84 ]
[  epoch 0014/0040] 1880/4800, lr:5.0e-05 ∣ avg_100 : 31618.870695 ∣ critic_nllloss : 25912.513086 ∣ critic_ganloss : -378.524933 ∣ generator_nllloss : 5260.466992 ∣ generator_ganloss : 736.164331 ∣  [  std_z : 1.00  real_sub_fake : 1252.48 ]
[  epoch 0014/0040] 1890/4800, lr:5.0e-05 ∣ avg_100 : 31620.173202 ∣ critic_nllloss : 26100.925781 ∣ critic_ganloss : -343.228940 ∣ generator_nllloss : 5167.355469 ∣ generator_ganloss : 713.859497 ∣  [  std_z : 1.00  real_sub_fake : 1287.50 ]
[  epoch 0014/0040] 1900/4800, lr:5.0e-05 ∣ avg_100 : 31619.352553 ∣ critic_nllloss : 25920.307422 ∣ critic_ganloss : -354.430289 ∣ generator_nllloss : 5122.993750 ∣ generator_ganloss : 686.866602 ∣  [  std_z : 0.99  real_sub_fake : 1325.52 ]
[  epoch 0014/0040] 1910/4800, lr:5.0e-05 ∣ avg_100 : 31615.186597 ∣ critic_nllloss : 25718.154297 ∣ critic_ganloss : -223.345930 ∣ generator_nllloss : 5110.019727 ∣ generator_ganloss : 732.520898 ∣  [  std_z : 0.99  real_sub_fake : 1058.84 ]
[  epoch 0014/0040] 1920/4800, lr:5.0e-05 ∣ avg_100 : 31609.799406 ∣ critic_nllloss : 25633.031641 ∣ critic_ganloss : -326.229688 ∣ generator_nllloss : 5100.372266 ∣ generator_ganloss : 723.589307 ∣  [  std_z : 1.00  real_sub_fake : 972.54 ]
[  epoch 0014/0040] 1930/4800, lr:5.0e-05 ∣ avg_100 : 31608.345082 ∣ critic_nllloss : 25936.639258 ∣ critic_ganloss : -319.654646 ∣ generator_nllloss : 5235.432031 ∣ generator_ganloss : 709.338794 ∣  [  std_z : 1.00  real_sub_fake : 1140.41 ]
[  epoch 0014/0040] 1940/4800, lr:5.0e-05 ∣ avg_100 : 31607.162565 ∣ critic_nllloss : 26124.743359 ∣ critic_ganloss : -335.412772 ∣ generator_nllloss : 5332.226172 ∣ generator_ganloss : 696.408716 ∣  [  std_z : 0.99  real_sub_fake : 1392.18 ]
[  epoch 0014/0040] 1950/4800, lr:5.0e-05 ∣ avg_100 : 31610.405329 ∣ critic_nllloss : 26246.013086 ∣ critic_ganloss : -386.029974 ∣ generator_nllloss : 5269.517578 ∣ generator_ganloss : 694.295996 ∣  [  std_z : 0.99  real_sub_fake : 1554.09 ]
[  epoch 0014/0040] 1960/4800, lr:5.0e-05 ∣ avg_100 : 31611.677299 ∣ critic_nllloss : 25828.186523 ∣ critic_ganloss : -346.048639 ∣ generator_nllloss : 5127.205078 ∣ generator_ganloss : 733.497339 ∣  [  std_z : 0.99  real_sub_fake : 1283.58 ]
[  epoch 0014/0040] 1970/4800, lr:5.0e-05 ∣ avg_100 : 31611.053346 ∣ critic_nllloss : 26013.339844 ∣ critic_ganloss : -396.740964 ∣ generator_nllloss : 5242.979102 ∣ generator_ganloss : 718.050146 ∣  [  std_z : 1.00  real_sub_fake : 1388.47 ]
[  epoch 0014/0040] 1980/4800, lr:5.0e-05 ∣ avg_100 : 31610.823538 ∣ critic_nllloss : 25975.929688 ∣ critic_ganloss : -337.230069 ∣ generator_nllloss : 5216.125977 ∣ generator_ganloss : 724.348096 ∣  [  std_z : 0.99  real_sub_fake : 1358.51 ]
[  epoch 0014/0040] 1990/4800, lr:5.0e-05 ∣ avg_100 : 31604.943225 ∣ critic_nllloss : 25940.429492 ∣ critic_ganloss : -426.318387 ∣ generator_nllloss : 5136.772266 ∣ generator_ganloss : 724.316748 ∣  [  std_z : 0.98  real_sub_fake : 1498.99 ]
[  epoch 0014/0040] 2000/4800, lr:5.0e-05 ∣ avg_100 : 31604.109302 ∣ critic_nllloss : 25984.169141 ∣ critic_ganloss : -370.437622 ∣ generator_nllloss : 5213.271094 ∣ generator_ganloss : 771.218530 ∣  [  std_z : 0.99  real_sub_fake : 1510.50 ]
[  epoch 0014/0040] 2010/4800, lr:5.0e-05 ∣ avg_100 : 31605.697412 ∣ critic_nllloss : 25930.339062 ∣ critic_ganloss : -238.011205 ∣ generator_nllloss : 5165.213672 ∣ generator_ganloss : 794.563013 ∣  [  std_z : 1.00  real_sub_fake : 1237.89 ]
[  epoch 0014/0040] 2020/4800, lr:5.0e-05 ∣ avg_100 : 31604.373178 ∣ critic_nllloss : 25935.631250 ∣ critic_ganloss : -308.214919 ∣ generator_nllloss : 5251.040430 ∣ generator_ganloss : 781.419312 ∣  [  std_z : 1.01  real_sub_fake : 995.62 ]
[  epoch 0014/0040] 2030/4800, lr:5.0e-05 ∣ avg_100 : 31602.615160 ∣ critic_nllloss : 25755.699805 ∣ critic_ganloss : -361.944757 ∣ generator_nllloss : 5209.738867 ∣ generator_ganloss : 765.312646 ∣  [  std_z : 0.99  real_sub_fake : 1174.40 ]
[  epoch 0014/0040] 2040/4800, lr:5.0e-05 ∣ avg_100 : 31597.110098 ∣ critic_nllloss : 26023.433203 ∣ critic_ganloss : -509.644635 ∣ generator_nllloss : 5155.094141 ∣ generator_ganloss : 772.134058 ∣  [  std_z : 0.98  real_sub_fake : 1815.32 ]
[  epoch 0014/0040] 2050/4800, lr:5.0e-05 ∣ avg_100 : 31596.532406 ∣ critic_nllloss : 25884.239453 ∣ critic_ganloss : -396.669839 ∣ generator_nllloss : 5172.325195 ∣ generator_ganloss : 806.762256 ∣  [  std_z : 0.99  real_sub_fake : 1988.44 ]
[  epoch 0014/0040] 2060/4800, lr:5.0e-05 ∣ avg_100 : 31597.610257 ∣ critic_nllloss : 25848.537891 ∣ critic_ganloss : -50.950479 ∣ generator_nllloss : 5212.725000 ∣ generator_ganloss : 799.869775 ∣   [  std_z : 1.01  real_sub_fake : 523.94 ]
[  epoch 0014/0040] 2070/4800, lr:5.0e-05 ∣ avg_100 : 31600.888621 ∣ critic_nllloss : 25936.097266 ∣ critic_ganloss : -74.005889 ∣ generator_nllloss : 5239.619336 ∣ generator_ganloss : 779.181543 ∣   [  std_z : 1.00  real_sub_fake : 210.94 ]
[  epoch 0014/0040] 2080/4800, lr:5.0e-05 ∣ avg_100 : 31603.615888 ∣ critic_nllloss : 26050.468945 ∣ critic_ganloss : -140.728298 ∣ generator_nllloss : 5167.156055 ∣ generator_ganloss : 758.745386 ∣  [  std_z : 0.99  real_sub_fake : 341.86 ]
[  epoch 0014/0040] 2090/4800, lr:5.0e-05 ∣ avg_100 : 31603.604887 ∣ critic_nllloss : 26002.721875 ∣ critic_ganloss : -197.084268 ∣ generator_nllloss : 5219.122070 ∣ generator_ganloss : 728.446558 ∣  [  std_z : 0.99  real_sub_fake : 499.64 ]
[  epoch 0014/0040] 2100/4800, lr:5.0e-05 ∣ avg_100 : 31601.347302 ∣ critic_nllloss : 25725.247070 ∣ critic_ganloss : -228.399307 ∣ generator_nllloss : 5259.089844 ∣ generator_ganloss : 714.550635 ∣  [  std_z : 0.99  real_sub_fake : 669.04 ]
[  epoch 0014/0040] 2110/4800, lr:5.0e-05 ∣ avg_100 : 31603.888734 ∣ critic_nllloss : 26032.025000 ∣ critic_ganloss : -258.772852 ∣ generator_nllloss : 5119.377148 ∣ generator_ganloss : 718.581250 ∣  [  std_z : 1.00  real_sub_fake : 864.31 ]
[  epoch 0014/0040] 2120/4800, lr:5.0e-05 ∣ avg_100 : 31603.000491 ∣ critic_nllloss : 25841.068164 ∣ critic_ganloss : -287.330876 ∣ generator_nllloss : 5164.628711 ∣ generator_ganloss : 738.914136 ∣  [  std_z : 0.99  real_sub_fake : 989.97 ]
[  epoch 0014/0040] 2130/4800, lr:5.0e-05 ∣ avg_100 : 31605.477835 ∣ critic_nllloss : 25966.633008 ∣ critic_ganloss : -238.051544 ∣ generator_nllloss : 5255.272656 ∣ generator_ganloss : 809.511597 ∣  [  std_z : 0.99  real_sub_fake : 1103.55 ]
[  epoch 0014/0040] 2140/4800, lr:5.0e-05 ∣ avg_100 : 31604.285688 ∣ critic_nllloss : 25893.960156 ∣ critic_ganloss : -329.271631 ∣ generator_nllloss : 5170.300977 ∣ generator_ganloss : 784.468457 ∣  [  std_z : 0.99  real_sub_fake : 1189.60 ]
[  epoch 0014/0040] 2150/4800, lr:5.0e-05 ∣ avg_100 : 31602.016099 ∣ critic_nllloss : 25921.143945 ∣ critic_ganloss : -360.582639 ∣ generator_nllloss : 5226.708789 ∣ generator_ganloss : 777.926611 ∣  [  std_z : 1.00  real_sub_fake : 1363.59 ]
[  epoch 0014/0040] 2160/4800, lr:5.0e-05 ∣ avg_100 : 31601.752862 ∣ critic_nllloss : 26097.414844 ∣ critic_ganloss : -310.853735 ∣ generator_nllloss : 5207.040430 ∣ generator_ganloss : 778.545874 ∣  [  std_z : 1.00  real_sub_fake : 1376.42 ]
[  epoch 0014/0040] 2170/4800, lr:5.0e-05 ∣ avg_100 : 31603.989391 ∣ critic_nllloss : 26010.986719 ∣ critic_ganloss : -202.618240 ∣ generator_nllloss : 5110.569922 ∣ generator_ganloss : 811.693042 ∣  [  std_z : 1.00  real_sub_fake : 887.45 ]
[  epoch 0014/0040] 2180/4800, lr:5.0e-05 ∣ avg_100 : 31602.770454 ∣ critic_nllloss : 25992.954102 ∣ critic_ganloss : -244.452704 ∣ generator_nllloss : 5161.637891 ∣ generator_ganloss : 773.293262 ∣  [  std_z : 0.99  real_sub_fake : 899.24 ]
[  epoch 0014/0040] 2190/4800, lr:5.0e-05 ∣ avg_100 : 31605.848615 ∣ critic_nllloss : 26062.596875 ∣ critic_ganloss : -258.517438 ∣ generator_nllloss : 5196.472852 ∣ generator_ganloss : 792.982471 ∣  [  std_z : 1.00  real_sub_fake : 1124.46 ]
[  epoch 0014/0040] 2200/4800, lr:5.0e-05 ∣ avg_100 : 31606.405990 ∣ critic_nllloss : 25655.683008 ∣ critic_ganloss : -292.190991 ∣ generator_nllloss : 5162.981445 ∣ generator_ganloss : 824.028320 ∣  [  std_z : 1.00  real_sub_fake : 910.54 ]
[  epoch 0014/0040] 2210/4800, lr:5.0e-05 ∣ avg_100 : 31608.157067 ∣ critic_nllloss : 25934.988867 ∣ critic_ganloss : -358.623538 ∣ generator_nllloss : 5216.505273 ∣ generator_ganloss : 768.884570 ∣  [  std_z : 0.99  real_sub_fake : 1351.83 ]
[  epoch 0014/0040] 2220/4800, lr:5.0e-05 ∣ avg_100 : 31607.569508 ∣ critic_nllloss : 26098.014844 ∣ critic_ganloss : -474.020856 ∣ generator_nllloss : 5238.500391 ∣ generator_ganloss : 804.076025 ∣  [  std_z : 0.99  real_sub_fake : 1469.91 ]
[  epoch 0014/0040] 2230/4800, lr:5.0e-05 ∣ avg_100 : 31609.137922 ∣ critic_nllloss : 25976.674219 ∣ critic_ganloss : -352.562427 ∣ generator_nllloss : 5174.169141 ∣ generator_ganloss : 868.469189 ∣  [  std_z : 1.00  real_sub_fake : 1438.06 ]
[  epoch 0014/0040] 2240/4800, lr:5.0e-05 ∣ avg_100 : 31607.695390 ∣ critic_nllloss : 25832.648828 ∣ critic_ganloss : -282.884204 ∣ generator_nllloss : 5142.912109 ∣ generator_ganloss : 899.419238 ∣  [  std_z : 1.00  real_sub_fake : 1421.28 ]
[  epoch 0014/0040] 2250/4800, lr:5.0e-05 ∣ avg_100 : 31608.792577 ∣ critic_nllloss : 25953.138086 ∣ critic_ganloss : -367.177753 ∣ generator_nllloss : 5175.051562 ∣ generator_ganloss : 902.031250 ∣  [  std_z : 1.00  real_sub_fake : 1240.11 ]
[  epoch 0014/0040] 2260/4800, lr:5.0e-05 ∣ avg_100 : 31604.058288 ∣ critic_nllloss : 25711.068945 ∣ critic_ganloss : -465.899838 ∣ generator_nllloss : 5180.518750 ∣ generator_ganloss : 844.193555 ∣  [  std_z : 0.98  real_sub_fake : 1502.42 ]
[  epoch 0014/0040] 2270/4800, lr:5.0e-05 ∣ avg_100 : 31604.142854 ∣ critic_nllloss : 25824.701758 ∣ critic_ganloss : -323.226645 ∣ generator_nllloss : 5031.776758 ∣ generator_ganloss : 854.258057 ∣  [  std_z : 0.99  real_sub_fake : 1571.98 ]
[  epoch 0014/0040] 2280/4800, lr:5.0e-05 ∣ avg_100 : 31600.091642 ∣ critic_nllloss : 25845.686133 ∣ critic_ganloss : -391.608630 ∣ generator_nllloss : 5116.787109 ∣ generator_ganloss : 853.712061 ∣  [  std_z : 1.00  real_sub_fake : 1324.84 ]
[  epoch 0014/0040] 2290/4800, lr:5.0e-05 ∣ avg_100 : 31597.096275 ∣ critic_nllloss : 26105.054688 ∣ critic_ganloss : -409.767844 ∣ generator_nllloss : 5207.956055 ∣ generator_ganloss : 817.897949 ∣  [  std_z : 1.00  real_sub_fake : 1719.27 ]
[  epoch 0014/0040] 2300/4800, lr:5.0e-05 ∣ avg_100 : 31596.552132 ∣ critic_nllloss : 25905.056055 ∣ critic_ganloss : -407.708664 ∣ generator_nllloss : 5149.474414 ∣ generator_ganloss : 852.665430 ∣  [  std_z : 0.98  real_sub_fake : 1368.27 ]
[  epoch 0014/0040] 2310/4800, lr:5.0e-05 ∣ avg_100 : 31598.572170 ∣ critic_nllloss : 26030.621094 ∣ critic_ganloss : -359.295709 ∣ generator_nllloss : 5093.176172 ∣ generator_ganloss : 835.926904 ∣  [  std_z : 0.99  real_sub_fake : 1411.44 ]
[  epoch 0014/0040] 2320/4800, lr:5.0e-05 ∣ avg_100 : 31595.905665 ∣ critic_nllloss : 25710.023047 ∣ critic_ganloss : -358.517743 ∣ generator_nllloss : 5116.961719 ∣ generator_ganloss : 857.318506 ∣  [  std_z : 1.00  real_sub_fake : 1202.01 ]
[  epoch 0014/0040] 2330/4800, lr:5.0e-05 ∣ avg_100 : 31592.045266 ∣ critic_nllloss : 26022.483594 ∣ critic_ganloss : -403.444086 ∣ generator_nllloss : 5106.050781 ∣ generator_ganloss : 817.458496 ∣  [  std_z : 1.01  real_sub_fake : 1572.38 ]
[  epoch 0014/0040] 2340/4800, lr:5.0e-05 ∣ avg_100 : 31593.763718 ∣ critic_nllloss : 26052.667383 ∣ critic_ganloss : -362.275500 ∣ generator_nllloss : 5256.744141 ∣ generator_ganloss : 851.331885 ∣  [  std_z : 1.00  real_sub_fake : 1322.50 ]
[  epoch 0014/0040] 2350/4800, lr:5.0e-05 ∣ avg_100 : 31589.512398 ∣ critic_nllloss : 25626.680859 ∣ critic_ganloss : -205.516690 ∣ generator_nllloss : 5104.062500 ∣ generator_ganloss : 845.098633 ∣  [  std_z : 0.98  real_sub_fake : 1196.58 ]
[  epoch 0014/0040] 2360/4800, lr:5.0e-05 ∣ avg_100 : 31589.633772 ∣ critic_nllloss : 25880.754102 ∣ critic_ganloss : -366.866586 ∣ generator_nllloss : 5221.595703 ∣ generator_ganloss : 860.890186 ∣  [  std_z : 0.99  real_sub_fake : 1081.07 ]
[  epoch 0014/0040] 2370/4800, lr:5.0e-05 ∣ avg_100 : 31587.508091 ∣ critic_nllloss : 25713.199023 ∣ critic_ganloss : -371.524393 ∣ generator_nllloss : 5154.881055 ∣ generator_ganloss : 798.703442 ∣  [  std_z : 0.99  real_sub_fake : 1275.54 ]
[  epoch 0014/0040] 2380/4800, lr:5.0e-05 ∣ avg_100 : 31590.128200 ∣ critic_nllloss : 26161.835938 ∣ critic_ganloss : -436.796912 ∣ generator_nllloss : 5264.522070 ∣ generator_ganloss : 755.604199 ∣  [  std_z : 0.99  real_sub_fake : 1635.55 ]
[  epoch 0014/0040] 2390/4800, lr:5.0e-05 ∣ avg_100 : 31593.865041 ∣ critic_nllloss : 26039.830859 ∣ critic_ganloss : -251.614032 ∣ generator_nllloss : 5230.512891 ∣ generator_ganloss : 765.578174 ∣  [  std_z : 0.99  real_sub_fake : 1347.66 ]
[  epoch 0014/0040] 2400/4800, lr:5.0e-05 ∣ avg_100 : 31592.897462 ∣ critic_nllloss : 25846.345508 ∣ critic_ganloss : -337.066896 ∣ generator_nllloss : 5177.756445 ∣ generator_ganloss : 777.384619 ∣  [  std_z : 1.00  real_sub_fake : 1150.64 ]
[  epoch 0014/0040] 2410/4800, lr:5.0e-05 ∣ avg_100 : 31596.226708 ∣ critic_nllloss : 25998.875977 ∣ critic_ganloss : -255.895599 ∣ generator_nllloss : 5159.446484 ∣ generator_ganloss : 787.680151 ∣  [  std_z : 0.99  real_sub_fake : 1093.63 ]
[  epoch 0014/0040] 2420/4800, lr:5.0e-05 ∣ avg_100 : 31596.570664 ∣ critic_nllloss : 25683.363281 ∣ critic_ganloss : -272.640341 ∣ generator_nllloss : 5156.536328 ∣ generator_ganloss : 767.593579 ∣  [  std_z : 0.99  real_sub_fake : 1231.40 ]
[  epoch 0014/0040] 2430/4800, lr:5.0e-05 ∣ avg_100 : 31596.730809 ∣ critic_nllloss : 25772.095898 ∣ critic_ganloss : -224.151285 ∣ generator_nllloss : 5187.795703 ∣ generator_ganloss : 724.528540 ∣  [  std_z : 0.99  real_sub_fake : 1061.44 ]
[  epoch 0014/0040] 2440/4800, lr:5.0e-05 ∣ avg_100 : 31597.670448 ∣ critic_nllloss : 25933.219336 ∣ critic_ganloss : -192.629213 ∣ generator_nllloss : 5192.174609 ∣ generator_ganloss : 760.523071 ∣  [  std_z : 0.99  real_sub_fake : 779.03 ]
[  epoch 0014/0040] 2450/4800, lr:5.0e-05 ∣ avg_100 : 31595.578367 ∣ critic_nllloss : 25778.386328 ∣ critic_ganloss : -205.139502 ∣ generator_nllloss : 5134.150391 ∣ generator_ganloss : 764.049292 ∣  [  std_z : 0.99  real_sub_fake : 769.31 ]
[  epoch 0014/0040] 2460/4800, lr:5.0e-05 ∣ avg_100 : 31596.705382 ∣ critic_nllloss : 25925.022852 ∣ critic_ganloss : -222.186621 ∣ generator_nllloss : 5126.484766 ∣ generator_ganloss : 780.368701 ∣  [  std_z : 1.00  real_sub_fake : 745.35 ]
[  epoch 0014/0040] 2470/4800, lr:5.0e-05 ∣ avg_100 : 31598.178790 ∣ critic_nllloss : 25974.667773 ∣ critic_ganloss : -321.445119 ∣ generator_nllloss : 5132.708594 ∣ generator_ganloss : 748.761255 ∣  [  std_z : 1.00  real_sub_fake : 1030.26 ]
[  epoch 0014/0040] 2480/4800, lr:5.0e-05 ∣ avg_100 : 31602.424068 ∣ critic_nllloss : 25954.006055 ∣ critic_ganloss : -265.330237 ∣ generator_nllloss : 5265.696484 ∣ generator_ganloss : 777.897510 ∣  [  std_z : 0.98  real_sub_fake : 1079.73 ]
[  epoch 0014/0040] 2490/4800, lr:5.0e-05 ∣ avg_100 : 31600.372074 ∣ critic_nllloss : 25918.391797 ∣ critic_ganloss : -358.543652 ∣ generator_nllloss : 5175.208984 ∣ generator_ganloss : 766.948267 ∣  [  std_z : 0.99  real_sub_fake : 1121.62 ]
[  epoch 0014/0040] 2500/4800, lr:5.0e-05 ∣ avg_100 : 31604.329190 ∣ critic_nllloss : 26117.402734 ∣ critic_ganloss : -222.968381 ∣ generator_nllloss : 5158.847852 ∣ generator_ganloss : 737.135791 ∣  [  std_z : 1.00  real_sub_fake : 1106.95 ]
[  epoch 0014/0040] 2510/4800, lr:5.0e-05 ∣ avg_100 : 31604.078507 ∣ critic_nllloss : 26032.504883 ∣ critic_ganloss : -341.909366 ∣ generator_nllloss : 5292.277344 ∣ generator_ganloss : 747.836353 ∣  [  std_z : 1.00  real_sub_fake : 1075.29 ]
[  epoch 0014/0040] 2520/4800, lr:5.0e-05 ∣ avg_100 : 31605.031653 ∣ critic_nllloss : 25992.075781 ∣ critic_ganloss : -365.049069 ∣ generator_nllloss : 5242.357617 ∣ generator_ganloss : 737.205957 ∣  [  std_z : 0.98  real_sub_fake : 1251.39 ]
[  epoch 0014/0040] 2530/4800, lr:5.0e-05 ∣ avg_100 : 31599.721435 ∣ critic_nllloss : 25712.745898 ∣ critic_ganloss : -342.503177 ∣ generator_nllloss : 5155.551562 ∣ generator_ganloss : 789.901416 ∣  [  std_z : 0.99  real_sub_fake : 1312.97 ]
[  epoch 0014/0040] 2540/4800, lr:5.0e-05 ∣ avg_100 : 31595.322158 ∣ critic_nllloss : 25886.332813 ∣ critic_ganloss : -429.486472 ∣ generator_nllloss : 5146.147656 ∣ generator_ganloss : 797.619482 ∣  [  std_z : 1.00  real_sub_fake : 1440.52 ]
[  epoch 0014/0040] 2550/4800, lr:5.0e-05 ∣ avg_100 : 31590.210494 ∣ critic_nllloss : 25925.254883 ∣ critic_ganloss : -383.531354 ∣ generator_nllloss : 5168.754883 ∣ generator_ganloss : 754.146899 ∣  [  std_z : 1.00  real_sub_fake : 1517.21 ]
[  epoch 0014/0040] 2560/4800, lr:5.0e-05 ∣ avg_100 : 31592.711561 ∣ critic_nllloss : 25965.328711 ∣ critic_ganloss : -438.493533 ∣ generator_nllloss : 5278.147656 ∣ generator_ganloss : 796.521680 ∣  [  std_z : 1.00  real_sub_fake : 1441.72 ]
[  epoch 0014/0040] 2570/4800, lr:5.0e-05 ∣ avg_100 : 31588.902929 ∣ critic_nllloss : 25888.134570 ∣ critic_ganloss : -445.131076 ∣ generator_nllloss : 5149.217383 ∣ generator_ganloss : 838.247461 ∣  [  std_z : 0.98  real_sub_fake : 1665.87 ]
[  epoch 0014/0040] 2580/4800, lr:5.0e-05 ∣ avg_100 : 31590.193762 ∣ critic_nllloss : 25893.916992 ∣ critic_ganloss : -267.325247 ∣ generator_nllloss : 5175.574414 ∣ generator_ganloss : 904.843262 ∣  [  std_z : 0.99  real_sub_fake : 1194.26 ]
[  epoch 0014/0040] 2590/4800, lr:5.0e-05 ∣ avg_100 : 31593.845769 ∣ critic_nllloss : 25907.907617 ∣ critic_ganloss : -265.237764 ∣ generator_nllloss : 5200.423437 ∣ generator_ganloss : 877.199170 ∣  [  std_z : 1.00  real_sub_fake : 1078.37 ]
[  epoch 0014/0040] 2600/4800, lr:5.0e-05 ∣ avg_100 : 31591.663857 ∣ critic_nllloss : 25961.733203 ∣ critic_ganloss : -324.272427 ∣ generator_nllloss : 5172.332812 ∣ generator_ganloss : 841.973730 ∣  [  std_z : 1.00  real_sub_fake : 1328.55 ]
[  epoch 0014/0040] 2610/4800, lr:5.0e-05 ∣ avg_100 : 31589.760308 ∣ critic_nllloss : 26049.416602 ∣ critic_ganloss : -318.430557 ∣ generator_nllloss : 5187.447461 ∣ generator_ganloss : 820.389307 ∣  [  std_z : 1.00  real_sub_fake : 1344.20 ]
[  epoch 0014/0040] 2620/4800, lr:5.0e-05 ∣ avg_100 : 31593.457984 ∣ critic_nllloss : 26081.481445 ∣ critic_ganloss : -314.044836 ∣ generator_nllloss : 5218.464063 ∣ generator_ganloss : 836.188184 ∣  [  std_z : 0.99  real_sub_fake : 1046.10 ]
[  epoch 0014/0040] 2630/4800, lr:5.0e-05 ∣ avg_100 : 31592.775024 ∣ critic_nllloss : 25876.201367 ∣ critic_ganloss : -348.232492 ∣ generator_nllloss : 5167.214844 ∣ generator_ganloss : 778.227148 ∣  [  std_z : 0.99  real_sub_fake : 1339.37 ]
[  epoch 0014/0040] 2640/4800, lr:5.0e-05 ∣ avg_100 : 31592.578943 ∣ critic_nllloss : 25998.490039 ∣ critic_ganloss : -286.337201 ∣ generator_nllloss : 5113.733203 ∣ generator_ganloss : 814.908496 ∣  [  std_z : 1.00  real_sub_fake : 1297.19 ]
[  epoch 0014/0040] 2650/4800, lr:5.0e-05 ∣ avg_100 : 31594.397346 ∣ critic_nllloss : 25957.741797 ∣ critic_ganloss : -360.843756 ∣ generator_nllloss : 5255.216992 ∣ generator_ganloss : 821.498584 ∣  [  std_z : 1.00  real_sub_fake : 1180.31 ]
[  epoch 0014/0040] 2660/4800, lr:5.0e-05 ∣ avg_100 : 31589.414547 ∣ critic_nllloss : 25864.613867 ∣ critic_ganloss : -399.348526 ∣ generator_nllloss : 5222.776758 ∣ generator_ganloss : 808.103809 ∣  [  std_z : 0.99  real_sub_fake : 1298.97 ]
[  epoch 0014/0040] 2670/4800, lr:5.0e-05 ∣ avg_100 : 31582.833020 ∣ critic_nllloss : 25799.106055 ∣ critic_ganloss : -307.679379 ∣ generator_nllloss : 5142.965820 ∣ generator_ganloss : 809.827637 ∣  [  std_z : 0.99  real_sub_fake : 1428.79 ]
[  epoch 0014/0040] 2680/4800, lr:5.0e-05 ∣ avg_100 : 31579.222495 ∣ critic_nllloss : 25799.489844 ∣ critic_ganloss : -313.582593 ∣ generator_nllloss : 5151.694531 ∣ generator_ganloss : 815.949902 ∣  [  std_z : 1.00  real_sub_fake : 1186.43 ]
[  epoch 0014/0040] 2690/4800, lr:5.0e-05 ∣ avg_100 : 31578.551979 ∣ critic_nllloss : 25939.196680 ∣ critic_ganloss : -324.671678 ∣ generator_nllloss : 5178.641797 ∣ generator_ganloss : 791.591016 ∣  [  std_z : 1.00  real_sub_fake : 1254.62 ]
[  epoch 0014/0040] 2700/4800, lr:5.0e-05 ∣ avg_100 : 31577.622911 ∣ critic_nllloss : 25832.834766 ∣ critic_ganloss : -202.078514 ∣ generator_nllloss : 5163.636328 ∣ generator_ganloss : 830.071387 ∣  [  std_z : 0.99  real_sub_fake : 993.33 ]
[  epoch 0014/0040] 2710/4800, lr:5.0e-05 ∣ avg_100 : 31576.766150 ∣ critic_nllloss : 25831.506641 ∣ critic_ganloss : -309.043869 ∣ generator_nllloss : 5085.673047 ∣ generator_ganloss : 770.379443 ∣  [  std_z : 0.99  real_sub_fake : 1030.32 ]
[  epoch 0014/0040] 2720/4800, lr:5.0e-05 ∣ avg_100 : 31577.600681 ∣ critic_nllloss : 26022.380078 ∣ critic_ganloss : -243.325697 ∣ generator_nllloss : 5140.621875 ∣ generator_ganloss : 774.949976 ∣  [  std_z : 1.00  real_sub_fake : 998.86 ]
[  epoch 0014/0040] 2730/4800, lr:5.0e-05 ∣ avg_100 : 31574.504146 ∣ critic_nllloss : 26004.501367 ∣ critic_ganloss : -325.396719 ∣ generator_nllloss : 5156.387695 ∣ generator_ganloss : 756.149536 ∣  [  std_z : 1.00  real_sub_fake : 1149.58 ]
[  epoch 0014/0040] 2740/4800, lr:5.0e-05 ∣ avg_100 : 31571.737958 ∣ critic_nllloss : 25742.701953 ∣ critic_ganloss : -347.756830 ∣ generator_nllloss : 5175.654297 ∣ generator_ganloss : 774.598608 ∣  [  std_z : 0.99  real_sub_fake : 1244.01 ]
[  epoch 0014/0040] 2750/4800, lr:5.0e-05 ∣ avg_100 : 31572.925525 ∣ critic_nllloss : 26131.766016 ∣ critic_ganloss : -290.454721 ∣ generator_nllloss : 5207.506250 ∣ generator_ganloss : 827.885791 ∣  [  std_z : 0.99  real_sub_fake : 1099.99 ]
[  epoch 0014/0040] 2760/4800, lr:5.0e-05 ∣ avg_100 : 31573.306669 ∣ critic_nllloss : 25870.957031 ∣ critic_ganloss : -353.100467 ∣ generator_nllloss : 5160.600781 ∣ generator_ganloss : 776.551318 ∣  [  std_z : 0.99  real_sub_fake : 1327.08 ]
[  epoch 0014/0040] 2770/4800, lr:5.0e-05 ∣ avg_100 : 31576.685720 ∣ critic_nllloss : 26159.043945 ∣ critic_ganloss : -375.872821 ∣ generator_nllloss : 5216.884961 ∣ generator_ganloss : 815.768237 ∣  [  std_z : 1.00  real_sub_fake : 1335.76 ]
[  epoch 0014/0040] 2780/4800, lr:5.0e-05 ∣ avg_100 : 31573.343519 ∣ critic_nllloss : 25783.620312 ∣ critic_ganloss : -393.290326 ∣ generator_nllloss : 5189.082422 ∣ generator_ganloss : 798.164575 ∣  [  std_z : 1.00  real_sub_fake : 1394.02 ]
[  epoch 0014/0040] 2790/4800, lr:5.0e-05 ∣ avg_100 : 31572.425144 ∣ critic_nllloss : 25847.780469 ∣ critic_ganloss : -349.704160 ∣ generator_nllloss : 5111.124414 ∣ generator_ganloss : 800.836475 ∣  [  std_z : 0.99  real_sub_fake : 1402.15 ]
[  epoch 0014/0040] 2800/4800, lr:5.0e-05 ∣ avg_100 : 31578.120686 ∣ critic_nllloss : 26106.905469 ∣ critic_ganloss : -267.148712 ∣ generator_nllloss : 5264.396094 ∣ generator_ganloss : 809.683887 ∣  [  std_z : 0.98  real_sub_fake : 1260.04 ]
[  epoch 0014/0040] 2810/4800, lr:5.0e-05 ∣ avg_100 : 31578.369492 ∣ critic_nllloss : 26086.688672 ∣ critic_ganloss : -276.598767 ∣ generator_nllloss : 5204.324219 ∣ generator_ganloss : 811.115039 ∣  [  std_z : 0.99  real_sub_fake : 1067.92 ]
[  epoch 0014/0040] 2820/4800, lr:5.0e-05 ∣ avg_100 : 31583.433233 ∣ critic_nllloss : 26255.375586 ∣ critic_ganloss : -345.705678 ∣ generator_nllloss : 5246.949805 ∣ generator_ganloss : 780.297559 ∣  [  std_z : 1.00  real_sub_fake : 1107.34 ]
[  epoch 0014/0040] 2830/4800, lr:5.0e-05 ∣ avg_100 : 31580.041844 ∣ critic_nllloss : 25831.911719 ∣ critic_ganloss : -426.976291 ∣ generator_nllloss : 5125.806836 ∣ generator_ganloss : 767.440259 ∣  [  std_z : 1.00  real_sub_fake : 1456.34 ]
[  epoch 0014/0040] 2840/4800, lr:5.0e-05 ∣ avg_100 : 31578.967992 ∣ critic_nllloss : 25974.535938 ∣ critic_ganloss : -483.035507 ∣ generator_nllloss : 5176.350586 ∣ generator_ganloss : 756.113721 ∣  [  std_z : 1.00  real_sub_fake : 1847.53 ]
[  epoch 0014/0040] 2850/4800, lr:5.0e-05 ∣ avg_100 : 31575.266322 ∣ critic_nllloss : 25835.774805 ∣ critic_ganloss : -443.157590 ∣ generator_nllloss : 5161.792969 ∣ generator_ganloss : 742.099487 ∣  [  std_z : 0.99  real_sub_fake : 1812.09 ]
[  epoch 0014/0040] 2860/4800, lr:5.0e-05 ∣ avg_100 : 31572.895974 ∣ critic_nllloss : 26093.423438 ∣ critic_ganloss : -603.448358 ∣ generator_nllloss : 5305.180078 ∣ generator_ganloss : 739.040674 ∣  [  std_z : 0.99  real_sub_fake : 1925.23 ]
[  epoch 0014/0040] 2870/4800, lr:5.0e-05 ∣ avg_100 : 31573.615515 ∣ critic_nllloss : 25912.934766 ∣ critic_ganloss : -415.965836 ∣ generator_nllloss : 5231.800000 ∣ generator_ganloss : 776.844482 ∣  [  std_z : 0.99  real_sub_fake : 1845.95 ]
[  epoch 0014/0040] 2880/4800, lr:5.0e-05 ∣ avg_100 : 31571.001094 ∣ critic_nllloss : 25677.434961 ∣ critic_ganloss : -297.560114 ∣ generator_nllloss : 5088.007227 ∣ generator_ganloss : 801.295337 ∣  [  std_z : 1.00  real_sub_fake : 1426.65 ]
[  epoch 0014/0040] 2890/4800, lr:5.0e-05 ∣ avg_100 : 31567.592677 ∣ critic_nllloss : 25777.797852 ∣ critic_ganloss : -373.411465 ∣ generator_nllloss : 5117.105078 ∣ generator_ganloss : 776.578589 ∣  [  std_z : 1.00  real_sub_fake : 1289.54 ]
[  epoch 0014/0040] 2900/4800, lr:5.0e-05 ∣ avg_100 : 31567.626257 ∣ critic_nllloss : 25793.283203 ∣ critic_ganloss : -349.125793 ∣ generator_nllloss : 5160.553711 ∣ generator_ganloss : 774.384351 ∣  [  std_z : 1.00  real_sub_fake : 1375.16 ]
[  epoch 0014/0040] 2910/4800, lr:5.0e-05 ∣ avg_100 : 31570.833776 ∣ critic_nllloss : 25926.527930 ∣ critic_ganloss : -391.936102 ∣ generator_nllloss : 5329.750391 ∣ generator_ganloss : 793.758740 ∣  [  std_z : 0.99  real_sub_fake : 1499.99 ]
[  epoch 0014/0040] 2920/4800, lr:5.0e-05 ∣ avg_100 : 31574.533841 ∣ critic_nllloss : 25872.662305 ∣ critic_ganloss : -337.655139 ∣ generator_nllloss : 5144.584375 ∣ generator_ganloss : 821.178467 ∣  [  std_z : 0.99  real_sub_fake : 1347.35 ]
[  epoch 0014/0040] 2930/4800, lr:5.0e-05 ∣ avg_100 : 31576.082751 ∣ critic_nllloss : 26062.395703 ∣ critic_ganloss : -324.162024 ∣ generator_nllloss : 5205.854688 ∣ generator_ganloss : 772.558032 ∣  [  std_z : 1.00  real_sub_fake : 1302.34 ]
[  epoch 0014/0040] 2940/4800, lr:5.0e-05 ∣ avg_100 : 31572.608991 ∣ critic_nllloss : 25832.497266 ∣ critic_ganloss : -289.703506 ∣ generator_nllloss : 5124.540234 ∣ generator_ganloss : 803.255518 ∣  [  std_z : 1.00  real_sub_fake : 1181.82 ]
[  epoch 0014/0040] 2950/4800, lr:5.0e-05 ∣ avg_100 : 31570.721545 ∣ critic_nllloss : 25945.280664 ∣ critic_ganloss : -288.458145 ∣ generator_nllloss : 5184.115039 ∣ generator_ganloss : 794.114551 ∣  [  std_z : 0.99  real_sub_fake : 1197.08 ]
[  epoch 0014/0040] 2960/4800, lr:5.0e-05 ∣ avg_100 : 31574.144073 ∣ critic_nllloss : 26014.409570 ∣ critic_ganloss : -319.306281 ∣ generator_nllloss : 5169.898047 ∣ generator_ganloss : 820.091724 ∣  [  std_z : 0.99  real_sub_fake : 1079.25 ]
[  epoch 0014/0040] 2970/4800, lr:5.0e-05 ∣ avg_100 : 31572.490237 ∣ critic_nllloss : 25720.379102 ∣ critic_ganloss : -253.800046 ∣ generator_nllloss : 5148.279492 ∣ generator_ganloss : 797.385962 ∣  [  std_z : 1.00  real_sub_fake : 863.14 ]
[  epoch 0014/0040] 2980/4800, lr:5.0e-05 ∣ avg_100 : 31571.099670 ∣ critic_nllloss : 25808.274414 ∣ critic_ganloss : -319.785599 ∣ generator_nllloss : 5208.163477 ∣ generator_ganloss : 743.464697 ∣  [  std_z : 1.00  real_sub_fake : 1189.24 ]
[  epoch 0014/0040] 2990/4800, lr:5.0e-05 ∣ avg_100 : 31570.811149 ∣ critic_nllloss : 25711.069336 ∣ critic_ganloss : -323.217096 ∣ generator_nllloss : 5178.993164 ∣ generator_ganloss : 779.502612 ∣  [  std_z : 0.99  real_sub_fake : 1278.10 ]
[  epoch 0014/0040] 3000/4800, lr:5.0e-05 ∣ avg_100 : 31569.703547 ∣ critic_nllloss : 25791.489063 ∣ critic_ganloss : -323.316461 ∣ generator_nllloss : 5229.856445 ∣ generator_ganloss : 789.431934 ∣  [  std_z : 0.98  real_sub_fake : 1257.59 ]
[  epoch 0014/0040] 3010/4800, lr:5.0e-05 ∣ avg_100 : 31570.402845 ∣ critic_nllloss : 25973.277539 ∣ critic_ganloss : -326.914816 ∣ generator_nllloss : 5255.469141 ∣ generator_ganloss : 820.202490 ∣  [  std_z : 0.99  real_sub_fake : 1009.38 ]
[  epoch 0014/0040] 3020/4800, lr:5.0e-05 ∣ avg_100 : 31570.230062 ∣ critic_nllloss : 25979.835742 ∣ critic_ganloss : -226.317935 ∣ generator_nllloss : 5138.512695 ∣ generator_ganloss : 750.567261 ∣  [  std_z : 1.00  real_sub_fake : 1163.39 ]
[  epoch 0014/0040] 3030/4800, lr:5.0e-05 ∣ avg_100 : 31570.630621 ∣ critic_nllloss : 25765.799414 ∣ critic_ganloss : -300.251530 ∣ generator_nllloss : 5192.952930 ∣ generator_ganloss : 750.361621 ∣  [  std_z : 1.00  real_sub_fake : 1041.61 ]
[  epoch 0014/0040] 3040/4800, lr:5.0e-05 ∣ avg_100 : 31570.487408 ∣ critic_nllloss : 25876.675781 ∣ critic_ganloss : -317.154694 ∣ generator_nllloss : 5133.949414 ∣ generator_ganloss : 733.224951 ∣  [  std_z : 0.99  real_sub_fake : 1160.59 ]
[  epoch 0014/0040] 3050/4800, lr:5.0e-05 ∣ avg_100 : 31571.919532 ∣ critic_nllloss : 25985.145117 ∣ critic_ganloss : -311.000592 ∣ generator_nllloss : 5225.805664 ∣ generator_ganloss : 709.919287 ∣  [  std_z : 0.99  real_sub_fake : 1225.01 ]
[  epoch 0014/0040] 3060/4800, lr:5.0e-05 ∣ avg_100 : 31568.159270 ∣ critic_nllloss : 25888.946094 ∣ critic_ganloss : -393.387653 ∣ generator_nllloss : 5187.491602 ∣ generator_ganloss : 751.105957 ∣  [  std_z : 1.00  real_sub_fake : 1234.87 ]
[  epoch 0014/0040] 3070/4800, lr:5.0e-05 ∣ avg_100 : 31567.809469 ∣ critic_nllloss : 26103.883594 ∣ critic_ganloss : -336.945877 ∣ generator_nllloss : 5295.191211 ∣ generator_ganloss : 783.783203 ∣  [  std_z : 0.99  real_sub_fake : 1296.05 ]
[  epoch 0014/0040] 3080/4800, lr:5.0e-05 ∣ avg_100 : 31566.829826 ∣ critic_nllloss : 25978.575586 ∣ critic_ganloss : -215.889435 ∣ generator_nllloss : 5177.646094 ∣ generator_ganloss : 797.345605 ∣  [  std_z : 0.99  real_sub_fake : 1228.29 ]
[  epoch 0014/0040] 3090/4800, lr:5.0e-05 ∣ avg_100 : 31569.286250 ∣ critic_nllloss : 26136.208594 ∣ critic_ganloss : -281.938261 ∣ generator_nllloss : 5287.453711 ∣ generator_ganloss : 857.124512 ∣  [  std_z : 1.00  real_sub_fake : 861.51 ]
[  epoch 0014/0040] 3100/4800, lr:5.0e-05 ∣ avg_100 : 31571.396195 ∣ critic_nllloss : 25884.284570 ∣ critic_ganloss : -317.034444 ∣ generator_nllloss : 5336.559766 ∣ generator_ganloss : 777.672900 ∣  [  std_z : 0.99  real_sub_fake : 1047.84 ]
[  epoch 0014/0040] 3110/4800, lr:5.0e-05 ∣ avg_100 : 31567.667077 ∣ critic_nllloss : 25662.651562 ∣ critic_ganloss : -347.595895 ∣ generator_nllloss : 5138.980859 ∣ generator_ganloss : 784.262256 ∣  [  std_z : 0.99  real_sub_fake : 1321.06 ]
[  epoch 0014/0040] 3120/4800, lr:5.0e-05 ∣ avg_100 : 31567.986506 ∣ critic_nllloss : 25930.834180 ∣ critic_ganloss : -351.315341 ∣ generator_nllloss : 5128.017187 ∣ generator_ganloss : 781.687012 ∣  [  std_z : 0.99  real_sub_fake : 1337.44 ]
[  epoch 0014/0040] 3130/4800, lr:5.0e-05 ∣ avg_100 : 31566.384152 ∣ critic_nllloss : 25781.893164 ∣ critic_ganloss : -169.023633 ∣ generator_nllloss : 5236.856641 ∣ generator_ganloss : 783.404053 ∣  [  std_z : 1.00  real_sub_fake : 1092.44 ]
[  epoch 0014/0040] 3140/4800, lr:5.0e-05 ∣ avg_100 : 31569.873817 ∣ critic_nllloss : 25955.622656 ∣ critic_ganloss : -82.977679 ∣ generator_nllloss : 5225.021094 ∣ generator_ganloss : 770.758398 ∣   [  std_z : 0.99  real_sub_fake : 294.74 ]
[  epoch 0014/0040] 3150/4800, lr:5.0e-05 ∣ avg_100 : 31569.540821 ∣ critic_nllloss : 25731.668555 ∣ critic_ganloss : -54.300335 ∣ generator_nllloss : 5100.616211 ∣ generator_ganloss : 753.912720 ∣   [  std_z : 0.99  real_sub_fake : 206.29 ]
[  epoch 0014/0040] 3160/4800, lr:5.0e-05 ∣ avg_100 : 31571.371553 ∣ critic_nllloss : 26067.508398 ∣ critic_ganloss : -85.711922 ∣ generator_nllloss : 5231.839258 ∣ generator_ganloss : 741.584863 ∣   [  std_z : 0.99  real_sub_fake : 248.70 ]
[  epoch 0014/0040] 3170/4800, lr:5.0e-05 ∣ avg_100 : 31570.781133 ∣ critic_nllloss : 25857.638672 ∣ critic_ganloss : -84.137138 ∣ generator_nllloss : 5160.827734 ∣ generator_ganloss : 737.260205 ∣   [  std_z : 1.00  real_sub_fake : 276.77 ]
[  epoch 0014/0040] 3180/4800, lr:5.0e-05 ∣ avg_100 : 31569.875311 ∣ critic_nllloss : 25835.040234 ∣ critic_ganloss : -91.615775 ∣ generator_nllloss : 5104.998828 ∣ generator_ganloss : 744.427051 ∣   [  std_z : 0.99  real_sub_fake : 329.47 ]
[  epoch 0014/0040] 3190/4800, lr:5.0e-05 ∣ avg_100 : 31571.910619 ∣ critic_nllloss : 26165.632227 ∣ critic_ganloss : -148.881941 ∣ generator_nllloss : 5236.300977 ∣ generator_ganloss : 744.014282 ∣  [  std_z : 1.00  real_sub_fake : 430.81 ]
[  epoch 0014/0040] 3200/4800, lr:5.0e-05 ∣ avg_100 : 31575.063874 ∣ critic_nllloss : 25921.312305 ∣ critic_ganloss : -119.654298 ∣ generator_nllloss : 5116.810156 ∣ generator_ganloss : 747.359106 ∣  [  std_z : 0.99  real_sub_fake : 484.55 ]
[  epoch 0014/0040] 3210/4800, lr:5.0e-05 ∣ avg_100 : 31576.931624 ∣ critic_nllloss : 25937.986133 ∣ critic_ganloss : -174.108437 ∣ generator_nllloss : 5217.923633 ∣ generator_ganloss : 766.728906 ∣  [  std_z : 0.98  real_sub_fake : 543.07 ]
[  epoch 0014/0040] 3220/4800, lr:5.0e-05 ∣ avg_100 : 31577.541314 ∣ critic_nllloss : 25887.353125 ∣ critic_ganloss : -121.420732 ∣ generator_nllloss : 5189.568555 ∣ generator_ganloss : 772.038428 ∣  [  std_z : 1.00  real_sub_fake : 583.27 ]
[  epoch 0014/0040] 3230/4800, lr:5.0e-05 ∣ avg_100 : 31576.854948 ∣ critic_nllloss : 25769.413477 ∣ critic_ganloss : -118.746908 ∣ generator_nllloss : 5172.369141 ∣ generator_ganloss : 775.077832 ∣  [  std_z : 1.01  real_sub_fake : 522.09 ]
[  epoch 0014/0040] 3240/4800, lr:5.0e-05 ∣ avg_100 : 31575.952179 ∣ critic_nllloss : 25755.646094 ∣ critic_ganloss : -156.697684 ∣ generator_nllloss : 5130.637500 ∣ generator_ganloss : 772.233154 ∣  [  std_z : 0.99  real_sub_fake : 506.03 ]
[  epoch 0014/0040] 3250/4800, lr:5.0e-05 ∣ avg_100 : 31575.275980 ∣ critic_nllloss : 25799.177734 ∣ critic_ganloss : -156.516105 ∣ generator_nllloss : 5166.896680 ∣ generator_ganloss : 785.864893 ∣  [  std_z : 0.98  real_sub_fake : 545.92 ]
[  epoch 0014/0040] 3260/4800, lr:5.0e-05 ∣ avg_100 : 31581.392133 ∣ critic_nllloss : 26072.437305 ∣ critic_ganloss : -200.476779 ∣ generator_nllloss : 5224.904102 ∣ generator_ganloss : 784.632153 ∣  [  std_z : 0.99  real_sub_fake : 611.60 ]
[  epoch 0014/0040] 3270/4800, lr:5.0e-05 ∣ avg_100 : 31585.610919 ∣ critic_nllloss : 25911.034180 ∣ critic_ganloss : -140.823805 ∣ generator_nllloss : 5253.508594 ∣ generator_ganloss : 785.669556 ∣  [  std_z : 1.00  real_sub_fake : 640.56 ]
[  epoch 0014/0040] 3280/4800, lr:5.0e-05 ∣ avg_100 : 31587.152731 ∣ critic_nllloss : 25770.293359 ∣ critic_ganloss : -143.470580 ∣ generator_nllloss : 5179.358398 ∣ generator_ganloss : 772.576636 ∣  [  std_z : 1.00  real_sub_fake : 657.91 ]
[  epoch 0014/0040] 3290/4800, lr:5.0e-05 ∣ avg_100 : 31589.966775 ∣ critic_nllloss : 26063.045508 ∣ critic_ganloss : -174.256946 ∣ generator_nllloss : 5339.301172 ∣ generator_ganloss : 774.455493 ∣  [  std_z : 0.99  real_sub_fake : 571.35 ]
[  epoch 0014/0040] 3300/4800, lr:5.0e-05 ∣ avg_100 : 31590.090801 ∣ critic_nllloss : 25775.583203 ∣ critic_ganloss : -175.371378 ∣ generator_nllloss : 5160.220312 ∣ generator_ganloss : 751.457764 ∣  [  std_z : 1.00  real_sub_fake : 641.21 ]
[  epoch 0014/0040] 3310/4800, lr:5.0e-05 ∣ avg_100 : 31588.236380 ∣ critic_nllloss : 25678.800977 ∣ critic_ganloss : -183.623407 ∣ generator_nllloss : 5154.392969 ∣ generator_ganloss : 765.415771 ∣  [  std_z : 0.99  real_sub_fake : 637.40 ]
[  epoch 0014/0040] 3320/4800, lr:5.0e-05 ∣ avg_100 : 31588.948764 ∣ critic_nllloss : 25715.082617 ∣ critic_ganloss : -242.420613 ∣ generator_nllloss : 5167.936328 ∣ generator_ganloss : 756.425659 ∣  [  std_z : 1.00  real_sub_fake : 741.56 ]
[  epoch 0014/0040] 3330/4800, lr:5.0e-05 ∣ avg_100 : 31588.184776 ∣ critic_nllloss : 25730.147461 ∣ critic_ganloss : -143.920859 ∣ generator_nllloss : 5090.193750 ∣ generator_ganloss : 789.729590 ∣  [  std_z : 1.00  real_sub_fake : 699.79 ]
[  epoch 0014/0040] 3340/4800, lr:5.0e-05 ∣ avg_100 : 31585.910791 ∣ critic_nllloss : 25855.149609 ∣ critic_ganloss : -222.399768 ∣ generator_nllloss : 5148.444336 ∣ generator_ganloss : 789.875269 ∣  [  std_z : 0.99  real_sub_fake : 664.81 ]
[  epoch 0014/0040] 3350/4800, lr:5.0e-05 ∣ avg_100 : 31589.459936 ∣ critic_nllloss : 25941.536719 ∣ critic_ganloss : -179.364758 ∣ generator_nllloss : 5194.215625 ∣ generator_ganloss : 768.852197 ∣  [  std_z : 0.99  real_sub_fake : 861.21 ]
[  epoch 0014/0040] 3360/4800, lr:5.0e-05 ∣ avg_100 : 31588.612135 ∣ critic_nllloss : 25741.858203 ∣ critic_ganloss : -188.329643 ∣ generator_nllloss : 5136.807227 ∣ generator_ganloss : 821.257520 ∣  [  std_z : 1.00  real_sub_fake : 640.20 ]
[  epoch 0014/0040] 3370/4800, lr:5.0e-05 ∣ avg_100 : 31589.131926 ∣ critic_nllloss : 25634.060156 ∣ critic_ganloss : -197.190141 ∣ generator_nllloss : 5136.092383 ∣ generator_ganloss : 774.275806 ∣  [  std_z : 1.00  real_sub_fake : 636.83 ]
[  epoch 0014/0040] 3380/4800, lr:5.0e-05 ∣ avg_100 : 31589.349170 ∣ critic_nllloss : 26011.171875 ∣ critic_ganloss : -275.564285 ∣ generator_nllloss : 5262.738086 ∣ generator_ganloss : 768.544043 ∣  [  std_z : 1.00  real_sub_fake : 878.99 ]
[  epoch 0014/0040] 3390/4800, lr:5.0e-05 ∣ avg_100 : 31587.356620 ∣ critic_nllloss : 25873.150781 ∣ critic_ganloss : -264.061472 ∣ generator_nllloss : 5150.924805 ∣ generator_ganloss : 825.038770 ∣  [  std_z : 0.99  real_sub_fake : 955.56 ]
[  epoch 0014/0040] 3400/4800, lr:5.0e-05 ∣ avg_100 : 31589.280088 ∣ critic_nllloss : 25870.169727 ∣ critic_ganloss : -185.350070 ∣ generator_nllloss : 5142.931641 ∣ generator_ganloss : 829.015186 ∣  [  std_z : 0.99  real_sub_fake : 919.81 ]
[  epoch 0014/0040] 3410/4800, lr:5.0e-05 ∣ avg_100 : 31589.068332 ∣ critic_nllloss : 25906.672070 ∣ critic_ganloss : -243.754095 ∣ generator_nllloss : 5148.641797 ∣ generator_ganloss : 857.371582 ∣  [  std_z : 0.99  real_sub_fake : 781.07 ]
[  epoch 0014/0040] 3420/4800, lr:5.0e-05 ∣ avg_100 : 31591.563385 ∣ critic_nllloss : 25750.471875 ∣ critic_ganloss : -179.441629 ∣ generator_nllloss : 5210.091406 ∣ generator_ganloss : 803.236523 ∣  [  std_z : 0.99  real_sub_fake : 893.51 ]
[  epoch 0014/0040] 3430/4800, lr:5.0e-05 ∣ avg_100 : 31594.108869 ∣ critic_nllloss : 25934.710938 ∣ critic_ganloss : -228.923148 ∣ generator_nllloss : 5230.941406 ∣ generator_ganloss : 778.088062 ∣  [  std_z : 0.99  real_sub_fake : 806.29 ]
[  epoch 0014/0040] 3440/4800, lr:5.0e-05 ∣ avg_100 : 31591.950720 ∣ critic_nllloss : 25931.288086 ∣ critic_ganloss : -270.496906 ∣ generator_nllloss : 5065.497852 ∣ generator_ganloss : 751.183887 ∣  [  std_z : 1.00  real_sub_fake : 915.17 ]
[  epoch 0014/0040] 3450/4800, lr:5.0e-05 ∣ avg_100 : 31595.329904 ∣ critic_nllloss : 26083.986328 ∣ critic_ganloss : -261.089040 ∣ generator_nllloss : 5213.542578 ∣ generator_ganloss : 772.925024 ∣  [  std_z : 1.01  real_sub_fake : 973.57 ]
[  epoch 0014/0040] 3460/4800, lr:5.0e-05 ∣ avg_100 : 31597.015931 ∣ critic_nllloss : 26018.744727 ∣ critic_ganloss : -263.243704 ∣ generator_nllloss : 5223.483984 ∣ generator_ganloss : 799.307373 ∣  [  std_z : 1.00  real_sub_fake : 952.69 ]
[  epoch 0014/0040] 3470/4800, lr:5.0e-05 ∣ avg_100 : 31595.254312 ∣ critic_nllloss : 25636.934766 ∣ critic_ganloss : -221.486499 ∣ generator_nllloss : 5125.230664 ∣ generator_ganloss : 817.851660 ∣  [  std_z : 0.98  real_sub_fake : 811.64 ]
[  epoch 0014/0040] 3480/4800, lr:5.0e-05 ∣ avg_100 : 31591.559624 ∣ critic_nllloss : 25677.259180 ∣ critic_ganloss : -231.403726 ∣ generator_nllloss : 5115.847852 ∣ generator_ganloss : 801.097754 ∣  [  std_z : 0.99  real_sub_fake : 876.49 ]
[  epoch 0014/0040] 3490/4800, lr:5.0e-05 ∣ avg_100 : 31592.432961 ∣ critic_nllloss : 25785.350391 ∣ critic_ganloss : -178.549393 ∣ generator_nllloss : 5150.775977 ∣ generator_ganloss : 831.762158 ∣  [  std_z : 1.00  real_sub_fake : 839.30 ]
[  epoch 0014/0040] 3500/4800, lr:5.0e-05 ∣ avg_100 : 31589.612649 ∣ critic_nllloss : 25789.944727 ∣ critic_ganloss : -233.697141 ∣ generator_nllloss : 5112.293555 ∣ generator_ganloss : 839.845605 ∣  [  std_z : 1.01  real_sub_fake : 796.39 ]
[  epoch 0014/0040] 3510/4800, lr:5.0e-05 ∣ avg_100 : 31590.317516 ∣ critic_nllloss : 26019.833984 ∣ critic_ganloss : -254.076897 ∣ generator_nllloss : 5177.748047 ∣ generator_ganloss : 857.690771 ∣  [  std_z : 1.00  real_sub_fake : 916.44 ]
[  epoch 0014/0040] 3520/4800, lr:5.0e-05 ∣ avg_100 : 31589.914370 ∣ critic_nllloss : 25789.074414 ∣ critic_ganloss : -306.521233 ∣ generator_nllloss : 5234.158398 ∣ generator_ganloss : 849.564087 ∣  [  std_z : 0.98  real_sub_fake : 1099.46 ]
[  epoch 0014/0040] 3530/4800, lr:5.0e-05 ∣ avg_100 : 31595.585472 ∣ critic_nllloss : 26086.736523 ∣ critic_ganloss : -267.696921 ∣ generator_nllloss : 5209.081250 ∣ generator_ganloss : 854.685059 ∣  [  std_z : 0.98  real_sub_fake : 1264.96 ]
[  epoch 0014/0040] 3540/4800, lr:5.0e-05 ∣ avg_100 : 31597.602604 ∣ critic_nllloss : 25821.162891 ∣ critic_ganloss : -262.364172 ∣ generator_nllloss : 5218.261328 ∣ generator_ganloss : 825.266650 ∣  [  std_z : 0.99  real_sub_fake : 911.16 ]
[  epoch 0014/0040] 3550/4800, lr:5.0e-05 ∣ avg_100 : 31602.552934 ∣ critic_nllloss : 26012.519727 ∣ critic_ganloss : -203.354773 ∣ generator_nllloss : 5311.203711 ∣ generator_ganloss : 839.289697 ∣  [  std_z : 1.00  real_sub_fake : 786.08 ]
[  epoch 0014/0040] 3560/4800, lr:5.0e-05 ∣ avg_100 : 31601.440256 ∣ critic_nllloss : 25898.791797 ∣ critic_ganloss : -315.197888 ∣ generator_nllloss : 5100.770898 ∣ generator_ganloss : 805.871899 ∣  [  std_z : 1.00  real_sub_fake : 1079.82 ]
[  epoch 0014/0040] 3570/4800, lr:5.0e-05 ∣ avg_100 : 31604.340873 ∣ critic_nllloss : 26103.363672 ∣ critic_ganloss : -385.588693 ∣ generator_nllloss : 5181.719727 ∣ generator_ganloss : 821.035254 ∣  [  std_z : 0.99  real_sub_fake : 1381.72 ]
[  epoch 0014/0040] 3580/4800, lr:5.0e-05 ∣ avg_100 : 31603.787211 ∣ critic_nllloss : 25777.962500 ∣ critic_ganloss : -164.660013 ∣ generator_nllloss : 5177.403906 ∣ generator_ganloss : 860.936914 ∣  [  std_z : 0.99  real_sub_fake : 915.04 ]
[  epoch 0014/0040] 3590/4800, lr:5.0e-05 ∣ avg_100 : 31604.504951 ∣ critic_nllloss : 25829.358008 ∣ critic_ganloss : -143.886218 ∣ generator_nllloss : 5237.935156 ∣ generator_ganloss : 868.659424 ∣  [  std_z : 0.99  real_sub_fake : 498.44 ]
[  epoch 0014/0040] 3600/4800, lr:5.0e-05 ∣ avg_100 : 31604.379140 ∣ critic_nllloss : 25853.766406 ∣ critic_ganloss : -194.984076 ∣ generator_nllloss : 5115.953906 ∣ generator_ganloss : 864.450049 ∣  [  std_z : 1.00  real_sub_fake : 558.24 ]
[  epoch 0014/0040] 3610/4800, lr:5.0e-05 ∣ avg_100 : 31601.764544 ∣ critic_nllloss : 25736.225000 ∣ critic_ganloss : -209.034085 ∣ generator_nllloss : 5106.697656 ∣ generator_ganloss : 843.474609 ∣  [  std_z : 1.00  real_sub_fake : 730.81 ]
[  epoch 0014/0040] 3620/4800, lr:5.0e-05 ∣ avg_100 : 31601.958525 ∣ critic_nllloss : 25934.828516 ∣ critic_ganloss : -232.452977 ∣ generator_nllloss : 5280.667188 ∣ generator_ganloss : 858.444287 ∣  [  std_z : 0.99  real_sub_fake : 843.61 ]
[  epoch 0014/0040] 3630/4800, lr:5.0e-05 ∣ avg_100 : 31605.008186 ∣ critic_nllloss : 25989.675195 ∣ critic_ganloss : -268.616562 ∣ generator_nllloss : 5179.762109 ∣ generator_ganloss : 877.556201 ∣  [  std_z : 0.98  real_sub_fake : 975.22 ]
[  epoch 0014/0040] 3640/4800, lr:5.0e-05 ∣ avg_100 : 31604.017327 ∣ critic_nllloss : 25704.883594 ∣ critic_ganloss : -234.748880 ∣ generator_nllloss : 5176.555078 ∣ generator_ganloss : 895.018799 ∣  [  std_z : 0.99  real_sub_fake : 1011.85 ]
[  epoch 0014/0040] 3650/4800, lr:5.0e-05 ∣ avg_100 : 31603.404744 ∣ critic_nllloss : 25776.198437 ∣ critic_ganloss : -201.925945 ∣ generator_nllloss : 5116.476172 ∣ generator_ganloss : 921.606689 ∣  [  std_z : 1.00  real_sub_fake : 847.87 ]
[  epoch 0014/0040] 3660/4800, lr:5.0e-05 ∣ avg_100 : 31606.647299 ∣ critic_nllloss : 25988.699023 ∣ critic_ganloss : -221.614954 ∣ generator_nllloss : 5182.845508 ∣ generator_ganloss : 870.471826 ∣  [  std_z : 1.00  real_sub_fake : 793.01 ]
[  epoch 0014/0040] 3670/4800, lr:5.0e-05 ∣ avg_100 : 31610.026154 ∣ critic_nllloss : 25875.001367 ∣ critic_ganloss : -182.280545 ∣ generator_nllloss : 5184.794141 ∣ generator_ganloss : 904.590625 ∣  [  std_z : 0.99  real_sub_fake : 806.03 ]
[  epoch 0014/0040] 3680/4800, lr:5.0e-05 ∣ avg_100 : 31614.634970 ∣ critic_nllloss : 26002.440430 ∣ critic_ganloss : -222.990634 ∣ generator_nllloss : 5234.650781 ∣ generator_ganloss : 900.332715 ∣  [  std_z : 0.99  real_sub_fake : 781.94 ]
[  epoch 0014/0040] 3690/4800, lr:5.0e-05 ∣ avg_100 : 31614.963812 ∣ critic_nllloss : 25918.041211 ∣ critic_ganloss : -324.527344 ∣ generator_nllloss : 5190.088672 ∣ generator_ganloss : 834.039551 ∣  [  std_z : 0.99  real_sub_fake : 1016.63 ]
[  epoch 0014/0040] 3700/4800, lr:5.0e-05 ∣ avg_100 : 31615.859281 ∣ critic_nllloss : 25876.855664 ∣ critic_ganloss : -266.032321 ∣ generator_nllloss : 5193.896094 ∣ generator_ganloss : 909.291357 ∣  [  std_z : 0.99  real_sub_fake : 1075.12 ]
[  epoch 0014/0040] 3710/4800, lr:5.0e-05 ∣ avg_100 : 31620.710818 ∣ critic_nllloss : 26153.459570 ∣ critic_ganloss : -349.380533 ∣ generator_nllloss : 5156.703320 ∣ generator_ganloss : 902.886670 ∣  [  std_z : 1.00  real_sub_fake : 1267.14 ]
[  epoch 0014/0040] 3720/4800, lr:5.0e-05 ∣ avg_100 : 31622.959417 ∣ critic_nllloss : 25851.333594 ∣ critic_ganloss : -177.393379 ∣ generator_nllloss : 5277.354492 ∣ generator_ganloss : 968.191406 ∣  [  std_z : 0.99  real_sub_fake : 908.60 ]
[  epoch 0014/0040] 3730/4800, lr:5.0e-05 ∣ avg_100 : 31624.100626 ∣ critic_nllloss : 25734.930469 ∣ critic_ganloss : -179.020927 ∣ generator_nllloss : 5234.410352 ∣ generator_ganloss : 915.442822 ∣  [  std_z : 0.98  real_sub_fake : 732.32 ]
[  epoch 0014/0040] 3740/4800, lr:5.0e-05 ∣ avg_100 : 31628.750075 ∣ critic_nllloss : 25971.361523 ∣ critic_ganloss : -266.446162 ∣ generator_nllloss : 5186.947266 ∣ generator_ganloss : 918.280322 ∣  [  std_z : 0.99  real_sub_fake : 856.02 ]
[  epoch 0014/0040] 3750/4800, lr:5.0e-05 ∣ avg_100 : 31630.326020 ∣ critic_nllloss : 26162.161719 ∣ critic_ganloss : -233.616777 ∣ generator_nllloss : 5230.413086 ∣ generator_ganloss : 875.339795 ∣  [  std_z : 1.00  real_sub_fake : 1057.12 ]
[  epoch 0014/0040] 3760/4800, lr:5.0e-05 ∣ avg_100 : 31633.706433 ∣ critic_nllloss : 26005.228711 ∣ critic_ganloss : -263.467136 ∣ generator_nllloss : 5157.970898 ∣ generator_ganloss : 893.317480 ∣  [  std_z : 1.01  real_sub_fake : 981.66 ]
[  epoch 0014/0040] 3770/4800, lr:5.0e-05 ∣ avg_100 : 31631.099369 ∣ critic_nllloss : 25845.023828 ∣ critic_ganloss : -291.123312 ∣ generator_nllloss : 5129.074805 ∣ generator_ganloss : 872.142627 ∣  [  std_z : 1.00  real_sub_fake : 1010.88 ]
[  epoch 0014/0040] 3780/4800, lr:5.0e-05 ∣ avg_100 : 31634.118115 ∣ critic_nllloss : 25909.891602 ∣ critic_ganloss : -257.281573 ∣ generator_nllloss : 5112.952539 ∣ generator_ganloss : 913.889014 ∣  [  std_z : 0.98  real_sub_fake : 1085.58 ]
[  epoch 0014/0040] 3790/4800, lr:5.0e-05 ∣ avg_100 : 31639.340070 ∣ critic_nllloss : 26037.845508 ∣ critic_ganloss : -272.752887 ∣ generator_nllloss : 5231.746875 ∣ generator_ganloss : 935.393262 ∣  [  std_z : 0.99  real_sub_fake : 952.54 ]
[  epoch 0014/0040] 3800/4800, lr:5.0e-05 ∣ avg_100 : 31637.101916 ∣ critic_nllloss : 25962.806836 ∣ critic_ganloss : -339.163174 ∣ generator_nllloss : 5169.547852 ∣ generator_ganloss : 896.829736 ∣  [  std_z : 1.00  real_sub_fake : 1132.01 ]
[  epoch 0014/0040] 3810/4800, lr:5.0e-05 ∣ avg_100 : 31637.834068 ∣ critic_nllloss : 25985.546875 ∣ critic_ganloss : -310.119522 ∣ generator_nllloss : 5293.475000 ∣ generator_ganloss : 929.842041 ∣  [  std_z : 1.00  real_sub_fake : 1350.77 ]
[  epoch 0014/0040] 3820/4800, lr:5.0e-05 ∣ avg_100 : 31636.496446 ∣ critic_nllloss : 25996.448828 ∣ critic_ganloss : -235.240085 ∣ generator_nllloss : 5100.865039 ∣ generator_ganloss : 941.081348 ∣  [  std_z : 0.99  real_sub_fake : 861.51 ]
[  epoch 0014/0040] 3830/4800, lr:5.0e-05 ∣ avg_100 : 31640.708601 ∣ critic_nllloss : 25832.590625 ∣ critic_ganloss : -250.119347 ∣ generator_nllloss : 5207.368359 ∣ generator_ganloss : 929.558350 ∣  [  std_z : 0.99  real_sub_fake : 801.75 ]
[  epoch 0014/0040] 3840/4800, lr:5.0e-05 ∣ avg_100 : 31642.649445 ∣ critic_nllloss : 25805.092969 ∣ critic_ganloss : -242.561148 ∣ generator_nllloss : 5194.829687 ∣ generator_ganloss : 860.687598 ∣  [  std_z : 0.99  real_sub_fake : 1094.69 ]
[  epoch 0014/0040] 3850/4800, lr:5.0e-05 ∣ avg_100 : 31647.234319 ∣ critic_nllloss : 25874.187305 ∣ critic_ganloss : -240.745695 ∣ generator_nllloss : 5201.258984 ∣ generator_ganloss : 920.296533 ∣  [  std_z : 1.00  real_sub_fake : 965.90 ]
[  epoch 0014/0040] 3860/4800, lr:5.0e-05 ∣ avg_100 : 31647.462917 ∣ critic_nllloss : 25795.381445 ∣ critic_ganloss : -246.040826 ∣ generator_nllloss : 5099.088281 ∣ generator_ganloss : 908.626709 ∣  [  std_z : 1.00  real_sub_fake : 1019.83 ]
[  epoch 0014/0040] 3870/4800, lr:5.0e-05 ∣ avg_100 : 31648.145549 ∣ critic_nllloss : 25835.574219 ∣ critic_ganloss : -266.454518 ∣ generator_nllloss : 5093.926172 ∣ generator_ganloss : 910.830762 ∣  [  std_z : 0.99  real_sub_fake : 868.36 ]
[  epoch 0014/0040] 3880/4800, lr:5.0e-05 ∣ avg_100 : 31651.733002 ∣ critic_nllloss : 25830.302344 ∣ critic_ganloss : -283.392410 ∣ generator_nllloss : 5157.640430 ∣ generator_ganloss : 923.372363 ∣  [  std_z : 0.98  real_sub_fake : 986.47 ]
[  epoch 0014/0040] 3890/4800, lr:5.0e-05 ∣ avg_100 : 31657.000440 ∣ critic_nllloss : 26036.563477 ∣ critic_ganloss : -279.264047 ∣ generator_nllloss : 5147.507422 ∣ generator_ganloss : 920.006934 ∣  [  std_z : 0.99  real_sub_fake : 1105.74 ]
[  epoch 0014/0040] 3900/4800, lr:5.0e-05 ∣ avg_100 : 31660.332842 ∣ critic_nllloss : 25867.539258 ∣ critic_ganloss : -265.012383 ∣ generator_nllloss : 5194.703906 ∣ generator_ganloss : 915.104932 ∣  [  std_z : 1.01  real_sub_fake : 985.31 ]
[  epoch 0014/0040] 3910/4800, lr:5.0e-05 ∣ avg_100 : 31658.613368 ∣ critic_nllloss : 25810.063281 ∣ critic_ganloss : -365.048636 ∣ generator_nllloss : 5149.698047 ∣ generator_ganloss : 891.440869 ∣  [  std_z : 1.00  real_sub_fake : 1152.03 ]
[  epoch 0014/0040] 3920/4800, lr:5.0e-05 ∣ avg_100 : 31661.014621 ∣ critic_nllloss : 25842.608398 ∣ critic_ganloss : -205.343448 ∣ generator_nllloss : 5165.603125 ∣ generator_ganloss : 938.027197 ∣  [  std_z : 0.98  real_sub_fake : 1279.15 ]
[  epoch 0014/0040] 3930/4800, lr:5.0e-05 ∣ avg_100 : 31665.783716 ∣ critic_nllloss : 26058.412305 ∣ critic_ganloss : -194.948726 ∣ generator_nllloss : 5338.215234 ∣ generator_ganloss : 991.877100 ∣  [  std_z : 0.98  real_sub_fake : 813.60 ]
[  epoch 0014/0040] 3940/4800, lr:5.0e-05 ∣ avg_100 : 31670.962744 ∣ critic_nllloss : 26088.394531 ∣ critic_ganloss : -199.199980 ∣ generator_nllloss : 5196.830859 ∣ generator_ganloss : 902.466895 ∣  [  std_z : 1.00  real_sub_fake : 654.76 ]
[  epoch 0014/0040] 3950/4800, lr:5.0e-05 ∣ avg_100 : 31672.725670 ∣ critic_nllloss : 25969.501563 ∣ critic_ganloss : -235.604323 ∣ generator_nllloss : 5191.258398 ∣ generator_ganloss : 886.189062 ∣  [  std_z : 1.01  real_sub_fake : 859.40 ]
[  epoch 0014/0040] 3960/4800, lr:5.0e-05 ∣ avg_100 : 31672.314833 ∣ critic_nllloss : 25998.056836 ∣ critic_ganloss : -349.634683 ∣ generator_nllloss : 5089.323047 ∣ generator_ganloss : 906.264160 ∣  [  std_z : 1.00  real_sub_fake : 1051.51 ]
[  epoch 0014/0040] 3970/4800, lr:5.0e-05 ∣ avg_100 : 31677.474951 ∣ critic_nllloss : 26013.274023 ∣ critic_ganloss : -176.836983 ∣ generator_nllloss : 5150.419727 ∣ generator_ganloss : 941.399561 ∣  [  std_z : 0.98  real_sub_fake : 1039.36 ]
[  epoch 0014/0040] 3980/4800, lr:5.0e-05 ∣ avg_100 : 31682.942413 ∣ critic_nllloss : 26227.080664 ∣ critic_ganloss : -353.686917 ∣ generator_nllloss : 5219.312305 ∣ generator_ganloss : 894.157178 ∣  [  std_z : 0.99  real_sub_fake : 964.50 ]
[  epoch 0014/0040] 3990/4800, lr:5.0e-05 ∣ avg_100 : 31685.357074 ∣ critic_nllloss : 25762.201367 ∣ critic_ganloss : -309.398016 ∣ generator_nllloss : 5239.242969 ∣ generator_ganloss : 895.767725 ∣  [  std_z : 0.99  real_sub_fake : 1108.29 ]
[  epoch 0014/0040] 4000/4800, lr:5.0e-05 ∣ avg_100 : 31687.887293 ∣ critic_nllloss : 25889.800781 ∣ critic_ganloss : -297.016718 ∣ generator_nllloss : 5229.480859 ∣ generator_ganloss : 918.217969 ∣  [  std_z : 1.01  real_sub_fake : 1125.49 ]
[  epoch 0014/0040] 4010/4800, lr:5.0e-05 ∣ avg_100 : 31688.234950 ∣ critic_nllloss : 26009.786914 ∣ critic_ganloss : -316.198529 ∣ generator_nllloss : 5168.028125 ∣ generator_ganloss : 895.183545 ∣  [  std_z : 1.00  real_sub_fake : 1231.19 ]
[  epoch 0014/0040] 4020/4800, lr:5.0e-05 ∣ avg_100 : 31688.219877 ∣ critic_nllloss : 25776.170117 ∣ critic_ganloss : -192.192770 ∣ generator_nllloss : 5069.142969 ∣ generator_ganloss : 987.970117 ∣  [  std_z : 0.99  real_sub_fake : 1198.93 ]
[  epoch 0014/0040] 4030/4800, lr:5.0e-05 ∣ avg_100 : 31692.822846 ∣ critic_nllloss : 25960.297461 ∣ critic_ganloss : -236.758887 ∣ generator_nllloss : 5217.574609 ∣ generator_ganloss : 928.046191 ∣  [  std_z : 0.99  real_sub_fake : 726.29 ]
[  epoch 0014/0040] 4040/4800, lr:5.0e-05 ∣ avg_100 : 31696.177213 ∣ critic_nllloss : 25874.054492 ∣ critic_ganloss : -219.400961 ∣ generator_nllloss : 5182.112500 ∣ generator_ganloss : 925.366113 ∣  [  std_z : 1.00  real_sub_fake : 804.50 ]
[  epoch 0014/0040] 4050/4800, lr:5.0e-05 ∣ avg_100 : 31698.238105 ∣ critic_nllloss : 25974.287695 ∣ critic_ganloss : -264.363367 ∣ generator_nllloss : 5181.919727 ∣ generator_ganloss : 924.114648 ∣  [  std_z : 1.00  real_sub_fake : 862.81 ]
[  epoch 0014/0040] 4060/4800, lr:5.0e-05 ∣ avg_100 : 31701.641226 ∣ critic_nllloss : 25874.619727 ∣ critic_ganloss : -266.185263 ∣ generator_nllloss : 5248.751172 ∣ generator_ganloss : 917.282471 ∣  [  std_z : 0.99  real_sub_fake : 1073.00 ]
[  epoch 0014/0040] 4070/4800, lr:5.0e-05 ∣ avg_100 : 31700.447789 ∣ critic_nllloss : 25937.445312 ∣ critic_ganloss : -314.334969 ∣ generator_nllloss : 5175.871484 ∣ generator_ganloss : 927.586621 ∣  [  std_z : 0.98  real_sub_fake : 1125.49 ]
[  epoch 0014/0040] 4080/4800, lr:5.0e-05 ∣ avg_100 : 31700.297326 ∣ critic_nllloss : 25892.352148 ∣ critic_ganloss : -243.793839 ∣ generator_nllloss : 5155.222461 ∣ generator_ganloss : 918.850781 ∣  [  std_z : 1.00  real_sub_fake : 1093.34 ]
[  epoch 0014/0040] 4090/4800, lr:5.0e-05 ∣ avg_100 : 31698.702880 ∣ critic_nllloss : 26163.356055 ∣ critic_ganloss : -433.688885 ∣ generator_nllloss : 5217.932227 ∣ generator_ganloss : 891.804492 ∣  [  std_z : 1.00  real_sub_fake : 1222.01 ]
[  epoch 0014/0040] 4100/4800, lr:5.0e-05 ∣ avg_100 : 31697.068564 ∣ critic_nllloss : 25795.133008 ∣ critic_ganloss : -309.167078 ∣ generator_nllloss : 5142.091016 ∣ generator_ganloss : 889.994287 ∣  [  std_z : 0.99  real_sub_fake : 1239.94 ]
[  epoch 0014/0040] 4110/4800, lr:5.0e-05 ∣ avg_100 : 31702.909771 ∣ critic_nllloss : 26016.786133 ∣ critic_ganloss : -295.243738 ∣ generator_nllloss : 5229.432617 ∣ generator_ganloss : 871.444434 ∣  [  std_z : 0.99  real_sub_fake : 1405.84 ]
[  epoch 0014/0040] 4120/4800, lr:5.0e-05 ∣ avg_100 : 31708.178171 ∣ critic_nllloss : 25975.315039 ∣ critic_ganloss : -161.418849 ∣ generator_nllloss : 5276.914453 ∣ generator_ganloss : 925.252393 ∣  [  std_z : 0.99  real_sub_fake : 846.75 ]
[  epoch 0014/0040] 4130/4800, lr:5.0e-05 ∣ avg_100 : 31711.823940 ∣ critic_nllloss : 26134.506250 ∣ critic_ganloss : -301.608853 ∣ generator_nllloss : 5259.508789 ∣ generator_ganloss : 905.300977 ∣  [  std_z : 1.00  real_sub_fake : 977.19 ]
[  epoch 0014/0040] 4140/4800, lr:5.0e-05 ∣ avg_100 : 31710.957129 ∣ critic_nllloss : 25985.245117 ∣ critic_ganloss : -300.891585 ∣ generator_nllloss : 5167.425195 ∣ generator_ganloss : 929.964648 ∣  [  std_z : 1.00  real_sub_fake : 1009.56 ]
[  epoch 0014/0040] 4150/4800, lr:5.0e-05 ∣ avg_100 : 31714.306419 ∣ critic_nllloss : 26056.999609 ∣ critic_ganloss : -288.970712 ∣ generator_nllloss : 5209.335938 ∣ generator_ganloss : 889.461279 ∣  [  std_z : 1.00  real_sub_fake : 1161.40 ]
[  epoch 0014/0040] 4160/4800, lr:5.0e-05 ∣ avg_100 : 31711.004011 ∣ critic_nllloss : 25878.178906 ∣ critic_ganloss : -314.223608 ∣ generator_nllloss : 5133.541602 ∣ generator_ganloss : 927.482959 ∣  [  std_z : 0.99  real_sub_fake : 1099.06 ]
[  epoch 0014/0040] 4170/4800, lr:5.0e-05 ∣ avg_100 : 31711.214651 ∣ critic_nllloss : 25851.908398 ∣ critic_ganloss : -219.600021 ∣ generator_nllloss : 5168.725000 ∣ generator_ganloss : 891.620068 ∣  [  std_z : 0.99  real_sub_fake : 1162.02 ]
[  epoch 0014/0040] 4180/4800, lr:5.0e-05 ∣ avg_100 : 31707.406236 ∣ critic_nllloss : 25519.038477 ∣ critic_ganloss : -263.025571 ∣ generator_nllloss : 5087.581641 ∣ generator_ganloss : 868.414258 ∣  [  std_z : 0.99  real_sub_fake : 910.65 ]
[  epoch 0014/0040] 4190/4800, lr:5.0e-05 ∣ avg_100 : 31703.424905 ∣ critic_nllloss : 25911.469336 ∣ critic_ganloss : -316.876129 ∣ generator_nllloss : 5139.551758 ∣ generator_ganloss : 864.787500 ∣  [  std_z : 1.00  real_sub_fake : 974.79 ]
[  epoch 0014/0040] 4200/4800, lr:5.0e-05 ∣ avg_100 : 31703.200778 ∣ critic_nllloss : 25902.873437 ∣ critic_ganloss : -257.268777 ∣ generator_nllloss : 5139.990234 ∣ generator_ganloss : 857.819678 ∣  [  std_z : 0.99  real_sub_fake : 1111.31 ]
[  epoch 0014/0040] 4210/4800, lr:5.0e-05 ∣ avg_100 : 31705.170810 ∣ critic_nllloss : 26083.441406 ∣ critic_ganloss : -276.251849 ∣ generator_nllloss : 5255.173242 ∣ generator_ganloss : 883.170654 ∣  [  std_z : 0.99  real_sub_fake : 1069.17 ]
[  epoch 0014/0040] 4220/4800, lr:5.0e-05 ∣ avg_100 : 31705.115324 ∣ critic_nllloss : 25994.640234 ∣ critic_ganloss : -293.086749 ∣ generator_nllloss : 5164.745508 ∣ generator_ganloss : 855.691748 ∣  [  std_z : 0.99  real_sub_fake : 1153.05 ]
[  epoch 0014/0040] 4230/4800, lr:5.0e-05 ∣ avg_100 : 31707.755426 ∣ critic_nllloss : 26090.663477 ∣ critic_ganloss : -283.950513 ∣ generator_nllloss : 5183.208984 ∣ generator_ganloss : 872.201758 ∣  [  std_z : 0.99  real_sub_fake : 1056.48 ]
[  epoch 0014/0040] 4240/4800, lr:5.0e-05 ∣ avg_100 : 31710.029338 ∣ critic_nllloss : 25954.316016 ∣ critic_ganloss : -309.607690 ∣ generator_nllloss : 5230.672656 ∣ generator_ganloss : 853.829346 ∣  [  std_z : 1.00  real_sub_fake : 1050.53 ]
[  epoch 0014/0040] 4250/4800, lr:5.0e-05 ∣ avg_100 : 31707.789749 ∣ critic_nllloss : 25732.222461 ∣ critic_ganloss : -315.306311 ∣ generator_nllloss : 5075.879883 ∣ generator_ganloss : 878.668262 ∣  [  std_z : 0.99  real_sub_fake : 1141.79 ]
[  epoch 0014/0040] 4260/4800, lr:5.0e-05 ∣ avg_100 : 31707.935786 ∣ critic_nllloss : 26161.904687 ∣ critic_ganloss : -327.467462 ∣ generator_nllloss : 5148.087305 ∣ generator_ganloss : 913.575977 ∣  [  std_z : 0.99  real_sub_fake : 1217.61 ]
[  epoch 0014/0040] 4270/4800, lr:5.0e-05 ∣ avg_100 : 31712.638714 ∣ critic_nllloss : 26320.494922 ∣ critic_ganloss : -250.145143 ∣ generator_nllloss : 5269.411133 ∣ generator_ganloss : 939.920361 ∣  [  std_z : 0.99  real_sub_fake : 993.27 ]
[  epoch 0014/0040] 4280/4800, lr:5.0e-05 ∣ avg_100 : 31714.189364 ∣ critic_nllloss : 25903.725977 ∣ critic_ganloss : -274.670648 ∣ generator_nllloss : 5178.615039 ∣ generator_ganloss : 926.152490 ∣  [  std_z : 1.00  real_sub_fake : 1130.86 ]
[  epoch 0014/0040] 4290/4800, lr:5.0e-05 ∣ avg_100 : 31708.300100 ∣ critic_nllloss : 25760.893555 ∣ critic_ganloss : -391.185129 ∣ generator_nllloss : 5108.374414 ∣ generator_ganloss : 935.535986 ∣  [  std_z : 1.00  real_sub_fake : 1192.10 ]
[  epoch 0014/0040] 4300/4800, lr:5.0e-05 ∣ avg_100 : 31711.595363 ∣ critic_nllloss : 25975.796680 ∣ critic_ganloss : -305.706650 ∣ generator_nllloss : 5213.883203 ∣ generator_ganloss : 957.442969 ∣  [  std_z : 0.99  real_sub_fake : 1313.26 ]
[  epoch 0014/0040] 4310/4800, lr:5.0e-05 ∣ avg_100 : 31712.836195 ∣ critic_nllloss : 25756.262695 ∣ critic_ganloss : -285.110172 ∣ generator_nllloss : 5151.106641 ∣ generator_ganloss : 916.810303 ∣  [  std_z : 1.00  real_sub_fake : 1113.74 ]
[  epoch 0014/0040] 4320/4800, lr:5.0e-05 ∣ avg_100 : 31714.987388 ∣ critic_nllloss : 25925.838086 ∣ critic_ganloss : -376.011462 ∣ generator_nllloss : 5157.521875 ∣ generator_ganloss : 904.794775 ∣  [  std_z : 0.99  real_sub_fake : 1266.06 ]
[  epoch 0014/0040] 4330/4800, lr:5.0e-05 ∣ avg_100 : 31717.557755 ∣ critic_nllloss : 25819.597656 ∣ critic_ganloss : -201.609323 ∣ generator_nllloss : 5197.951172 ∣ generator_ganloss : 907.247168 ∣  [  std_z : 0.99  real_sub_fake : 1209.36 ]
[  epoch 0014/0040] 4340/4800, lr:5.0e-05 ∣ avg_100 : 31718.982405 ∣ critic_nllloss : 25926.302930 ∣ critic_ganloss : -271.292462 ∣ generator_nllloss : 5169.771484 ∣ generator_ganloss : 888.752539 ∣  [  std_z : 1.00  real_sub_fake : 978.60 ]
[  epoch 0014/0040] 4350/4800, lr:5.0e-05 ∣ avg_100 : 31717.776516 ∣ critic_nllloss : 25864.857422 ∣ critic_ganloss : -282.299187 ∣ generator_nllloss : 5163.223828 ∣ generator_ganloss : 858.868750 ∣  [  std_z : 1.00  real_sub_fake : 961.06 ]
[  epoch 0014/0040] 4360/4800, lr:5.0e-05 ∣ avg_100 : 31719.988105 ∣ critic_nllloss : 25942.033789 ∣ critic_ganloss : -270.855150 ∣ generator_nllloss : 5217.772656 ∣ generator_ganloss : 843.800977 ∣  [  std_z : 0.99  real_sub_fake : 1060.62 ]
[  epoch 0014/0040] 4370/4800, lr:5.0e-05 ∣ avg_100 : 31725.195363 ∣ critic_nllloss : 26050.301953 ∣ critic_ganloss : -281.073135 ∣ generator_nllloss : 5223.970312 ∣ generator_ganloss : 874.764795 ∣  [  std_z : 0.99  real_sub_fake : 1077.23 ]
[  epoch 0014/0040] 4380/4800, lr:5.0e-05 ∣ avg_100 : 31723.967637 ∣ critic_nllloss : 25844.154102 ∣ critic_ganloss : -270.440541 ∣ generator_nllloss : 5197.038281 ∣ generator_ganloss : 873.365332 ∣  [  std_z : 0.99  real_sub_fake : 1030.95 ]
[  epoch 0014/0040] 4390/4800, lr:5.0e-05 ∣ avg_100 : 31725.835293 ∣ critic_nllloss : 25933.620508 ∣ critic_ganloss : -206.195009 ∣ generator_nllloss : 5187.687500 ∣ generator_ganloss : 856.705420 ∣  [  std_z : 0.99  real_sub_fake : 750.42 ]
[  epoch 0014/0040] 4400/4800, lr:5.0e-05 ∣ avg_100 : 31728.607431 ∣ critic_nllloss : 26101.735352 ∣ critic_ganloss : -288.245157 ∣ generator_nllloss : 5256.353711 ∣ generator_ganloss : 864.136377 ∣  [  std_z : 0.99  real_sub_fake : 928.40 ]
[  epoch 0014/0040] 4410/4800, lr:5.0e-05 ∣ avg_100 : 31729.027494 ∣ critic_nllloss : 25905.448633 ∣ critic_ganloss : -324.436746 ∣ generator_nllloss : 5246.595508 ∣ generator_ganloss : 883.330273 ∣  [  std_z : 0.99  real_sub_fake : 1095.00 ]
[  epoch 0014/0040] 4420/4800, lr:5.0e-05 ∣ avg_100 : 31725.877024 ∣ critic_nllloss : 25573.277148 ∣ critic_ganloss : -274.606253 ∣ generator_nllloss : 5087.201953 ∣ generator_ganloss : 883.438379 ∣  [  std_z : 1.00  real_sub_fake : 1142.73 ]
[  epoch 0014/0040] 4430/4800, lr:5.0e-05 ∣ avg_100 : 31725.087304 ∣ critic_nllloss : 25890.067969 ∣ critic_ganloss : -327.553125 ∣ generator_nllloss : 5182.995508 ∣ generator_ganloss : 890.334912 ∣  [  std_z : 1.00  real_sub_fake : 1347.60 ]
[  epoch 0014/0040] 4440/4800, lr:5.0e-05 ∣ avg_100 : 31727.427897 ∣ critic_nllloss : 25989.995703 ∣ critic_ganloss : -366.496527 ∣ generator_nllloss : 5187.907031 ∣ generator_ganloss : 900.126025 ∣  [  std_z : 1.00  real_sub_fake : 1292.62 ]
[  epoch 0014/0040] 4450/4800, lr:5.0e-05 ∣ avg_100 : 31725.922885 ∣ critic_nllloss : 25819.078516 ∣ critic_ganloss : -228.363724 ∣ generator_nllloss : 5167.738477 ∣ generator_ganloss : 900.410352 ∣  [  std_z : 0.99  real_sub_fake : 1109.74 ]
[  epoch 0014/0040] 4460/4800, lr:5.0e-05 ∣ avg_100 : 31725.792030 ∣ critic_nllloss : 25854.407031 ∣ critic_ganloss : -189.468138 ∣ generator_nllloss : 5203.144141 ∣ generator_ganloss : 897.123877 ∣  [  std_z : 0.99  real_sub_fake : 727.87 ]
[  epoch 0014/0040] 4470/4800, lr:5.0e-05 ∣ avg_100 : 31727.632248 ∣ critic_nllloss : 25759.810352 ∣ critic_ganloss : -275.054568 ∣ generator_nllloss : 5203.297070 ∣ generator_ganloss : 854.499561 ∣  [  std_z : 1.00  real_sub_fake : 869.35 ]
[  epoch 0014/0040] 4480/4800, lr:5.0e-05 ∣ avg_100 : 31728.907845 ∣ critic_nllloss : 25814.507031 ∣ critic_ganloss : -333.042041 ∣ generator_nllloss : 5135.329883 ∣ generator_ganloss : 873.565869 ∣  [  std_z : 1.00  real_sub_fake : 1133.92 ]
[  epoch 0014/0040] 4490/4800, lr:5.0e-05 ∣ avg_100 : 31728.384633 ∣ critic_nllloss : 25760.824023 ∣ critic_ganloss : -295.445084 ∣ generator_nllloss : 5156.420898 ∣ generator_ganloss : 915.218066 ∣  [  std_z : 0.99  real_sub_fake : 1271.79 ]
[  epoch 0014/0040] 4500/4800, lr:5.0e-05 ∣ avg_100 : 31732.162155 ∣ critic_nllloss : 25972.324414 ∣ critic_ganloss : -334.784714 ∣ generator_nllloss : 5299.450000 ∣ generator_ganloss : 949.149219 ∣  [  std_z : 0.98  real_sub_fake : 1245.47 ]
[  epoch 0014/0040] 4510/4800, lr:5.0e-05 ∣ avg_100 : 31730.704824 ∣ critic_nllloss : 25741.325781 ∣ critic_ganloss : -201.020982 ∣ generator_nllloss : 5193.141016 ∣ generator_ganloss : 922.016992 ∣  [  std_z : 1.00  real_sub_fake : 982.93 ]
[  epoch 0014/0040] 4520/4800, lr:5.0e-05 ∣ avg_100 : 31734.929048 ∣ critic_nllloss : 26065.429297 ∣ critic_ganloss : -230.550629 ∣ generator_nllloss : 5235.597461 ∣ generator_ganloss : 918.221973 ∣  [  std_z : 1.01  real_sub_fake : 855.00 ]
[  epoch 0014/0040] 4530/4800, lr:5.0e-05 ∣ avg_100 : 31734.085577 ∣ critic_nllloss : 25942.886133 ∣ critic_ganloss : -268.324669 ∣ generator_nllloss : 5223.848047 ∣ generator_ganloss : 900.049268 ∣  [  std_z : 1.00  real_sub_fake : 898.26 ]
[  epoch 0014/0040] 4540/4800, lr:5.0e-05 ∣ avg_100 : 31737.191586 ∣ critic_nllloss : 26078.067969 ∣ critic_ganloss : -252.220621 ∣ generator_nllloss : 5206.326563 ∣ generator_ganloss : 880.753760 ∣  [  std_z : 0.98  real_sub_fake : 988.17 ]
[  epoch 0014/0040] 4550/4800, lr:5.0e-05 ∣ avg_100 : 31731.814396 ∣ critic_nllloss : 25741.933789 ∣ critic_ganloss : -254.768332 ∣ generator_nllloss : 5089.792773 ∣ generator_ganloss : 844.981152 ∣  [  std_z : 0.98  real_sub_fake : 1035.10 ]
[  epoch 0014/0040] 4560/4800, lr:5.0e-05 ∣ avg_100 : 31731.142378 ∣ critic_nllloss : 25704.047656 ∣ critic_ganloss : -305.142749 ∣ generator_nllloss : 5190.217969 ∣ generator_ganloss : 833.912012 ∣  [  std_z : 1.00  real_sub_fake : 1021.45 ]
[  epoch 0014/0040] 4570/4800, lr:5.0e-05 ∣ avg_100 : 31729.250100 ∣ critic_nllloss : 25914.544922 ∣ critic_ganloss : -317.899426 ∣ generator_nllloss : 5092.846094 ∣ generator_ganloss : 841.810498 ∣  [  std_z : 1.00  real_sub_fake : 1199.30 ]
[  epoch 0014/0040] 4580/4800, lr:5.0e-05 ∣ avg_100 : 31729.774701 ∣ critic_nllloss : 25819.697461 ∣ critic_ganloss : -249.788489 ∣ generator_nllloss : 5248.599219 ∣ generator_ganloss : 885.595215 ∣  [  std_z : 0.99  real_sub_fake : 1091.59 ]
[  epoch 0014/0040] 4590/4800, lr:5.0e-05 ∣ avg_100 : 31727.650800 ∣ critic_nllloss : 25852.355664 ∣ critic_ganloss : -258.865790 ∣ generator_nllloss : 5105.268945 ∣ generator_ganloss : 880.917529 ∣  [  std_z : 1.00  real_sub_fake : 923.38 ]
[  epoch 0014/0040] 4600/4800, lr:5.0e-05 ∣ avg_100 : 31727.457536 ∣ critic_nllloss : 25862.282422 ∣ critic_ganloss : -289.435089 ∣ generator_nllloss : 5190.368164 ∣ generator_ganloss : 856.644385 ∣  [  std_z : 1.01  real_sub_fake : 958.30 ]
[  epoch 0014/0040] 4610/4800, lr:5.0e-05 ∣ avg_100 : 31727.604704 ∣ critic_nllloss : 25773.083398 ∣ critic_ganloss : -282.521832 ∣ generator_nllloss : 5113.802734 ∣ generator_ganloss : 887.715625 ∣  [  std_z : 1.00  real_sub_fake : 1183.63 ]
[  epoch 0014/0040] 4620/4800, lr:5.0e-05 ∣ avg_100 : 31725.671078 ∣ critic_nllloss : 25803.499023 ∣ critic_ganloss : -261.488184 ∣ generator_nllloss : 5198.294727 ∣ generator_ganloss : 907.818896 ∣  [  std_z : 0.99  real_sub_fake : 894.65 ]
[  epoch 0014/0040] 4630/4800, lr:5.0e-05 ∣ avg_100 : 31724.261251 ∣ critic_nllloss : 25762.680469 ∣ critic_ganloss : -245.296942 ∣ generator_nllloss : 5222.078906 ∣ generator_ganloss : 897.931738 ∣  [  std_z : 0.99  real_sub_fake : 1050.07 ]
[  epoch 0014/0040] 4640/4800, lr:5.0e-05 ∣ avg_100 : 31721.587325 ∣ critic_nllloss : 25489.563477 ∣ critic_ganloss : -237.746141 ∣ generator_nllloss : 5121.901563 ∣ generator_ganloss : 900.597119 ∣  [  std_z : 0.99  real_sub_fake : 860.95 ]
[  epoch 0014/0040] 4650/4800, lr:5.0e-05 ∣ avg_100 : 31723.347547 ∣ critic_nllloss : 25870.110352 ∣ critic_ganloss : -252.410535 ∣ generator_nllloss : 5266.869922 ∣ generator_ganloss : 903.807812 ∣  [  std_z : 0.99  real_sub_fake : 934.88 ]
[  epoch 0014/0040] 4660/4800, lr:5.0e-05 ∣ avg_100 : 31722.230265 ∣ critic_nllloss : 25854.423438 ∣ critic_ganloss : -289.842744 ∣ generator_nllloss : 5235.594922 ∣ generator_ganloss : 908.497656 ∣  [  std_z : 0.99  real_sub_fake : 1010.10 ]
[  epoch 0014/0040] 4670/4800, lr:5.0e-05 ∣ avg_100 : 31722.236240 ∣ critic_nllloss : 25977.287695 ∣ critic_ganloss : -314.346985 ∣ generator_nllloss : 5225.669531 ∣ generator_ganloss : 894.092773 ∣  [  std_z : 0.99  real_sub_fake : 1077.36 ]
[  epoch 0014/0040] 4680/4800, lr:5.0e-05 ∣ avg_100 : 31720.341293 ∣ critic_nllloss : 25999.451953 ∣ critic_ganloss : -391.696039 ∣ generator_nllloss : 5219.580078 ∣ generator_ganloss : 897.602637 ∣  [  std_z : 0.99  real_sub_fake : 1359.67 ]
[  epoch 0014/0040] 4690/4800, lr:5.0e-05 ∣ avg_100 : 31721.115084 ∣ critic_nllloss : 25939.383789 ∣ critic_ganloss : -296.430530 ∣ generator_nllloss : 5131.652930 ∣ generator_ganloss : 920.414941 ∣  [  std_z : 0.99  real_sub_fake : 1407.60 ]
[  epoch 0014/0040] 4700/4800, lr:5.0e-05 ∣ avg_100 : 31721.926644 ∣ critic_nllloss : 26033.539648 ∣ critic_ganloss : -297.841653 ∣ generator_nllloss : 5120.283594 ∣ generator_ganloss : 939.185254 ∣  [  std_z : 1.00  real_sub_fake : 1198.14 ]
[  epoch 0014/0040] 4710/4800, lr:5.0e-05 ∣ avg_100 : 31717.561660 ∣ critic_nllloss : 25621.872852 ∣ critic_ganloss : -263.887053 ∣ generator_nllloss : 5180.606250 ∣ generator_ganloss : 888.578613 ∣  [  std_z : 1.00  real_sub_fake : 944.32 ]
[  epoch 0014/0040] 4720/4800, lr:5.0e-05 ∣ avg_100 : 31715.475663 ∣ critic_nllloss : 25891.496484 ∣ critic_ganloss : -331.615228 ∣ generator_nllloss : 5253.376562 ∣ generator_ganloss : 897.628516 ∣  [  std_z : 0.99  real_sub_fake : 1169.38 ]
[  epoch 0014/0040] 4730/4800, lr:5.0e-05 ∣ avg_100 : 31716.245355 ∣ critic_nllloss : 25913.683984 ∣ critic_ganloss : -214.226479 ∣ generator_nllloss : 5148.007031 ∣ generator_ganloss : 935.267432 ∣  [  std_z : 0.98  real_sub_fake : 993.98 ]
[  epoch 0014/0040] 4740/4800, lr:5.0e-05 ∣ avg_100 : 31717.179311 ∣ critic_nllloss : 26049.683008 ∣ critic_ganloss : -253.909436 ∣ generator_nllloss : 5232.770703 ∣ generator_ganloss : 874.994238 ∣  [  std_z : 1.00  real_sub_fake : 1031.85 ]
[  epoch 0014/0040] 4750/4800, lr:5.0e-05 ∣ avg_100 : 31713.819312 ∣ critic_nllloss : 25892.779297 ∣ critic_ganloss : -252.867522 ∣ generator_nllloss : 5153.929102 ∣ generator_ganloss : 904.457031 ∣  [  std_z : 1.01  real_sub_fake : 931.08 ]
[  epoch 0014/0040] 4760/4800, lr:5.0e-05 ∣ avg_100 : 31711.482842 ∣ critic_nllloss : 25826.447461 ∣ critic_ganloss : -288.807109 ∣ generator_nllloss : 5134.019531 ∣ generator_ganloss : 887.743115 ∣  [  std_z : 1.00  real_sub_fake : 944.47 ]
[  epoch 0014/0040] 4770/4800, lr:5.0e-05 ∣ avg_100 : 31712.636275 ∣ critic_nllloss : 25931.729102 ∣ critic_ganloss : -360.388437 ∣ generator_nllloss : 5224.199609 ∣ generator_ganloss : 874.920996 ∣  [  std_z : 0.98  real_sub_fake : 1317.79 ]
[  epoch 0014/0040] 4780/4800, lr:5.0e-05 ∣ avg_100 : 31713.334563 ∣ critic_nllloss : 25879.895117 ∣ critic_ganloss : -230.617596 ∣ generator_nllloss : 5182.469531 ∣ generator_ganloss : 917.533350 ∣  [  std_z : 0.99  real_sub_fake : 1261.49 ]
[  epoch 0014/0040] 4790/4800, lr:5.0e-05 ∣ avg_100 : 31712.261616 ∣ critic_nllloss : 25989.120898 ∣ critic_ganloss : -215.352240 ∣ generator_nllloss : 5172.075000 ∣ generator_ganloss : 879.094336 ∣  [  std_z : 1.00  real_sub_fake : 865.38 ]
[  epoch 0014/0040] 4800/4800, lr:5.0e-05 ∣ avg_100 : 31713.263967 ∣ critic_nllloss : 26033.045703 ∣ critic_ganloss : -318.399823 ∣ generator_nllloss : 5184.277734 ∣ generator_ganloss : 891.332764 ∣  [  std_z : 1.00  real_sub_fake : 858.71 ]
[    val 014    ] Done! KLD: 0.028781: 0.0172491:38, total: 1 day, 3:28:39                  
[  epoch 0015/0040] 0010/4800, lr:5.0e-05 ∣ avg_100 : 31712.976231 ∣ critic_nllloss : 26069.683008 ∣ critic_ganloss : -286.849191 ∣ generator_nllloss : 5230.148047 ∣ generator_ganloss : 856.988916 ∣  [  std_z : 0.99  real_sub_fake : 1103.81 ]
[  epoch 0015/0040] 0020/4800, lr:5.0e-05 ∣ avg_100 : 31709.608522 ∣ critic_nllloss : 25770.746680 ∣ critic_ganloss : -264.937001 ∣ generator_nllloss : 5074.155078 ∣ generator_ganloss : 886.419482 ∣  [  std_z : 0.98  real_sub_fake : 1045.41 ]
[  epoch 0015/0040] 0030/4800, lr:5.0e-05 ∣ avg_100 : 31709.907306 ∣ critic_nllloss : 25982.998437 ∣ critic_ganloss : -330.347989 ∣ generator_nllloss : 5233.471094 ∣ generator_ganloss : 863.154834 ∣  [  std_z : 0.99  real_sub_fake : 1087.81 ]
[  epoch 0015/0040] 0040/4800, lr:5.0e-05 ∣ avg_100 : 31711.241137 ∣ critic_nllloss : 25959.980859 ∣ critic_ganloss : -265.366580 ∣ generator_nllloss : 5166.555664 ∣ generator_ganloss : 890.262256 ∣  [  std_z : 1.01  real_sub_fake : 1055.33 ]
[  epoch 0015/0040] 0050/4800, lr:5.0e-05 ∣ avg_100 : 31709.999874 ∣ critic_nllloss : 25791.371289 ∣ critic_ganloss : -261.392041 ∣ generator_nllloss : 5208.822070 ∣ generator_ganloss : 892.069531 ∣  [  std_z : 1.00  real_sub_fake : 1123.54 ]
[  epoch 0015/0040] 0060/4800, lr:5.0e-05 ∣ avg_100 : 31711.670008 ∣ critic_nllloss : 25967.307031 ∣ critic_ganloss : -288.064423 ∣ generator_nllloss : 5153.983203 ∣ generator_ganloss : 890.843164 ∣  [  std_z : 0.98  real_sub_fake : 899.41 ]
[  epoch 0015/0040] 0070/4800, lr:5.0e-05 ∣ avg_100 : 31710.828002 ∣ critic_nllloss : 25825.186523 ∣ critic_ganloss : -271.013043 ∣ generator_nllloss : 5084.308008 ∣ generator_ganloss : 851.194580 ∣  [  std_z : 0.98  real_sub_fake : 1053.02 ]
[  epoch 0015/0040] 0080/4800, lr:5.0e-05 ∣ avg_100 : 31710.956978 ∣ critic_nllloss : 25912.027148 ∣ critic_ganloss : -388.013727 ∣ generator_nllloss : 5252.755078 ∣ generator_ganloss : 864.051855 ∣  [  std_z : 1.00  real_sub_fake : 1367.32 ]
[  epoch 0015/0040] 0090/4800, lr:5.0e-05 ∣ avg_100 : 31708.943299 ∣ critic_nllloss : 25824.094336 ∣ critic_ganloss : -337.068280 ∣ generator_nllloss : 5258.575586 ∣ generator_ganloss : 877.844189 ∣  [  std_z : 1.01  real_sub_fake : 1553.68 ]
[  epoch 0015/0040] 0100/4800, lr:5.0e-05 ∣ avg_100 : 31711.062333 ∣ critic_nllloss : 25933.761719 ∣ critic_ganloss : -142.366171 ∣ generator_nllloss : 5204.992578 ∣ generator_ganloss : 927.851025 ∣  [  std_z : 0.99  real_sub_fake : 711.11 ]
[  epoch 0015/0040] 0110/4800, lr:5.0e-05 ∣ avg_100 : 31713.609479 ∣ critic_nllloss : 25945.385547 ∣ critic_ganloss : -176.439272 ∣ generator_nllloss : 5096.271875 ∣ generator_ganloss : 875.649951 ∣  [  std_z : 0.97  real_sub_fake : 489.05 ]
[  epoch 0015/0040] 0120/4800, lr:5.0e-05 ∣ avg_100 : 31712.792234 ∣ critic_nllloss : 25911.208398 ∣ critic_ganloss : -264.340993 ∣ generator_nllloss : 5179.222266 ∣ generator_ganloss : 833.081152 ∣  [  std_z : 0.99  real_sub_fake : 844.09 ]
[  epoch 0015/0040] 0130/4800, lr:5.0e-05 ∣ avg_100 : 31709.884699 ∣ critic_nllloss : 26060.966016 ∣ critic_ganloss : -233.415083 ∣ generator_nllloss : 5198.834375 ∣ generator_ganloss : 876.417139 ∣  [  std_z : 1.02  real_sub_fake : 996.37 ]
[  epoch 0015/0040] 0140/4800, lr:5.0e-05 ∣ avg_100 : 31706.055044 ∣ critic_nllloss : 25859.720313 ∣ critic_ganloss : -269.285371 ∣ generator_nllloss : 5129.276563 ∣ generator_ganloss : 885.815283 ∣  [  std_z : 1.00  real_sub_fake : 1073.47 ]
[  epoch 0015/0040] 0150/4800, lr:5.0e-05 ∣ avg_100 : 31704.041663 ∣ critic_nllloss : 25913.182031 ∣ critic_ganloss : -303.251062 ∣ generator_nllloss : 5104.776953 ∣ generator_ganloss : 895.298682 ∣  [  std_z : 0.99  real_sub_fake : 1019.32 ]
[  epoch 0015/0040] 0160/4800, lr:5.0e-05 ∣ avg_100 : 31701.849341 ∣ critic_nllloss : 25811.840625 ∣ critic_ganloss : -317.091846 ∣ generator_nllloss : 4979.991016 ∣ generator_ganloss : 950.037305 ∣  [  std_z : 0.98  real_sub_fake : 1117.40 ]
[  epoch 0015/0040] 0170/4800, lr:5.0e-05 ∣ avg_100 : 31699.666377 ∣ critic_nllloss : 25891.365430 ∣ critic_ganloss : -247.990433 ∣ generator_nllloss : 5122.136719 ∣ generator_ganloss : 944.448193 ∣  [  std_z : 1.00  real_sub_fake : 1075.81 ]
[  epoch 0015/0040] 0180/4800, lr:5.0e-05 ∣ avg_100 : 31697.120158 ∣ critic_nllloss : 25870.274023 ∣ critic_ganloss : -228.238884 ∣ generator_nllloss : 5159.302148 ∣ generator_ganloss : 930.904102 ∣  [  std_z : 1.01  real_sub_fake : 1004.52 ]
[  epoch 0015/0040] 0190/4800, lr:5.0e-05 ∣ avg_100 : 31696.361964 ∣ critic_nllloss : 25821.941406 ∣ critic_ganloss : -305.574634 ∣ generator_nllloss : 5071.083984 ∣ generator_ganloss : 924.543848 ∣  [  std_z : 0.99  real_sub_fake : 933.22 ]
[  epoch 0015/0040] 0200/4800, lr:5.0e-05 ∣ avg_100 : 31695.919730 ∣ critic_nllloss : 25824.003320 ∣ critic_ganloss : -212.976558 ∣ generator_nllloss : 5157.482031 ∣ generator_ganloss : 927.750684 ∣  [  std_z : 0.99  real_sub_fake : 1057.05 ]
[  epoch 0015/0040] 0210/4800, lr:5.0e-05 ∣ avg_100 : 31694.126852 ∣ critic_nllloss : 25827.274414 ∣ critic_ganloss : -289.115450 ∣ generator_nllloss : 5120.677734 ∣ generator_ganloss : 918.675586 ∣  [  std_z : 1.00  real_sub_fake : 949.22 ]
[  epoch 0015/0040] 0220/4800, lr:5.0e-05 ∣ avg_100 : 31694.341477 ∣ critic_nllloss : 25912.446680 ∣ critic_ganloss : -302.579155 ∣ generator_nllloss : 5163.221094 ∣ generator_ganloss : 889.464307 ∣  [  std_z : 1.00  real_sub_fake : 1107.83 ]
[  epoch 0015/0040] 0230/4800, lr:5.0e-05 ∣ avg_100 : 31692.376052 ∣ critic_nllloss : 25979.014258 ∣ critic_ganloss : -413.867212 ∣ generator_nllloss : 5178.605664 ∣ generator_ganloss : 928.864160 ∣  [  std_z : 0.99  real_sub_fake : 1355.53 ]
[  epoch 0015/0040] 0240/4800, lr:5.0e-05 ∣ avg_100 : 31694.298699 ∣ critic_nllloss : 25994.769141 ∣ critic_ganloss : -234.357639 ∣ generator_nllloss : 5281.594531 ∣ generator_ganloss : 912.390869 ∣  [  std_z : 0.99  real_sub_fake : 1350.66 ]
[  epoch 0015/0040] 0250/4800, lr:5.0e-05 ∣ avg_100 : 31695.452438 ∣ critic_nllloss : 26057.482812 ∣ critic_ganloss : -269.910931 ∣ generator_nllloss : 5193.334766 ∣ generator_ganloss : 950.425879 ∣  [  std_z : 0.99  real_sub_fake : 835.70 ]
[  epoch 0015/0040] 0260/4800, lr:5.0e-05 ∣ avg_100 : 31693.060739 ∣ critic_nllloss : 25821.450195 ∣ critic_ganloss : -324.442105 ∣ generator_nllloss : 5141.073438 ∣ generator_ganloss : 897.216748 ∣  [  std_z : 0.99  real_sub_fake : 1124.31 ]
[  epoch 0015/0040] 0270/4800, lr:5.0e-05 ∣ avg_100 : 31695.723420 ∣ critic_nllloss : 26091.462109 ∣ critic_ganloss : -211.304440 ∣ generator_nllloss : 5203.794922 ∣ generator_ganloss : 908.883936 ∣  [  std_z : 1.00  real_sub_fake : 1133.19 ]
[  epoch 0015/0040] 0280/4800, lr:5.0e-05 ∣ avg_100 : 31696.530223 ∣ critic_nllloss : 26002.163477 ∣ critic_ganloss : -246.549686 ∣ generator_nllloss : 5179.026367 ∣ generator_ganloss : 868.671680 ∣  [  std_z : 0.99  real_sub_fake : 1003.90 ]
[  epoch 0015/0040] 0290/4800, lr:5.0e-05 ∣ avg_100 : 31697.789539 ∣ critic_nllloss : 26118.640234 ∣ critic_ganloss : -231.613632 ∣ generator_nllloss : 5201.979492 ∣ generator_ganloss : 876.329443 ∣  [  std_z : 0.99  real_sub_fake : 876.50 ]
[  epoch 0015/0040] 0300/4800, lr:5.0e-05 ∣ avg_100 : 31698.057854 ∣ critic_nllloss : 25863.525977 ∣ critic_ganloss : -296.021675 ∣ generator_nllloss : 5161.904688 ∣ generator_ganloss : 815.473682 ∣  [  std_z : 0.99  real_sub_fake : 895.51 ]
[  epoch 0015/0040] 0310/4800, lr:5.0e-05 ∣ avg_100 : 31696.556882 ∣ critic_nllloss : 25925.812695 ∣ critic_ganloss : -286.001230 ∣ generator_nllloss : 5219.489453 ∣ generator_ganloss : 813.021338 ∣  [  std_z : 1.00  real_sub_fake : 1200.93 ]
[  epoch 0015/0040] 0320/4800, lr:5.0e-05 ∣ avg_100 : 31691.508094 ∣ critic_nllloss : 26010.288281 ∣ critic_ganloss : -337.483798 ∣ generator_nllloss : 5016.612109 ∣ generator_ganloss : 821.767676 ∣  [  std_z : 1.00  real_sub_fake : 1204.17 ]
[  epoch 0015/0040] 0330/4800, lr:5.0e-05 ∣ avg_100 : 31688.860097 ∣ critic_nllloss : 26020.552344 ∣ critic_ganloss : -307.276770 ∣ generator_nllloss : 5229.191406 ∣ generator_ganloss : 790.440454 ∣  [  std_z : 1.00  real_sub_fake : 1282.87 ]
[  epoch 0015/0040] 0340/4800, lr:5.0e-05 ∣ avg_100 : 31690.838996 ∣ critic_nllloss : 26092.805664 ∣ critic_ganloss : -220.350854 ∣ generator_nllloss : 5224.825977 ∣ generator_ganloss : 882.352539 ∣  [  std_z : 0.99  real_sub_fake : 1039.17 ]
[  epoch 0015/0040] 0350/4800, lr:5.0e-05 ∣ avg_100 : 31686.445690 ∣ critic_nllloss : 25755.354492 ∣ critic_ganloss : -283.452017 ∣ generator_nllloss : 5077.264844 ∣ generator_ganloss : 878.328125 ∣  [  std_z : 0.99  real_sub_fake : 823.78 ]
[  epoch 0015/0040] 0360/4800, lr:5.0e-05 ∣ avg_100 : 31686.993316 ∣ critic_nllloss : 25933.273633 ∣ critic_ganloss : -325.853008 ∣ generator_nllloss : 5255.061133 ∣ generator_ganloss : 817.260767 ∣  [  std_z : 0.99  real_sub_fake : 1073.38 ]
[  epoch 0015/0040] 0370/4800, lr:5.0e-05 ∣ avg_100 : 31683.494142 ∣ critic_nllloss : 25760.202148 ∣ critic_ganloss : -389.369101 ∣ generator_nllloss : 5129.735742 ∣ generator_ganloss : 842.167187 ∣  [  std_z : 1.00  real_sub_fake : 1329.71 ]
[  epoch 0015/0040] 0380/4800, lr:5.0e-05 ∣ avg_100 : 31686.478972 ∣ critic_nllloss : 25686.875781 ∣ critic_ganloss : -257.281082 ∣ generator_nllloss : 5213.785742 ∣ generator_ganloss : 867.111377 ∣  [  std_z : 0.99  real_sub_fake : 996.68 ]
[  epoch 0015/0040] 0390/4800, lr:5.0e-05 ∣ avg_100 : 31688.035491 ∣ critic_nllloss : 25898.038867 ∣ critic_ganloss : -212.092838 ∣ generator_nllloss : 5196.062305 ∣ generator_ganloss : 872.576074 ∣  [  std_z : 0.99  real_sub_fake : 884.75 ]
[  epoch 0015/0040] 0400/4800, lr:5.0e-05 ∣ avg_100 : 31688.790243 ∣ critic_nllloss : 25878.412305 ∣ critic_ganloss : -316.480109 ∣ generator_nllloss : 5316.782031 ∣ generator_ganloss : 840.175488 ∣  [  std_z : 1.00  real_sub_fake : 1178.36 ]
[  epoch 0015/0040] 0410/4800, lr:5.0e-05 ∣ avg_100 : 31682.525097 ∣ critic_nllloss : 25618.231641 ∣ critic_ganloss : -201.005484 ∣ generator_nllloss : 5044.540234 ∣ generator_ganloss : 857.252441 ∣  [  std_z : 0.99  real_sub_fake : 1117.74 ]
[  epoch 0015/0040] 0420/4800, lr:5.0e-05 ∣ avg_100 : 31681.072524 ∣ critic_nllloss : 26047.371094 ∣ critic_ganloss : -339.538242 ∣ generator_nllloss : 5085.246875 ∣ generator_ganloss : 783.653809 ∣  [  std_z : 1.00  real_sub_fake : 1144.57 ]
[  epoch 0015/0040] 0430/4800, lr:5.0e-05 ∣ avg_100 : 31678.096564 ∣ critic_nllloss : 25836.915820 ∣ critic_ganloss : -306.478802 ∣ generator_nllloss : 5248.674219 ∣ generator_ganloss : 785.416431 ∣  [  std_z : 1.00  real_sub_fake : 1285.57 ]
[  epoch 0015/0040] 0440/4800, lr:5.0e-05 ∣ avg_100 : 31675.794800 ∣ critic_nllloss : 25868.992773 ∣ critic_ganloss : -315.134418 ∣ generator_nllloss : 5160.398633 ∣ generator_ganloss : 784.776904 ∣  [  std_z : 0.99  real_sub_fake : 1142.70 ]
[  epoch 0015/0040] 0450/4800, lr:5.0e-05 ∣ avg_100 : 31678.092335 ∣ critic_nllloss : 25913.528906 ∣ critic_ganloss : -359.661026 ∣ generator_nllloss : 5281.095312 ∣ generator_ganloss : 766.254639 ∣  [  std_z : 0.98  real_sub_fake : 1201.75 ]
[  epoch 0015/0040] 0460/4800, lr:5.0e-05 ∣ avg_100 : 31673.114053 ∣ critic_nllloss : 25702.580664 ∣ critic_ganloss : -284.601968 ∣ generator_nllloss : 5186.982227 ∣ generator_ganloss : 793.311377 ∣  [  std_z : 1.00  real_sub_fake : 1140.63 ]
[  epoch 0015/0040] 0470/4800, lr:5.0e-05 ∣ avg_100 : 31666.097403 ∣ critic_nllloss : 25913.619336 ∣ critic_ganloss : -350.775885 ∣ generator_nllloss : 5247.692578 ∣ generator_ganloss : 767.480225 ∣  [  std_z : 1.00  real_sub_fake : 1389.65 ]
[  epoch 0015/0040] 0480/4800, lr:5.0e-05 ∣ avg_100 : 31665.030887 ∣ critic_nllloss : 25911.448242 ∣ critic_ganloss : -245.696710 ∣ generator_nllloss : 5156.897266 ∣ generator_ganloss : 804.522461 ∣  [  std_z : 1.00  real_sub_fake : 1038.47 ]
[  epoch 0015/0040] 0490/4800, lr:5.0e-05 ∣ avg_100 : 31667.482078 ∣ critic_nllloss : 26028.450781 ∣ critic_ganloss : -281.667499 ∣ generator_nllloss : 5139.916602 ∣ generator_ganloss : 772.038086 ∣  [  std_z : 0.99  real_sub_fake : 997.10 ]
[  epoch 0015/0040] 0500/4800, lr:5.0e-05 ∣ avg_100 : 31663.162654 ∣ critic_nllloss : 25802.513867 ∣ critic_ganloss : -300.654134 ∣ generator_nllloss : 5121.470898 ∣ generator_ganloss : 786.143140 ∣  [  std_z : 0.99  real_sub_fake : 1052.59 ]
[  epoch 0015/0040] 0510/4800, lr:5.0e-05 ∣ avg_100 : 31661.601361 ∣ critic_nllloss : 25682.393555 ∣ critic_ganloss : -198.772069 ∣ generator_nllloss : 5116.650391 ∣ generator_ganloss : 782.668311 ∣  [  std_z : 0.99  real_sub_fake : 934.93 ]
[  epoch 0015/0040] 0520/4800, lr:5.0e-05 ∣ avg_100 : 31660.684416 ∣ critic_nllloss : 25845.078516 ∣ critic_ganloss : -291.830260 ∣ generator_nllloss : 5204.818359 ∣ generator_ganloss : 762.382129 ∣  [  std_z : 1.00  real_sub_fake : 1030.92 ]
[  epoch 0015/0040] 0530/4800, lr:5.0e-05 ∣ avg_100 : 31661.250926 ∣ critic_nllloss : 26001.129688 ∣ critic_ganloss : -293.893700 ∣ generator_nllloss : 5291.762695 ∣ generator_ganloss : 780.838965 ∣  [  std_z : 1.00  real_sub_fake : 970.68 ]
[  epoch 0015/0040] 0540/4800, lr:5.0e-05 ∣ avg_100 : 31659.472829 ∣ critic_nllloss : 25838.388477 ∣ critic_ganloss : -271.809753 ∣ generator_nllloss : 5172.455469 ∣ generator_ganloss : 796.690674 ∣  [  std_z : 0.99  real_sub_fake : 1177.56 ]
[  epoch 0015/0040] 0550/4800, lr:5.0e-05 ∣ avg_100 : 31661.527362 ∣ critic_nllloss : 26058.085352 ∣ critic_ganloss : -362.301981 ∣ generator_nllloss : 5308.043359 ∣ generator_ganloss : 806.277319 ∣  [  std_z : 0.98  real_sub_fake : 1152.53 ]
[  epoch 0015/0040] 0560/4800, lr:5.0e-05 ∣ avg_100 : 31657.859804 ∣ critic_nllloss : 25783.007227 ∣ critic_ganloss : -332.516986 ∣ generator_nllloss : 5122.575391 ∣ generator_ganloss : 792.930884 ∣  [  std_z : 0.99  real_sub_fake : 1365.57 ]
[  epoch 0015/0040] 0570/4800, lr:5.0e-05 ∣ avg_100 : 31660.931433 ∣ critic_nllloss : 26315.377930 ∣ critic_ganloss : -341.814496 ∣ generator_nllloss : 5401.904297 ∣ generator_ganloss : 799.659058 ∣  [  std_z : 1.00  real_sub_fake : 1175.72 ]
[  epoch 0015/0040] 0580/4800, lr:5.0e-05 ∣ avg_100 : 31659.108034 ∣ critic_nllloss : 25805.125781 ∣ critic_ganloss : -301.890718 ∣ generator_nllloss : 5172.635742 ∣ generator_ganloss : 785.906519 ∣  [  std_z : 1.00  real_sub_fake : 1080.34 ]
[  epoch 0015/0040] 0590/4800, lr:5.0e-05 ∣ avg_100 : 31651.478662 ∣ critic_nllloss : 25480.125781 ∣ critic_ganloss : -309.305875 ∣ generator_nllloss : 5044.367383 ∣ generator_ganloss : 793.693921 ∣  [  std_z : 0.99  real_sub_fake : 1189.17 ]
[  epoch 0015/0040] 0600/4800, lr:5.0e-05 ∣ avg_100 : 31650.036255 ∣ critic_nllloss : 26098.587305 ∣ critic_ganloss : -308.217209 ∣ generator_nllloss : 5175.866602 ∣ generator_ganloss : 823.502832 ∣  [  std_z : 1.00  real_sub_fake : 1207.68 ]
[  epoch 0015/0040] 0610/4800, lr:5.0e-05 ∣ avg_100 : 31649.969661 ∣ critic_nllloss : 25955.971289 ∣ critic_ganloss : -294.190137 ∣ generator_nllloss : 5236.051953 ∣ generator_ganloss : 806.445190 ∣  [  std_z : 1.00  real_sub_fake : 1080.42 ]
[  epoch 0015/0040] 0620/4800, lr:5.0e-05 ∣ avg_100 : 31651.457603 ∣ critic_nllloss : 25873.682227 ∣ critic_ganloss : -425.888748 ∣ generator_nllloss : 5180.741797 ∣ generator_ganloss : 789.570166 ∣  [  std_z : 1.00  real_sub_fake : 1458.80 ]
[  epoch 0015/0040] 0630/4800, lr:5.0e-05 ∣ avg_100 : 31656.030106 ∣ critic_nllloss : 26152.681445 ∣ critic_ganloss : -187.918073 ∣ generator_nllloss : 5266.507031 ∣ generator_ganloss : 861.825195 ∣  [  std_z : 0.99  real_sub_fake : 1254.02 ]
[  epoch 0015/0040] 0640/4800, lr:5.0e-05 ∣ avg_100 : 31654.160695 ∣ critic_nllloss : 25718.734180 ∣ critic_ganloss : -145.858035 ∣ generator_nllloss : 5131.814648 ∣ generator_ganloss : 819.900244 ∣  [  std_z : 0.98  real_sub_fake : 575.51 ]
[  epoch 0015/0040] 0650/4800, lr:5.0e-05 ∣ avg_100 : 31653.154164 ∣ critic_nllloss : 25888.767773 ∣ critic_ganloss : -232.856689 ∣ generator_nllloss : 5125.827148 ∣ generator_ganloss : 776.472339 ∣  [  std_z : 0.99  real_sub_fake : 676.77 ]
[  epoch 0015/0040] 0660/4800, lr:5.0e-05 ∣ avg_100 : 31654.276569 ∣ critic_nllloss : 26083.265430 ∣ critic_ganloss : -278.603433 ∣ generator_nllloss : 5310.655859 ∣ generator_ganloss : 762.129590 ∣  [  std_z : 1.01  real_sub_fake : 947.19 ]
[  epoch 0015/0040] 0670/4800, lr:5.0e-05 ∣ avg_100 : 31655.643262 ∣ critic_nllloss : 25902.906836 ∣ critic_ganloss : -267.424181 ∣ generator_nllloss : 5249.527148 ∣ generator_ganloss : 794.211841 ∣  [  std_z : 1.00  real_sub_fake : 987.89 ]
[  epoch 0015/0040] 0680/4800, lr:5.0e-05 ∣ avg_100 : 31658.635042 ∣ critic_nllloss : 26098.916211 ∣ critic_ganloss : -324.047849 ∣ generator_nllloss : 5232.137109 ∣ generator_ganloss : 782.533350 ∣  [  std_z : 0.98  real_sub_fake : 1111.48 ]
[  epoch 0015/0040] 0690/4800, lr:5.0e-05 ∣ avg_100 : 31657.489264 ∣ critic_nllloss : 25766.106250 ∣ critic_ganloss : -293.300119 ∣ generator_nllloss : 5175.687695 ∣ generator_ganloss : 773.946216 ∣  [  std_z : 0.97  real_sub_fake : 1311.40 ]
[  epoch 0015/0040] 0700/4800, lr:5.0e-05 ∣ avg_100 : 31654.303809 ∣ critic_nllloss : 25915.488477 ∣ critic_ganloss : -271.252286 ∣ generator_nllloss : 5118.650195 ∣ generator_ganloss : 804.707031 ∣  [  std_z : 0.99  real_sub_fake : 1172.00 ]
[  epoch 0015/0040] 0710/4800, lr:5.0e-05 ∣ avg_100 : 31655.061957 ∣ critic_nllloss : 25970.400586 ∣ critic_ganloss : -204.536203 ∣ generator_nllloss : 5147.614453 ∣ generator_ganloss : 817.798755 ∣  [  std_z : 1.01  real_sub_fake : 815.86 ]
[  epoch 0015/0040] 0720/4800, lr:5.0e-05 ∣ avg_100 : 31654.056134 ∣ critic_nllloss : 26161.531836 ∣ critic_ganloss : -274.941852 ∣ generator_nllloss : 5203.906641 ∣ generator_ganloss : 797.619238 ∣  [  std_z : 1.01  real_sub_fake : 886.15 ]
[  epoch 0015/0040] 0730/4800, lr:5.0e-05 ∣ avg_100 : 31652.772146 ∣ critic_nllloss : 25938.151953 ∣ critic_ganloss : -229.047018 ∣ generator_nllloss : 5167.487500 ∣ generator_ganloss : 793.467529 ∣  [  std_z : 0.98  real_sub_fake : 957.05 ]
[  epoch 0015/0040] 0740/4800, lr:5.0e-05 ∣ avg_100 : 31652.731647 ∣ critic_nllloss : 26097.653906 ∣ critic_ganloss : -301.889673 ∣ generator_nllloss : 5265.500586 ∣ generator_ganloss : 847.612891 ∣  [  std_z : 0.98  real_sub_fake : 1150.09 ]
[  epoch 0015/0040] 0750/4800, lr:5.0e-05 ∣ avg_100 : 31653.207706 ∣ critic_nllloss : 25754.600586 ∣ critic_ganloss : -243.981134 ∣ generator_nllloss : 5120.864258 ∣ generator_ganloss : 838.061621 ∣  [  std_z : 0.99  real_sub_fake : 999.94 ]
[  epoch 0015/0040] 0760/4800, lr:5.0e-05 ∣ avg_100 : 31658.585397 ∣ critic_nllloss : 26115.494727 ∣ critic_ganloss : -275.078998 ∣ generator_nllloss : 5282.369922 ∣ generator_ganloss : 838.018359 ∣  [  std_z : 1.01  real_sub_fake : 928.92 ]
[  epoch 0015/0040] 0770/4800, lr:5.0e-05 ∣ avg_100 : 31658.313734 ∣ critic_nllloss : 25893.178906 ∣ critic_ganloss : -327.886969 ∣ generator_nllloss : 5115.473633 ∣ generator_ganloss : 823.370166 ∣  [  std_z : 1.00  real_sub_fake : 1004.96 ]
[  epoch 0015/0040] 0780/4800, lr:5.0e-05 ∣ avg_100 : 31655.573331 ∣ critic_nllloss : 25749.495312 ∣ critic_ganloss : -291.152936 ∣ generator_nllloss : 5129.387500 ∣ generator_ganloss : 842.333252 ∣  [  std_z : 0.99  real_sub_fake : 1168.33 ]
[  epoch 0015/0040] 0790/4800, lr:5.0e-05 ∣ avg_100 : 31655.724555 ∣ critic_nllloss : 25839.154492 ∣ critic_ganloss : -248.929396 ∣ generator_nllloss : 5129.713672 ∣ generator_ganloss : 874.859961 ∣  [  std_z : 0.99  real_sub_fake : 1053.67 ]
[  epoch 0015/0040] 0800/4800, lr:5.0e-05 ∣ avg_100 : 31655.659280 ∣ critic_nllloss : 25873.662109 ∣ critic_ganloss : -228.328973 ∣ generator_nllloss : 5130.615234 ∣ generator_ganloss : 837.384082 ∣  [  std_z : 1.00  real_sub_fake : 961.76 ]
[  epoch 0015/0040] 0810/4800, lr:5.0e-05 ∣ avg_100 : 31655.822770 ∣ critic_nllloss : 25775.937695 ∣ critic_ganloss : -268.666577 ∣ generator_nllloss : 5134.893359 ∣ generator_ganloss : 866.264404 ∣  [  std_z : 1.00  real_sub_fake : 907.86 ]
[  epoch 0015/0040] 0820/4800, lr:5.0e-05 ∣ avg_100 : 31655.713386 ∣ critic_nllloss : 25945.418359 ∣ critic_ganloss : -382.343085 ∣ generator_nllloss : 5219.427930 ∣ generator_ganloss : 854.682812 ∣  [  std_z : 0.99  real_sub_fake : 1102.19 ]
[  epoch 0015/0040] 0830/4800, lr:5.0e-05 ∣ avg_100 : 31658.659107 ∣ critic_nllloss : 26070.482617 ∣ critic_ganloss : -224.850439 ∣ generator_nllloss : 5226.846094 ∣ generator_ganloss : 859.488086 ∣  [  std_z : 0.98  real_sub_fake : 1246.83 ]
[  epoch 0015/0040] 0840/4800, lr:5.0e-05 ∣ avg_100 : 31662.917547 ∣ critic_nllloss : 25904.315234 ∣ critic_ganloss : -304.024124 ∣ generator_nllloss : 5279.876953 ∣ generator_ganloss : 819.991870 ∣  [  std_z : 0.99  real_sub_fake : 1110.91 ]
[  epoch 0015/0040] 0850/4800, lr:5.0e-05 ∣ avg_100 : 31661.621503 ∣ critic_nllloss : 26031.399609 ∣ critic_ganloss : -294.666042 ∣ generator_nllloss : 5139.402148 ∣ generator_ganloss : 782.637524 ∣  [  std_z : 1.00  real_sub_fake : 1049.77 ]
[  epoch 0015/0040] 0860/4800, lr:5.0e-05 ∣ avg_100 : 31659.852011 ∣ critic_nllloss : 25949.633984 ∣ critic_ganloss : -388.113144 ∣ generator_nllloss : 5175.508008 ∣ generator_ganloss : 794.695215 ∣  [  std_z : 1.00  real_sub_fake : 1252.56 ]
[  epoch 0015/0040] 0870/4800, lr:5.0e-05 ∣ avg_100 : 31658.007045 ∣ critic_nllloss : 25892.514453 ∣ critic_ganloss : -245.049677 ∣ generator_nllloss : 5143.960742 ∣ generator_ganloss : 806.780811 ∣  [  std_z : 0.99  real_sub_fake : 1226.38 ]
[  epoch 0015/0040] 0880/4800, lr:5.0e-05 ∣ avg_100 : 31659.200628 ∣ critic_nllloss : 26118.847852 ∣ critic_ganloss : -326.399948 ∣ generator_nllloss : 5223.889648 ∣ generator_ganloss : 827.959375 ∣  [  std_z : 0.99  real_sub_fake : 1141.63 ]
[  epoch 0015/0040] 0890/4800, lr:5.0e-05 ∣ avg_100 : 31655.453009 ∣ critic_nllloss : 25687.562891 ∣ critic_ganloss : -250.684943 ∣ generator_nllloss : 5067.512500 ∣ generator_ganloss : 815.868872 ∣  [  std_z : 0.99  real_sub_fake : 1054.28 ]
[  epoch 0015/0040] 0900/4800, lr:5.0e-05 ∣ avg_100 : 31651.890782 ∣ critic_nllloss : 25769.345508 ∣ critic_ganloss : -337.592485 ∣ generator_nllloss : 5213.483203 ∣ generator_ganloss : 793.707886 ∣  [  std_z : 1.00  real_sub_fake : 1126.25 ]
[  epoch 0015/0040] 0910/4800, lr:5.0e-05 ∣ avg_100 : 31657.813850 ∣ critic_nllloss : 26197.824609 ∣ critic_ganloss : -269.285033 ∣ generator_nllloss : 5264.814062 ∣ generator_ganloss : 826.123828 ∣  [  std_z : 0.99  real_sub_fake : 1143.49 ]
[  epoch 0015/0040] 0920/4800, lr:5.0e-05 ∣ avg_100 : 31658.465936 ∣ critic_nllloss : 25982.718555 ∣ critic_ganloss : -249.938860 ∣ generator_nllloss : 5231.720508 ∣ generator_ganloss : 811.594727 ∣  [  std_z : 0.99  real_sub_fake : 998.88 ]
[  epoch 0015/0040] 0930/4800, lr:5.0e-05 ∣ avg_100 : 31657.692369 ∣ critic_nllloss : 26117.274023 ∣ critic_ganloss : -341.587405 ∣ generator_nllloss : 5125.665820 ∣ generator_ganloss : 804.022778 ∣  [  std_z : 0.99  real_sub_fake : 1155.55 ]
[  epoch 0015/0040] 0940/4800, lr:5.0e-05 ∣ avg_100 : 31654.792249 ∣ critic_nllloss : 25848.882031 ∣ critic_ganloss : -217.086206 ∣ generator_nllloss : 5143.457031 ∣ generator_ganloss : 838.273682 ∣  [  std_z : 0.99  real_sub_fake : 1044.72 ]
[  epoch 0015/0040] 0950/4800, lr:5.0e-05 ∣ avg_100 : 31655.261477 ∣ critic_nllloss : 26059.120508 ∣ critic_ganloss : -313.335808 ∣ generator_nllloss : 5188.210352 ∣ generator_ganloss : 811.225708 ∣  [  std_z : 1.00  real_sub_fake : 924.46 ]
[  epoch 0015/0040] 0960/4800, lr:5.0e-05 ∣ avg_100 : 31655.168252 ∣ critic_nllloss : 25841.128320 ∣ critic_ganloss : -316.394644 ∣ generator_nllloss : 5199.074805 ∣ generator_ganloss : 826.272021 ∣  [  std_z : 0.99  real_sub_fake : 1105.05 ]
[  epoch 0015/0040] 0970/4800, lr:5.0e-05 ∣ avg_100 : 31655.040368 ∣ critic_nllloss : 25957.998437 ∣ critic_ganloss : -289.275403 ∣ generator_nllloss : 5161.237500 ∣ generator_ganloss : 827.712305 ∣  [  std_z : 0.99  real_sub_fake : 1287.58 ]
[  epoch 0015/0040] 0980/4800, lr:5.0e-05 ∣ avg_100 : 31654.874389 ∣ critic_nllloss : 25988.558594 ∣ critic_ganloss : -314.422510 ∣ generator_nllloss : 5196.831836 ∣ generator_ganloss : 861.714551 ∣  [  std_z : 1.00  real_sub_fake : 1083.28 ]
[  epoch 0015/0040] 0990/4800, lr:5.0e-05 ∣ avg_100 : 31652.261062 ∣ critic_nllloss : 25890.524609 ∣ critic_ganloss : -314.035013 ∣ generator_nllloss : 5181.256641 ∣ generator_ganloss : 805.859106 ∣  [  std_z : 1.00  real_sub_fake : 1206.88 ]
[  epoch 0015/0040] 1000/4800, lr:5.0e-05 ∣ avg_100 : 31649.868800 ∣ critic_nllloss : 25823.966016 ∣ critic_ganloss : -289.439760 ∣ generator_nllloss : 5184.220312 ∣ generator_ganloss : 832.283545 ∣  [  std_z : 1.00  real_sub_fake : 1012.92 ]
[  epoch 0015/0040] 1010/4800, lr:5.0e-05 ∣ avg_100 : 31647.911064 ∣ critic_nllloss : 25971.966602 ∣ critic_ganloss : -290.427286 ∣ generator_nllloss : 5187.352930 ∣ generator_ganloss : 805.304956 ∣  [  std_z : 1.00  real_sub_fake : 1197.00 ]
[  epoch 0015/0040] 1020/4800, lr:5.0e-05 ∣ avg_100 : 31651.370780 ∣ critic_nllloss : 25959.205078 ∣ critic_ganloss : -206.970161 ∣ generator_nllloss : 5222.390234 ∣ generator_ganloss : 837.730713 ∣  [  std_z : 0.99  real_sub_fake : 942.92 ]
[  epoch 0015/0040] 1030/4800, lr:5.0e-05 ∣ avg_100 : 31648.906742 ∣ critic_nllloss : 25880.119336 ∣ critic_ganloss : -267.690771 ∣ generator_nllloss : 5110.480859 ∣ generator_ganloss : 779.963135 ∣  [  std_z : 0.99  real_sub_fake : 1053.61 ]
[  epoch 0015/0040] 1040/4800, lr:5.0e-05 ∣ avg_100 : 31649.101161 ∣ critic_nllloss : 25979.569531 ∣ critic_ganloss : -266.777756 ∣ generator_nllloss : 5259.200000 ∣ generator_ganloss : 798.882324 ∣  [  std_z : 0.99  real_sub_fake : 1008.02 ]
[  epoch 0015/0040] 1050/4800, lr:5.0e-05 ∣ avg_100 : 31651.115552 ∣ critic_nllloss : 26175.361914 ∣ critic_ganloss : -310.109827 ∣ generator_nllloss : 5174.918555 ∣ generator_ganloss : 792.139331 ∣  [  std_z : 0.99  real_sub_fake : 1016.54 ]
[  epoch 0015/0040] 1060/4800, lr:5.0e-05 ∣ avg_100 : 31649.807154 ∣ critic_nllloss : 25978.465234 ∣ critic_ganloss : -301.487003 ∣ generator_nllloss : 5138.592383 ∣ generator_ganloss : 777.658545 ∣  [  std_z : 0.99  real_sub_fake : 1302.05 ]
[  epoch 0015/0040] 1070/4800, lr:5.0e-05 ∣ avg_100 : 31654.365161 ∣ critic_nllloss : 26090.193164 ∣ critic_ganloss : -187.096426 ∣ generator_nllloss : 5197.968359 ∣ generator_ganloss : 844.411670 ∣  [  std_z : 0.99  real_sub_fake : 712.20 ]
[  epoch 0015/0040] 1080/4800, lr:5.0e-05 ∣ avg_100 : 31656.976061 ∣ critic_nllloss : 26072.346680 ∣ critic_ganloss : -192.297891 ∣ generator_nllloss : 5226.770312 ∣ generator_ganloss : 795.091211 ∣  [  std_z : 1.00  real_sub_fake : 684.29 ]
[  epoch 0015/0040] 1090/4800, lr:5.0e-05 ∣ avg_100 : 31659.462707 ∣ critic_nllloss : 25903.441602 ∣ critic_ganloss : -102.086952 ∣ generator_nllloss : 5242.009375 ∣ generator_ganloss : 828.746436 ∣  [  std_z : 0.99  real_sub_fake : 478.47 ]
[  epoch 0015/0040] 1100/4800, lr:5.0e-05 ∣ avg_100 : 31659.164778 ∣ critic_nllloss : 26022.910547 ∣ critic_ganloss : -130.920219 ∣ generator_nllloss : 5181.628516 ∣ generator_ganloss : 820.827417 ∣  [  std_z : 0.98  real_sub_fake : 486.89 ]
[  epoch 0015/0040] 1110/4800, lr:5.0e-05 ∣ avg_100 : 31658.613459 ∣ critic_nllloss : 25867.806445 ∣ critic_ganloss : -165.657500 ∣ generator_nllloss : 5181.230078 ∣ generator_ganloss : 802.357202 ∣  [  std_z : 1.00  real_sub_fake : 490.69 ]
[  epoch 0015/0040] 1120/4800, lr:5.0e-05 ∣ avg_100 : 31657.275047 ∣ critic_nllloss : 25815.540430 ∣ critic_ganloss : -216.882489 ∣ generator_nllloss : 5142.666016 ∣ generator_ganloss : 784.005640 ∣  [  std_z : 1.00  real_sub_fake : 653.88 ]
[  epoch 0015/0040] 1130/4800, lr:5.0e-05 ∣ avg_100 : 31654.421592 ∣ critic_nllloss : 25937.530273 ∣ critic_ganloss : -177.005719 ∣ generator_nllloss : 5048.734570 ∣ generator_ganloss : 808.197852 ∣  [  std_z : 1.00  real_sub_fake : 736.85 ]
[  epoch 0015/0040] 1140/4800, lr:5.0e-05 ∣ avg_100 : 31656.232667 ∣ critic_nllloss : 26004.971094 ∣ critic_ganloss : -273.409990 ∣ generator_nllloss : 5286.042773 ∣ generator_ganloss : 769.030371 ∣  [  std_z : 0.99  real_sub_fake : 862.81 ]
[  epoch 0015/0040] 1150/4800, lr:5.0e-05 ∣ avg_100 : 31657.095630 ∣ critic_nllloss : 25966.180469 ∣ critic_ganloss : -254.515982 ∣ generator_nllloss : 5211.089648 ∣ generator_ganloss : 773.548779 ∣  [  std_z : 0.99  real_sub_fake : 979.57 ]
[  epoch 0015/0040] 1160/4800, lr:5.0e-05 ∣ avg_100 : 31659.200813 ∣ critic_nllloss : 25923.608398 ∣ critic_ganloss : -225.753406 ∣ generator_nllloss : 5147.230469 ∣ generator_ganloss : 790.209961 ∣  [  std_z : 1.00  real_sub_fake : 1015.10 ]
[  epoch 0015/0040] 1170/4800, lr:5.0e-05 ∣ avg_100 : 31657.070984 ∣ critic_nllloss : 25802.080469 ∣ critic_ganloss : -240.405676 ∣ generator_nllloss : 5138.885547 ∣ generator_ganloss : 796.416626 ∣  [  std_z : 1.00  real_sub_fake : 816.02 ]
[  epoch 0015/0040] 1180/4800, lr:5.0e-05 ∣ avg_100 : 31654.676846 ∣ critic_nllloss : 25788.335938 ∣ critic_ganloss : -232.589670 ∣ generator_nllloss : 5155.644727 ∣ generator_ganloss : 781.436597 ∣  [  std_z : 0.99  real_sub_fake : 1024.75 ]
[  epoch 0015/0040] 1190/4800, lr:5.0e-05 ∣ avg_100 : 31654.592013 ∣ critic_nllloss : 25764.517773 ∣ critic_ganloss : -224.074310 ∣ generator_nllloss : 5166.969922 ∣ generator_ganloss : 796.097925 ∣  [  std_z : 0.99  real_sub_fake : 800.42 ]
[  epoch 0015/0040] 1200/4800, lr:5.0e-05 ∣ avg_100 : 31656.514071 ∣ critic_nllloss : 26093.355273 ∣ critic_ganloss : -225.616875 ∣ generator_nllloss : 5263.370508 ∣ generator_ganloss : 757.356396 ∣  [  std_z : 0.99  real_sub_fake : 911.80 ]
[  epoch 0015/0040] 1210/4800, lr:5.0e-05 ∣ avg_100 : 31657.420991 ∣ critic_nllloss : 25971.290430 ∣ critic_ganloss : -228.915359 ∣ generator_nllloss : 5137.692969 ∣ generator_ganloss : 788.136230 ∣  [  std_z : 1.00  real_sub_fake : 854.68 ]
[  epoch 0015/0040] 1220/4800, lr:5.0e-05 ∣ avg_100 : 31654.327600 ∣ critic_nllloss : 25765.808398 ∣ critic_ganloss : -258.171548 ∣ generator_nllloss : 5065.744531 ∣ generator_ganloss : 779.832446 ∣  [  std_z : 1.00  real_sub_fake : 768.94 ]
[  epoch 0015/0040] 1230/4800, lr:5.0e-05 ∣ avg_100 : 31656.224308 ∣ critic_nllloss : 26113.022656 ∣ critic_ganloss : -231.186348 ∣ generator_nllloss : 5207.626172 ∣ generator_ganloss : 772.825171 ∣  [  std_z : 0.99  real_sub_fake : 1082.06 ]
[  epoch 0015/0040] 1240/4800, lr:5.0e-05 ∣ avg_100 : 31650.318774 ∣ critic_nllloss : 25668.581836 ∣ critic_ganloss : -202.116379 ∣ generator_nllloss : 5114.579297 ∣ generator_ganloss : 782.798755 ∣  [  std_z : 1.00  real_sub_fake : 757.91 ]
[  epoch 0015/0040] 1250/4800, lr:5.0e-05 ∣ avg_100 : 31647.246030 ∣ critic_nllloss : 25929.043359 ∣ critic_ganloss : -242.372501 ∣ generator_nllloss : 5159.985156 ∣ generator_ganloss : 777.402173 ∣  [  std_z : 1.00  real_sub_fake : 860.43 ]
[  epoch 0015/0040] 1260/4800, lr:5.0e-05 ∣ avg_100 : 31647.037254 ∣ critic_nllloss : 25719.540234 ∣ critic_ganloss : -189.439178 ∣ generator_nllloss : 5185.414062 ∣ generator_ganloss : 798.905542 ∣  [  std_z : 0.99  real_sub_fake : 781.99 ]
[  epoch 0015/0040] 1270/4800, lr:5.0e-05 ∣ avg_100 : 31643.952898 ∣ critic_nllloss : 25990.341211 ∣ critic_ganloss : -264.297461 ∣ generator_nllloss : 5204.484570 ∣ generator_ganloss : 753.872607 ∣  [  std_z : 0.99  real_sub_fake : 864.83 ]
[  epoch 0015/0040] 1280/4800, lr:5.0e-05 ∣ avg_100 : 31642.111838 ∣ critic_nllloss : 26034.686914 ∣ critic_ganloss : -268.745337 ∣ generator_nllloss : 5109.379687 ∣ generator_ganloss : 743.884521 ∣  [  std_z : 1.00  real_sub_fake : 918.43 ]
[  epoch 0015/0040] 1290/4800, lr:5.0e-05 ∣ avg_100 : 31638.403546 ∣ critic_nllloss : 25796.516992 ∣ critic_ganloss : -211.494325 ∣ generator_nllloss : 5229.185156 ∣ generator_ganloss : 780.298560 ∣  [  std_z : 1.00  real_sub_fake : 959.68 ]
[  epoch 0015/0040] 1300/4800, lr:5.0e-05 ∣ avg_100 : 31637.920673 ∣ critic_nllloss : 25839.022070 ∣ critic_ganloss : -316.634613 ∣ generator_nllloss : 5192.665039 ∣ generator_ganloss : 781.542847 ∣  [  std_z : 0.99  real_sub_fake : 1045.04 ]
[  epoch 0015/0040] 1310/4800, lr:5.0e-05 ∣ avg_100 : 31637.989617 ∣ critic_nllloss : 25907.186133 ∣ critic_ganloss : -263.712878 ∣ generator_nllloss : 5217.046094 ∣ generator_ganloss : 818.697266 ∣  [  std_z : 0.99  real_sub_fake : 1022.87 ]
[  epoch 0015/0040] 1320/4800, lr:5.0e-05 ∣ avg_100 : 31642.201709 ∣ critic_nllloss : 26138.348047 ∣ critic_ganloss : -234.764951 ∣ generator_nllloss : 5201.033008 ∣ generator_ganloss : 827.777417 ∣  [  std_z : 1.00  real_sub_fake : 1119.61 ]
[  epoch 0015/0040] 1330/4800, lr:5.0e-05 ∣ avg_100 : 31641.596767 ∣ critic_nllloss : 25920.212305 ∣ critic_ganloss : -260.449796 ∣ generator_nllloss : 5186.621875 ∣ generator_ganloss : 826.028857 ∣  [  std_z : 1.00  real_sub_fake : 922.67 ]
[  epoch 0015/0040] 1340/4800, lr:5.0e-05 ∣ avg_100 : 31637.704063 ∣ critic_nllloss : 25875.908984 ∣ critic_ganloss : -241.207872 ∣ generator_nllloss : 5152.493945 ∣ generator_ganloss : 803.167871 ∣  [  std_z : 1.00  real_sub_fake : 937.33 ]
[  epoch 0015/0040] 1350/4800, lr:5.0e-05 ∣ avg_100 : 31635.682045 ∣ critic_nllloss : 25688.501367 ∣ critic_ganloss : -343.137164 ∣ generator_nllloss : 5095.787500 ∣ generator_ganloss : 784.141943 ∣  [  std_z : 0.99  real_sub_fake : 1103.48 ]
[  epoch 0015/0040] 1360/4800, lr:5.0e-05 ∣ avg_100 : 31635.522514 ∣ critic_nllloss : 26060.859961 ∣ critic_ganloss : -312.644678 ∣ generator_nllloss : 5138.147852 ∣ generator_ganloss : 777.426270 ∣  [  std_z : 0.99  real_sub_fake : 1245.42 ]
[  epoch 0015/0040] 1370/4800, lr:5.0e-05 ∣ avg_100 : 31635.579740 ∣ critic_nllloss : 25735.360938 ∣ critic_ganloss : -301.378735 ∣ generator_nllloss : 5142.231055 ∣ generator_ganloss : 772.245337 ∣  [  std_z : 0.99  real_sub_fake : 1107.73 ]
[  epoch 0015/0040] 1380/4800, lr:5.0e-05 ∣ avg_100 : 31637.481528 ∣ critic_nllloss : 26075.519141 ∣ critic_ganloss : -349.188818 ∣ generator_nllloss : 5167.563867 ∣ generator_ganloss : 806.776392 ∣  [  std_z : 1.01  real_sub_fake : 1174.83 ]
[  epoch 0015/0040] 1390/4800, lr:5.0e-05 ∣ avg_100 : 31637.099487 ∣ critic_nllloss : 25937.055078 ∣ critic_ganloss : -212.812344 ∣ generator_nllloss : 5150.582617 ∣ generator_ganloss : 841.555029 ∣  [  std_z : 1.00  real_sub_fake : 1111.83 ]
[  epoch 0015/0040] 1400/4800, lr:5.0e-05 ∣ avg_100 : 31633.894136 ∣ critic_nllloss : 25744.214062 ∣ critic_ganloss : -204.471704 ∣ generator_nllloss : 5060.695898 ∣ generator_ganloss : 797.916357 ∣  [  std_z : 0.99  real_sub_fake : 828.72 ]
[  epoch 0015/0040] 1410/4800, lr:5.0e-05 ∣ avg_100 : 31635.275648 ∣ critic_nllloss : 25816.969727 ∣ critic_ganloss : -292.699765 ∣ generator_nllloss : 5134.919141 ∣ generator_ganloss : 797.980884 ∣  [  std_z : 0.99  real_sub_fake : 900.48 ]
[  epoch 0015/0040] 1420/4800, lr:5.0e-05 ∣ avg_100 : 31632.759025 ∣ critic_nllloss : 25792.205859 ∣ critic_ganloss : -326.612946 ∣ generator_nllloss : 5072.970703 ∣ generator_ganloss : 786.507617 ∣  [  std_z : 0.99  real_sub_fake : 1180.03 ]
[  epoch 0015/0040] 1430/4800, lr:5.0e-05 ∣ avg_100 : 31635.024335 ∣ critic_nllloss : 26009.482031 ∣ critic_ganloss : -287.806377 ∣ generator_nllloss : 5284.545703 ∣ generator_ganloss : 784.837354 ∣  [  std_z : 1.00  real_sub_fake : 1215.84 ]
[  epoch 0015/0040] 1440/4800, lr:5.0e-05 ∣ avg_100 : 31636.583251 ∣ critic_nllloss : 25914.646289 ∣ critic_ganloss : -364.108307 ∣ generator_nllloss : 5292.691016 ∣ generator_ganloss : 811.696436 ∣  [  std_z : 1.00  real_sub_fake : 1261.75 ]
[  epoch 0015/0040] 1450/4800, lr:5.0e-05 ∣ avg_100 : 31637.736789 ∣ critic_nllloss : 25940.992578 ∣ critic_ganloss : -280.609055 ∣ generator_nllloss : 5223.953516 ∣ generator_ganloss : 832.234644 ∣  [  std_z : 0.99  real_sub_fake : 1242.01 ]
[  epoch 0015/0040] 1460/4800, lr:5.0e-05 ∣ avg_100 : 31639.131714 ∣ critic_nllloss : 25786.236523 ∣ critic_ganloss : -263.101587 ∣ generator_nllloss : 5184.063281 ∣ generator_ganloss : 830.566577 ∣  [  std_z : 0.99  real_sub_fake : 872.62 ]
[  epoch 0015/0040] 1470/4800, lr:5.0e-05 ∣ avg_100 : 31637.803126 ∣ critic_nllloss : 25711.293359 ∣ critic_ganloss : -253.199728 ∣ generator_nllloss : 5194.650781 ∣ generator_ganloss : 792.413062 ∣  [  std_z : 0.99  real_sub_fake : 927.85 ]
[  epoch 0015/0040] 1480/4800, lr:5.0e-05 ∣ avg_100 : 31637.703471 ∣ critic_nllloss : 25852.541992 ∣ critic_ganloss : -276.442628 ∣ generator_nllloss : 5224.904492 ∣ generator_ganloss : 816.201880 ∣  [  std_z : 1.00  real_sub_fake : 963.29 ]
[  epoch 0015/0040] 1490/4800, lr:5.0e-05 ∣ avg_100 : 31635.536781 ∣ critic_nllloss : 25912.088281 ∣ critic_ganloss : -407.776880 ∣ generator_nllloss : 5111.326953 ∣ generator_ganloss : 826.430615 ∣  [  std_z : 1.00  real_sub_fake : 1342.38 ]
[  epoch 0015/0040] 1500/4800, lr:5.0e-05 ∣ avg_100 : 31639.880009 ∣ critic_nllloss : 26119.771875 ∣ critic_ganloss : -349.560950 ∣ generator_nllloss : 5210.615234 ∣ generator_ganloss : 862.970410 ∣  [  std_z : 0.99  real_sub_fake : 1538.32 ]
[  epoch 0015/0040] 1510/4800, lr:5.0e-05 ∣ avg_100 : 31640.274037 ∣ critic_nllloss : 25786.649414 ∣ critic_ganloss : -218.459344 ∣ generator_nllloss : 5015.502344 ∣ generator_ganloss : 838.650537 ∣  [  std_z : 0.99  real_sub_fake : 1246.39 ]
[  epoch 0015/0040] 1520/4800, lr:5.0e-05 ∣ avg_100 : 31642.991813 ∣ critic_nllloss : 25918.963086 ∣ critic_ganloss : -219.464323 ∣ generator_nllloss : 5250.232813 ∣ generator_ganloss : 842.494775 ∣  [  std_z : 0.99  real_sub_fake : 855.48 ]
[  epoch 0015/0040] 1530/4800, lr:5.0e-05 ∣ avg_100 : 31644.213123 ∣ critic_nllloss : 26077.373437 ∣ critic_ganloss : -244.123744 ∣ generator_nllloss : 5311.914258 ∣ generator_ganloss : 756.804688 ∣  [  std_z : 0.99  real_sub_fake : 842.86 ]
[  epoch 0015/0040] 1540/4800, lr:5.0e-05 ∣ avg_100 : 31645.326564 ∣ critic_nllloss : 25971.113672 ∣ critic_ganloss : -295.697604 ∣ generator_nllloss : 5224.159375 ∣ generator_ganloss : 747.493530 ∣  [  std_z : 0.99  real_sub_fake : 978.29 ]
[  epoch 0015/0040] 1550/4800, lr:5.0e-05 ∣ avg_100 : 31642.061294 ∣ critic_nllloss : 25892.997070 ∣ critic_ganloss : -309.743611 ∣ generator_nllloss : 5140.343555 ∣ generator_ganloss : 759.980054 ∣  [  std_z : 1.00  real_sub_fake : 1134.37 ]
[  epoch 0015/0040] 1560/4800, lr:5.0e-05 ∣ avg_100 : 31643.579449 ∣ critic_nllloss : 25863.012305 ∣ critic_ganloss : -301.477277 ∣ generator_nllloss : 5209.625977 ∣ generator_ganloss : 746.651025 ∣  [  std_z : 1.01  real_sub_fake : 1174.38 ]
[  epoch 0015/0040] 1570/4800, lr:5.0e-05 ∣ avg_100 : 31636.554652 ∣ critic_nllloss : 25914.419922 ∣ critic_ganloss : -320.059036 ∣ generator_nllloss : 5119.778516 ∣ generator_ganloss : 758.507617 ∣  [  std_z : 0.99  real_sub_fake : 1099.61 ]
[  epoch 0015/0040] 1580/4800, lr:5.0e-05 ∣ avg_100 : 31638.087257 ∣ critic_nllloss : 25924.399805 ∣ critic_ganloss : -243.777922 ∣ generator_nllloss : 5175.163477 ∣ generator_ganloss : 759.252539 ∣  [  std_z : 0.97  real_sub_fake : 989.63 ]
[  epoch 0015/0040] 1590/4800, lr:5.0e-05 ∣ avg_100 : 31643.715885 ∣ critic_nllloss : 25942.007227 ∣ critic_ganloss : -327.499606 ∣ generator_nllloss : 5177.723828 ∣ generator_ganloss : 779.512500 ∣  [  std_z : 0.99  real_sub_fake : 1105.61 ]
[  epoch 0015/0040] 1600/4800, lr:5.0e-05 ∣ avg_100 : 31638.128694 ∣ critic_nllloss : 25705.475195 ∣ critic_ganloss : -277.046510 ∣ generator_nllloss : 5072.570898 ∣ generator_ganloss : 730.020874 ∣  [  std_z : 1.01  real_sub_fake : 1159.91 ]
[  epoch 0015/0040] 1610/4800, lr:5.0e-05 ∣ avg_100 : 31636.144127 ∣ critic_nllloss : 25912.533789 ∣ critic_ganloss : -410.873860 ∣ generator_nllloss : 5252.818359 ∣ generator_ganloss : 751.343335 ∣  [  std_z : 1.01  real_sub_fake : 1265.07 ]
[  epoch 0015/0040] 1620/4800, lr:5.0e-05 ∣ avg_100 : 31638.773107 ∣ critic_nllloss : 26034.271680 ∣ critic_ganloss : -326.335110 ∣ generator_nllloss : 5174.827734 ∣ generator_ganloss : 798.239160 ∣  [  std_z : 0.99  real_sub_fake : 1590.69 ]
[  epoch 0015/0040] 1630/4800, lr:5.0e-05 ∣ avg_100 : 31633.196276 ∣ critic_nllloss : 25886.023242 ∣ critic_ganloss : -299.590971 ∣ generator_nllloss : 5139.604883 ∣ generator_ganloss : 809.375293 ∣  [  std_z : 0.98  real_sub_fake : 987.38 ]
[  epoch 0015/0040] 1640/4800, lr:5.0e-05 ∣ avg_100 : 31633.224334 ∣ critic_nllloss : 25856.460156 ∣ critic_ganloss : -275.731323 ∣ generator_nllloss : 5115.429102 ∣ generator_ganloss : 831.238867 ∣  [  std_z : 1.00  real_sub_fake : 913.28 ]
[  epoch 0015/0040] 1650/4800, lr:5.0e-05 ∣ avg_100 : 31634.362906 ∣ critic_nllloss : 25978.845508 ∣ critic_ganloss : -296.872577 ∣ generator_nllloss : 5230.819531 ∣ generator_ganloss : 759.275342 ∣  [  std_z : 1.00  real_sub_fake : 1158.16 ]
[  epoch 0015/0040] 1660/4800, lr:5.0e-05 ∣ avg_100 : 31630.789428 ∣ critic_nllloss : 25789.814844 ∣ critic_ganloss : -238.412910 ∣ generator_nllloss : 5199.530273 ∣ generator_ganloss : 769.167456 ∣  [  std_z : 0.99  real_sub_fake : 1072.55 ]
[  epoch 0015/0040] 1670/4800, lr:5.0e-05 ∣ avg_100 : 31628.034658 ∣ critic_nllloss : 25880.086328 ∣ critic_ganloss : -335.100159 ∣ generator_nllloss : 5104.491406 ∣ generator_ganloss : 754.267017 ∣  [  std_z : 0.99  real_sub_fake : 1133.98 ]
[  epoch 0015/0040] 1680/4800, lr:5.0e-05 ∣ avg_100 : 31622.743210 ∣ critic_nllloss : 25669.911328 ∣ critic_ganloss : -361.977252 ∣ generator_nllloss : 5195.681641 ∣ generator_ganloss : 756.778320 ∣  [  std_z : 0.98  real_sub_fake : 1230.22 ]
[  epoch 0015/0040] 1690/4800, lr:5.0e-05 ∣ avg_100 : 31625.471793 ∣ critic_nllloss : 25992.803320 ∣ critic_ganloss : -218.371063 ∣ generator_nllloss : 5118.155273 ∣ generator_ganloss : 802.710815 ∣  [  std_z : 0.99  real_sub_fake : 1214.31 ]
[  epoch 0015/0040] 1700/4800, lr:5.0e-05 ∣ avg_100 : 31624.344732 ∣ critic_nllloss : 25772.482617 ∣ critic_ganloss : -265.800665 ∣ generator_nllloss : 5158.835156 ∣ generator_ganloss : 789.370215 ∣  [  std_z : 1.00  real_sub_fake : 904.05 ]
[  epoch 0015/0040] 1710/4800, lr:5.0e-05 ∣ avg_100 : 31620.782714 ∣ critic_nllloss : 25659.992773 ∣ critic_ganloss : -212.199107 ∣ generator_nllloss : 5146.373242 ∣ generator_ganloss : 780.908911 ∣  [  std_z : 1.01  real_sub_fake : 994.45 ]
[  epoch 0015/0040] 1720/4800, lr:5.0e-05 ∣ avg_100 : 31615.509497 ∣ critic_nllloss : 25764.856055 ∣ critic_ganloss : -254.590498 ∣ generator_nllloss : 5090.781641 ∣ generator_ganloss : 759.746948 ∣  [  std_z : 1.00  real_sub_fake : 937.21 ]
[  epoch 0015/0040] 1730/4800, lr:5.0e-05 ∣ avg_100 : 31615.026468 ∣ critic_nllloss : 25976.623828 ∣ critic_ganloss : -312.227634 ∣ generator_nllloss : 5208.104297 ∣ generator_ganloss : 749.256616 ∣  [  std_z : 0.99  real_sub_fake : 1024.17 ]
[  epoch 0015/0040] 1740/4800, lr:5.0e-05 ∣ avg_100 : 31613.341320 ∣ critic_nllloss : 26049.544141 ∣ critic_ganloss : -284.442108 ∣ generator_nllloss : 5231.169531 ∣ generator_ganloss : 744.091309 ∣  [  std_z : 0.99  real_sub_fake : 1141.62 ]
[  epoch 0015/0040] 1750/4800, lr:5.0e-05 ∣ avg_100 : 31615.861087 ∣ critic_nllloss : 26008.435547 ∣ critic_ganloss : -271.098163 ∣ generator_nllloss : 5231.649805 ∣ generator_ganloss : 752.534839 ∣  [  std_z : 0.99  real_sub_fake : 1026.00 ]
[  epoch 0015/0040] 1760/4800, lr:5.0e-05 ∣ avg_100 : 31612.446270 ∣ critic_nllloss : 26043.358594 ∣ critic_ganloss : -346.493005 ∣ generator_nllloss : 5165.817773 ∣ generator_ganloss : 756.638989 ∣  [  std_z : 1.00  real_sub_fake : 1066.30 ]
[  epoch 0015/0040] 1770/4800, lr:5.0e-05 ∣ avg_100 : 31612.517187 ∣ critic_nllloss : 25931.529687 ∣ critic_ganloss : -367.421136 ∣ generator_nllloss : 5174.234180 ∣ generator_ganloss : 772.884644 ∣  [  std_z : 1.00  real_sub_fake : 1348.02 ]
[  epoch 0015/0040] 1780/4800, lr:5.0e-05 ∣ avg_100 : 31612.181602 ∣ critic_nllloss : 25747.705664 ∣ critic_ganloss : -287.902827 ∣ generator_nllloss : 5106.010547 ∣ generator_ganloss : 830.691260 ∣  [  std_z : 0.99  real_sub_fake : 1071.16 ]
[  epoch 0015/0040] 1790/4800, lr:5.0e-05 ∣ avg_100 : 31612.052324 ∣ critic_nllloss : 25846.749414 ∣ critic_ganloss : -312.915988 ∣ generator_nllloss : 5222.307422 ∣ generator_ganloss : 825.730103 ∣  [  std_z : 0.99  real_sub_fake : 1182.36 ]
[  epoch 0015/0040] 1800/4800, lr:5.0e-05 ∣ avg_100 : 31612.426639 ∣ critic_nllloss : 25790.191016 ∣ critic_ganloss : -232.881007 ∣ generator_nllloss : 5237.951367 ∣ generator_ganloss : 855.502588 ∣  [  std_z : 0.99  real_sub_fake : 1040.20 ]
[  epoch 0015/0040] 1810/4800, lr:5.0e-05 ∣ avg_100 : 31613.885701 ∣ critic_nllloss : 25910.169336 ∣ critic_ganloss : -294.965085 ∣ generator_nllloss : 5218.927148 ∣ generator_ganloss : 820.203662 ∣  [  std_z : 1.00  real_sub_fake : 1035.59 ]
[  epoch 0015/0040] 1820/4800, lr:5.0e-05 ∣ avg_100 : 31615.382037 ∣ critic_nllloss : 26015.244141 ∣ critic_ganloss : -191.554990 ∣ generator_nllloss : 5170.985352 ∣ generator_ganloss : 792.145117 ∣  [  std_z : 1.01  real_sub_fake : 929.88 ]
[  epoch 0015/0040] 1830/4800, lr:5.0e-05 ∣ avg_100 : 31613.880667 ∣ critic_nllloss : 26061.456055 ∣ critic_ganloss : -248.999261 ∣ generator_nllloss : 5186.406445 ∣ generator_ganloss : 782.966113 ∣  [  std_z : 1.00  real_sub_fake : 943.53 ]
[  epoch 0015/0040] 1840/4800, lr:5.0e-05 ∣ avg_100 : 31613.578932 ∣ critic_nllloss : 25887.052539 ∣ critic_ganloss : -177.971512 ∣ generator_nllloss : 5203.040234 ∣ generator_ganloss : 757.865210 ∣  [  std_z : 0.98  real_sub_fake : 812.74 ]
[  epoch 0015/0040] 1850/4800, lr:5.0e-05 ∣ avg_100 : 31613.446231 ∣ critic_nllloss : 25936.386719 ∣ critic_ganloss : -252.703923 ∣ generator_nllloss : 5201.747266 ∣ generator_ganloss : 760.073047 ∣  [  std_z : 0.99  real_sub_fake : 841.39 ]
[  epoch 0015/0040] 1860/4800, lr:5.0e-05 ∣ avg_100 : 31612.482962 ∣ critic_nllloss : 25768.421094 ∣ critic_ganloss : -242.900839 ∣ generator_nllloss : 5164.602344 ∣ generator_ganloss : 745.274609 ∣  [  std_z : 0.99  real_sub_fake : 805.55 ]
[  epoch 0015/0040] 1870/4800, lr:5.0e-05 ∣ avg_100 : 31614.109594 ∣ critic_nllloss : 26096.240234 ∣ critic_ganloss : -279.982657 ∣ generator_nllloss : 5201.531055 ∣ generator_ganloss : 743.080859 ∣  [  std_z : 1.00  real_sub_fake : 1041.72 ]
[  epoch 0015/0040] 1880/4800, lr:5.0e-05 ∣ avg_100 : 31612.029423 ∣ critic_nllloss : 25931.204688 ∣ critic_ganloss : -296.004358 ∣ generator_nllloss : 5209.921680 ∣ generator_ganloss : 791.157764 ∣  [  std_z : 1.00  real_sub_fake : 1107.58 ]
[  epoch 0015/0040] 1890/4800, lr:5.0e-05 ∣ avg_100 : 31612.711718 ∣ critic_nllloss : 25789.332227 ∣ critic_ganloss : -348.957578 ∣ generator_nllloss : 5156.212109 ∣ generator_ganloss : 791.902075 ∣  [  std_z : 0.99  real_sub_fake : 1191.08 ]
[  epoch 0015/0040] 1900/4800, lr:5.0e-05 ∣ avg_100 : 31614.074640 ∣ critic_nllloss : 25960.627344 ∣ critic_ganloss : -362.000308 ∣ generator_nllloss : 5163.025391 ∣ generator_ganloss : 813.583936 ∣  [  std_z : 0.98  real_sub_fake : 1358.59 ]
[  epoch 0015/0040] 1910/4800, lr:5.0e-05 ∣ avg_100 : 31610.744444 ∣ critic_nllloss : 25902.763281 ∣ critic_ganloss : -259.353293 ∣ generator_nllloss : 5232.081250 ∣ generator_ganloss : 810.966650 ∣  [  std_z : 0.99  real_sub_fake : 1146.08 ]
[  epoch 0015/0040] 1920/4800, lr:5.0e-05 ∣ avg_100 : 31607.303373 ∣ critic_nllloss : 25730.782422 ∣ critic_ganloss : -235.208203 ∣ generator_nllloss : 5135.749609 ∣ generator_ganloss : 800.663965 ∣  [  std_z : 0.99  real_sub_fake : 898.82 ]
[  epoch 0015/0040] 1930/4800, lr:5.0e-05 ∣ avg_100 : 31603.961487 ∣ critic_nllloss : 25729.435937 ∣ critic_ganloss : -305.773306 ∣ generator_nllloss : 5169.588477 ∣ generator_ganloss : 777.935474 ∣  [  std_z : 1.00  real_sub_fake : 1036.77 ]
[  epoch 0015/0040] 1940/4800, lr:5.0e-05 ∣ avg_100 : 31605.744508 ∣ critic_nllloss : 25987.976758 ∣ critic_ganloss : -250.126834 ∣ generator_nllloss : 5246.364844 ∣ generator_ganloss : 807.613940 ∣  [  std_z : 1.00  real_sub_fake : 1090.90 ]
[  epoch 0015/0040] 1950/4800, lr:5.0e-05 ∣ avg_100 : 31604.151158 ∣ critic_nllloss : 25896.865820 ∣ critic_ganloss : -217.052454 ∣ generator_nllloss : 5092.727344 ∣ generator_ganloss : 813.344971 ∣  [  std_z : 0.99  real_sub_fake : 847.98 ]
[  epoch 0015/0040] 1960/4800, lr:5.0e-05 ∣ avg_100 : 31608.435076 ∣ critic_nllloss : 26095.190430 ∣ critic_ganloss : -216.200581 ∣ generator_nllloss : 5309.759766 ∣ generator_ganloss : 789.722754 ∣  [  std_z : 0.99  real_sub_fake : 770.70 ]
[  epoch 0015/0040] 1970/4800, lr:5.0e-05 ∣ avg_100 : 31609.727256 ∣ critic_nllloss : 26046.708203 ∣ critic_ganloss : -285.707880 ∣ generator_nllloss : 5231.025195 ∣ generator_ganloss : 794.865332 ∣  [  std_z : 0.99  real_sub_fake : 876.59 ]
[  epoch 0015/0040] 1980/4800, lr:5.0e-05 ∣ avg_100 : 31607.294399 ∣ critic_nllloss : 25801.833398 ∣ critic_ganloss : -238.761163 ∣ generator_nllloss : 5146.175586 ∣ generator_ganloss : 780.148877 ∣  [  std_z : 0.99  real_sub_fake : 1047.23 ]
[  epoch 0015/0040] 1990/4800, lr:5.0e-05 ∣ avg_100 : 31606.264207 ∣ critic_nllloss : 25815.854102 ∣ critic_ganloss : -290.278598 ∣ generator_nllloss : 5140.535547 ∣ generator_ganloss : 794.475122 ∣  [  std_z : 0.99  real_sub_fake : 1033.62 ]
[  epoch 0015/0040] 2000/4800, lr:5.0e-05 ∣ avg_100 : 31608.120124 ∣ critic_nllloss : 26057.730273 ∣ critic_ganloss : -310.874945 ∣ generator_nllloss : 5182.138281 ∣ generator_ganloss : 807.628174 ∣  [  std_z : 0.99  real_sub_fake : 1131.11 ]
[  epoch 0015/0040] 2010/4800, lr:5.0e-05 ∣ avg_100 : 31604.894307 ∣ critic_nllloss : 25776.802344 ∣ critic_ganloss : -331.249884 ∣ generator_nllloss : 5106.793750 ∣ generator_ganloss : 799.269360 ∣  [  std_z : 1.00  real_sub_fake : 1101.30 ]
[  epoch 0015/0040] 2020/4800, lr:5.0e-05 ∣ avg_100 : 31601.075331 ∣ critic_nllloss : 25737.331836 ∣ critic_ganloss : -217.637157 ∣ generator_nllloss : 5092.593750 ∣ generator_ganloss : 818.169775 ∣  [  std_z : 1.00  real_sub_fake : 984.93 ]
[  epoch 0015/0040] 2030/4800, lr:5.0e-05 ∣ avg_100 : 31601.872059 ∣ critic_nllloss : 25903.479492 ∣ critic_ganloss : -254.050343 ∣ generator_nllloss : 5135.530078 ∣ generator_ganloss : 797.586182 ∣  [  std_z : 0.99  real_sub_fake : 1078.38 ]
[  epoch 0015/0040] 2040/4800, lr:5.0e-05 ∣ avg_100 : 31597.928439 ∣ critic_nllloss : 25747.204688 ∣ critic_ganloss : -260.218082 ∣ generator_nllloss : 5103.841406 ∣ generator_ganloss : 785.684082 ∣  [  std_z : 0.99  real_sub_fake : 1148.42 ]
[  epoch 0015/0040] 2050/4800, lr:5.0e-05 ∣ avg_100 : 31595.806772 ∣ critic_nllloss : 26000.191797 ∣ critic_ganloss : -363.849065 ∣ generator_nllloss : 5221.112109 ∣ generator_ganloss : 762.688428 ∣  [  std_z : 0.99  real_sub_fake : 1149.65 ]
[  epoch 0015/0040] 2060/4800, lr:5.0e-05 ∣ avg_100 : 31594.738304 ∣ critic_nllloss : 25836.756250 ∣ critic_ganloss : -210.503796 ∣ generator_nllloss : 5130.424414 ∣ generator_ganloss : 729.705518 ∣  [  std_z : 1.00  real_sub_fake : 1102.42 ]
[  epoch 0015/0040] 2070/4800, lr:5.0e-05 ∣ avg_100 : 31591.253709 ∣ critic_nllloss : 25995.550391 ∣ critic_ganloss : -329.944862 ∣ generator_nllloss : 5219.211914 ∣ generator_ganloss : 712.199805 ∣  [  std_z : 1.00  real_sub_fake : 980.14 ]
[  epoch 0015/0040] 2080/4800, lr:5.0e-05 ∣ avg_100 : 31586.229357 ∣ critic_nllloss : 25715.620312 ∣ critic_ganloss : -257.493445 ∣ generator_nllloss : 5230.138867 ∣ generator_ganloss : 711.209399 ∣  [  std_z : 0.99  real_sub_fake : 1150.90 ]
[  epoch 0015/0040] 2090/4800, lr:5.0e-05 ∣ avg_100 : 31581.596866 ∣ critic_nllloss : 25815.062500 ∣ critic_ganloss : -275.287344 ∣ generator_nllloss : 5116.310938 ∣ generator_ganloss : 752.775220 ∣  [  std_z : 0.98  real_sub_fake : 989.24 ]
[  epoch 0015/0040] 2100/4800, lr:5.0e-05 ∣ avg_100 : 31578.559036 ∣ critic_nllloss : 25875.220313 ∣ critic_ganloss : -232.122092 ∣ generator_nllloss : 5182.917383 ∣ generator_ganloss : 764.647705 ∣  [  std_z : 1.00  real_sub_fake : 933.82 ]
[  epoch 0015/0040] 2110/4800, lr:5.0e-05 ∣ avg_100 : 31575.411205 ∣ critic_nllloss : 25863.773633 ∣ critic_ganloss : -302.805222 ∣ generator_nllloss : 5073.576758 ∣ generator_ganloss : 736.407910 ∣  [  std_z : 1.01  real_sub_fake : 948.48 ]
[  epoch 0015/0040] 2120/4800, lr:5.0e-05 ∣ avg_100 : 31572.085277 ∣ critic_nllloss : 25669.729883 ∣ critic_ganloss : -268.352417 ∣ generator_nllloss : 5042.178125 ∣ generator_ganloss : 749.181201 ∣  [  std_z : 1.00  real_sub_fake : 1049.21 ]
[  epoch 0015/0040] 2130/4800, lr:5.0e-05 ∣ avg_100 : 31573.658962 ∣ critic_nllloss : 26169.710352 ∣ critic_ganloss : -265.659245 ∣ generator_nllloss : 5116.945508 ∣ generator_ganloss : 753.828857 ∣  [  std_z : 0.98  real_sub_fake : 1025.56 ]
[  epoch 0015/0040] 2140/4800, lr:5.0e-05 ∣ avg_100 : 31567.747611 ∣ critic_nllloss : 25597.141211 ∣ critic_ganloss : -327.266534 ∣ generator_nllloss : 5159.187500 ∣ generator_ganloss : 766.436987 ∣  [  std_z : 0.98  real_sub_fake : 1167.00 ]
[  epoch 0015/0040] 2150/4800, lr:5.0e-05 ∣ avg_100 : 31567.652390 ∣ critic_nllloss : 25903.282227 ∣ critic_ganloss : -265.126642 ∣ generator_nllloss : 5257.803320 ∣ generator_ganloss : 790.821924 ∣  [  std_z : 0.99  real_sub_fake : 1143.23 ]
[  epoch 0015/0040] 2160/4800, lr:5.0e-05 ∣ avg_100 : 31564.857944 ∣ critic_nllloss : 25732.231445 ∣ critic_ganloss : -245.741077 ∣ generator_nllloss : 5096.657227 ∣ generator_ganloss : 772.703174 ∣  [  std_z : 1.01  real_sub_fake : 950.98 ]
[  epoch 0015/0040] 2170/4800, lr:5.0e-05 ∣ avg_100 : 31566.110302 ∣ critic_nllloss : 25960.448828 ∣ critic_ganloss : -270.552979 ∣ generator_nllloss : 5181.568750 ∣ generator_ganloss : 750.748218 ∣  [  std_z : 1.00  real_sub_fake : 985.68 ]
[  epoch 0015/0040] 2180/4800, lr:5.0e-05 ∣ avg_100 : 31566.817125 ∣ critic_nllloss : 25871.427930 ∣ critic_ganloss : -271.656013 ∣ generator_nllloss : 5206.233398 ∣ generator_ganloss : 757.504590 ∣  [  std_z : 0.98  real_sub_fake : 1010.79 ]
[  epoch 0015/0040] 2190/4800, lr:5.0e-05 ∣ avg_100 : 31567.194202 ∣ critic_nllloss : 25865.277930 ∣ critic_ganloss : -257.469168 ∣ generator_nllloss : 5189.332422 ∣ generator_ganloss : 744.077808 ∣  [  std_z : 0.99  real_sub_fake : 934.82 ]
[  epoch 0015/0040] 2200/4800, lr:5.0e-05 ∣ avg_100 : 31561.502229 ∣ critic_nllloss : 25715.390625 ∣ critic_ganloss : -238.871089 ∣ generator_nllloss : 5138.870313 ∣ generator_ganloss : 703.878125 ∣  [  std_z : 1.00  real_sub_fake : 989.22 ]
[  epoch 0015/0040] 2210/4800, lr:5.0e-05 ∣ avg_100 : 31559.718894 ∣ critic_nllloss : 25902.213672 ∣ critic_ganloss : -257.658817 ∣ generator_nllloss : 5123.357813 ∣ generator_ganloss : 721.958154 ∣  [  std_z : 1.00  real_sub_fake : 1051.33 ]
[  epoch 0015/0040] 2220/4800, lr:5.0e-05 ∣ avg_100 : 31561.637226 ∣ critic_nllloss : 25936.443359 ∣ critic_ganloss : -296.636011 ∣ generator_nllloss : 5132.731836 ∣ generator_ganloss : 772.507812 ∣  [  std_z : 1.00  real_sub_fake : 984.31 ]
[  epoch 0015/0040] 2230/4800, lr:5.0e-05 ∣ avg_100 : 31562.223173 ∣ critic_nllloss : 26230.149805 ∣ critic_ganloss : -260.856731 ∣ generator_nllloss : 5165.660937 ∣ generator_ganloss : 785.928296 ∣  [  std_z : 0.99  real_sub_fake : 1022.78 ]
[  epoch 0015/0040] 2240/4800, lr:5.0e-05 ∣ avg_100 : 31562.745552 ∣ critic_nllloss : 25788.617773 ∣ critic_ganloss : -271.817090 ∣ generator_nllloss : 5152.138867 ∣ generator_ganloss : 747.141919 ∣  [  std_z : 0.98  real_sub_fake : 1218.47 ]
[  epoch 0015/0040] 2250/4800, lr:5.0e-05 ∣ avg_100 : 31560.376678 ∣ critic_nllloss : 25783.140820 ∣ critic_ganloss : -265.914688 ∣ generator_nllloss : 5138.756055 ∣ generator_ganloss : 731.188599 ∣  [  std_z : 0.99  real_sub_fake : 1018.06 ]
[  epoch 0015/0040] 2260/4800, lr:5.0e-05 ∣ avg_100 : 31561.165082 ∣ critic_nllloss : 25945.339648 ∣ critic_ganloss : -334.801794 ∣ generator_nllloss : 5243.474805 ∣ generator_ganloss : 739.248413 ∣  [  std_z : 1.00  real_sub_fake : 1179.22 ]
[  epoch 0015/0040] 2270/4800, lr:5.0e-05 ∣ avg_100 : 31561.378422 ∣ critic_nllloss : 26027.023633 ∣ critic_ganloss : -309.211493 ∣ generator_nllloss : 5240.734766 ∣ generator_ganloss : 747.188037 ∣  [  std_z : 0.99  real_sub_fake : 1121.38 ]
[  epoch 0015/0040] 2280/4800, lr:5.0e-05 ∣ avg_100 : 31561.708931 ∣ critic_nllloss : 25958.950977 ∣ critic_ganloss : -255.098604 ∣ generator_nllloss : 5195.640039 ∣ generator_ganloss : 752.764185 ∣  [  std_z : 0.98  real_sub_fake : 1046.45 ]
[  epoch 0015/0040] 2290/4800, lr:5.0e-05 ∣ avg_100 : 31560.709228 ∣ critic_nllloss : 25814.560547 ∣ critic_ganloss : -184.778702 ∣ generator_nllloss : 5112.160937 ∣ generator_ganloss : 752.593335 ∣  [  std_z : 0.99  real_sub_fake : 902.51 ]
[  epoch 0015/0040] 2300/4800, lr:5.0e-05 ∣ avg_100 : 31561.058656 ∣ critic_nllloss : 25892.116992 ∣ critic_ganloss : -222.187224 ∣ generator_nllloss : 5110.875781 ∣ generator_ganloss : 750.732568 ∣  [  std_z : 1.00  real_sub_fake : 840.64 ]
[  epoch 0015/0040] 2310/4800, lr:5.0e-05 ∣ avg_100 : 31559.802299 ∣ critic_nllloss : 25932.089844 ∣ critic_ganloss : -322.850732 ∣ generator_nllloss : 5216.599414 ∣ generator_ganloss : 727.742407 ∣  [  std_z : 1.00  real_sub_fake : 898.97 ]
[  epoch 0015/0040] 2320/4800, lr:5.0e-05 ∣ avg_100 : 31557.072932 ∣ critic_nllloss : 25973.712891 ∣ critic_ganloss : -265.505664 ∣ generator_nllloss : 5251.378320 ∣ generator_ganloss : 699.871338 ∣  [  std_z : 0.99  real_sub_fake : 1123.55 ]
[  epoch 0015/0040] 2330/4800, lr:5.0e-05 ∣ avg_100 : 31556.539236 ∣ critic_nllloss : 25974.747070 ∣ critic_ganloss : -262.318646 ∣ generator_nllloss : 5211.281445 ∣ generator_ganloss : 695.333716 ∣  [  std_z : 0.99  real_sub_fake : 1031.65 ]
[  epoch 0015/0040] 2340/4800, lr:5.0e-05 ∣ avg_100 : 31554.655366 ∣ critic_nllloss : 25740.325391 ∣ critic_ganloss : -207.009093 ∣ generator_nllloss : 5157.954102 ∣ generator_ganloss : 710.705542 ∣  [  std_z : 1.00  real_sub_fake : 844.54 ]
[  epoch 0015/0040] 2350/4800, lr:5.0e-05 ∣ avg_100 : 31555.494178 ∣ critic_nllloss : 25780.792578 ∣ critic_ganloss : -291.875134 ∣ generator_nllloss : 5122.887109 ∣ generator_ganloss : 697.370337 ∣  [  std_z : 0.99  real_sub_fake : 889.09 ]
[  epoch 0015/0040] 2360/4800, lr:5.0e-05 ∣ avg_100 : 31555.454877 ∣ critic_nllloss : 26031.010937 ∣ critic_ganloss : -277.725954 ∣ generator_nllloss : 5151.859375 ∣ generator_ganloss : 754.714917 ∣  [  std_z : 0.99  real_sub_fake : 1134.44 ]
[  epoch 0015/0040] 2370/4800, lr:5.0e-05 ∣ avg_100 : 31559.987861 ∣ critic_nllloss : 26082.743164 ∣ critic_ganloss : -311.042761 ∣ generator_nllloss : 5267.789062 ∣ generator_ganloss : 762.267529 ∣  [  std_z : 1.00  real_sub_fake : 1069.08 ]
[  epoch 0015/0040] 2380/4800, lr:5.0e-05 ∣ avg_100 : 31556.806935 ∣ critic_nllloss : 25774.130664 ∣ critic_ganloss : -303.069745 ∣ generator_nllloss : 5141.745508 ∣ generator_ganloss : 769.771558 ∣  [  std_z : 1.00  real_sub_fake : 1071.82 ]
[  epoch 0015/0040] 2390/4800, lr:5.0e-05 ∣ avg_100 : 31554.356616 ∣ critic_nllloss : 25849.769336 ∣ critic_ganloss : -334.787842 ∣ generator_nllloss : 5168.929492 ∣ generator_ganloss : 787.437451 ∣  [  std_z : 0.99  real_sub_fake : 1131.24 ]
[  epoch 0015/0040] 2400/4800, lr:5.0e-05 ∣ avg_100 : 31557.269815 ∣ critic_nllloss : 25972.745898 ∣ critic_ganloss : -293.812436 ∣ generator_nllloss : 5189.453711 ∣ generator_ganloss : 821.287354 ∣  [  std_z : 0.99  real_sub_fake : 1349.47 ]
[  epoch 0015/0040] 2410/4800, lr:5.0e-05 ∣ avg_100 : 31557.143300 ∣ critic_nllloss : 25813.254297 ∣ critic_ganloss : -326.630869 ∣ generator_nllloss : 5164.819531 ∣ generator_ganloss : 793.075562 ∣  [  std_z : 0.99  real_sub_fake : 1156.71 ]
[  epoch 0015/0040] 2420/4800, lr:5.0e-05 ∣ avg_100 : 31561.384994 ∣ critic_nllloss : 26009.892578 ∣ critic_ganloss : -311.131781 ∣ generator_nllloss : 5253.657812 ∣ generator_ganloss : 796.822021 ∣  [  std_z : 1.00  real_sub_fake : 1104.26 ]
[  epoch 0015/0040] 2430/4800, lr:5.0e-05 ∣ avg_100 : 31561.318829 ∣ critic_nllloss : 26093.791211 ∣ critic_ganloss : -320.887360 ∣ generator_nllloss : 5244.043750 ∣ generator_ganloss : 767.494580 ∣  [  std_z : 1.00  real_sub_fake : 1337.65 ]
[  epoch 0015/0040] 2440/4800, lr:5.0e-05 ∣ avg_100 : 31556.653017 ∣ critic_nllloss : 25662.922266 ∣ critic_ganloss : -320.195541 ∣ generator_nllloss : 5125.926758 ∣ generator_ganloss : 719.690747 ∣  [  std_z : 0.99  real_sub_fake : 1312.11 ]
[  epoch 0015/0040] 2450/4800, lr:5.0e-05 ∣ avg_100 : 31557.166959 ∣ critic_nllloss : 25991.516797 ∣ critic_ganloss : -189.018954 ∣ generator_nllloss : 5233.991406 ∣ generator_ganloss : 731.476611 ∣  [  std_z : 0.98  real_sub_fake : 594.32 ]
[  epoch 0015/0040] 2460/4800, lr:5.0e-05 ∣ avg_100 : 31556.364414 ∣ critic_nllloss : 25767.288086 ∣ critic_ganloss : -187.483141 ∣ generator_nllloss : 5203.061914 ∣ generator_ganloss : 674.643433 ∣  [  std_z : 1.00  real_sub_fake : 675.38 ]
[  epoch 0015/0040] 2470/4800, lr:5.0e-05 ∣ avg_100 : 31555.858766 ∣ critic_nllloss : 25768.661719 ∣ critic_ganloss : -192.734660 ∣ generator_nllloss : 5144.600000 ∣ generator_ganloss : 674.065649 ∣  [  std_z : 1.00  real_sub_fake : 726.99 ]
[  epoch 0015/0040] 2480/4800, lr:5.0e-05 ∣ avg_100 : 31557.193909 ∣ critic_nllloss : 26098.143750 ∣ critic_ganloss : -201.661229 ∣ generator_nllloss : 5152.490234 ∣ generator_ganloss : 701.747266 ∣  [  std_z : 1.00  real_sub_fake : 793.37 ]
[  epoch 0015/0040] 2490/4800, lr:5.0e-05 ∣ avg_100 : 31558.229967 ∣ critic_nllloss : 25958.369531 ∣ critic_ganloss : -250.125783 ∣ generator_nllloss : 5127.772656 ∣ generator_ganloss : 709.658350 ∣  [  std_z : 0.99  real_sub_fake : 852.66 ]
[  epoch 0015/0040] 2500/4800, lr:5.0e-05 ∣ avg_100 : 31554.762177 ∣ critic_nllloss : 25846.123047 ∣ critic_ganloss : -215.799007 ∣ generator_nllloss : 5153.202148 ∣ generator_ganloss : 713.491455 ∣  [  std_z : 0.99  real_sub_fake : 790.07 ]
[  epoch 0015/0040] 2510/4800, lr:5.0e-05 ∣ avg_100 : 31554.272489 ∣ critic_nllloss : 25878.640820 ∣ critic_ganloss : -285.704411 ∣ generator_nllloss : 5075.206836 ∣ generator_ganloss : 705.230859 ∣  [  std_z : 0.99  real_sub_fake : 1016.27 ]
[  epoch 0015/0040] 2520/4800, lr:5.0e-05 ∣ avg_100 : 31549.298268 ∣ critic_nllloss : 25645.302344 ∣ critic_ganloss : -220.918979 ∣ generator_nllloss : 5135.915039 ∣ generator_ganloss : 734.505859 ∣  [  std_z : 1.00  real_sub_fake : 975.11 ]
[  epoch 0015/0040] 2530/4800, lr:5.0e-05 ∣ avg_100 : 31546.551819 ∣ critic_nllloss : 25952.401172 ∣ critic_ganloss : -279.292204 ∣ generator_nllloss : 5194.836328 ∣ generator_ganloss : 759.378418 ∣  [  std_z : 1.00  real_sub_fake : 941.65 ]
[  epoch 0015/0040] 2540/4800, lr:5.0e-05 ∣ avg_100 : 31544.328697 ∣ critic_nllloss : 25719.064453 ∣ critic_ganloss : -232.876283 ∣ generator_nllloss : 5137.934766 ∣ generator_ganloss : 800.633813 ∣  [  std_z : 0.99  real_sub_fake : 950.91 ]
[  epoch 0015/0040] 2550/4800, lr:5.0e-05 ∣ avg_100 : 31545.925191 ∣ critic_nllloss : 26014.931445 ∣ critic_ganloss : -332.150577 ∣ generator_nllloss : 5181.212891 ∣ generator_ganloss : 779.232739 ∣  [  std_z : 0.99  real_sub_fake : 1175.14 ]
[  epoch 0015/0040] 2560/4800, lr:5.0e-05 ∣ avg_100 : 31546.604733 ∣ critic_nllloss : 25877.629492 ∣ critic_ganloss : -319.597430 ∣ generator_nllloss : 5228.239648 ∣ generator_ganloss : 799.494482 ∣  [  std_z : 1.00  real_sub_fake : 1242.36 ]
[  epoch 0015/0040] 2570/4800, lr:5.0e-05 ∣ avg_100 : 31547.564030 ∣ critic_nllloss : 25869.208984 ∣ critic_ganloss : -283.667200 ∣ generator_nllloss : 5195.462305 ∣ generator_ganloss : 787.572656 ∣  [  std_z : 0.99  real_sub_fake : 1176.19 ]
[  epoch 0015/0040] 2580/4800, lr:5.0e-05 ∣ avg_100 : 31545.689410 ∣ critic_nllloss : 25794.342383 ∣ critic_ganloss : -272.422556 ∣ generator_nllloss : 5098.057031 ∣ generator_ganloss : 807.599097 ∣  [  std_z : 0.99  real_sub_fake : 1027.77 ]
[  epoch 0015/0040] 2590/4800, lr:5.0e-05 ∣ avg_100 : 31544.233740 ∣ critic_nllloss : 25774.528711 ∣ critic_ganloss : -285.383246 ∣ generator_nllloss : 5105.177539 ∣ generator_ganloss : 831.853906 ∣  [  std_z : 0.99  real_sub_fake : 943.70 ]
[  epoch 0015/0040] 2600/4800, lr:5.0e-05 ∣ avg_100 : 31552.024528 ∣ critic_nllloss : 26216.381445 ∣ critic_ganloss : -301.472195 ∣ generator_nllloss : 5306.820703 ∣ generator_ganloss : 788.369336 ∣  [  std_z : 1.01  real_sub_fake : 1198.83 ]
[  epoch 0015/0040] 2610/4800, lr:5.0e-05 ∣ avg_100 : 31552.081508 ∣ critic_nllloss : 25893.014258 ∣ critic_ganloss : -364.096039 ∣ generator_nllloss : 5190.236914 ∣ generator_ganloss : 792.364502 ∣  [  std_z : 1.00  real_sub_fake : 1254.03 ]
[  epoch 0015/0040] 2620/4800, lr:5.0e-05 ∣ avg_100 : 31551.317028 ∣ critic_nllloss : 25848.604102 ∣ critic_ganloss : -201.846106 ∣ generator_nllloss : 5147.970508 ∣ generator_ganloss : 809.826904 ∣  [  std_z : 0.99  real_sub_fake : 1180.42 ]
[  epoch 0015/0040] 2630/4800, lr:5.0e-05 ∣ avg_100 : 31553.184462 ∣ critic_nllloss : 26089.155469 ∣ critic_ganloss : -351.798874 ∣ generator_nllloss : 5212.126953 ∣ generator_ganloss : 772.672339 ∣  [  std_z : 0.98  real_sub_fake : 1064.07 ]
[  epoch 0015/0040] 2640/4800, lr:5.0e-05 ∣ avg_100 : 31553.749664 ∣ critic_nllloss : 25918.104297 ∣ critic_ganloss : -269.216718 ∣ generator_nllloss : 5164.847266 ∣ generator_ganloss : 770.182153 ∣  [  std_z : 0.99  real_sub_fake : 1057.24 ]
[  epoch 0015/0040] 2650/4800, lr:5.0e-05 ∣ avg_100 : 31553.777518 ∣ critic_nllloss : 25971.304883 ∣ critic_ganloss : -241.396809 ∣ generator_nllloss : 5171.004492 ∣ generator_ganloss : 773.940625 ∣  [  std_z : 1.01  real_sub_fake : 1019.10 ]
[  epoch 0015/0040] 2660/4800, lr:5.0e-05 ∣ avg_100 : 31551.866866 ∣ critic_nllloss : 25781.705664 ∣ critic_ganloss : -321.108456 ∣ generator_nllloss : 5093.472852 ∣ generator_ganloss : 774.964429 ∣  [  std_z : 1.00  real_sub_fake : 1058.30 ]
[  epoch 0015/0040] 2670/4800, lr:5.0e-05 ∣ avg_100 : 31553.529787 ∣ critic_nllloss : 25896.714062 ∣ critic_ganloss : -249.354016 ∣ generator_nllloss : 5107.906641 ∣ generator_ganloss : 814.769971 ∣  [  std_z : 0.99  real_sub_fake : 1205.79 ]
[  epoch 0015/0040] 2680/4800, lr:5.0e-05 ∣ avg_100 : 31556.870019 ∣ critic_nllloss : 25932.059180 ∣ critic_ganloss : -286.493506 ∣ generator_nllloss : 5122.106445 ∣ generator_ganloss : 826.745142 ∣  [  std_z : 0.99  real_sub_fake : 1147.33 ]
[  epoch 0015/0040] 2690/4800, lr:5.0e-05 ∣ avg_100 : 31552.486535 ∣ critic_nllloss : 25640.211523 ∣ critic_ganloss : -339.127097 ∣ generator_nllloss : 5138.341992 ∣ generator_ganloss : 817.523535 ∣  [  std_z : 0.99  real_sub_fake : 1035.25 ]
[  epoch 0015/0040] 2700/4800, lr:5.0e-05 ∣ avg_100 : 31552.702619 ∣ critic_nllloss : 25814.223438 ∣ critic_ganloss : -304.006717 ∣ generator_nllloss : 5166.226758 ∣ generator_ganloss : 800.052173 ∣  [  std_z : 0.99  real_sub_fake : 1258.96 ]
[  epoch 0015/0040] 2710/4800, lr:5.0e-05 ∣ avg_100 : 31556.820452 ∣ critic_nllloss : 26081.915625 ∣ critic_ganloss : -355.728238 ∣ generator_nllloss : 5255.378516 ∣ generator_ganloss : 805.293237 ∣  [  std_z : 0.99  real_sub_fake : 1451.85 ]
[  epoch 0015/0040] 2720/4800, lr:5.0e-05 ∣ avg_100 : 31560.553027 ∣ critic_nllloss : 26052.927539 ∣ critic_ganloss : -291.943573 ∣ generator_nllloss : 5165.631836 ∣ generator_ganloss : 807.435864 ∣  [  std_z : 0.99  real_sub_fake : 1265.60 ]
[  epoch 0015/0040] 2730/4800, lr:5.0e-05 ∣ avg_100 : 31560.716593 ∣ critic_nllloss : 25966.077930 ∣ critic_ganloss : -253.931020 ∣ generator_nllloss : 5116.340234 ∣ generator_ganloss : 809.626562 ∣  [  std_z : 0.99  real_sub_fake : 970.35 ]
[  epoch 0015/0040] 2740/4800, lr:5.0e-05 ∣ avg_100 : 31558.200570 ∣ critic_nllloss : 25965.820508 ∣ critic_ganloss : -386.017105 ∣ generator_nllloss : 5130.719336 ∣ generator_ganloss : 778.237842 ∣  [  std_z : 1.00  real_sub_fake : 1193.45 ]
[  epoch 0015/0040] 2750/4800, lr:5.0e-05 ∣ avg_100 : 31556.642842 ∣ critic_nllloss : 25814.497266 ∣ critic_ganloss : -222.252568 ∣ generator_nllloss : 5178.146094 ∣ generator_ganloss : 795.358447 ∣  [  std_z : 0.99  real_sub_fake : 1127.39 ]
[  epoch 0015/0040] 2760/4800, lr:5.0e-05 ∣ avg_100 : 31556.757811 ∣ critic_nllloss : 25899.446289 ∣ critic_ganloss : -248.674875 ∣ generator_nllloss : 5202.496680 ∣ generator_ganloss : 777.551123 ∣  [  std_z : 1.00  real_sub_fake : 917.87 ]
[  epoch 0015/0040] 2770/4800, lr:5.0e-05 ∣ avg_100 : 31559.023227 ∣ critic_nllloss : 25996.019727 ∣ critic_ganloss : -224.225519 ∣ generator_nllloss : 5212.924805 ∣ generator_ganloss : 753.049976 ∣  [  std_z : 1.00  real_sub_fake : 937.52 ]
[  epoch 0015/0040] 2780/4800, lr:5.0e-05 ∣ avg_100 : 31559.530587 ∣ critic_nllloss : 25810.924023 ∣ critic_ganloss : -283.056816 ∣ generator_nllloss : 5149.793555 ∣ generator_ganloss : 769.579858 ∣  [  std_z : 1.00  real_sub_fake : 930.36 ]
[  epoch 0015/0040] 2790/4800, lr:5.0e-05 ∣ avg_100 : 31556.461935 ∣ critic_nllloss : 25802.689453 ∣ critic_ganloss : -290.857300 ∣ generator_nllloss : 5011.843555 ∣ generator_ganloss : 751.330078 ∣  [  std_z : 0.99  real_sub_fake : 1078.31 ]
[  epoch 0015/0040] 2800/4800, lr:5.0e-05 ∣ avg_100 : 31553.638115 ∣ critic_nllloss : 25840.495508 ∣ critic_ganloss : -349.284265 ∣ generator_nllloss : 5107.764258 ∣ generator_ganloss : 769.406470 ∣  [  std_z : 1.00  real_sub_fake : 1125.94 ]
[  epoch 0015/0040] 2810/4800, lr:5.0e-05 ∣ avg_100 : 31554.695187 ∣ critic_nllloss : 26029.850000 ∣ critic_ganloss : -303.198245 ∣ generator_nllloss : 5233.013281 ∣ generator_ganloss : 800.377197 ∣  [  std_z : 1.00  real_sub_fake : 1281.59 ]
[  epoch 0015/0040] 2820/4800, lr:5.0e-05 ∣ avg_100 : 31552.379004 ∣ critic_nllloss : 25872.656836 ∣ critic_ganloss : -287.384741 ∣ generator_nllloss : 5185.262695 ∣ generator_ganloss : 784.666553 ∣  [  std_z : 0.99  real_sub_fake : 1107.98 ]
[  epoch 0015/0040] 2830/4800, lr:5.0e-05 ∣ avg_100 : 31552.083984 ∣ critic_nllloss : 26057.618359 ∣ critic_ganloss : -342.969598 ∣ generator_nllloss : 5214.958008 ∣ generator_ganloss : 822.720532 ∣  [  std_z : 0.99  real_sub_fake : 1149.76 ]
[  epoch 0015/0040] 2840/4800, lr:5.0e-05 ∣ avg_100 : 31553.411066 ∣ critic_nllloss : 26034.459570 ∣ critic_ganloss : -273.451135 ∣ generator_nllloss : 5208.455664 ∣ generator_ganloss : 833.230615 ∣  [  std_z : 1.00  real_sub_fake : 1336.19 ]
[  epoch 0015/0040] 2850/4800, lr:5.0e-05 ∣ avg_100 : 31554.329426 ∣ critic_nllloss : 25931.248047 ∣ critic_ganloss : -272.731198 ∣ generator_nllloss : 5250.998438 ∣ generator_ganloss : 827.823779 ∣  [  std_z : 1.00  real_sub_fake : 946.74 ]
[  epoch 0015/0040] 2860/4800, lr:5.0e-05 ∣ avg_100 : 31557.118201 ∣ critic_nllloss : 25937.145313 ∣ critic_ganloss : -270.981693 ∣ generator_nllloss : 5228.169727 ∣ generator_ganloss : 819.941357 ∣  [  std_z : 0.99  real_sub_fake : 957.35 ]
[  epoch 0015/0040] 2870/4800, lr:5.0e-05 ∣ avg_100 : 31555.441849 ∣ critic_nllloss : 25963.767578 ∣ critic_ganloss : -304.403011 ∣ generator_nllloss : 5150.620117 ∣ generator_ganloss : 783.249683 ∣  [  std_z : 0.99  real_sub_fake : 1057.92 ]
[  epoch 0015/0040] 2880/4800, lr:5.0e-05 ∣ avg_100 : 31553.312061 ∣ critic_nllloss : 25795.158594 ∣ critic_ganloss : -376.993976 ∣ generator_nllloss : 5221.861719 ∣ generator_ganloss : 783.274609 ∣  [  std_z : 0.99  real_sub_fake : 1214.71 ]
[  epoch 0015/0040] 2890/4800, lr:5.0e-05 ∣ avg_100 : 31555.697108 ∣ critic_nllloss : 25984.896484 ∣ critic_ganloss : -318.388074 ∣ generator_nllloss : 5173.987891 ∣ generator_ganloss : 786.497192 ∣  [  std_z : 1.00  real_sub_fake : 1542.65 ]
[  epoch 0015/0040] 2900/4800, lr:5.0e-05 ∣ avg_100 : 31556.578771 ∣ critic_nllloss : 25981.880078 ∣ critic_ganloss : -322.103815 ∣ generator_nllloss : 5208.003125 ∣ generator_ganloss : 795.623291 ∣  [  std_z : 1.00  real_sub_fake : 1274.64 ]
[  epoch 0015/0040] 2910/4800, lr:5.0e-05 ∣ avg_100 : 31557.272063 ∣ critic_nllloss : 26080.074219 ∣ critic_ganloss : -296.654608 ∣ generator_nllloss : 5186.751562 ∣ generator_ganloss : 785.615918 ∣  [  std_z : 0.99  real_sub_fake : 1101.30 ]
[  epoch 0015/0040] 2920/4800, lr:5.0e-05 ∣ avg_100 : 31558.654707 ∣ critic_nllloss : 25873.806055 ∣ critic_ganloss : -206.634036 ∣ generator_nllloss : 5138.016797 ∣ generator_ganloss : 765.063428 ∣  [  std_z : 0.99  real_sub_fake : 967.43 ]
[  epoch 0015/0040] 2930/4800, lr:5.0e-05 ∣ avg_100 : 31561.549901 ∣ critic_nllloss : 25992.280469 ∣ critic_ganloss : -309.888245 ∣ generator_nllloss : 5240.241016 ∣ generator_ganloss : 738.072656 ∣  [  std_z : 1.00  real_sub_fake : 982.82 ]
[  epoch 0015/0040] 2940/4800, lr:5.0e-05 ∣ avg_100 : 31559.606156 ∣ critic_nllloss : 25925.346875 ∣ critic_ganloss : -269.899399 ∣ generator_nllloss : 5220.926758 ∣ generator_ganloss : 721.079980 ∣  [  std_z : 1.00  real_sub_fake : 1110.74 ]
[  epoch 0015/0040] 2950/4800, lr:5.0e-05 ∣ avg_100 : 31559.650720 ∣ critic_nllloss : 25952.760156 ∣ critic_ganloss : -307.390027 ∣ generator_nllloss : 5191.773633 ∣ generator_ganloss : 753.198340 ∣  [  std_z : 1.00  real_sub_fake : 1247.94 ]
[  epoch 0015/0040] 2960/4800, lr:5.0e-05 ∣ avg_100 : 31556.820062 ∣ critic_nllloss : 25971.583203 ∣ critic_ganloss : -299.346387 ∣ generator_nllloss : 5270.226367 ∣ generator_ganloss : 752.943384 ∣  [  std_z : 0.99  real_sub_fake : 1146.69 ]
[  epoch 0015/0040] 2970/4800, lr:5.0e-05 ∣ avg_100 : 31553.953173 ∣ critic_nllloss : 25885.034180 ∣ critic_ganloss : -298.565610 ∣ generator_nllloss : 5153.077734 ∣ generator_ganloss : 760.655615 ∣  [  std_z : 0.99  real_sub_fake : 1172.18 ]
[  epoch 0015/0040] 2980/4800, lr:5.0e-05 ∣ avg_100 : 31554.172076 ∣ critic_nllloss : 25906.907227 ∣ critic_ganloss : -330.322708 ∣ generator_nllloss : 5177.437500 ∣ generator_ganloss : 757.265063 ∣  [  std_z : 0.99  real_sub_fake : 1164.41 ]
[  epoch 0015/0040] 2990/4800, lr:5.0e-05 ∣ avg_100 : 31555.166186 ∣ critic_nllloss : 25856.917383 ∣ critic_ganloss : -234.730949 ∣ generator_nllloss : 5176.997656 ∣ generator_ganloss : 760.813037 ∣  [  std_z : 1.00  real_sub_fake : 993.63 ]
[  epoch 0015/0040] 3000/4800, lr:5.0e-05 ∣ avg_100 : 31551.795315 ∣ critic_nllloss : 25780.780078 ∣ critic_ganloss : -307.379044 ∣ generator_nllloss : 5198.722852 ∣ generator_ganloss : 727.410791 ∣  [  std_z : 0.99  real_sub_fake : 951.47 ]
[  epoch 0015/0040] 3010/4800, lr:5.0e-05 ∣ avg_100 : 31555.140149 ∣ critic_nllloss : 26037.099023 ∣ critic_ganloss : -295.683005 ∣ generator_nllloss : 5232.364844 ∣ generator_ganloss : 712.318091 ∣  [  std_z : 0.98  real_sub_fake : 1137.30 ]
[  epoch 0015/0040] 3020/4800, lr:5.0e-05 ∣ avg_100 : 31554.427000 ∣ critic_nllloss : 25893.382031 ∣ critic_ganloss : -334.370822 ∣ generator_nllloss : 5117.471289 ∣ generator_ganloss : 682.660840 ∣  [  std_z : 0.99  real_sub_fake : 1346.22 ]
[  epoch 0015/0040] 3030/4800, lr:5.0e-05 ∣ avg_100 : 31555.583421 ∣ critic_nllloss : 26034.050391 ∣ critic_ganloss : -275.838124 ∣ generator_nllloss : 5181.611719 ∣ generator_ganloss : 758.363574 ∣  [  std_z : 1.00  real_sub_fake : 1094.55 ]
[  epoch 0015/0040] 3040/4800, lr:5.0e-05 ∣ avg_100 : 31558.351128 ∣ critic_nllloss : 26064.950781 ∣ critic_ganloss : -261.520082 ∣ generator_nllloss : 5138.400977 ∣ generator_ganloss : 711.451099 ∣  [  std_z : 1.00  real_sub_fake : 1065.58 ]
[  epoch 0015/0040] 3050/4800, lr:5.0e-05 ∣ avg_100 : 31557.219616 ∣ critic_nllloss : 25906.694141 ∣ critic_ganloss : -320.439131 ∣ generator_nllloss : 5170.581641 ∣ generator_ganloss : 750.155347 ∣  [  std_z : 0.99  real_sub_fake : 998.55 ]
[  epoch 0015/0040] 3060/4800, lr:5.0e-05 ∣ avg_100 : 31555.783034 ∣ critic_nllloss : 25886.147852 ∣ critic_ganloss : -362.325821 ∣ generator_nllloss : 5065.183203 ∣ generator_ganloss : 753.719019 ∣  [  std_z : 0.99  real_sub_fake : 1284.41 ]
[  epoch 0015/0040] 3070/4800, lr:5.0e-05 ∣ avg_100 : 31555.305117 ∣ critic_nllloss : 25813.875977 ∣ critic_ganloss : -230.070468 ∣ generator_nllloss : 5178.579687 ∣ generator_ganloss : 786.840356 ∣  [  std_z : 1.00  real_sub_fake : 1275.94 ]
[  epoch 0015/0040] 3080/4800, lr:5.0e-05 ∣ avg_100 : 31555.215904 ∣ critic_nllloss : 25822.086914 ∣ critic_ganloss : -228.843881 ∣ generator_nllloss : 5081.910937 ∣ generator_ganloss : 715.399829 ∣  [  std_z : 1.01  real_sub_fake : 1016.73 ]
[  epoch 0015/0040] 3090/4800, lr:5.0e-05 ∣ avg_100 : 31554.570329 ∣ critic_nllloss : 25842.692969 ∣ critic_ganloss : -293.433540 ∣ generator_nllloss : 5096.815234 ∣ generator_ganloss : 698.229199 ∣  [  std_z : 1.00  real_sub_fake : 881.64 ]
[  epoch 0015/0040] 3100/4800, lr:5.0e-05 ∣ avg_100 : 31552.652775 ∣ critic_nllloss : 25821.998828 ∣ critic_ganloss : -294.049077 ∣ generator_nllloss : 5196.264258 ∣ generator_ganloss : 674.693848 ∣  [  std_z : 0.98  real_sub_fake : 1038.04 ]
[  epoch 0015/0040] 3110/4800, lr:5.0e-05 ∣ avg_100 : 31555.192562 ∣ critic_nllloss : 26008.054688 ∣ critic_ganloss : -334.518164 ∣ generator_nllloss : 5254.089063 ∣ generator_ganloss : 697.306201 ∣  [  std_z : 0.98  real_sub_fake : 1216.19 ]
[  epoch 0015/0040] 3120/4800, lr:5.0e-05 ∣ avg_100 : 31557.685096 ∣ critic_nllloss : 25859.166992 ∣ critic_ganloss : -326.544653 ∣ generator_nllloss : 5208.513281 ∣ generator_ganloss : 700.854590 ∣  [  std_z : 1.00  real_sub_fake : 1212.24 ]
[  epoch 0015/0040] 3130/4800, lr:5.0e-05 ∣ avg_100 : 31554.239671 ∣ critic_nllloss : 25791.765430 ∣ critic_ganloss : -246.927914 ∣ generator_nllloss : 5143.427930 ∣ generator_ganloss : 742.017480 ∣  [  std_z : 1.01  real_sub_fake : 1000.71 ]
[  epoch 0015/0040] 3140/4800, lr:5.0e-05 ∣ avg_100 : 31561.528576 ∣ critic_nllloss : 26160.666602 ∣ critic_ganloss : -249.331969 ∣ generator_nllloss : 5260.545313 ∣ generator_ganloss : 752.509766 ∣  [  std_z : 1.00  real_sub_fake : 992.50 ]
[  epoch 0015/0040] 3150/4800, lr:5.0e-05 ∣ avg_100 : 31560.908102 ∣ critic_nllloss : 25977.188867 ∣ critic_ganloss : -318.540063 ∣ generator_nllloss : 5223.178320 ∣ generator_ganloss : 742.906299 ∣  [  std_z : 0.98  real_sub_fake : 1048.27 ]
[  epoch 0015/0040] 3160/4800, lr:5.0e-05 ∣ avg_100 : 31562.163046 ∣ critic_nllloss : 25813.067578 ∣ critic_ganloss : -240.637253 ∣ generator_nllloss : 5139.323828 ∣ generator_ganloss : 769.591040 ∣  [  std_z : 0.98  real_sub_fake : 1167.78 ]
[  epoch 0015/0040] 3170/4800, lr:5.0e-05 ∣ avg_100 : 31563.171063 ∣ critic_nllloss : 25998.548828 ∣ critic_ganloss : -266.288329 ∣ generator_nllloss : 5217.313867 ∣ generator_ganloss : 773.440161 ∣  [  std_z : 1.00  real_sub_fake : 934.52 ]
[  epoch 0015/0040] 3180/4800, lr:5.0e-05 ∣ avg_100 : 31563.896905 ∣ critic_nllloss : 26005.319727 ∣ critic_ganloss : -309.878964 ∣ generator_nllloss : 5199.492188 ∣ generator_ganloss : 741.161060 ∣  [  std_z : 1.01  real_sub_fake : 971.47 ]
[  epoch 0015/0040] 3190/4800, lr:5.0e-05 ∣ avg_100 : 31560.728692 ∣ critic_nllloss : 25675.081836 ∣ critic_ganloss : -314.898283 ∣ generator_nllloss : 5140.592383 ∣ generator_ganloss : 723.621777 ∣  [  std_z : 0.99  real_sub_fake : 1199.04 ]
[  epoch 0015/0040] 3200/4800, lr:5.0e-05 ∣ avg_100 : 31563.022333 ∣ critic_nllloss : 25846.467773 ∣ critic_ganloss : -179.070351 ∣ generator_nllloss : 5173.641406 ∣ generator_ganloss : 707.593262 ∣  [  std_z : 0.98  real_sub_fake : 1106.21 ]
[  epoch 0015/0040] 3210/4800, lr:5.0e-05 ∣ avg_100 : 31566.935630 ∣ critic_nllloss : 26177.816406 ∣ critic_ganloss : -268.347366 ∣ generator_nllloss : 5227.109180 ∣ generator_ganloss : 744.622290 ∣  [  std_z : 0.99  real_sub_fake : 862.58 ]
[  epoch 0015/0040] 3220/4800, lr:5.0e-05 ∣ avg_100 : 31566.995612 ∣ critic_nllloss : 25950.198437 ∣ critic_ganloss : -266.858337 ∣ generator_nllloss : 5175.998828 ∣ generator_ganloss : 691.706274 ∣  [  std_z : 1.00  real_sub_fake : 867.71 ]
[  epoch 0015/0040] 3230/4800, lr:5.0e-05 ∣ avg_100 : 31560.706137 ∣ critic_nllloss : 25772.376953 ∣ critic_ganloss : -260.870306 ∣ generator_nllloss : 5091.318555 ∣ generator_ganloss : 689.109619 ∣  [  std_z : 0.99  real_sub_fake : 1066.83 ]
[  epoch 0015/0040] 3240/4800, lr:5.0e-05 ∣ avg_100 : 31562.057987 ∣ critic_nllloss : 25899.518945 ∣ critic_ganloss : -252.037717 ∣ generator_nllloss : 5170.385547 ∣ generator_ganloss : 733.399683 ∣  [  std_z : 0.99  real_sub_fake : 961.08 ]
[  epoch 0015/0040] 3250/4800, lr:5.0e-05 ∣ avg_100 : 31560.834817 ∣ critic_nllloss : 25758.193164 ∣ critic_ganloss : -288.346353 ∣ generator_nllloss : 5090.231250 ∣ generator_ganloss : 704.775732 ∣  [  std_z : 0.99  real_sub_fake : 1046.03 ]
[  epoch 0015/0040] 3260/4800, lr:5.0e-05 ∣ avg_100 : 31562.073562 ∣ critic_nllloss : 26098.340625 ∣ critic_ganloss : -291.012799 ∣ generator_nllloss : 5223.385352 ∣ generator_ganloss : 686.422363 ∣  [  std_z : 1.01  real_sub_fake : 1114.75 ]
[  epoch 0015/0040] 3270/4800, lr:5.0e-05 ∣ avg_100 : 31559.320092 ∣ critic_nllloss : 25939.445117 ∣ critic_ganloss : -350.829459 ∣ generator_nllloss : 5139.499023 ∣ generator_ganloss : 702.273340 ∣  [  std_z : 1.00  real_sub_fake : 1163.88 ]
[  epoch 0015/0040] 3280/4800, lr:5.0e-05 ∣ avg_100 : 31556.575459 ∣ critic_nllloss : 25941.423242 ∣ critic_ganloss : -414.126328 ∣ generator_nllloss : 5156.481055 ∣ generator_ganloss : 694.015332 ∣  [  std_z : 1.00  real_sub_fake : 1488.97 ]
[  epoch 0015/0040] 3290/4800, lr:5.0e-05 ∣ avg_100 : 31556.476878 ∣ critic_nllloss : 25930.809180 ∣ critic_ganloss : -318.791147 ∣ generator_nllloss : 5178.232422 ∣ generator_ganloss : 694.427539 ∣  [  std_z : 0.98  real_sub_fake : 1244.02 ]
[  epoch 0015/0040] 3300/4800, lr:5.0e-05 ∣ avg_100 : 31559.468520 ∣ critic_nllloss : 25994.645898 ∣ critic_ganloss : -219.548242 ∣ generator_nllloss : 5294.320898 ∣ generator_ganloss : 761.283789 ∣  [  std_z : 0.99  real_sub_fake : 1015.61 ]
[  epoch 0015/0040] 3310/4800, lr:5.0e-05 ∣ avg_100 : 31561.853600 ∣ critic_nllloss : 26187.661133 ∣ critic_ganloss : -370.353940 ∣ generator_nllloss : 5246.710156 ∣ generator_ganloss : 728.071582 ∣  [  std_z : 1.01  real_sub_fake : 1264.11 ]
[  epoch 0015/0040] 3320/4800, lr:5.0e-05 ∣ avg_100 : 31562.091849 ∣ critic_nllloss : 26018.777734 ∣ critic_ganloss : -297.779639 ∣ generator_nllloss : 5192.156055 ∣ generator_ganloss : 770.127539 ∣  [  std_z : 1.00  real_sub_fake : 1172.28 ]
[  epoch 0015/0040] 3330/4800, lr:5.0e-05 ∣ avg_100 : 31562.254078 ∣ critic_nllloss : 25873.686523 ∣ critic_ganloss : -192.958972 ∣ generator_nllloss : 5170.871875 ∣ generator_ganloss : 783.667090 ∣  [  std_z : 0.99  real_sub_fake : 871.04 ]
[  epoch 0015/0040] 3340/4800, lr:5.0e-05 ∣ avg_100 : 31562.602911 ∣ critic_nllloss : 25874.340039 ∣ critic_ganloss : -277.184811 ∣ generator_nllloss : 5098.224414 ∣ generator_ganloss : 741.479663 ∣  [  std_z : 0.99  real_sub_fake : 982.36 ]
[  epoch 0015/0040] 3350/4800, lr:5.0e-05 ∣ avg_100 : 31563.218664 ∣ critic_nllloss : 25833.487891 ∣ critic_ganloss : -246.487016 ∣ generator_nllloss : 5050.516797 ∣ generator_ganloss : 733.232446 ∣  [  std_z : 0.99  real_sub_fake : 855.52 ]
[  epoch 0015/0040] 3360/4800, lr:5.0e-05 ∣ avg_100 : 31561.064544 ∣ critic_nllloss : 25830.789453 ∣ critic_ganloss : -208.698926 ∣ generator_nllloss : 5114.744922 ∣ generator_ganloss : 707.611816 ∣  [  std_z : 0.99  real_sub_fake : 927.34 ]
[  epoch 0015/0040] 3370/4800, lr:5.0e-05 ∣ avg_100 : 31559.013589 ∣ critic_nllloss : 25906.451758 ∣ critic_ganloss : -242.613133 ∣ generator_nllloss : 5213.169922 ∣ generator_ganloss : 719.653003 ∣  [  std_z : 1.01  real_sub_fake : 932.07 ]
[  epoch 0015/0040] 3380/4800, lr:5.0e-05 ∣ avg_100 : 31562.485104 ∣ critic_nllloss : 26055.094727 ∣ critic_ganloss : -262.885516 ∣ generator_nllloss : 5204.996094 ∣ generator_ganloss : 732.524170 ∣  [  std_z : 1.00  real_sub_fake : 873.68 ]
[  epoch 0015/0040] 3390/4800, lr:5.0e-05 ∣ avg_100 : 31561.249912 ∣ critic_nllloss : 25828.015430 ∣ critic_ganloss : -276.943987 ∣ generator_nllloss : 5072.700586 ∣ generator_ganloss : 724.057178 ∣  [  std_z : 0.99  real_sub_fake : 1044.21 ]
[  epoch 0015/0040] 3400/4800, lr:5.0e-05 ∣ avg_100 : 31558.500533 ∣ critic_nllloss : 25857.273242 ∣ critic_ganloss : -269.644618 ∣ generator_nllloss : 5075.802539 ∣ generator_ganloss : 751.305444 ∣  [  std_z : 0.99  real_sub_fake : 1123.94 ]
[  epoch 0015/0040] 3410/4800, lr:5.0e-05 ∣ avg_100 : 31559.271576 ∣ critic_nllloss : 25802.022852 ∣ critic_ganloss : -256.068179 ∣ generator_nllloss : 5234.653320 ∣ generator_ganloss : 741.014893 ∣  [  std_z : 1.00  real_sub_fake : 960.48 ]
[  epoch 0015/0040] 3420/4800, lr:5.0e-05 ∣ avg_100 : 31556.098635 ∣ critic_nllloss : 25927.668164 ∣ critic_ganloss : -293.408641 ∣ generator_nllloss : 5066.707617 ∣ generator_ganloss : 730.979346 ∣  [  std_z : 1.00  real_sub_fake : 1053.08 ]
[  epoch 0015/0040] 3430/4800, lr:5.0e-05 ∣ avg_100 : 31555.263785 ∣ critic_nllloss : 26034.507422 ∣ critic_ganloss : -288.025003 ∣ generator_nllloss : 5187.820508 ∣ generator_ganloss : 766.654297 ∣  [  std_z : 0.99  real_sub_fake : 1117.27 ]
[  epoch 0015/0040] 3440/4800, lr:5.0e-05 ∣ avg_100 : 31557.511758 ∣ critic_nllloss : 25767.641797 ∣ critic_ganloss : -264.465106 ∣ generator_nllloss : 5168.877148 ∣ generator_ganloss : 741.087695 ∣  [  std_z : 0.99  real_sub_fake : 993.18 ]
[  epoch 0015/0040] 3450/4800, lr:5.0e-05 ∣ avg_100 : 31555.150346 ∣ critic_nllloss : 25863.583008 ∣ critic_ganloss : -281.242155 ∣ generator_nllloss : 5218.267773 ∣ generator_ganloss : 731.216016 ∣  [  std_z : 1.00  real_sub_fake : 1017.97 ]
[  epoch 0015/0040] 3460/4800, lr:5.0e-05 ∣ avg_100 : 31556.852117 ∣ critic_nllloss : 25913.803906 ∣ critic_ganloss : -277.329265 ∣ generator_nllloss : 5222.753516 ∣ generator_ganloss : 768.459277 ∣  [  std_z : 0.99  real_sub_fake : 1119.90 ]
[  epoch 0015/0040] 3470/4800, lr:5.0e-05 ∣ avg_100 : 31557.809043 ∣ critic_nllloss : 25864.582031 ∣ critic_ganloss : -266.712207 ∣ generator_nllloss : 5127.052734 ∣ generator_ganloss : 765.362695 ∣  [  std_z : 0.99  real_sub_fake : 948.64 ]
[  epoch 0015/0040] 3480/4800, lr:5.0e-05 ∣ avg_100 : 31556.338857 ∣ critic_nllloss : 25916.282227 ∣ critic_ganloss : -266.294568 ∣ generator_nllloss : 5179.299219 ∣ generator_ganloss : 774.414526 ∣  [  std_z : 0.99  real_sub_fake : 974.22 ]
[  epoch 0015/0040] 3490/4800, lr:5.0e-05 ∣ avg_100 : 31556.739290 ∣ critic_nllloss : 25888.229883 ∣ critic_ganloss : -294.018018 ∣ generator_nllloss : 5230.172070 ∣ generator_ganloss : 761.334180 ∣  [  std_z : 1.00  real_sub_fake : 1126.66 ]
[  epoch 0015/0040] 3500/4800, lr:5.0e-05 ∣ avg_100 : 31556.282532 ∣ critic_nllloss : 25962.059766 ∣ critic_ganloss : -347.252823 ∣ generator_nllloss : 5060.533789 ∣ generator_ganloss : 776.001123 ∣  [  std_z : 1.00  real_sub_fake : 1120.44 ]
[  epoch 0015/0040] 3510/4800, lr:5.0e-05 ∣ avg_100 : 31560.982557 ∣ critic_nllloss : 26085.950781 ∣ critic_ganloss : -315.593192 ∣ generator_nllloss : 5268.927734 ∣ generator_ganloss : 804.091260 ∣  [  std_z : 0.99  real_sub_fake : 1373.77 ]
[  epoch 0015/0040] 3520/4800, lr:5.0e-05 ∣ avg_100 : 31564.456769 ∣ critic_nllloss : 25919.618945 ∣ critic_ganloss : -313.715407 ∣ generator_nllloss : 5192.768359 ∣ generator_ganloss : 843.553564 ∣  [  std_z : 0.99  real_sub_fake : 1144.45 ]
[  epoch 0015/0040] 3530/4800, lr:5.0e-05 ∣ avg_100 : 31565.544440 ∣ critic_nllloss : 25969.962305 ∣ critic_ganloss : -259.844855 ∣ generator_nllloss : 5197.052930 ∣ generator_ganloss : 828.920386 ∣  [  std_z : 0.99  real_sub_fake : 881.64 ]
[  epoch 0015/0040] 3540/4800, lr:5.0e-05 ∣ avg_100 : 31564.461692 ∣ critic_nllloss : 25794.426172 ∣ critic_ganloss : -319.563660 ∣ generator_nllloss : 5027.825781 ∣ generator_ganloss : 813.793701 ∣  [  std_z : 1.00  real_sub_fake : 1132.01 ]
[  epoch 0015/0040] 3550/4800, lr:5.0e-05 ∣ avg_100 : 31564.954536 ∣ critic_nllloss : 25938.108008 ∣ critic_ganloss : -226.557809 ∣ generator_nllloss : 5179.770312 ∣ generator_ganloss : 801.190332 ∣  [  std_z : 1.01  real_sub_fake : 1149.58 ]
[  epoch 0015/0040] 3560/4800, lr:5.0e-05 ∣ avg_100 : 31564.226627 ∣ critic_nllloss : 25919.619922 ∣ critic_ganloss : -313.485577 ∣ generator_nllloss : 5166.457422 ∣ generator_ganloss : 740.383545 ∣  [  std_z : 1.00  real_sub_fake : 1113.12 ]
[  epoch 0015/0040] 3570/4800, lr:5.0e-05 ∣ avg_100 : 31563.435432 ∣ critic_nllloss : 25770.651172 ∣ critic_ganloss : -299.519997 ∣ generator_nllloss : 5221.362109 ∣ generator_ganloss : 796.963989 ∣  [  std_z : 0.99  real_sub_fake : 1042.81 ]
[  epoch 0015/0040] 3580/4800, lr:5.0e-05 ∣ avg_100 : 31566.406813 ∣ critic_nllloss : 25955.335938 ∣ critic_ganloss : -253.902487 ∣ generator_nllloss : 5196.218945 ∣ generator_ganloss : 827.061621 ∣  [  std_z : 0.99  real_sub_fake : 1008.45 ]
[  epoch 0015/0040] 3590/4800, lr:5.0e-05 ∣ avg_100 : 31568.294709 ∣ critic_nllloss : 25933.684375 ∣ critic_ganloss : -290.539578 ∣ generator_nllloss : 5171.419531 ∣ generator_ganloss : 800.402246 ∣  [  std_z : 1.00  real_sub_fake : 945.08 ]
[  epoch 0015/0040] 3600/4800, lr:5.0e-05 ∣ avg_100 : 31563.701491 ∣ critic_nllloss : 25800.121484 ∣ critic_ganloss : -237.781079 ∣ generator_nllloss : 5208.251562 ∣ generator_ganloss : 780.185522 ∣  [  std_z : 1.00  real_sub_fake : 1173.25 ]
[  epoch 0015/0040] 3610/4800, lr:5.0e-05 ∣ avg_100 : 31564.122858 ∣ critic_nllloss : 25890.141602 ∣ critic_ganloss : -254.410376 ∣ generator_nllloss : 5078.701563 ∣ generator_ganloss : 839.223486 ∣  [  std_z : 1.00  real_sub_fake : 947.47 ]
[  epoch 0015/0040] 3620/4800, lr:5.0e-05 ∣ avg_100 : 31564.897056 ∣ critic_nllloss : 25933.145898 ∣ critic_ganloss : -267.393939 ∣ generator_nllloss : 5212.487891 ∣ generator_ganloss : 803.735400 ∣  [  std_z : 1.00  real_sub_fake : 990.67 ]
[  epoch 0015/0040] 3630/4800, lr:5.0e-05 ∣ avg_100 : 31563.443399 ∣ critic_nllloss : 25926.123633 ∣ critic_ganloss : -335.929337 ∣ generator_nllloss : 5211.863281 ∣ generator_ganloss : 774.732593 ∣  [  std_z : 0.99  real_sub_fake : 1133.61 ]
[  epoch 0015/0040] 3640/4800, lr:5.0e-05 ∣ avg_100 : 31566.247175 ∣ critic_nllloss : 26099.456641 ∣ critic_ganloss : -334.468677 ∣ generator_nllloss : 5284.697656 ∣ generator_ganloss : 814.608960 ∣  [  std_z : 0.99  real_sub_fake : 1230.35 ]
[  epoch 0015/0040] 3650/4800, lr:5.0e-05 ∣ avg_100 : 31566.562224 ∣ critic_nllloss : 25937.546094 ∣ critic_ganloss : -262.812549 ∣ generator_nllloss : 5190.626562 ∣ generator_ganloss : 840.997949 ∣  [  std_z : 0.99  real_sub_fake : 1068.84 ]
[  epoch 0015/0040] 3660/4800, lr:5.0e-05 ∣ avg_100 : 31569.489537 ∣ critic_nllloss : 25919.291797 ∣ critic_ganloss : -289.793224 ∣ generator_nllloss : 5171.351562 ∣ generator_ganloss : 820.915723 ∣  [  std_z : 1.00  real_sub_fake : 922.54 ]
[  epoch 0015/0040] 3670/4800, lr:5.0e-05 ∣ avg_100 : 31570.742795 ∣ critic_nllloss : 25883.014258 ∣ critic_ganloss : -237.435149 ∣ generator_nllloss : 5211.689258 ∣ generator_ganloss : 838.094092 ∣  [  std_z : 1.00  real_sub_fake : 1093.75 ]
[  epoch 0015/0040] 3680/4800, lr:5.0e-05 ∣ avg_100 : 31572.444930 ∣ critic_nllloss : 26087.184766 ∣ critic_ganloss : -282.184966 ∣ generator_nllloss : 5163.090430 ∣ generator_ganloss : 796.540479 ∣  [  std_z : 0.99  real_sub_fake : 941.21 ]
[  epoch 0015/0040] 3690/4800, lr:5.0e-05 ∣ avg_100 : 31579.361489 ∣ critic_nllloss : 25993.798242 ∣ critic_ganloss : -132.818254 ∣ generator_nllloss : 5199.981250 ∣ generator_ganloss : 887.644629 ∣  [  std_z : 0.98  real_sub_fake : 842.85 ]
[  epoch 0015/0040] 3700/4800, lr:5.0e-05 ∣ avg_100 : 31580.383545 ∣ critic_nllloss : 25758.380664 ∣ critic_ganloss : -137.899098 ∣ generator_nllloss : 5118.222461 ∣ generator_ganloss : 839.997266 ∣  [  std_z : 0.99  real_sub_fake : 549.09 ]
[  epoch 0015/0040] 3710/4800, lr:5.0e-05 ∣ avg_100 : 31578.759438 ∣ critic_nllloss : 25908.708594 ∣ critic_ganloss : -283.083820 ∣ generator_nllloss : 5198.850586 ∣ generator_ganloss : 799.973096 ∣  [  std_z : 1.00  real_sub_fake : 871.31 ]
[  epoch 0015/0040] 3720/4800, lr:5.0e-05 ∣ avg_100 : 31576.679539 ∣ critic_nllloss : 25879.787109 ∣ critic_ganloss : -308.386227 ∣ generator_nllloss : 5162.886523 ∣ generator_ganloss : 791.774268 ∣  [  std_z : 1.00  real_sub_fake : 1050.31 ]
[  epoch 0015/0040] 3730/4800, lr:5.0e-05 ∣ avg_100 : 31576.054165 ∣ critic_nllloss : 25920.492188 ∣ critic_ganloss : -357.861865 ∣ generator_nllloss : 5201.497656 ∣ generator_ganloss : 811.448340 ∣  [  std_z : 1.00  real_sub_fake : 1307.50 ]
[  epoch 0015/0040] 3740/4800, lr:5.0e-05 ∣ avg_100 : 31575.888297 ∣ critic_nllloss : 25815.952344 ∣ critic_ganloss : -335.257217 ∣ generator_nllloss : 5182.459570 ∣ generator_ganloss : 809.019165 ∣  [  std_z : 0.99  real_sub_fake : 1300.01 ]
[  epoch 0015/0040] 3750/4800, lr:5.0e-05 ∣ avg_100 : 31576.399923 ∣ critic_nllloss : 25831.598047 ∣ critic_ganloss : -241.269028 ∣ generator_nllloss : 5199.163477 ∣ generator_ganloss : 827.419336 ∣  [  std_z : 1.00  real_sub_fake : 1079.31 ]
[  epoch 0015/0040] 3760/4800, lr:5.0e-05 ∣ avg_100 : 31574.820612 ∣ critic_nllloss : 25807.655859 ∣ critic_ganloss : -274.753827 ∣ generator_nllloss : 5133.490234 ∣ generator_ganloss : 806.495801 ∣  [  std_z : 0.99  real_sub_fake : 989.53 ]
[  epoch 0015/0040] 3770/4800, lr:5.0e-05 ∣ avg_100 : 31572.265109 ∣ critic_nllloss : 25855.712695 ∣ critic_ganloss : -356.679419 ∣ generator_nllloss : 5180.186328 ∣ generator_ganloss : 802.999121 ∣  [  std_z : 1.00  real_sub_fake : 1346.58 ]
[  epoch 0015/0040] 3780/4800, lr:5.0e-05 ∣ avg_100 : 31575.629031 ∣ critic_nllloss : 25916.680078 ∣ critic_ganloss : -241.511621 ∣ generator_nllloss : 5241.433984 ∣ generator_ganloss : 867.030371 ∣  [  std_z : 0.99  real_sub_fake : 1052.09 ]
[  epoch 0015/0040] 3790/4800, lr:5.0e-05 ∣ avg_100 : 31577.003415 ∣ critic_nllloss : 25789.024805 ∣ critic_ganloss : -313.340710 ∣ generator_nllloss : 5108.526758 ∣ generator_ganloss : 828.233350 ∣  [  std_z : 0.99  real_sub_fake : 990.46 ]
[  epoch 0015/0040] 3800/4800, lr:5.0e-05 ∣ avg_100 : 31578.064429 ∣ critic_nllloss : 25788.546094 ∣ critic_ganloss : -289.936716 ∣ generator_nllloss : 5145.889063 ∣ generator_ganloss : 829.984912 ∣  [  std_z : 1.00  real_sub_fake : 1094.40 ]
[  epoch 0015/0040] 3810/4800, lr:5.0e-05 ∣ avg_100 : 31576.595032 ∣ critic_nllloss : 25911.307031 ∣ critic_ganloss : -307.905495 ∣ generator_nllloss : 5189.782617 ∣ generator_ganloss : 819.918408 ∣  [  std_z : 1.00  real_sub_fake : 1159.81 ]
[  epoch 0015/0040] 3820/4800, lr:5.0e-05 ∣ avg_100 : 31576.093261 ∣ critic_nllloss : 25815.224805 ∣ critic_ganloss : -361.294342 ∣ generator_nllloss : 5228.264844 ∣ generator_ganloss : 822.828857 ∣  [  std_z : 0.99  real_sub_fake : 1312.31 ]
[  epoch 0015/0040] 3830/4800, lr:5.0e-05 ∣ avg_100 : 31576.383046 ∣ critic_nllloss : 26032.686719 ∣ critic_ganloss : -333.449582 ∣ generator_nllloss : 5217.180078 ∣ generator_ganloss : 864.888574 ∣  [  std_z : 0.99  real_sub_fake : 1281.64 ]
[  epoch 0015/0040] 3840/4800, lr:5.0e-05 ∣ avg_100 : 31573.070486 ∣ critic_nllloss : 25829.959570 ∣ critic_ganloss : -351.725626 ∣ generator_nllloss : 5139.968164 ∣ generator_ganloss : 853.236670 ∣  [  std_z : 1.00  real_sub_fake : 1324.08 ]
[  epoch 0015/0040] 3850/4800, lr:5.0e-05 ∣ avg_100 : 31573.412783 ∣ critic_nllloss : 25934.760156 ∣ critic_ganloss : -264.378442 ∣ generator_nllloss : 5210.614844 ∣ generator_ganloss : 890.572217 ∣  [  std_z : 1.00  real_sub_fake : 1173.62 ]
[  epoch 0015/0040] 3860/4800, lr:5.0e-05 ∣ avg_100 : 31573.209669 ∣ critic_nllloss : 25839.167383 ∣ critic_ganloss : -266.548589 ∣ generator_nllloss : 5241.753906 ∣ generator_ganloss : 879.590527 ∣  [  std_z : 0.99  real_sub_fake : 977.41 ]
[  epoch 0015/0040] 3870/4800, lr:5.0e-05 ∣ avg_100 : 31572.836544 ∣ critic_nllloss : 26014.491016 ∣ critic_ganloss : -359.557971 ∣ generator_nllloss : 5102.226172 ∣ generator_ganloss : 798.762720 ∣  [  std_z : 0.98  real_sub_fake : 1317.81 ]
[  epoch 0015/0040] 3880/4800, lr:5.0e-05 ∣ avg_100 : 31573.675848 ∣ critic_nllloss : 25808.041602 ∣ critic_ganloss : -267.208456 ∣ generator_nllloss : 5127.165625 ∣ generator_ganloss : 839.232520 ∣  [  std_z : 0.99  real_sub_fake : 1249.48 ]
[  epoch 0015/0040] 3890/4800, lr:5.0e-05 ∣ avg_100 : 31573.352585 ∣ critic_nllloss : 25968.298828 ∣ critic_ganloss : -301.387830 ∣ generator_nllloss : 5164.821484 ∣ generator_ganloss : 762.934717 ∣  [  std_z : 1.00  real_sub_fake : 1101.63 ]
[  epoch 0015/0040] 3900/4800, lr:5.0e-05 ∣ avg_100 : 31569.559045 ∣ critic_nllloss : 25606.192578 ∣ critic_ganloss : -259.306255 ∣ generator_nllloss : 5162.219922 ∣ generator_ganloss : 774.942480 ∣  [  std_z : 1.00  real_sub_fake : 856.43 ]
[  epoch 0015/0040] 3910/4800, lr:5.0e-05 ∣ avg_100 : 31567.649802 ∣ critic_nllloss : 25874.285742 ∣ critic_ganloss : -307.027190 ∣ generator_nllloss : 5202.398047 ∣ generator_ganloss : 795.206152 ∣  [  std_z : 0.98  real_sub_fake : 1111.37 ]
[  epoch 0015/0040] 3920/4800, lr:5.0e-05 ∣ avg_100 : 31567.523208 ∣ critic_nllloss : 25861.308789 ∣ critic_ganloss : -263.751338 ∣ generator_nllloss : 5113.178320 ∣ generator_ganloss : 846.857129 ∣  [  std_z : 0.98  real_sub_fake : 1044.90 ]
[  epoch 0015/0040] 3930/4800, lr:5.0e-05 ∣ avg_100 : 31566.873652 ∣ critic_nllloss : 25884.984961 ∣ critic_ganloss : -274.628040 ∣ generator_nllloss : 5181.871289 ∣ generator_ganloss : 803.522070 ∣  [  std_z : 1.00  real_sub_fake : 998.17 ]
[  epoch 0015/0040] 3940/4800, lr:5.0e-05 ∣ avg_100 : 31569.525856 ∣ critic_nllloss : 26093.084766 ∣ critic_ganloss : -325.339658 ∣ generator_nllloss : 5271.064453 ∣ generator_ganloss : 823.865039 ∣  [  std_z : 1.01  real_sub_fake : 1131.71 ]
[  epoch 0015/0040] 3950/4800, lr:5.0e-05 ∣ avg_100 : 31572.762995 ∣ critic_nllloss : 26052.654102 ∣ critic_ganloss : -215.336819 ∣ generator_nllloss : 5225.529102 ∣ generator_ganloss : 851.209619 ∣  [  std_z : 1.00  real_sub_fake : 1159.71 ]
[  epoch 0015/0040] 3960/4800, lr:5.0e-05 ∣ avg_100 : 31570.925313 ∣ critic_nllloss : 25777.548047 ∣ critic_ganloss : -231.567908 ∣ generator_nllloss : 5102.866016 ∣ generator_ganloss : 862.792187 ∣  [  std_z : 0.98  real_sub_fake : 728.30 ]
[  epoch 0015/0040] 3970/4800, lr:5.0e-05 ∣ avg_100 : 31570.951162 ∣ critic_nllloss : 25799.722461 ∣ critic_ganloss : -273.790804 ∣ generator_nllloss : 5144.074805 ∣ generator_ganloss : 832.780371 ∣  [  std_z : 0.98  real_sub_fake : 922.92 ]
[  epoch 0015/0040] 3980/4800, lr:5.0e-05 ∣ avg_100 : 31568.384873 ∣ critic_nllloss : 25675.247656 ∣ critic_ganloss : -269.282637 ∣ generator_nllloss : 5015.073633 ∣ generator_ganloss : 833.619531 ∣  [  std_z : 1.00  real_sub_fake : 1011.11 ]
[  epoch 0015/0040] 3990/4800, lr:5.0e-05 ∣ avg_100 : 31571.613275 ∣ critic_nllloss : 26209.238086 ∣ critic_ganloss : -352.574716 ∣ generator_nllloss : 5211.744922 ∣ generator_ganloss : 814.429053 ∣  [  std_z : 1.00  real_sub_fake : 1286.72 ]
[  epoch 0015/0040] 4000/4800, lr:5.0e-05 ∣ avg_100 : 31577.438161 ∣ critic_nllloss : 26153.097852 ∣ critic_ganloss : -354.373059 ∣ generator_nllloss : 5371.930469 ∣ generator_ganloss : 811.368018 ∣  [  std_z : 0.98  real_sub_fake : 1351.16 ]
[  epoch 0015/0040] 4010/4800, lr:5.0e-05 ∣ avg_100 : 31578.907401 ∣ critic_nllloss : 25966.246875 ∣ critic_ganloss : -183.707402 ∣ generator_nllloss : 5218.872656 ∣ generator_ganloss : 831.610791 ∣  [  std_z : 0.98  real_sub_fake : 874.81 ]
[  epoch 0015/0040] 4020/4800, lr:5.0e-05 ∣ avg_100 : 31580.756105 ∣ critic_nllloss : 25835.242188 ∣ critic_ganloss : -177.916100 ∣ generator_nllloss : 5113.723437 ∣ generator_ganloss : 772.964209 ∣  [  std_z : 0.99  real_sub_fake : 605.33 ]
[  epoch 0015/0040] 4030/4800, lr:5.0e-05 ∣ avg_100 : 31583.459706 ∣ critic_nllloss : 26152.886914 ∣ critic_ganloss : -221.812555 ∣ generator_nllloss : 5274.165039 ∣ generator_ganloss : 763.308325 ∣  [  std_z : 1.01  real_sub_fake : 760.06 ]
[  epoch 0015/0040] 4040/4800, lr:5.0e-05 ∣ avg_100 : 31583.082698 ∣ critic_nllloss : 25966.133984 ∣ critic_ganloss : -275.395158 ∣ generator_nllloss : 5154.584766 ∣ generator_ganloss : 770.258301 ∣  [  std_z : 1.01  real_sub_fake : 947.50 ]
[  epoch 0015/0040] 4050/4800, lr:5.0e-05 ∣ avg_100 : 31583.391984 ∣ critic_nllloss : 25892.071484 ∣ critic_ganloss : -293.034618 ∣ generator_nllloss : 5146.256836 ∣ generator_ganloss : 792.626953 ∣  [  std_z : 0.98  real_sub_fake : 1138.63 ]
[  epoch 0015/0040] 4060/4800, lr:5.0e-05 ∣ avg_100 : 31585.392869 ∣ critic_nllloss : 25831.882812 ∣ critic_ganloss : -285.174188 ∣ generator_nllloss : 5166.422266 ∣ generator_ganloss : 829.681836 ∣  [  std_z : 0.98  real_sub_fake : 1164.74 ]
[  epoch 0015/0040] 4070/4800, lr:5.0e-05 ∣ avg_100 : 31585.795496 ∣ critic_nllloss : 25884.621680 ∣ critic_ganloss : -331.419083 ∣ generator_nllloss : 5189.689844 ∣ generator_ganloss : 846.595801 ∣  [  std_z : 1.00  real_sub_fake : 1081.72 ]
[  epoch 0015/0040] 4080/4800, lr:5.0e-05 ∣ avg_100 : 31591.522486 ∣ critic_nllloss : 26092.180273 ∣ critic_ganloss : -238.528754 ∣ generator_nllloss : 5269.545313 ∣ generator_ganloss : 840.055957 ∣  [  std_z : 1.01  real_sub_fake : 1377.74 ]
[  epoch 0015/0040] 4090/4800, lr:5.0e-05 ∣ avg_100 : 31593.899738 ∣ critic_nllloss : 25790.287891 ∣ critic_ganloss : -182.054208 ∣ generator_nllloss : 5139.763281 ∣ generator_ganloss : 834.032080 ∣  [  std_z : 1.00  real_sub_fake : 673.21 ]
[  epoch 0015/0040] 4100/4800, lr:5.0e-05 ∣ avg_100 : 31595.703422 ∣ critic_nllloss : 25897.798438 ∣ critic_ganloss : -219.040787 ∣ generator_nllloss : 5120.849609 ∣ generator_ganloss : 779.669067 ∣  [  std_z : 0.98  real_sub_fake : 737.99 ]
[  epoch 0015/0040] 4110/4800, lr:5.0e-05 ∣ avg_100 : 31595.314461 ∣ critic_nllloss : 25866.712695 ∣ critic_ganloss : -199.295995 ∣ generator_nllloss : 5113.159375 ∣ generator_ganloss : 805.459570 ∣  [  std_z : 0.98  real_sub_fake : 733.50 ]
[  epoch 0015/0040] 4120/4800, lr:5.0e-05 ∣ avg_100 : 31596.686814 ∣ critic_nllloss : 25958.849023 ∣ critic_ganloss : -252.219408 ∣ generator_nllloss : 5095.170508 ∣ generator_ganloss : 777.425391 ∣  [  std_z : 0.99  real_sub_fake : 928.37 ]
[  epoch 0015/0040] 4130/4800, lr:5.0e-05 ∣ avg_100 : 31596.009477 ∣ critic_nllloss : 25699.455469 ∣ critic_ganloss : -304.733173 ∣ generator_nllloss : 5185.372461 ∣ generator_ganloss : 782.454443 ∣  [  std_z : 1.00  real_sub_fake : 1037.13 ]
[  epoch 0015/0040] 4140/4800, lr:5.0e-05 ∣ avg_100 : 31590.451632 ∣ critic_nllloss : 25749.910938 ∣ critic_ganloss : -278.697311 ∣ generator_nllloss : 5104.096289 ∣ generator_ganloss : 793.295337 ∣  [  std_z : 1.00  real_sub_fake : 1070.36 ]
[  epoch 0015/0040] 4150/4800, lr:5.0e-05 ∣ avg_100 : 31590.021933 ∣ critic_nllloss : 25876.218945 ∣ critic_ganloss : -312.430862 ∣ generator_nllloss : 5218.896094 ∣ generator_ganloss : 799.079321 ∣  [  std_z : 0.99  real_sub_fake : 1136.62 ]
[  epoch 0015/0040] 4160/4800, lr:5.0e-05 ∣ avg_100 : 31591.495454 ∣ critic_nllloss : 25865.577344 ∣ critic_ganloss : -250.783740 ∣ generator_nllloss : 5176.358203 ∣ generator_ganloss : 837.545508 ∣  [  std_z : 0.99  real_sub_fake : 1245.91 ]
[  epoch 0015/0040] 4170/4800, lr:5.0e-05 ∣ avg_100 : 31589.920210 ∣ critic_nllloss : 25822.465430 ∣ critic_ganloss : -336.989105 ∣ generator_nllloss : 5290.576758 ∣ generator_ganloss : 789.437012 ∣  [  std_z : 0.99  real_sub_fake : 1131.14 ]
[  epoch 0015/0040] 4180/4800, lr:5.0e-05 ∣ avg_100 : 31587.573461 ∣ critic_nllloss : 25851.701758 ∣ critic_ganloss : -322.595471 ∣ generator_nllloss : 5090.171094 ∣ generator_ganloss : 782.141772 ∣  [  std_z : 0.99  real_sub_fake : 1229.28 ]
[  epoch 0015/0040] 4190/4800, lr:5.0e-05 ∣ avg_100 : 31591.591913 ∣ critic_nllloss : 25877.089453 ∣ critic_ganloss : -256.886865 ∣ generator_nllloss : 5232.847461 ∣ generator_ganloss : 773.192871 ∣  [  std_z : 0.99  real_sub_fake : 1044.02 ]
[  epoch 0015/0040] 4200/4800, lr:5.0e-05 ∣ avg_100 : 31590.276204 ∣ critic_nllloss : 25734.943555 ∣ critic_ganloss : -262.425977 ∣ generator_nllloss : 5177.590625 ∣ generator_ganloss : 766.953003 ∣  [  std_z : 0.99  real_sub_fake : 968.13 ]
[  epoch 0015/0040] 4210/4800, lr:5.0e-05 ∣ avg_100 : 31590.008351 ∣ critic_nllloss : 26037.380273 ∣ critic_ganloss : -248.129761 ∣ generator_nllloss : 5290.241797 ∣ generator_ganloss : 774.922852 ∣  [  std_z : 0.99  real_sub_fake : 1030.71 ]
[  epoch 0015/0040] 4220/4800, lr:5.0e-05 ∣ avg_100 : 31589.302611 ∣ critic_nllloss : 25839.743555 ∣ critic_ganloss : -266.992014 ∣ generator_nllloss : 5115.731445 ∣ generator_ganloss : 791.988208 ∣  [  std_z : 0.99  real_sub_fake : 950.61 ]
[  epoch 0015/0040] 4230/4800, lr:5.0e-05 ∣ avg_100 : 31593.738938 ∣ critic_nllloss : 26044.804883 ∣ critic_ganloss : -290.666718 ∣ generator_nllloss : 5185.487500 ∣ generator_ganloss : 795.941919 ∣  [  std_z : 0.99  real_sub_fake : 975.77 ]
[  epoch 0015/0040] 4240/4800, lr:5.0e-05 ∣ avg_100 : 31594.177542 ∣ critic_nllloss : 25912.408008 ∣ critic_ganloss : -236.993951 ∣ generator_nllloss : 5133.815430 ∣ generator_ganloss : 785.897363 ∣  [  std_z : 0.99  real_sub_fake : 1022.10 ]
[  epoch 0015/0040] 4250/4800, lr:5.0e-05 ∣ avg_100 : 31594.743777 ∣ critic_nllloss : 25606.944922 ∣ critic_ganloss : -317.552637 ∣ generator_nllloss : 5256.116016 ∣ generator_ganloss : 775.968994 ∣  [  std_z : 1.00  real_sub_fake : 1038.00 ]
[  epoch 0015/0040] 4260/4800, lr:5.0e-05 ∣ avg_100 : 31596.930728 ∣ critic_nllloss : 26109.508789 ∣ critic_ganloss : -287.983466 ∣ generator_nllloss : 5288.267773 ∣ generator_ganloss : 826.037500 ∣  [  std_z : 1.00  real_sub_fake : 1141.07 ]
[  epoch 0015/0040] 4270/4800, lr:5.0e-05 ∣ avg_100 : 31601.955214 ∣ critic_nllloss : 26107.433398 ∣ critic_ganloss : -218.836877 ∣ generator_nllloss : 5253.927734 ∣ generator_ganloss : 790.312427 ∣  [  std_z : 0.99  real_sub_fake : 1020.04 ]
[  epoch 0015/0040] 4280/4800, lr:5.0e-05 ∣ avg_100 : 31604.025052 ∣ critic_nllloss : 25910.671289 ∣ critic_ganloss : -252.704752 ∣ generator_nllloss : 5152.646680 ∣ generator_ganloss : 774.163867 ∣  [  std_z : 0.98  real_sub_fake : 832.82 ]
[  epoch 0015/0040] 4290/4800, lr:5.0e-05 ∣ avg_100 : 31604.104118 ∣ critic_nllloss : 25902.554688 ∣ critic_ganloss : -379.306613 ∣ generator_nllloss : 5200.151172 ∣ generator_ganloss : 769.185278 ∣  [  std_z : 0.99  real_sub_fake : 1079.52 ]
[  epoch 0015/0040] 4300/4800, lr:5.0e-05 ∣ avg_100 : 31601.244037 ∣ critic_nllloss : 25853.163281 ∣ critic_ganloss : -362.987079 ∣ generator_nllloss : 5264.366797 ∣ generator_ganloss : 790.151318 ∣  [  std_z : 1.00  real_sub_fake : 1547.37 ]
[  epoch 0015/0040] 4310/4800, lr:5.0e-05 ∣ avg_100 : 31597.431231 ∣ critic_nllloss : 25781.238086 ∣ critic_ganloss : -266.966013 ∣ generator_nllloss : 5111.910937 ∣ generator_ganloss : 784.625293 ∣  [  std_z : 0.99  real_sub_fake : 1072.79 ]
[  epoch 0015/0040] 4320/4800, lr:5.0e-05 ∣ avg_100 : 31597.167168 ∣ critic_nllloss : 25862.110742 ∣ critic_ganloss : -202.054988 ∣ generator_nllloss : 5204.480469 ∣ generator_ganloss : 792.339185 ∣  [  std_z : 0.99  real_sub_fake : 963.56 ]
[  epoch 0015/0040] 4330/4800, lr:5.0e-05 ∣ avg_100 : 31598.570173 ∣ critic_nllloss : 26104.770898 ∣ critic_ganloss : -286.509340 ∣ generator_nllloss : 5181.643555 ∣ generator_ganloss : 775.661865 ∣  [  std_z : 1.00  real_sub_fake : 934.04 ]
[  epoch 0015/0040] 4340/4800, lr:5.0e-05 ∣ avg_100 : 31602.304446 ∣ critic_nllloss : 26055.273047 ∣ critic_ganloss : -251.440007 ∣ generator_nllloss : 5209.079297 ∣ generator_ganloss : 797.374292 ∣  [  std_z : 1.00  real_sub_fake : 1126.99 ]
[  epoch 0015/0040] 4350/4800, lr:5.0e-05 ∣ avg_100 : 31607.208321 ∣ critic_nllloss : 26065.547656 ∣ critic_ganloss : -287.039157 ∣ generator_nllloss : 5306.692773 ∣ generator_ganloss : 775.936328 ∣  [  std_z : 1.00  real_sub_fake : 1069.48 ]
[  epoch 0015/0040] 4360/4800, lr:5.0e-05 ∣ avg_100 : 31609.632932 ∣ critic_nllloss : 25995.679883 ∣ critic_ganloss : -271.256085 ∣ generator_nllloss : 5225.186523 ∣ generator_ganloss : 737.298071 ∣  [  std_z : 0.99  real_sub_fake : 1100.65 ]
[  epoch 0015/0040] 4370/4800, lr:5.0e-05 ∣ avg_100 : 31608.246926 ∣ critic_nllloss : 25851.376953 ∣ critic_ganloss : -267.456882 ∣ generator_nllloss : 5131.826563 ∣ generator_ganloss : 742.314258 ∣  [  std_z : 0.99  real_sub_fake : 1021.45 ]
[  epoch 0015/0040] 4380/4800, lr:5.0e-05 ∣ avg_100 : 31604.692771 ∣ critic_nllloss : 25774.738281 ∣ critic_ganloss : -304.922346 ∣ generator_nllloss : 5133.831055 ∣ generator_ganloss : 770.667065 ∣  [  std_z : 1.00  real_sub_fake : 978.48 ]
[  epoch 0015/0040] 4390/4800, lr:5.0e-05 ∣ avg_100 : 31604.646783 ∣ critic_nllloss : 25731.576562 ∣ critic_ganloss : -265.405585 ∣ generator_nllloss : 5105.778125 ∣ generator_ganloss : 771.281250 ∣  [  std_z : 1.00  real_sub_fake : 1112.79 ]
[  epoch 0015/0040] 4400/4800, lr:5.0e-05 ∣ avg_100 : 31608.208290 ∣ critic_nllloss : 25999.559961 ∣ critic_ganloss : -274.890297 ∣ generator_nllloss : 5248.971484 ∣ generator_ganloss : 797.246191 ∣  [  std_z : 1.00  real_sub_fake : 969.64 ]
[  epoch 0015/0040] 4410/4800, lr:5.0e-05 ∣ avg_100 : 31609.458638 ∣ critic_nllloss : 25856.703516 ∣ critic_ganloss : -238.490514 ∣ generator_nllloss : 5213.840820 ∣ generator_ganloss : 814.603833 ∣  [  std_z : 0.99  real_sub_fake : 951.32 ]
[  epoch 0015/0040] 4420/4800, lr:5.0e-05 ∣ avg_100 : 31612.044912 ∣ critic_nllloss : 25911.665430 ∣ critic_ganloss : -231.206012 ∣ generator_nllloss : 5164.721875 ∣ generator_ganloss : 845.392627 ∣  [  std_z : 0.98  real_sub_fake : 942.93 ]
[  epoch 0015/0040] 4430/4800, lr:5.0e-05 ∣ avg_100 : 31612.823971 ∣ critic_nllloss : 26100.837500 ∣ critic_ganloss : -296.631056 ∣ generator_nllloss : 5149.035937 ∣ generator_ganloss : 825.620703 ∣  [  std_z : 1.00  real_sub_fake : 968.25 ]
[  epoch 0015/0040] 4440/4800, lr:5.0e-05 ∣ avg_100 : 31613.650495 ∣ critic_nllloss : 25865.590820 ∣ critic_ganloss : -305.020639 ∣ generator_nllloss : 5160.460547 ∣ generator_ganloss : 774.763232 ∣  [  std_z : 1.01  real_sub_fake : 1022.27 ]
[  epoch 0015/0040] 4450/4800, lr:5.0e-05 ∣ avg_100 : 31615.812030 ∣ critic_nllloss : 25945.566406 ∣ critic_ganloss : -211.045071 ∣ generator_nllloss : 5203.206445 ∣ generator_ganloss : 810.250342 ∣  [  std_z : 1.00  real_sub_fake : 1147.23 ]
[  epoch 0015/0040] 4460/4800, lr:5.0e-05 ∣ avg_100 : 31613.845052 ∣ critic_nllloss : 25694.744141 ∣ critic_ganloss : -249.852179 ∣ generator_nllloss : 5191.340625 ∣ generator_ganloss : 794.757031 ∣  [  std_z : 0.98  real_sub_fake : 880.81 ]
[  epoch 0015/0040] 4470/4800, lr:5.0e-05 ∣ avg_100 : 31615.863418 ∣ critic_nllloss : 26011.948047 ∣ critic_ganloss : -302.686932 ∣ generator_nllloss : 5222.899219 ∣ generator_ganloss : 759.961499 ∣  [  std_z : 0.98  real_sub_fake : 1035.42 ]
[  epoch 0015/0040] 4480/4800, lr:5.0e-05 ∣ avg_100 : 31615.534200 ∣ critic_nllloss : 25869.531641 ∣ critic_ganloss : -255.236673 ∣ generator_nllloss : 5162.151172 ∣ generator_ganloss : 794.333545 ∣  [  std_z : 1.00  real_sub_fake : 945.19 ]
[  epoch 0015/0040] 4490/4800, lr:5.0e-05 ∣ avg_100 : 31615.702697 ∣ critic_nllloss : 25977.709961 ∣ critic_ganloss : -352.649078 ∣ generator_nllloss : 5226.246484 ∣ generator_ganloss : 751.260376 ∣  [  std_z : 1.01  real_sub_fake : 1122.44 ]
[  epoch 0015/0040] 4500/4800, lr:5.0e-05 ∣ avg_100 : 31614.982401 ∣ critic_nllloss : 25716.995117 ∣ critic_ganloss : -242.720258 ∣ generator_nllloss : 5131.615625 ∣ generator_ganloss : 773.421777 ∣  [  std_z : 0.99  real_sub_fake : 1119.19 ]
[  epoch 0015/0040] 4510/4800, lr:5.0e-05 ∣ avg_100 : 31611.141058 ∣ critic_nllloss : 25798.600195 ∣ critic_ganloss : -254.432858 ∣ generator_nllloss : 5124.125391 ∣ generator_ganloss : 790.949536 ∣  [  std_z : 0.99  real_sub_fake : 931.44 ]
[  epoch 0015/0040] 4520/4800, lr:5.0e-05 ∣ avg_100 : 31609.136001 ∣ critic_nllloss : 25839.137109 ∣ critic_ganloss : -357.770981 ∣ generator_nllloss : 5181.109961 ∣ generator_ganloss : 779.243750 ∣  [  std_z : 0.99  real_sub_fake : 1136.67 ]
[  epoch 0015/0040] 4530/4800, lr:5.0e-05 ∣ avg_100 : 31609.486592 ∣ critic_nllloss : 26027.137500 ∣ critic_ganloss : -257.321706 ∣ generator_nllloss : 5171.039258 ∣ generator_ganloss : 830.294824 ∣  [  std_z : 1.00  real_sub_fake : 1102.85 ]
[  epoch 0015/0040] 4540/4800, lr:5.0e-05 ∣ avg_100 : 31611.831718 ∣ critic_nllloss : 25789.225586 ∣ critic_ganloss : -191.592709 ∣ generator_nllloss : 5131.242188 ∣ generator_ganloss : 822.119482 ∣  [  std_z : 1.00  real_sub_fake : 1015.14 ]
[  epoch 0015/0040] 4550/4800, lr:5.0e-05 ∣ avg_100 : 31611.971979 ∣ critic_nllloss : 25936.606445 ∣ critic_ganloss : -270.447145 ∣ generator_nllloss : 5190.866797 ∣ generator_ganloss : 849.510840 ∣  [  std_z : 1.00  real_sub_fake : 894.83 ]
[  epoch 0015/0040] 4560/4800, lr:5.0e-05 ∣ avg_100 : 31614.037069 ∣ critic_nllloss : 26013.003711 ∣ critic_ganloss : -351.147607 ∣ generator_nllloss : 5253.555859 ∣ generator_ganloss : 804.072339 ∣  [  std_z : 0.99  real_sub_fake : 1098.81 ]
[  epoch 0015/0040] 4570/4800, lr:5.0e-05 ∣ avg_100 : 31615.564610 ∣ critic_nllloss : 25949.458008 ∣ critic_ganloss : -229.935248 ∣ generator_nllloss : 5109.282227 ∣ generator_ganloss : 813.406445 ∣  [  std_z : 1.00  real_sub_fake : 1226.88 ]
[  epoch 0015/0040] 4580/4800, lr:5.0e-05 ∣ avg_100 : 31613.571685 ∣ critic_nllloss : 25898.752539 ∣ critic_ganloss : -311.485570 ∣ generator_nllloss : 5125.758984 ∣ generator_ganloss : 812.395483 ∣  [  std_z : 1.00  real_sub_fake : 909.92 ]
[  epoch 0015/0040] 4590/4800, lr:5.0e-05 ∣ avg_100 : 31610.202495 ∣ critic_nllloss : 25623.183398 ∣ critic_ganloss : -269.937837 ∣ generator_nllloss : 5146.948633 ∣ generator_ganloss : 777.853467 ∣  [  std_z : 0.99  real_sub_fake : 1063.38 ]
[  epoch 0015/0040] 4600/4800, lr:5.0e-05 ∣ avg_100 : 31607.425593 ∣ critic_nllloss : 25715.177539 ∣ critic_ganloss : -284.765118 ∣ generator_nllloss : 5075.160937 ∣ generator_ganloss : 767.513867 ∣  [  std_z : 0.99  real_sub_fake : 1062.73 ]
[  epoch 0015/0040] 4610/4800, lr:5.0e-05 ∣ avg_100 : 31604.855248 ∣ critic_nllloss : 25773.094727 ∣ critic_ganloss : -386.812820 ∣ generator_nllloss : 5153.625977 ∣ generator_ganloss : 756.713940 ∣  [  std_z : 1.00  real_sub_fake : 1217.65 ]
[  epoch 0015/0040] 4620/4800, lr:5.0e-05 ∣ avg_100 : 31601.569244 ∣ critic_nllloss : 25824.048047 ∣ critic_ganloss : -428.137924 ∣ generator_nllloss : 5184.495313 ∣ generator_ganloss : 772.969360 ∣  [  std_z : 1.00  real_sub_fake : 1591.79 ]
[  epoch 0015/0040] 4630/4800, lr:5.0e-05 ∣ avg_100 : 31602.030768 ∣ critic_nllloss : 25734.938281 ∣ critic_ganloss : -140.492270 ∣ generator_nllloss : 5141.353711 ∣ generator_ganloss : 887.142920 ∣  [  std_z : 0.99  real_sub_fake : 839.35 ]
[  epoch 0015/0040] 4640/4800, lr:5.0e-05 ∣ avg_100 : 31600.794889 ∣ critic_nllloss : 25926.258789 ∣ critic_ganloss : -150.324268 ∣ generator_nllloss : 5117.596875 ∣ generator_ganloss : 847.175195 ∣  [  std_z : 0.99  real_sub_fake : 503.20 ]
[  epoch 0015/0040] 4650/4800, lr:5.0e-05 ∣ avg_100 : 31601.346262 ∣ critic_nllloss : 25970.964453 ∣ critic_ganloss : -214.584503 ∣ generator_nllloss : 5134.327734 ∣ generator_ganloss : 870.787744 ∣  [  std_z : 1.00  real_sub_fake : 832.36 ]
[  epoch 0015/0040] 4660/4800, lr:5.0e-05 ∣ avg_100 : 31600.552098 ∣ critic_nllloss : 25820.039062 ∣ critic_ganloss : -321.727789 ∣ generator_nllloss : 5158.494531 ∣ generator_ganloss : 885.543604 ∣  [  std_z : 1.00  real_sub_fake : 1055.12 ]
[  epoch 0015/0040] 4670/4800, lr:5.0e-05 ∣ avg_100 : 31600.619119 ∣ critic_nllloss : 25866.570117 ∣ critic_ganloss : -303.943512 ∣ generator_nllloss : 5216.032812 ∣ generator_ganloss : 923.405176 ∣  [  std_z : 1.00  real_sub_fake : 1293.59 ]
[  epoch 0015/0040] 4680/4800, lr:5.0e-05 ∣ avg_100 : 31595.659984 ∣ critic_nllloss : 25733.851758 ∣ critic_ganloss : -488.763058 ∣ generator_nllloss : 5130.058594 ∣ generator_ganloss : 893.569922 ∣  [  std_z : 0.99  real_sub_fake : 1511.72 ]
[  epoch 0015/0040] 4690/4800, lr:5.0e-05 ∣ avg_100 : 31595.810999 ∣ critic_nllloss : 25870.006250 ∣ critic_ganloss : -55.383956 ∣ generator_nllloss : 5195.153125 ∣ generator_ganloss : 953.931934 ∣   [  std_z : 0.99  real_sub_fake : 919.43 ]
[  epoch 0015/0040] 4700/4800, lr:5.0e-05 ∣ avg_100 : 31597.863778 ∣ critic_nllloss : 25818.432617 ∣ critic_ganloss : -67.101637 ∣ generator_nllloss : 5105.114648 ∣ generator_ganloss : 927.533594 ∣   [  std_z : 1.00  real_sub_fake : 154.96 ]
[  epoch 0015/0040] 4710/4800, lr:5.0e-05 ∣ avg_100 : 31600.807619 ∣ critic_nllloss : 25845.931250 ∣ critic_ganloss : -69.801519 ∣ generator_nllloss : 5248.552148 ∣ generator_ganloss : 894.150635 ∣   [  std_z : 0.99  real_sub_fake : 182.29 ]
[  epoch 0015/0040] 4720/4800, lr:5.0e-05 ∣ avg_100 : 31605.212035 ∣ critic_nllloss : 26004.715625 ∣ critic_ganloss : -87.538924 ∣ generator_nllloss : 5169.374805 ∣ generator_ganloss : 879.951807 ∣   [  std_z : 0.99  real_sub_fake : 245.56 ]
[  epoch 0015/0040] 4730/4800, lr:5.0e-05 ∣ avg_100 : 31604.478805 ∣ critic_nllloss : 25659.958594 ∣ critic_ganloss : -107.514278 ∣ generator_nllloss : 5078.744141 ∣ generator_ganloss : 871.064844 ∣  [  std_z : 1.00  real_sub_fake : 300.08 ]
[  epoch 0015/0040] 4740/4800, lr:5.0e-05 ∣ avg_100 : 31605.838633 ∣ critic_nllloss : 25775.936133 ∣ critic_ganloss : -142.748978 ∣ generator_nllloss : 5112.541016 ∣ generator_ganloss : 862.428516 ∣  [  std_z : 1.01  real_sub_fake : 427.32 ]
[  epoch 0015/0040] 4750/4800, lr:5.0e-05 ∣ avg_100 : 31606.139546 ∣ critic_nllloss : 25805.619727 ∣ critic_ganloss : -153.661981 ∣ generator_nllloss : 5139.409375 ∣ generator_ganloss : 855.635986 ∣  [  std_z : 1.00  real_sub_fake : 546.62 ]
[  epoch 0015/0040] 4760/4800, lr:5.0e-05 ∣ avg_100 : 31610.472107 ∣ critic_nllloss : 26114.591602 ∣ critic_ganloss : -209.952461 ∣ generator_nllloss : 5152.907031 ∣ generator_ganloss : 848.597949 ∣  [  std_z : 0.99  real_sub_fake : 654.26 ]
[  epoch 0015/0040] 4770/4800, lr:5.0e-05 ∣ avg_100 : 31613.586325 ∣ critic_nllloss : 25895.574805 ∣ critic_ganloss : -257.701404 ∣ generator_nllloss : 5287.411719 ∣ generator_ganloss : 868.355469 ∣  [  std_z : 0.99  real_sub_fake : 916.65 ]
[  epoch 0015/0040] 4780/4800, lr:5.0e-05 ∣ avg_100 : 31615.688735 ∣ critic_nllloss : 26012.698437 ∣ critic_ganloss : -240.081322 ∣ generator_nllloss : 5255.168164 ∣ generator_ganloss : 966.088525 ∣  [  std_z : 0.99  real_sub_fake : 903.90 ]
[  epoch 0015/0040] 4790/4800, lr:5.0e-05 ∣ avg_100 : 31619.472776 ∣ critic_nllloss : 25882.023633 ∣ critic_ganloss : -181.815581 ∣ generator_nllloss : 5146.577148 ∣ generator_ganloss : 944.063037 ∣  [  std_z : 1.00  real_sub_fake : 946.07 ]
[  epoch 0015/0040] 4800/4800, lr:5.0e-05 ∣ avg_100 : 31621.981523 ∣ critic_nllloss : 25849.248242 ∣ critic_ganloss : -226.162163 ∣ generator_nllloss : 5192.311914 ∣ generator_ganloss : 909.960059 ∣  [  std_z : 1.00  real_sub_fake : 798.89 ]
[    val 015    ] Done! KLD: 0.036883: 0.03313410:36, total: 1 day, 3:28:58                     
[  epoch 0016/0040] 0010/4800, lr:5.0e-05 ∣ avg_100 : 31622.480606 ∣ critic_nllloss : 25792.826953 ∣ critic_ganloss : -240.995067 ∣ generator_nllloss : 5175.192578 ∣ generator_ganloss : 935.986475 ∣  [  std_z : 0.99  real_sub_fake : 881.73 ]
[  epoch 0016/0040] 0020/4800, lr:5.0e-05 ∣ avg_100 : 31625.114685 ∣ critic_nllloss : 25928.673438 ∣ critic_ganloss : -263.131169 ∣ generator_nllloss : 5200.310547 ∣ generator_ganloss : 902.579248 ∣  [  std_z : 0.98  real_sub_fake : 921.66 ]
[  epoch 0016/0040] 0030/4800, lr:5.0e-05 ∣ avg_100 : 31628.425918 ∣ critic_nllloss : 26152.920508 ∣ critic_ganloss : -240.717790 ∣ generator_nllloss : 5291.225977 ∣ generator_ganloss : 909.000342 ∣  [  std_z : 1.00  real_sub_fake : 953.91 ]
[  epoch 0016/0040] 0040/4800, lr:5.0e-05 ∣ avg_100 : 31631.239355 ∣ critic_nllloss : 26017.586523 ∣ critic_ganloss : -332.151239 ∣ generator_nllloss : 5218.512305 ∣ generator_ganloss : 848.834961 ∣  [  std_z : 1.01  real_sub_fake : 1119.38 ]
[  epoch 0016/0040] 0050/4800, lr:5.0e-05 ∣ avg_100 : 31632.271261 ∣ critic_nllloss : 25977.575781 ∣ critic_ganloss : -250.107507 ∣ generator_nllloss : 5211.695703 ∣ generator_ganloss : 935.595312 ∣  [  std_z : 0.99  real_sub_fake : 1043.27 ]
[  epoch 0016/0040] 0060/4800, lr:5.0e-05 ∣ avg_100 : 31631.340711 ∣ critic_nllloss : 25709.331250 ∣ critic_ganloss : -291.672391 ∣ generator_nllloss : 5216.080078 ∣ generator_ganloss : 967.169336 ∣  [  std_z : 0.98  real_sub_fake : 1071.71 ]
[  epoch 0016/0040] 0070/4800, lr:5.0e-05 ∣ avg_100 : 31633.827635 ∣ critic_nllloss : 25838.085742 ∣ critic_ganloss : -181.300343 ∣ generator_nllloss : 5172.444141 ∣ generator_ganloss : 975.384766 ∣  [  std_z : 0.99  real_sub_fake : 930.39 ]
[  epoch 0016/0040] 0080/4800, lr:5.0e-05 ∣ avg_100 : 31637.536964 ∣ critic_nllloss : 26001.498828 ∣ critic_ganloss : -218.112320 ∣ generator_nllloss : 5157.971484 ∣ generator_ganloss : 936.806250 ∣  [  std_z : 1.00  real_sub_fake : 795.08 ]
[  epoch 0016/0040] 0090/4800, lr:5.0e-05 ∣ avg_100 : 31637.503142 ∣ critic_nllloss : 25779.274023 ∣ critic_ganloss : -235.487981 ∣ generator_nllloss : 5154.012305 ∣ generator_ganloss : 893.486621 ∣  [  std_z : 1.01  real_sub_fake : 763.60 ]
[  epoch 0016/0040] 0100/4800, lr:5.0e-05 ∣ avg_100 : 31638.271134 ∣ critic_nllloss : 25758.509570 ∣ critic_ganloss : -301.793018 ∣ generator_nllloss : 5018.201563 ∣ generator_ganloss : 885.929834 ∣  [  std_z : 0.99  real_sub_fake : 972.21 ]
[  epoch 0016/0040] 0110/4800, lr:5.0e-05 ∣ avg_100 : 31641.489952 ∣ critic_nllloss : 26014.166406 ∣ critic_ganloss : -311.696191 ∣ generator_nllloss : 5296.568750 ∣ generator_ganloss : 887.705518 ∣  [  std_z : 0.99  real_sub_fake : 1058.59 ]
[  epoch 0016/0040] 0120/4800, lr:5.0e-05 ∣ avg_100 : 31643.635492 ∣ critic_nllloss : 26000.431836 ∣ critic_ganloss : -293.699750 ∣ generator_nllloss : 5149.392969 ∣ generator_ganloss : 916.021875 ∣  [  std_z : 1.00  real_sub_fake : 1232.58 ]
[  epoch 0016/0040] 0130/4800, lr:5.0e-05 ∣ avg_100 : 31645.023481 ∣ critic_nllloss : 25986.607617 ∣ critic_ganloss : -403.922540 ∣ generator_nllloss : 5226.435352 ∣ generator_ganloss : 925.428760 ∣  [  std_z : 1.00  real_sub_fake : 1404.38 ]
[  epoch 0016/0040] 0140/4800, lr:5.0e-05 ∣ avg_100 : 31643.297583 ∣ critic_nllloss : 26003.444336 ∣ critic_ganloss : -395.534729 ∣ generator_nllloss : 5115.904883 ∣ generator_ganloss : 966.270313 ∣  [  std_z : 0.99  real_sub_fake : 1423.27 ]
[  epoch 0016/0040] 0150/4800, lr:5.0e-05 ∣ avg_100 : 31644.511083 ∣ critic_nllloss : 25957.485742 ∣ critic_ganloss : -185.382265 ∣ generator_nllloss : 5241.851562 ∣ generator_ganloss : 1021.450977 ∣     [  std_z : 0.99  real_sub_fake : 1010.31 ]
[  epoch 0016/0040] 0160/4800, lr:5.0e-05 ∣ avg_100 : 31650.085123 ∣ critic_nllloss : 26046.020508 ∣ critic_ganloss : -151.812523 ∣ generator_nllloss : 5164.371094 ∣ generator_ganloss : 1010.463281 ∣     [  std_z : 1.00  real_sub_fake : 603.55 ]
[  epoch 0016/0040] 0170/4800, lr:5.0e-05 ∣ avg_100 : 31651.681629 ∣ critic_nllloss : 25672.063867 ∣ critic_ganloss : -132.775288 ∣ generator_nllloss : 5137.248828 ∣ generator_ganloss : 985.900000 ∣  [  std_z : 1.00  real_sub_fake : 570.46 ]
[  epoch 0016/0040] 0180/4800, lr:5.0e-05 ∣ avg_100 : 31657.915670 ∣ critic_nllloss : 25877.107617 ∣ critic_ganloss : -239.324072 ∣ generator_nllloss : 5269.864258 ∣ generator_ganloss : 970.414453 ∣  [  std_z : 0.99  real_sub_fake : 721.91 ]
[  epoch 0016/0040] 0190/4800, lr:5.0e-05 ∣ avg_100 : 31656.693926 ∣ critic_nllloss : 25981.691406 ∣ critic_ganloss : -282.198497 ∣ generator_nllloss : 5098.456250 ∣ generator_ganloss : 962.713770 ∣  [  std_z : 0.99  real_sub_fake : 912.10 ]
[  epoch 0016/0040] 0200/4800, lr:5.0e-05 ∣ avg_100 : 31655.677712 ∣ critic_nllloss : 26036.434766 ∣ critic_ganloss : -357.142468 ∣ generator_nllloss : 5204.282227 ∣ generator_ganloss : 996.827441 ∣  [  std_z : 0.99  real_sub_fake : 1237.31 ]
[  epoch 0016/0040] 0210/4800, lr:5.0e-05 ∣ avg_100 : 31655.022349 ∣ critic_nllloss : 25763.003125 ∣ critic_ganloss : -238.645554 ∣ generator_nllloss : 5195.156055 ∣ generator_ganloss : 1047.972998 ∣     [  std_z : 1.00  real_sub_fake : 1300.69 ]
[  epoch 0016/0040] 0220/4800, lr:5.0e-05 ∣ avg_100 : 31656.920124 ∣ critic_nllloss : 25881.973242 ∣ critic_ganloss : -308.536238 ∣ generator_nllloss : 5104.888867 ∣ generator_ganloss : 1055.465283 ∣     [  std_z : 1.00  real_sub_fake : 1034.38 ]
[  epoch 0016/0040] 0230/4800, lr:5.0e-05 ∣ avg_100 : 31653.656020 ∣ critic_nllloss : 25861.466406 ∣ critic_ganloss : -387.337537 ∣ generator_nllloss : 5147.275195 ∣ generator_ganloss : 1020.733301 ∣     [  std_z : 1.00  real_sub_fake : 1234.63 ]
[  epoch 0016/0040] 0240/4800, lr:5.0e-05 ∣ avg_100 : 31655.424540 ∣ critic_nllloss : 25834.825391 ∣ critic_ganloss : -272.907773 ∣ generator_nllloss : 5201.138477 ∣ generator_ganloss : 1029.377832 ∣     [  std_z : 1.00  real_sub_fake : 1336.01 ]
[  epoch 0016/0040] 0250/4800, lr:5.0e-05 ∣ avg_100 : 31658.321782 ∣ critic_nllloss : 25964.054688 ∣ critic_ganloss : -328.260721 ∣ generator_nllloss : 5169.205273 ∣ generator_ganloss : 1022.645557 ∣     [  std_z : 0.99  real_sub_fake : 1145.96 ]
[  epoch 0016/0040] 0260/4800, lr:5.0e-05 ∣ avg_100 : 31661.273410 ∣ critic_nllloss : 25868.312500 ∣ critic_ganloss : -226.041469 ∣ generator_nllloss : 5148.242188 ∣ generator_ganloss : 1047.462305 ∣     [  std_z : 0.98  real_sub_fake : 951.71 ]
[  epoch 0016/0040] 0270/4800, lr:5.0e-05 ∣ avg_100 : 31664.751944 ∣ critic_nllloss : 26015.339648 ∣ critic_ganloss : -269.698135 ∣ generator_nllloss : 5212.757031 ∣ generator_ganloss : 978.943164 ∣  [  std_z : 0.99  real_sub_fake : 1026.75 ]
[  epoch 0016/0040] 0280/4800, lr:5.0e-05 ∣ avg_100 : 31660.949576 ∣ critic_nllloss : 25759.056641 ∣ critic_ganloss : -299.141298 ∣ generator_nllloss : 5111.211328 ∣ generator_ganloss : 1011.889258 ∣     [  std_z : 1.00  real_sub_fake : 1049.07 ]
[  epoch 0016/0040] 0290/4800, lr:5.0e-05 ∣ avg_100 : 31663.622104 ∣ critic_nllloss : 25863.155078 ∣ critic_ganloss : -218.716603 ∣ generator_nllloss : 5194.440820 ∣ generator_ganloss : 1010.402539 ∣     [  std_z : 1.00  real_sub_fake : 1056.97 ]
[  epoch 0016/0040] 0300/4800, lr:5.0e-05 ∣ avg_100 : 31668.181672 ∣ critic_nllloss : 26050.258594 ∣ critic_ganloss : -247.037424 ∣ generator_nllloss : 5237.808398 ∣ generator_ganloss : 994.203613 ∣  [  std_z : 1.00  real_sub_fake : 805.46 ]
[  epoch 0016/0040] 0310/4800, lr:5.0e-05 ∣ avg_100 : 31670.322073 ∣ critic_nllloss : 25817.180859 ∣ critic_ganloss : -213.774815 ∣ generator_nllloss : 5233.531055 ∣ generator_ganloss : 963.138574 ∣  [  std_z : 1.00  real_sub_fake : 880.31 ]
[  epoch 0016/0040] 0320/4800, lr:5.0e-05 ∣ avg_100 : 31672.679352 ∣ critic_nllloss : 25935.516602 ∣ critic_ganloss : -285.085181 ∣ generator_nllloss : 5167.756641 ∣ generator_ganloss : 996.765430 ∣  [  std_z : 0.99  real_sub_fake : 902.95 ]
[  epoch 0016/0040] 0330/4800, lr:5.0e-05 ∣ avg_100 : 31677.462131 ∣ critic_nllloss : 26007.053125 ∣ critic_ganloss : -277.579538 ∣ generator_nllloss : 5159.881641 ∣ generator_ganloss : 951.471875 ∣  [  std_z : 0.99  real_sub_fake : 1075.70 ]
[  epoch 0016/0040] 0340/4800, lr:5.0e-05 ∣ avg_100 : 31680.623467 ∣ critic_nllloss : 25915.475195 ∣ critic_ganloss : -396.013336 ∣ generator_nllloss : 5203.330859 ∣ generator_ganloss : 961.946094 ∣  [  std_z : 0.99  real_sub_fake : 1384.00 ]
[  epoch 0016/0040] 0350/4800, lr:5.0e-05 ∣ avg_100 : 31683.882835 ∣ critic_nllloss : 26150.529492 ∣ critic_ganloss : -402.824432 ∣ generator_nllloss : 5188.088281 ∣ generator_ganloss : 971.906982 ∣  [  std_z : 0.99  real_sub_fake : 1467.33 ]
[  epoch 0016/0040] 0360/4800, lr:5.0e-05 ∣ avg_100 : 31687.098764 ∣ critic_nllloss : 25987.139062 ∣ critic_ganloss : -296.989597 ∣ generator_nllloss : 5291.180078 ∣ generator_ganloss : 968.960693 ∣  [  std_z : 1.00  real_sub_fake : 1272.41 ]
[  epoch 0016/0040] 0370/4800, lr:5.0e-05 ∣ avg_100 : 31689.678568 ∣ critic_nllloss : 25973.729687 ∣ critic_ganloss : -326.035739 ∣ generator_nllloss : 5181.707617 ∣ generator_ganloss : 994.068848 ∣  [  std_z : 1.00  real_sub_fake : 1180.51 ]
[  epoch 0016/0040] 0380/4800, lr:5.0e-05 ∣ avg_100 : 31692.661591 ∣ critic_nllloss : 25897.343164 ∣ critic_ganloss : -346.579898 ∣ generator_nllloss : 5133.218555 ∣ generator_ganloss : 1015.739697 ∣     [  std_z : 0.99  real_sub_fake : 1278.35 ]
[  epoch 0016/0040] 0390/4800, lr:5.0e-05 ∣ avg_100 : 31693.181734 ∣ critic_nllloss : 25785.943945 ∣ critic_ganloss : -310.311703 ∣ generator_nllloss : 5167.445312 ∣ generator_ganloss : 1035.179590 ∣     [  std_z : 1.00  real_sub_fake : 1136.89 ]
[  epoch 0016/0040] 0400/4800, lr:5.0e-05 ∣ avg_100 : 31695.554320 ∣ critic_nllloss : 25890.197070 ∣ critic_ganloss : -359.484988 ∣ generator_nllloss : 5136.141992 ∣ generator_ganloss : 987.465820 ∣  [  std_z : 1.00  real_sub_fake : 1407.57 ]
[  epoch 0016/0040] 0410/4800, lr:5.0e-05 ∣ avg_100 : 31696.739740 ∣ critic_nllloss : 26014.202930 ∣ critic_ganloss : -273.951871 ∣ generator_nllloss : 5188.907812 ∣ generator_ganloss : 1043.798291 ∣     [  std_z : 0.99  real_sub_fake : 1168.37 ]
[  epoch 0016/0040] 0420/4800, lr:5.0e-05 ∣ avg_100 : 31695.960007 ∣ critic_nllloss : 25643.224609 ∣ critic_ganloss : -257.119746 ∣ generator_nllloss : 5046.008398 ∣ generator_ganloss : 970.384570 ∣  [  std_z : 0.99  real_sub_fake : 1083.25 ]
[  epoch 0016/0040] 0430/4800, lr:5.0e-05 ∣ avg_100 : 31695.787994 ∣ critic_nllloss : 25857.116016 ∣ critic_ganloss : -273.845969 ∣ generator_nllloss : 5151.118750 ∣ generator_ganloss : 983.977490 ∣  [  std_z : 0.99  real_sub_fake : 962.30 ]
[  epoch 0016/0040] 0440/4800, lr:5.0e-05 ∣ avg_100 : 31696.342291 ∣ critic_nllloss : 25779.549219 ∣ critic_ganloss : -246.810587 ∣ generator_nllloss : 5141.730469 ∣ generator_ganloss : 976.087451 ∣  [  std_z : 1.00  real_sub_fake : 969.66 ]
[  epoch 0016/0040] 0450/4800, lr:5.0e-05 ∣ avg_100 : 31698.714311 ∣ critic_nllloss : 25752.627539 ∣ critic_ganloss : -307.917490 ∣ generator_nllloss : 5145.502734 ∣ generator_ganloss : 968.466553 ∣  [  std_z : 1.00  real_sub_fake : 1054.27 ]
[  epoch 0016/0040] 0460/4800, lr:5.0e-05 ∣ avg_100 : 31694.253260 ∣ critic_nllloss : 25730.141406 ∣ critic_ganloss : -299.621344 ∣ generator_nllloss : 5101.546289 ∣ generator_ganloss : 957.659082 ∣  [  std_z : 0.98  real_sub_fake : 1218.13 ]
[  epoch 0016/0040] 0470/4800, lr:5.0e-05 ∣ avg_100 : 31691.873648 ∣ critic_nllloss : 25616.821875 ∣ critic_ganloss : -94.558723 ∣ generator_nllloss : 5138.471484 ∣ generator_ganloss : 1034.140869 ∣  [  std_z : 0.99  real_sub_fake : 684.69 ]
[  epoch 0016/0040] 0480/4800, lr:5.0e-05 ∣ avg_100 : 31695.171169 ∣ critic_nllloss : 25859.935742 ∣ critic_ganloss : -142.713563 ∣ generator_nllloss : 5210.439062 ∣ generator_ganloss : 986.867920 ∣  [  std_z : 1.00  real_sub_fake : 392.26 ]
[  epoch 0016/0040] 0490/4800, lr:5.0e-05 ∣ avg_100 : 31699.629274 ∣ critic_nllloss : 25910.273047 ∣ critic_ganloss : -127.186559 ∣ generator_nllloss : 5186.711914 ∣ generator_ganloss : 968.596680 ∣  [  std_z : 1.00  real_sub_fake : 562.34 ]
[  epoch 0016/0040] 0500/4800, lr:5.0e-05 ∣ avg_100 : 31702.903561 ∣ critic_nllloss : 25800.699805 ∣ critic_ganloss : -144.090897 ∣ generator_nllloss : 5225.991211 ∣ generator_ganloss : 989.522852 ∣  [  std_z : 0.99  real_sub_fake : 407.40 ]
[  epoch 0016/0040] 0510/4800, lr:5.0e-05 ∣ avg_100 : 31709.098198 ∣ critic_nllloss : 25976.954883 ∣ critic_ganloss : -130.853528 ∣ generator_nllloss : 5213.464258 ∣ generator_ganloss : 970.706396 ∣  [  std_z : 1.00  real_sub_fake : 448.36 ]
[  epoch 0016/0040] 0520/4800, lr:5.0e-05 ∣ avg_100 : 31711.805977 ∣ critic_nllloss : 25892.268750 ∣ critic_ganloss : -179.641133 ∣ generator_nllloss : 5256.557422 ∣ generator_ganloss : 958.468311 ∣  [  std_z : 1.00  real_sub_fake : 525.65 ]
[  epoch 0016/0040] 0530/4800, lr:5.0e-05 ∣ avg_100 : 31715.151986 ∣ critic_nllloss : 26119.714062 ∣ critic_ganloss : -185.081096 ∣ generator_nllloss : 5228.213672 ∣ generator_ganloss : 947.321191 ∣  [  std_z : 0.99  real_sub_fake : 715.33 ]
[  epoch 0016/0040] 0540/4800, lr:5.0e-05 ∣ avg_100 : 31714.716647 ∣ critic_nllloss : 25888.288086 ∣ critic_ganloss : -227.987335 ∣ generator_nllloss : 5151.223437 ∣ generator_ganloss : 955.228564 ∣  [  std_z : 0.99  real_sub_fake : 819.46 ]
[  epoch 0016/0040] 0550/4800, lr:5.0e-05 ∣ avg_100 : 31711.083902 ∣ critic_nllloss : 25606.858008 ∣ critic_ganloss : -167.937012 ∣ generator_nllloss : 5099.133008 ∣ generator_ganloss : 959.809082 ∣  [  std_z : 1.00  real_sub_fake : 738.46 ]
[  epoch 0016/0040] 0560/4800, lr:5.0e-05 ∣ avg_100 : 31714.231694 ∣ critic_nllloss : 26073.510156 ∣ critic_ganloss : -244.125827 ∣ generator_nllloss : 5202.305078 ∣ generator_ganloss : 969.998242 ∣  [  std_z : 1.02  real_sub_fake : 749.57 ]
[  epoch 0016/0040] 0570/4800, lr:5.0e-05 ∣ avg_100 : 31715.801088 ∣ critic_nllloss : 25764.742383 ∣ critic_ganloss : -227.966972 ∣ generator_nllloss : 5126.674219 ∣ generator_ganloss : 951.550586 ∣  [  std_z : 1.00  real_sub_fake : 877.16 ]
[  epoch 0016/0040] 0580/4800, lr:5.0e-05 ∣ avg_100 : 31723.311897 ∣ critic_nllloss : 26149.707227 ∣ critic_ganloss : -268.669052 ∣ generator_nllloss : 5262.970312 ∣ generator_ganloss : 981.386523 ∣  [  std_z : 0.98  real_sub_fake : 954.99 ]
[  epoch 0016/0040] 0590/4800, lr:5.0e-05 ∣ avg_100 : 31727.772490 ∣ critic_nllloss : 25959.554688 ∣ critic_ganloss : -271.670953 ∣ generator_nllloss : 5170.294531 ∣ generator_ganloss : 931.111328 ∣  [  std_z : 0.98  real_sub_fake : 1060.42 ]
[  epoch 0016/0040] 0600/4800, lr:5.0e-05 ∣ avg_100 : 31727.474340 ∣ critic_nllloss : 25807.620312 ∣ critic_ganloss : -222.047540 ∣ generator_nllloss : 5198.485742 ∣ generator_ganloss : 957.013867 ∣  [  std_z : 1.00  real_sub_fake : 935.61 ]
[  epoch 0016/0040] 0610/4800, lr:5.0e-05 ∣ avg_100 : 31727.794834 ∣ critic_nllloss : 25753.156445 ∣ critic_ganloss : -222.143500 ∣ generator_nllloss : 5207.057227 ∣ generator_ganloss : 940.636865 ∣  [  std_z : 1.00  real_sub_fake : 1044.33 ]
[  epoch 0016/0040] 0620/4800, lr:5.0e-05 ∣ avg_100 : 31728.607651 ∣ critic_nllloss : 25906.211914 ∣ critic_ganloss : -290.685237 ∣ generator_nllloss : 5216.110742 ∣ generator_ganloss : 940.218164 ∣  [  std_z : 0.99  real_sub_fake : 922.26 ]
[  epoch 0016/0040] 0630/4800, lr:5.0e-05 ∣ avg_100 : 31729.598563 ∣ critic_nllloss : 25844.099414 ∣ critic_ganloss : -160.213544 ∣ generator_nllloss : 5219.948242 ∣ generator_ganloss : 974.120215 ∣  [  std_z : 0.98  real_sub_fake : 852.60 ]
[  epoch 0016/0040] 0640/4800, lr:5.0e-05 ∣ avg_100 : 31735.121140 ∣ critic_nllloss : 26092.923242 ∣ critic_ganloss : -199.680066 ∣ generator_nllloss : 5147.687109 ∣ generator_ganloss : 1007.121387 ∣     [  std_z : 0.99  real_sub_fake : 726.95 ]
[  epoch 0016/0040] 0650/4800, lr:5.0e-05 ∣ avg_100 : 31736.539181 ∣ critic_nllloss : 25987.107031 ∣ critic_ganloss : -239.585951 ∣ generator_nllloss : 5240.659961 ∣ generator_ganloss : 901.601221 ∣  [  std_z : 1.00  real_sub_fake : 967.48 ]
[  epoch 0016/0040] 0660/4800, lr:5.0e-05 ∣ avg_100 : 31739.045946 ∣ critic_nllloss : 25828.581836 ∣ critic_ganloss : -278.834448 ∣ generator_nllloss : 5190.028516 ∣ generator_ganloss : 941.890137 ∣  [  std_z : 1.01  real_sub_fake : 973.04 ]
[  epoch 0016/0040] 0670/4800, lr:5.0e-05 ∣ avg_100 : 31738.826187 ∣ critic_nllloss : 25786.425781 ∣ critic_ganloss : -247.366724 ∣ generator_nllloss : 5181.663672 ∣ generator_ganloss : 949.423242 ∣  [  std_z : 1.00  real_sub_fake : 858.31 ]
[  epoch 0016/0040] 0680/4800, lr:5.0e-05 ∣ avg_100 : 31739.514204 ∣ critic_nllloss : 25811.189453 ∣ critic_ganloss : -305.673068 ∣ generator_nllloss : 5201.842383 ∣ generator_ganloss : 932.222607 ∣  [  std_z : 0.98  real_sub_fake : 1181.72 ]
[  epoch 0016/0040] 0690/4800, lr:5.0e-05 ∣ avg_100 : 31738.832063 ∣ critic_nllloss : 25647.092969 ∣ critic_ganloss : -271.467468 ∣ generator_nllloss : 5161.695508 ∣ generator_ganloss : 997.032666 ∣  [  std_z : 0.98  real_sub_fake : 1089.24 ]
[  epoch 0016/0040] 0700/4800, lr:5.0e-05 ∣ avg_100 : 31742.191256 ∣ critic_nllloss : 25913.561719 ∣ critic_ganloss : -278.720430 ∣ generator_nllloss : 5080.954492 ∣ generator_ganloss : 999.435742 ∣  [  std_z : 1.01  real_sub_fake : 993.45 ]
[  epoch 0016/0040] 0710/4800, lr:5.0e-05 ∣ avg_100 : 31744.273105 ∣ critic_nllloss : 25822.403906 ∣ critic_ganloss : -281.313406 ∣ generator_nllloss : 5149.863672 ∣ generator_ganloss : 976.472998 ∣  [  std_z : 1.01  real_sub_fake : 1066.34 ]
[  epoch 0016/0040] 0720/4800, lr:5.0e-05 ∣ avg_100 : 31748.714558 ∣ critic_nllloss : 25954.848828 ∣ critic_ganloss : -248.220331 ∣ generator_nllloss : 5197.402539 ∣ generator_ganloss : 981.834131 ∣  [  std_z : 0.99  real_sub_fake : 1077.70 ]
[  epoch 0016/0040] 0730/4800, lr:5.0e-05 ∣ avg_100 : 31750.957921 ∣ critic_nllloss : 26046.774219 ∣ critic_ganloss : -266.625592 ∣ generator_nllloss : 5227.182813 ∣ generator_ganloss : 988.154688 ∣  [  std_z : 0.98  real_sub_fake : 994.32 ]
[  epoch 0016/0040] 0740/4800, lr:5.0e-05 ∣ avg_100 : 31752.413536 ∣ critic_nllloss : 25838.258203 ∣ critic_ganloss : -269.067999 ∣ generator_nllloss : 5161.803906 ∣ generator_ganloss : 965.561914 ∣  [  std_z : 0.98  real_sub_fake : 999.99 ]
[  epoch 0016/0040] 0750/4800, lr:5.0e-05 ∣ avg_100 : 31753.233723 ∣ critic_nllloss : 25905.215234 ∣ critic_ganloss : -252.664034 ∣ generator_nllloss : 5181.628320 ∣ generator_ganloss : 954.376123 ∣  [  std_z : 1.00  real_sub_fake : 936.38 ]
[  epoch 0016/0040] 0760/4800, lr:5.0e-05 ∣ avg_100 : 31752.071586 ∣ critic_nllloss : 25793.491406 ∣ critic_ganloss : -305.532028 ∣ generator_nllloss : 5167.783398 ∣ generator_ganloss : 947.527881 ∣  [  std_z : 1.00  real_sub_fake : 1015.36 ]
[  epoch 0016/0040] 0770/4800, lr:5.0e-05 ∣ avg_100 : 31753.094230 ∣ critic_nllloss : 25881.190234 ∣ critic_ganloss : -326.302661 ∣ generator_nllloss : 5233.844727 ∣ generator_ganloss : 955.743555 ∣  [  std_z : 0.99  real_sub_fake : 1222.35 ]
[  epoch 0016/0040] 0780/4800, lr:5.0e-05 ∣ avg_100 : 31754.480574 ∣ critic_nllloss : 25883.977148 ∣ critic_ganloss : -356.599211 ∣ generator_nllloss : 5182.175195 ∣ generator_ganloss : 954.502637 ∣  [  std_z : 0.99  real_sub_fake : 1300.29 ]
[  epoch 0016/0040] 0790/4800, lr:5.0e-05 ∣ avg_100 : 31761.470424 ∣ critic_nllloss : 26067.469141 ∣ critic_ganloss : -276.040048 ∣ generator_nllloss : 5218.083984 ∣ generator_ganloss : 967.519629 ∣  [  std_z : 0.99  real_sub_fake : 1054.73 ]
[  epoch 0016/0040] 0800/4800, lr:5.0e-05 ∣ avg_100 : 31762.996409 ∣ critic_nllloss : 25695.166211 ∣ critic_ganloss : -254.611148 ∣ generator_nllloss : 5085.122852 ∣ generator_ganloss : 900.007812 ∣  [  std_z : 0.99  real_sub_fake : 1056.41 ]
[  epoch 0016/0040] 0810/4800, lr:5.0e-05 ∣ avg_100 : 31771.324442 ∣ critic_nllloss : 26102.359570 ∣ critic_ganloss : -192.701561 ∣ generator_nllloss : 5268.774609 ∣ generator_ganloss : 950.992480 ∣  [  std_z : 0.99  real_sub_fake : 898.87 ]
[  epoch 0016/0040] 0820/4800, lr:5.0e-05 ∣ avg_100 : 31773.305287 ∣ critic_nllloss : 25712.500586 ∣ critic_ganloss : -226.775316 ∣ generator_nllloss : 5163.275781 ∣ generator_ganloss : 902.458203 ∣  [  std_z : 0.99  real_sub_fake : 886.28 ]
[  epoch 0016/0040] 0830/4800, lr:5.0e-05 ∣ avg_100 : 31775.001186 ∣ critic_nllloss : 25925.535742 ∣ critic_ganloss : -276.269400 ∣ generator_nllloss : 5227.533789 ∣ generator_ganloss : 915.732422 ∣  [  std_z : 0.99  real_sub_fake : 912.24 ]
[  epoch 0016/0040] 0840/4800, lr:5.0e-05 ∣ avg_100 : 31774.001109 ∣ critic_nllloss : 25846.238477 ∣ critic_ganloss : -268.639725 ∣ generator_nllloss : 5134.976758 ∣ generator_ganloss : 928.123389 ∣  [  std_z : 0.99  real_sub_fake : 1006.29 ]
[  epoch 0016/0040] 0850/4800, lr:5.0e-05 ∣ avg_100 : 31773.064995 ∣ critic_nllloss : 25847.448828 ∣ critic_ganloss : -358.286826 ∣ generator_nllloss : 5235.904297 ∣ generator_ganloss : 942.817773 ∣  [  std_z : 0.99  real_sub_fake : 1168.21 ]
[  epoch 0016/0040] 0860/4800, lr:5.0e-05 ∣ avg_100 : 31774.172870 ∣ critic_nllloss : 25842.685937 ∣ critic_ganloss : -329.051208 ∣ generator_nllloss : 5203.799414 ∣ generator_ganloss : 935.702783 ∣  [  std_z : 1.00  real_sub_fake : 1348.24 ]
[  epoch 0016/0040] 0870/4800, lr:5.0e-05 ∣ avg_100 : 31772.223574 ∣ critic_nllloss : 25688.545898 ∣ critic_ganloss : -324.187485 ∣ generator_nllloss : 5138.177344 ∣ generator_ganloss : 1004.599170 ∣     [  std_z : 0.99  real_sub_fake : 1189.05 ]
[  epoch 0016/0040] 0880/4800, lr:5.0e-05 ∣ avg_100 : 31777.628894 ∣ critic_nllloss : 25852.914062 ∣ critic_ganloss : -253.155173 ∣ generator_nllloss : 5190.149414 ∣ generator_ganloss : 1019.340918 ∣     [  std_z : 0.99  real_sub_fake : 939.56 ]
[  epoch 0016/0040] 0890/4800, lr:5.0e-05 ∣ avg_100 : 31774.251840 ∣ critic_nllloss : 25735.213281 ∣ critic_ganloss : -254.591907 ∣ generator_nllloss : 5133.196484 ∣ generator_ganloss : 1012.184131 ∣     [  std_z : 0.99  real_sub_fake : 1011.21 ]
[  epoch 0016/0040] 0900/4800, lr:5.0e-05 ∣ avg_100 : 31777.237590 ∣ critic_nllloss : 26103.076367 ∣ critic_ganloss : -300.868625 ∣ generator_nllloss : 5273.821484 ∣ generator_ganloss : 1006.524951 ∣     [  std_z : 1.00  real_sub_fake : 1105.48 ]
[  epoch 0016/0040] 0910/4800, lr:5.0e-05 ∣ avg_100 : 31776.253901 ∣ critic_nllloss : 25925.503711 ∣ critic_ganloss : -309.709171 ∣ generator_nllloss : 5207.520508 ∣ generator_ganloss : 997.148633 ∣  [  std_z : 0.99  real_sub_fake : 1195.90 ]
[  epoch 0016/0040] 0920/4800, lr:5.0e-05 ∣ avg_100 : 31772.314466 ∣ critic_nllloss : 25713.264648 ∣ critic_ganloss : -228.212086 ∣ generator_nllloss : 5100.098828 ∣ generator_ganloss : 987.408398 ∣  [  std_z : 1.00  real_sub_fake : 967.17 ]
[  epoch 0016/0040] 0930/4800, lr:5.0e-05 ∣ avg_100 : 31774.075669 ∣ critic_nllloss : 25874.436914 ∣ critic_ganloss : -293.796223 ∣ generator_nllloss : 5124.301367 ∣ generator_ganloss : 973.431543 ∣  [  std_z : 1.00  real_sub_fake : 875.16 ]
[  epoch 0016/0040] 0940/4800, lr:5.0e-05 ∣ avg_100 : 31775.655996 ∣ critic_nllloss : 25924.052539 ∣ critic_ganloss : -302.738766 ∣ generator_nllloss : 5230.592969 ∣ generator_ganloss : 914.282666 ∣  [  std_z : 1.00  real_sub_fake : 1321.07 ]
[  epoch 0016/0040] 0950/4800, lr:5.0e-05 ∣ avg_100 : 31775.535098 ∣ critic_nllloss : 25852.546875 ∣ critic_ganloss : -324.212080 ∣ generator_nllloss : 5149.510547 ∣ generator_ganloss : 957.067969 ∣  [  std_z : 0.99  real_sub_fake : 1160.32 ]
[  epoch 0016/0040] 0960/4800, lr:5.0e-05 ∣ avg_100 : 31772.470698 ∣ critic_nllloss : 25823.140625 ∣ critic_ganloss : -279.146031 ∣ generator_nllloss : 5108.834180 ∣ generator_ganloss : 946.875342 ∣  [  std_z : 0.99  real_sub_fake : 1246.05 ]
[  epoch 0016/0040] 0970/4800, lr:5.0e-05 ∣ avg_100 : 31769.697917 ∣ critic_nllloss : 25708.518945 ∣ critic_ganloss : -281.757277 ∣ generator_nllloss : 5122.894141 ∣ generator_ganloss : 966.706641 ∣  [  std_z : 1.00  real_sub_fake : 1004.30 ]
[  epoch 0016/0040] 0980/4800, lr:5.0e-05 ∣ avg_100 : 31766.509437 ∣ critic_nllloss : 25882.448828 ∣ critic_ganloss : -344.331511 ∣ generator_nllloss : 5245.109961 ∣ generator_ganloss : 891.798535 ∣  [  std_z : 1.00  real_sub_fake : 1077.94 ]
[  epoch 0016/0040] 0990/4800, lr:5.0e-05 ∣ avg_100 : 31761.754358 ∣ critic_nllloss : 25538.503125 ∣ critic_ganloss : -300.851364 ∣ generator_nllloss : 5158.425195 ∣ generator_ganloss : 919.263379 ∣  [  std_z : 0.99  real_sub_fake : 1237.91 ]
[  epoch 0016/0040] 1000/4800, lr:5.0e-05 ∣ avg_100 : 31761.741603 ∣ critic_nllloss : 25946.324219 ∣ critic_ganloss : -369.977716 ∣ generator_nllloss : 5189.359375 ∣ generator_ganloss : 958.376709 ∣  [  std_z : 0.99  real_sub_fake : 1378.04 ]
[  epoch 0016/0040] 1010/4800, lr:5.0e-05 ∣ avg_100 : 31765.661861 ∣ critic_nllloss : 26061.388867 ∣ critic_ganloss : -203.391257 ∣ generator_nllloss : 5228.008203 ∣ generator_ganloss : 969.030908 ∣  [  std_z : 0.99  real_sub_fake : 1232.24 ]
[  epoch 0016/0040] 1020/4800, lr:5.0e-05 ∣ avg_100 : 31769.234641 ∣ critic_nllloss : 26158.429297 ∣ critic_ganloss : -237.843742 ∣ generator_nllloss : 5235.259570 ∣ generator_ganloss : 969.864893 ∣  [  std_z : 0.99  real_sub_fake : 791.52 ]
[  epoch 0016/0040] 1030/4800, lr:5.0e-05 ∣ avg_100 : 31765.527393 ∣ critic_nllloss : 25861.119141 ∣ critic_ganloss : -305.905481 ∣ generator_nllloss : 5258.800781 ∣ generator_ganloss : 927.689795 ∣  [  std_z : 0.99  real_sub_fake : 966.89 ]
[  epoch 0016/0040] 1040/4800, lr:5.0e-05 ∣ avg_100 : 31765.051887 ∣ critic_nllloss : 25905.088281 ∣ critic_ganloss : -374.863705 ∣ generator_nllloss : 5221.961914 ∣ generator_ganloss : 953.045508 ∣  [  std_z : 1.00  real_sub_fake : 1238.51 ]
[  epoch 0016/0040] 1050/4800, lr:5.0e-05 ∣ avg_100 : 31763.879436 ∣ critic_nllloss : 25901.544336 ∣ critic_ganloss : -220.613275 ∣ generator_nllloss : 5170.483203 ∣ generator_ganloss : 906.099902 ∣  [  std_z : 1.00  real_sub_fake : 1336.21 ]
[  epoch 0016/0040] 1060/4800, lr:5.0e-05 ∣ avg_100 : 31764.887783 ∣ critic_nllloss : 25913.988672 ∣ critic_ganloss : -259.797215 ∣ generator_nllloss : 5126.118750 ∣ generator_ganloss : 921.432812 ∣  [  std_z : 1.00  real_sub_fake : 897.36 ]
[  epoch 0016/0040] 1070/4800, lr:5.0e-05 ∣ avg_100 : 31763.851040 ∣ critic_nllloss : 25830.094531 ∣ critic_ganloss : -223.036441 ∣ generator_nllloss : 5222.264844 ∣ generator_ganloss : 871.617041 ∣  [  std_z : 0.99  real_sub_fake : 838.44 ]
[  epoch 0016/0040] 1080/4800, lr:5.0e-05 ∣ avg_100 : 31759.098295 ∣ critic_nllloss : 25673.319727 ∣ critic_ganloss : -227.435518 ∣ generator_nllloss : 5097.308984 ∣ generator_ganloss : 859.696582 ∣  [  std_z : 1.00  real_sub_fake : 988.01 ]
[  epoch 0016/0040] 1090/4800, lr:5.0e-05 ∣ avg_100 : 31759.513454 ∣ critic_nllloss : 25858.778906 ∣ critic_ganloss : -293.019594 ∣ generator_nllloss : 5220.651172 ∣ generator_ganloss : 846.390381 ∣  [  std_z : 1.00  real_sub_fake : 902.15 ]
[  epoch 0016/0040] 1100/4800, lr:5.0e-05 ∣ avg_100 : 31761.705473 ∣ critic_nllloss : 25917.037109 ∣ critic_ganloss : -315.896162 ∣ generator_nllloss : 5144.880859 ∣ generator_ganloss : 834.027979 ∣  [  std_z : 1.00  real_sub_fake : 1111.99 ]
[  epoch 0016/0040] 1110/4800, lr:5.0e-05 ∣ avg_100 : 31758.276633 ∣ critic_nllloss : 25994.900391 ∣ critic_ganloss : -350.675201 ∣ generator_nllloss : 5087.219141 ∣ generator_ganloss : 812.416187 ∣  [  std_z : 1.00  real_sub_fake : 1276.88 ]
[  epoch 0016/0040] 1120/4800, lr:5.0e-05 ∣ avg_100 : 31755.958653 ∣ critic_nllloss : 25823.908203 ∣ critic_ganloss : -283.933755 ∣ generator_nllloss : 5193.552734 ∣ generator_ganloss : 806.821777 ∣  [  std_z : 0.99  real_sub_fake : 1162.03 ]
[  epoch 0016/0040] 1130/4800, lr:5.0e-05 ∣ avg_100 : 31754.614276 ∣ critic_nllloss : 25896.112305 ∣ critic_ganloss : -313.767007 ∣ generator_nllloss : 5197.967969 ∣ generator_ganloss : 819.798218 ∣  [  std_z : 0.99  real_sub_fake : 1210.25 ]
[  epoch 0016/0040] 1140/4800, lr:5.0e-05 ∣ avg_100 : 31754.515962 ∣ critic_nllloss : 26036.115820 ∣ critic_ganloss : -361.386990 ∣ generator_nllloss : 5177.123047 ∣ generator_ganloss : 828.401538 ∣  [  std_z : 0.99  real_sub_fake : 1119.04 ]
[  epoch 0016/0040] 1150/4800, lr:5.0e-05 ∣ avg_100 : 31749.867222 ∣ critic_nllloss : 25879.687305 ∣ critic_ganloss : -329.526553 ∣ generator_nllloss : 5189.487305 ∣ generator_ganloss : 830.883936 ∣  [  std_z : 0.99  real_sub_fake : 1285.85 ]
[  epoch 0016/0040] 1160/4800, lr:5.0e-05 ∣ avg_100 : 31746.266570 ∣ critic_nllloss : 25979.981836 ∣ critic_ganloss : -211.486899 ∣ generator_nllloss : 5088.985352 ∣ generator_ganloss : 851.496875 ∣  [  std_z : 1.00  real_sub_fake : 1290.21 ]
[  epoch 0016/0040] 1170/4800, lr:5.0e-05 ∣ avg_100 : 31749.393027 ∣ critic_nllloss : 26120.516406 ∣ critic_ganloss : -201.342003 ∣ generator_nllloss : 5178.591016 ∣ generator_ganloss : 877.317676 ∣  [  std_z : 1.00  real_sub_fake : 718.32 ]
[  epoch 0016/0040] 1180/4800, lr:5.0e-05 ∣ avg_100 : 31746.153820 ∣ critic_nllloss : 25860.157227 ∣ critic_ganloss : -284.771207 ∣ generator_nllloss : 5174.639453 ∣ generator_ganloss : 804.116040 ∣  [  std_z : 1.00  real_sub_fake : 908.11 ]
[  epoch 0016/0040] 1190/4800, lr:5.0e-05 ∣ avg_100 : 31745.777095 ∣ critic_nllloss : 25911.531445 ∣ critic_ganloss : -157.129483 ∣ generator_nllloss : 5155.383594 ∣ generator_ganloss : 813.204932 ∣  [  std_z : 0.98  real_sub_fake : 825.43 ]
[  epoch 0016/0040] 1200/4800, lr:5.0e-05 ∣ avg_100 : 31745.257199 ∣ critic_nllloss : 25967.997852 ∣ critic_ganloss : -172.442485 ∣ generator_nllloss : 5215.628516 ∣ generator_ganloss : 817.228491 ∣  [  std_z : 0.98  real_sub_fake : 715.27 ]
[  epoch 0016/0040] 1210/4800, lr:5.0e-05 ∣ avg_100 : 31740.821446 ∣ critic_nllloss : 25679.292383 ∣ critic_ganloss : -260.864574 ∣ generator_nllloss : 5114.055078 ∣ generator_ganloss : 791.428418 ∣  [  std_z : 1.00  real_sub_fake : 800.22 ]
[  epoch 0016/0040] 1220/4800, lr:5.0e-05 ∣ avg_100 : 31739.818773 ∣ critic_nllloss : 25939.984180 ∣ critic_ganloss : -293.424600 ∣ generator_nllloss : 5180.369727 ∣ generator_ganloss : 806.594531 ∣  [  std_z : 1.00  real_sub_fake : 981.46 ]
[  epoch 0016/0040] 1230/4800, lr:5.0e-05 ∣ avg_100 : 31740.718099 ∣ critic_nllloss : 26014.868750 ∣ critic_ganloss : -256.570564 ∣ generator_nllloss : 5145.060156 ∣ generator_ganloss : 828.711670 ∣  [  std_z : 1.00  real_sub_fake : 1085.24 ]
[  epoch 0016/0040] 1240/4800, lr:5.0e-05 ∣ avg_100 : 31738.724128 ∣ critic_nllloss : 26027.012695 ∣ critic_ganloss : -395.679889 ∣ generator_nllloss : 5173.746680 ∣ generator_ganloss : 787.957251 ∣  [  std_z : 0.99  real_sub_fake : 1278.59 ]
[  epoch 0016/0040] 1250/4800, lr:5.0e-05 ∣ avg_100 : 31734.095873 ∣ critic_nllloss : 25830.061719 ∣ critic_ganloss : -408.531537 ∣ generator_nllloss : 5151.523047 ∣ generator_ganloss : 791.766138 ∣  [  std_z : 0.99  real_sub_fake : 1499.51 ]
[  epoch 0016/0040] 1260/4800, lr:5.0e-05 ∣ avg_100 : 31730.378121 ∣ critic_nllloss : 25862.946094 ∣ critic_ganloss : -303.644415 ∣ generator_nllloss : 5097.872656 ∣ generator_ganloss : 809.026001 ∣  [  std_z : 0.99  real_sub_fake : 1187.35 ]
[  epoch 0016/0040] 1270/4800, lr:5.0e-05 ∣ avg_100 : 31727.547214 ∣ critic_nllloss : 25983.933984 ∣ critic_ganloss : -285.932025 ∣ generator_nllloss : 5175.969727 ∣ generator_ganloss : 780.279248 ∣  [  std_z : 1.00  real_sub_fake : 1122.45 ]
[  epoch 0016/0040] 1280/4800, lr:5.0e-05 ∣ avg_100 : 31727.440656 ∣ critic_nllloss : 25925.264453 ∣ critic_ganloss : -305.626025 ∣ generator_nllloss : 5173.918750 ∣ generator_ganloss : 778.803027 ∣  [  std_z : 0.99  real_sub_fake : 1214.49 ]
[  epoch 0016/0040] 1290/4800, lr:5.0e-05 ∣ avg_100 : 31724.902952 ∣ critic_nllloss : 25910.358594 ∣ critic_ganloss : -331.601834 ∣ generator_nllloss : 5214.658203 ∣ generator_ganloss : 802.096460 ∣  [  std_z : 0.99  real_sub_fake : 1186.69 ]
[  epoch 0016/0040] 1300/4800, lr:5.0e-05 ∣ avg_100 : 31720.571524 ∣ critic_nllloss : 25960.285742 ∣ critic_ganloss : -306.533270 ∣ generator_nllloss : 5155.596680 ∣ generator_ganloss : 792.741211 ∣  [  std_z : 1.00  real_sub_fake : 1296.16 ]
[  epoch 0016/0040] 1310/4800, lr:5.0e-05 ∣ avg_100 : 31719.141929 ∣ critic_nllloss : 26053.849023 ∣ critic_ganloss : -357.693701 ∣ generator_nllloss : 5191.155664 ∣ generator_ganloss : 769.805200 ∣  [  std_z : 1.01  real_sub_fake : 1245.49 ]
[  epoch 0016/0040] 1320/4800, lr:5.0e-05 ∣ avg_100 : 31718.162051 ∣ critic_nllloss : 26082.846289 ∣ critic_ganloss : -317.796088 ∣ generator_nllloss : 5175.759961 ∣ generator_ganloss : 776.155493 ∣  [  std_z : 0.99  real_sub_fake : 1247.38 ]
[  epoch 0016/0040] 1330/4800, lr:5.0e-05 ∣ avg_100 : 31713.731871 ∣ critic_nllloss : 25847.947461 ∣ critic_ganloss : -366.282233 ∣ generator_nllloss : 5149.199805 ∣ generator_ganloss : 766.944092 ∣  [  std_z : 0.97  real_sub_fake : 1347.78 ]
[  epoch 0016/0040] 1340/4800, lr:5.0e-05 ∣ avg_100 : 31711.006436 ∣ critic_nllloss : 25725.513086 ∣ critic_ganloss : -292.607224 ∣ generator_nllloss : 5198.871875 ∣ generator_ganloss : 780.417529 ∣  [  std_z : 0.99  real_sub_fake : 1092.83 ]
[  epoch 0016/0040] 1350/4800, lr:5.0e-05 ∣ avg_100 : 31709.099800 ∣ critic_nllloss : 26077.397070 ∣ critic_ganloss : -253.822336 ∣ generator_nllloss : 5126.328125 ∣ generator_ganloss : 767.133862 ∣  [  std_z : 1.00  real_sub_fake : 1222.80 ]
[  epoch 0016/0040] 1360/4800, lr:5.0e-05 ∣ avg_100 : 31706.053325 ∣ critic_nllloss : 25989.825195 ∣ critic_ganloss : -334.380286 ∣ generator_nllloss : 5222.458398 ∣ generator_ganloss : 767.739429 ∣  [  std_z : 1.00  real_sub_fake : 1173.46 ]
[  epoch 0016/0040] 1370/4800, lr:5.0e-05 ∣ avg_100 : 31702.437596 ∣ critic_nllloss : 25948.033594 ∣ critic_ganloss : -328.726880 ∣ generator_nllloss : 5088.557813 ∣ generator_ganloss : 754.033032 ∣  [  std_z : 0.99  real_sub_fake : 1094.73 ]
[  epoch 0016/0040] 1380/4800, lr:5.0e-05 ∣ avg_100 : 31701.626313 ∣ critic_nllloss : 25964.847070 ∣ critic_ganloss : -245.341217 ∣ generator_nllloss : 5125.347266 ∣ generator_ganloss : 773.740112 ∣  [  std_z : 0.99  real_sub_fake : 1153.71 ]
[  epoch 0016/0040] 1390/4800, lr:5.0e-05 ∣ avg_100 : 31701.841273 ∣ critic_nllloss : 26070.121680 ∣ critic_ganloss : -318.185568 ∣ generator_nllloss : 5184.408008 ∣ generator_ganloss : 763.408984 ∣  [  std_z : 1.00  real_sub_fake : 1045.99 ]
[  epoch 0016/0040] 1400/4800, lr:5.0e-05 ∣ avg_100 : 31704.203750 ∣ critic_nllloss : 26173.946484 ∣ critic_ganloss : -288.611716 ∣ generator_nllloss : 5237.984180 ∣ generator_ganloss : 767.248633 ∣  [  std_z : 1.00  real_sub_fake : 1126.93 ]
[  epoch 0016/0040] 1410/4800, lr:5.0e-05 ∣ avg_100 : 31699.725029 ∣ critic_nllloss : 25894.403711 ∣ critic_ganloss : -288.550317 ∣ generator_nllloss : 5177.357227 ∣ generator_ganloss : 741.874463 ∣  [  std_z : 1.00  real_sub_fake : 1196.14 ]
[  epoch 0016/0040] 1420/4800, lr:5.0e-05 ∣ avg_100 : 31700.172901 ∣ critic_nllloss : 25806.339258 ∣ critic_ganloss : -256.093007 ∣ generator_nllloss : 5168.773633 ∣ generator_ganloss : 728.265161 ∣  [  std_z : 0.99  real_sub_fake : 1122.23 ]
[  epoch 0016/0040] 1430/4800, lr:5.0e-05 ∣ avg_100 : 31700.276501 ∣ critic_nllloss : 25909.296484 ∣ critic_ganloss : -193.548793 ∣ generator_nllloss : 5242.369141 ∣ generator_ganloss : 770.609448 ∣  [  std_z : 1.00  real_sub_fake : 732.07 ]
[  epoch 0016/0040] 1440/4800, lr:5.0e-05 ∣ avg_100 : 31696.558009 ∣ critic_nllloss : 25759.197656 ∣ critic_ganloss : -289.500034 ∣ generator_nllloss : 5086.506641 ∣ generator_ganloss : 722.503076 ∣  [  std_z : 1.00  real_sub_fake : 816.60 ]
[  epoch 0016/0040] 1450/4800, lr:5.0e-05 ∣ avg_100 : 31697.154393 ∣ critic_nllloss : 25926.763672 ∣ critic_ganloss : -288.621506 ∣ generator_nllloss : 5232.685156 ∣ generator_ganloss : 747.490454 ∣  [  std_z : 0.99  real_sub_fake : 1115.47 ]
[  epoch 0016/0040] 1460/4800, lr:5.0e-05 ∣ avg_100 : 31697.007676 ∣ critic_nllloss : 25769.461719 ∣ critic_ganloss : -241.598572 ∣ generator_nllloss : 5192.261914 ∣ generator_ganloss : 754.928662 ∣  [  std_z : 0.99  real_sub_fake : 1052.38 ]
[  epoch 0016/0040] 1470/4800, lr:5.0e-05 ∣ avg_100 : 31693.423919 ∣ critic_nllloss : 25695.789258 ∣ critic_ganloss : -268.612253 ∣ generator_nllloss : 5149.186328 ∣ generator_ganloss : 760.136426 ∣  [  std_z : 0.99  real_sub_fake : 980.40 ]
[  epoch 0016/0040] 1480/4800, lr:5.0e-05 ∣ avg_100 : 31695.908948 ∣ critic_nllloss : 26286.825391 ∣ critic_ganloss : -278.665965 ∣ generator_nllloss : 5390.128711 ∣ generator_ganloss : 764.743994 ∣  [  std_z : 0.99  real_sub_fake : 1037.06 ]
[  epoch 0016/0040] 1490/4800, lr:5.0e-05 ∣ avg_100 : 31690.357007 ∣ critic_nllloss : 25807.579492 ∣ critic_ganloss : -310.333963 ∣ generator_nllloss : 5137.560156 ∣ generator_ganloss : 748.395239 ∣  [  std_z : 0.98  real_sub_fake : 1041.68 ]
[  epoch 0016/0040] 1500/4800, lr:5.0e-05 ∣ avg_100 : 31685.826936 ∣ critic_nllloss : 25785.520898 ∣ critic_ganloss : -235.847795 ∣ generator_nllloss : 5113.698242 ∣ generator_ganloss : 755.744531 ∣  [  std_z : 0.99  real_sub_fake : 969.19 ]
[  epoch 0016/0040] 1510/4800, lr:5.0e-05 ∣ avg_100 : 31684.166982 ∣ critic_nllloss : 26230.495117 ∣ critic_ganloss : -344.593057 ∣ generator_nllloss : 5235.978516 ∣ generator_ganloss : 742.396069 ∣  [  std_z : 1.01  real_sub_fake : 1176.57 ]
[  epoch 0016/0040] 1520/4800, lr:5.0e-05 ∣ avg_100 : 31682.703552 ∣ critic_nllloss : 26003.777930 ∣ critic_ganloss : -272.714612 ∣ generator_nllloss : 5264.297852 ∣ generator_ganloss : 785.949121 ∣  [  std_z : 1.00  real_sub_fake : 1150.96 ]
[  epoch 0016/0040] 1530/4800, lr:5.0e-05 ∣ avg_100 : 31680.104313 ∣ critic_nllloss : 26171.610742 ∣ critic_ganloss : -318.704544 ∣ generator_nllloss : 5214.549414 ∣ generator_ganloss : 782.788354 ∣  [  std_z : 0.99  real_sub_fake : 1133.99 ]
[  epoch 0016/0040] 1540/4800, lr:5.0e-05 ∣ avg_100 : 31680.921979 ∣ critic_nllloss : 26052.823828 ∣ critic_ganloss : -307.274521 ∣ generator_nllloss : 5288.269141 ∣ generator_ganloss : 814.700928 ∣  [  std_z : 0.98  real_sub_fake : 1125.69 ]
[  epoch 0016/0040] 1550/4800, lr:5.0e-05 ∣ avg_100 : 31681.472701 ∣ critic_nllloss : 25814.386914 ∣ critic_ganloss : -280.690912 ∣ generator_nllloss : 5252.329102 ∣ generator_ganloss : 766.910156 ∣  [  std_z : 0.98  real_sub_fake : 1194.44 ]
[  epoch 0016/0040] 1560/4800, lr:5.0e-05 ∣ avg_100 : 31677.594011 ∣ critic_nllloss : 25826.266016 ∣ critic_ganloss : -213.237802 ∣ generator_nllloss : 5177.750195 ∣ generator_ganloss : 823.040283 ∣  [  std_z : 1.00  real_sub_fake : 978.68 ]
[  epoch 0016/0040] 1570/4800, lr:5.0e-05 ∣ avg_100 : 31677.781363 ∣ critic_nllloss : 25858.641992 ∣ critic_ganloss : -242.702870 ∣ generator_nllloss : 5254.303125 ∣ generator_ganloss : 763.493164 ∣  [  std_z : 1.00  real_sub_fake : 792.69 ]
[  epoch 0016/0040] 1580/4800, lr:5.0e-05 ∣ avg_100 : 31670.429649 ∣ critic_nllloss : 25743.282031 ∣ critic_ganloss : -247.660701 ∣ generator_nllloss : 5115.303516 ∣ generator_ganloss : 779.298730 ∣  [  std_z : 0.99  real_sub_fake : 811.18 ]
[  epoch 0016/0040] 1590/4800, lr:5.0e-05 ∣ avg_100 : 31667.984410 ∣ critic_nllloss : 25920.028516 ∣ critic_ganloss : -333.284985 ∣ generator_nllloss : 5186.731445 ∣ generator_ganloss : 771.290747 ∣  [  std_z : 0.98  real_sub_fake : 1142.38 ]
[  epoch 0016/0040] 1600/4800, lr:5.0e-05 ∣ avg_100 : 31668.737861 ∣ critic_nllloss : 26140.646484 ∣ critic_ganloss : -324.030536 ∣ generator_nllloss : 5253.106836 ∣ generator_ganloss : 746.694653 ∣  [  std_z : 0.99  real_sub_fake : 1322.08 ]
[  epoch 0016/0040] 1610/4800, lr:5.0e-05 ∣ avg_100 : 31672.543129 ∣ critic_nllloss : 26181.042187 ∣ critic_ganloss : -250.943640 ∣ generator_nllloss : 5306.412695 ∣ generator_ganloss : 822.722656 ∣  [  std_z : 1.00  real_sub_fake : 1147.04 ]
[  epoch 0016/0040] 1620/4800, lr:5.0e-05 ∣ avg_100 : 31669.891817 ∣ critic_nllloss : 25919.863867 ∣ critic_ganloss : -345.149980 ∣ generator_nllloss : 5148.637891 ∣ generator_ganloss : 783.372559 ∣  [  std_z : 1.00  real_sub_fake : 997.09 ]
[  epoch 0016/0040] 1630/4800, lr:5.0e-05 ∣ avg_100 : 31666.813331 ∣ critic_nllloss : 25892.869727 ∣ critic_ganloss : -291.080664 ∣ generator_nllloss : 5158.150586 ∣ generator_ganloss : 810.166064 ∣  [  std_z : 0.99  real_sub_fake : 1228.87 ]
[  epoch 0016/0040] 1640/4800, lr:5.0e-05 ∣ avg_100 : 31661.822263 ∣ critic_nllloss : 25876.780469 ∣ critic_ganloss : -294.660179 ∣ generator_nllloss : 5167.017773 ∣ generator_ganloss : 799.806860 ∣  [  std_z : 0.98  real_sub_fake : 1058.56 ]
[  epoch 0016/0040] 1650/4800, lr:5.0e-05 ∣ avg_100 : 31660.361546 ∣ critic_nllloss : 25938.191797 ∣ critic_ganloss : -284.639001 ∣ generator_nllloss : 5266.924609 ∣ generator_ganloss : 823.233105 ∣  [  std_z : 0.99  real_sub_fake : 1066.74 ]
[  epoch 0016/0040] 1660/4800, lr:5.0e-05 ∣ avg_100 : 31659.983992 ∣ critic_nllloss : 25975.458398 ∣ critic_ganloss : -326.968607 ∣ generator_nllloss : 5185.849609 ∣ generator_ganloss : 809.571240 ∣  [  std_z : 1.00  real_sub_fake : 1236.71 ]
[  epoch 0016/0040] 1670/4800, lr:5.0e-05 ∣ avg_100 : 31659.882203 ∣ critic_nllloss : 25946.506445 ∣ critic_ganloss : -197.447060 ∣ generator_nllloss : 5082.100781 ∣ generator_ganloss : 828.806958 ∣  [  std_z : 1.00  real_sub_fake : 897.72 ]
[  epoch 0016/0040] 1680/4800, lr:5.0e-05 ∣ avg_100 : 31659.619561 ∣ critic_nllloss : 25958.837891 ∣ critic_ganloss : -208.247303 ∣ generator_nllloss : 5074.011914 ∣ generator_ganloss : 788.714600 ∣  [  std_z : 0.99  real_sub_fake : 731.51 ]
[  epoch 0016/0040] 1690/4800, lr:5.0e-05 ∣ avg_100 : 31664.342500 ∣ critic_nllloss : 26126.610547 ∣ critic_ganloss : -182.729759 ∣ generator_nllloss : 5255.768164 ∣ generator_ganloss : 806.998657 ∣  [  std_z : 0.99  real_sub_fake : 752.80 ]
[  epoch 0016/0040] 1700/4800, lr:5.0e-05 ∣ avg_100 : 31665.930009 ∣ critic_nllloss : 26168.552539 ∣ critic_ganloss : -251.253027 ∣ generator_nllloss : 5180.480859 ∣ generator_ganloss : 776.202051 ∣  [  std_z : 0.99  real_sub_fake : 918.82 ]
[  epoch 0016/0040] 1710/4800, lr:5.0e-05 ∣ avg_100 : 31666.545823 ∣ critic_nllloss : 26008.569922 ∣ critic_ganloss : -288.715656 ∣ generator_nllloss : 5235.801953 ∣ generator_ganloss : 773.352344 ∣  [  std_z : 0.99  real_sub_fake : 1037.67 ]
[  epoch 0016/0040] 1720/4800, lr:5.0e-05 ∣ avg_100 : 31663.140264 ∣ critic_nllloss : 25869.693750 ∣ critic_ganloss : -322.742717 ∣ generator_nllloss : 5236.362109 ∣ generator_ganloss : 761.996167 ∣  [  std_z : 0.99  real_sub_fake : 1207.78 ]
[  epoch 0016/0040] 1730/4800, lr:5.0e-05 ∣ avg_100 : 31660.184576 ∣ critic_nllloss : 26021.450000 ∣ critic_ganloss : -276.106192 ∣ generator_nllloss : 5186.623242 ∣ generator_ganloss : 767.950293 ∣  [  std_z : 0.99  real_sub_fake : 1080.95 ]
[  epoch 0016/0040] 1740/4800, lr:5.0e-05 ∣ avg_100 : 31655.905103 ∣ critic_nllloss : 25603.641797 ∣ critic_ganloss : -259.522369 ∣ generator_nllloss : 5156.994531 ∣ generator_ganloss : 767.494702 ∣  [  std_z : 0.99  real_sub_fake : 926.66 ]
[  epoch 0016/0040] 1750/4800, lr:5.0e-05 ∣ avg_100 : 31652.792885 ∣ critic_nllloss : 25838.122656 ∣ critic_ganloss : -277.877957 ∣ generator_nllloss : 5136.115039 ∣ generator_ganloss : 780.974146 ∣  [  std_z : 1.01  real_sub_fake : 1021.28 ]
[  epoch 0016/0040] 1760/4800, lr:5.0e-05 ∣ avg_100 : 31651.310799 ∣ critic_nllloss : 25732.606445 ∣ critic_ganloss : -272.700467 ∣ generator_nllloss : 5186.156641 ∣ generator_ganloss : 808.999414 ∣  [  std_z : 1.00  real_sub_fake : 1230.14 ]
[  epoch 0016/0040] 1770/4800, lr:5.0e-05 ∣ avg_100 : 31646.742080 ∣ critic_nllloss : 25662.906055 ∣ critic_ganloss : -244.882242 ∣ generator_nllloss : 5097.838281 ∣ generator_ganloss : 771.741895 ∣  [  std_z : 0.98  real_sub_fake : 1026.43 ]
[  epoch 0016/0040] 1780/4800, lr:5.0e-05 ∣ avg_100 : 31643.950418 ∣ critic_nllloss : 25789.949805 ∣ critic_ganloss : -270.860738 ∣ generator_nllloss : 5052.804297 ∣ generator_ganloss : 812.996167 ∣  [  std_z : 0.98  real_sub_fake : 975.19 ]
[  epoch 0016/0040] 1790/4800, lr:5.0e-05 ∣ avg_100 : 31637.405934 ∣ critic_nllloss : 25692.605859 ∣ critic_ganloss : -319.044507 ∣ generator_nllloss : 5178.540430 ∣ generator_ganloss : 770.482495 ∣  [  std_z : 1.00  real_sub_fake : 1070.96 ]
[  epoch 0016/0040] 1800/4800, lr:5.0e-05 ∣ avg_100 : 31639.892890 ∣ critic_nllloss : 25983.044531 ∣ critic_ganloss : -295.978995 ∣ generator_nllloss : 5216.569922 ∣ generator_ganloss : 770.745947 ∣  [  std_z : 1.01  real_sub_fake : 1250.88 ]
[  epoch 0016/0040] 1810/4800, lr:5.0e-05 ∣ avg_100 : 31634.405752 ∣ critic_nllloss : 25832.569336 ∣ critic_ganloss : -189.998750 ∣ generator_nllloss : 5144.766016 ∣ generator_ganloss : 793.374634 ∣  [  std_z : 0.99  real_sub_fake : 910.27 ]
[  epoch 0016/0040] 1820/4800, lr:5.0e-05 ∣ avg_100 : 31633.649489 ∣ critic_nllloss : 25891.645898 ∣ critic_ganloss : -298.196162 ∣ generator_nllloss : 5151.022656 ∣ generator_ganloss : 731.360596 ∣  [  std_z : 0.98  real_sub_fake : 909.81 ]
[  epoch 0016/0040] 1830/4800, lr:5.0e-05 ∣ avg_100 : 31631.669797 ∣ critic_nllloss : 25894.714453 ∣ critic_ganloss : -321.436160 ∣ generator_nllloss : 5288.771289 ∣ generator_ganloss : 732.513745 ∣  [  std_z : 0.99  real_sub_fake : 1123.22 ]
[  epoch 0016/0040] 1840/4800, lr:5.0e-05 ∣ avg_100 : 31630.601539 ∣ critic_nllloss : 25885.064844 ∣ critic_ganloss : -344.179630 ∣ generator_nllloss : 5226.098242 ∣ generator_ganloss : 766.889624 ∣  [  std_z : 1.00  real_sub_fake : 1192.99 ]
[  epoch 0016/0040] 1850/4800, lr:5.0e-05 ∣ avg_100 : 31630.207758 ∣ critic_nllloss : 25985.011914 ∣ critic_ganloss : -324.409500 ∣ generator_nllloss : 5268.213867 ∣ generator_ganloss : 699.689697 ∣  [  std_z : 1.00  real_sub_fake : 1279.57 ]
[  epoch 0016/0040] 1860/4800, lr:5.0e-05 ∣ avg_100 : 31633.275929 ∣ critic_nllloss : 26155.321680 ∣ critic_ganloss : -202.167880 ∣ generator_nllloss : 5251.999609 ∣ generator_ganloss : 754.800659 ∣  [  std_z : 0.99  real_sub_fake : 1048.55 ]
[  epoch 0016/0040] 1870/4800, lr:5.0e-05 ∣ avg_100 : 31635.224448 ∣ critic_nllloss : 25921.318750 ∣ critic_ganloss : -173.230205 ∣ generator_nllloss : 5197.615234 ∣ generator_ganloss : 756.282983 ∣  [  std_z : 0.99  real_sub_fake : 660.12 ]
[  epoch 0016/0040] 1880/4800, lr:5.0e-05 ∣ avg_100 : 31632.407799 ∣ critic_nllloss : 25793.315820 ∣ critic_ganloss : -240.130334 ∣ generator_nllloss : 5271.389844 ∣ generator_ganloss : 703.009082 ∣  [  std_z : 1.00  real_sub_fake : 821.26 ]
[  epoch 0016/0040] 1890/4800, lr:5.0e-05 ∣ avg_100 : 31630.335353 ∣ critic_nllloss : 25803.614258 ∣ critic_ganloss : -267.605673 ∣ generator_nllloss : 5121.867383 ∣ generator_ganloss : 760.881421 ∣  [  std_z : 1.00  real_sub_fake : 951.97 ]
[  epoch 0016/0040] 1900/4800, lr:5.0e-05 ∣ avg_100 : 31622.194307 ∣ critic_nllloss : 25736.500195 ∣ critic_ganloss : -303.335464 ∣ generator_nllloss : 5075.954297 ∣ generator_ganloss : 759.330518 ∣  [  std_z : 0.99  real_sub_fake : 1063.34 ]
[  epoch 0016/0040] 1910/4800, lr:5.0e-05 ∣ avg_100 : 31619.424148 ∣ critic_nllloss : 25808.866602 ∣ critic_ganloss : -215.050992 ∣ generator_nllloss : 5161.113281 ∣ generator_ganloss : 788.518921 ∣  [  std_z : 0.99  real_sub_fake : 982.70 ]
[  epoch 0016/0040] 1920/4800, lr:5.0e-05 ∣ avg_100 : 31622.344454 ∣ critic_nllloss : 26070.021094 ∣ critic_ganloss : -170.524025 ∣ generator_nllloss : 5185.296289 ∣ generator_ganloss : 779.796997 ∣  [  std_z : 0.99  real_sub_fake : 872.58 ]
[  epoch 0016/0040] 1930/4800, lr:5.0e-05 ∣ avg_100 : 31622.912022 ∣ critic_nllloss : 25843.493164 ∣ critic_ganloss : -170.807271 ∣ generator_nllloss : 5262.005859 ∣ generator_ganloss : 800.438647 ∣  [  std_z : 0.99  real_sub_fake : 674.19 ]
[  epoch 0016/0040] 1940/4800, lr:5.0e-05 ∣ avg_100 : 31621.567080 ∣ critic_nllloss : 26013.942383 ∣ critic_ganloss : -250.208002 ∣ generator_nllloss : 5108.046680 ∣ generator_ganloss : 759.914111 ∣  [  std_z : 1.00  real_sub_fake : 825.87 ]
[  epoch 0016/0040] 1950/4800, lr:5.0e-05 ∣ avg_100 : 31619.716039 ∣ critic_nllloss : 25850.225781 ∣ critic_ganloss : -290.003737 ∣ generator_nllloss : 5148.775195 ∣ generator_ganloss : 740.811963 ∣  [  std_z : 1.00  real_sub_fake : 1068.06 ]
[  epoch 0016/0040] 1960/4800, lr:5.0e-05 ∣ avg_100 : 31619.506636 ∣ critic_nllloss : 25811.194727 ∣ critic_ganloss : -258.228273 ∣ generator_nllloss : 5249.073242 ∣ generator_ganloss : 776.724121 ∣  [  std_z : 0.99  real_sub_fake : 977.44 ]
[  epoch 0016/0040] 1970/4800, lr:5.0e-05 ∣ avg_100 : 31616.219795 ∣ critic_nllloss : 25702.432812 ∣ critic_ganloss : -318.516492 ∣ generator_nllloss : 5043.356445 ∣ generator_ganloss : 760.405640 ∣  [  std_z : 0.99  real_sub_fake : 930.35 ]
[  epoch 0016/0040] 1980/4800, lr:5.0e-05 ∣ avg_100 : 31616.000519 ∣ critic_nllloss : 25955.645313 ∣ critic_ganloss : -319.442410 ∣ generator_nllloss : 5260.258203 ∣ generator_ganloss : 756.637061 ∣  [  std_z : 0.99  real_sub_fake : 1206.79 ]
[  epoch 0016/0040] 1990/4800, lr:5.0e-05 ∣ avg_100 : 31619.152592 ∣ critic_nllloss : 25943.985156 ∣ critic_ganloss : -249.680591 ∣ generator_nllloss : 5180.250781 ∣ generator_ganloss : 755.992334 ∣  [  std_z : 0.99  real_sub_fake : 1043.16 ]
[  epoch 0016/0040] 2000/4800, lr:5.0e-05 ∣ avg_100 : 31616.511432 ∣ critic_nllloss : 25960.040234 ∣ critic_ganloss : -386.693535 ∣ generator_nllloss : 5133.067187 ∣ generator_ganloss : 753.552686 ∣  [  std_z : 0.99  real_sub_fake : 1227.18 ]
[  epoch 0016/0040] 2010/4800, lr:5.0e-05 ∣ avg_100 : 31612.329913 ∣ critic_nllloss : 25909.163281 ∣ critic_ganloss : -191.816647 ∣ generator_nllloss : 5146.660156 ∣ generator_ganloss : 772.878076 ∣  [  std_z : 1.00  real_sub_fake : 1050.17 ]
[  epoch 0016/0040] 2020/4800, lr:5.0e-05 ∣ avg_100 : 31607.124230 ∣ critic_nllloss : 25993.414258 ∣ critic_ganloss : -328.691589 ∣ generator_nllloss : 5208.093750 ∣ generator_ganloss : 732.325269 ∣  [  std_z : 1.00  real_sub_fake : 1179.22 ]
[  epoch 0016/0040] 2030/4800, lr:5.0e-05 ∣ avg_100 : 31604.395626 ∣ critic_nllloss : 25901.191602 ∣ critic_ganloss : -329.796454 ∣ generator_nllloss : 5157.599219 ∣ generator_ganloss : 739.849414 ∣  [  std_z : 0.98  real_sub_fake : 1110.97 ]
[  epoch 0016/0040] 2040/4800, lr:5.0e-05 ∣ avg_100 : 31602.131132 ∣ critic_nllloss : 25940.244531 ∣ critic_ganloss : -412.502908 ∣ generator_nllloss : 5154.174414 ∣ generator_ganloss : 796.866553 ∣  [  std_z : 0.98  real_sub_fake : 1414.28 ]
[  epoch 0016/0040] 2050/4800, lr:5.0e-05 ∣ avg_100 : 31598.462508 ∣ critic_nllloss : 25889.860352 ∣ critic_ganloss : -360.355118 ∣ generator_nllloss : 5093.560938 ∣ generator_ganloss : 767.585669 ∣  [  std_z : 0.99  real_sub_fake : 1373.70 ]
[  epoch 0016/0040] 2060/4800, lr:5.0e-05 ∣ avg_100 : 31600.378053 ∣ critic_nllloss : 26120.232031 ∣ critic_ganloss : -244.028702 ∣ generator_nllloss : 5185.168359 ∣ generator_ganloss : 831.925781 ∣  [  std_z : 1.00  real_sub_fake : 808.66 ]
[  epoch 0016/0040] 2070/4800, lr:5.0e-05 ∣ avg_100 : 31598.702306 ∣ critic_nllloss : 25793.251367 ∣ critic_ganloss : -127.507605 ∣ generator_nllloss : 5120.990625 ∣ generator_ganloss : 746.630957 ∣  [  std_z : 1.00  real_sub_fake : 1008.25 ]
[  epoch 0016/0040] 2080/4800, lr:5.0e-05 ∣ avg_100 : 31599.168732 ∣ critic_nllloss : 25679.802930 ∣ critic_ganloss : -214.105862 ∣ generator_nllloss : 5165.640430 ∣ generator_ganloss : 818.194824 ∣  [  std_z : 1.00  real_sub_fake : 762.23 ]
[  epoch 0016/0040] 2090/4800, lr:5.0e-05 ∣ avg_100 : 31600.499834 ∣ critic_nllloss : 26023.389844 ∣ critic_ganloss : -284.391580 ∣ generator_nllloss : 5251.548047 ∣ generator_ganloss : 775.364746 ∣  [  std_z : 0.99  real_sub_fake : 924.03 ]
[  epoch 0016/0040] 2100/4800, lr:5.0e-05 ∣ avg_100 : 31600.897137 ∣ critic_nllloss : 25818.522461 ∣ critic_ganloss : -209.707214 ∣ generator_nllloss : 5206.427344 ∣ generator_ganloss : 804.537524 ∣  [  std_z : 0.99  real_sub_fake : 937.65 ]
[  epoch 0016/0040] 2110/4800, lr:5.0e-05 ∣ avg_100 : 31603.660940 ∣ critic_nllloss : 26121.607812 ∣ critic_ganloss : -292.937814 ∣ generator_nllloss : 5230.522656 ∣ generator_ganloss : 761.048120 ∣  [  std_z : 0.99  real_sub_fake : 1094.41 ]
[  epoch 0016/0040] 2120/4800, lr:5.0e-05 ∣ avg_100 : 31606.145999 ∣ critic_nllloss : 26064.857227 ∣ critic_ganloss : -238.851056 ∣ generator_nllloss : 5192.358398 ∣ generator_ganloss : 770.490332 ∣  [  std_z : 1.00  real_sub_fake : 970.12 ]
[  epoch 0016/0040] 2130/4800, lr:5.0e-05 ∣ avg_100 : 31605.865415 ∣ critic_nllloss : 25835.064844 ∣ critic_ganloss : -245.371281 ∣ generator_nllloss : 5206.435938 ∣ generator_ganloss : 775.923608 ∣  [  std_z : 0.99  real_sub_fake : 866.57 ]
[  epoch 0016/0040] 2140/4800, lr:5.0e-05 ∣ avg_100 : 31604.113813 ∣ critic_nllloss : 25910.386133 ∣ critic_ganloss : -296.808679 ∣ generator_nllloss : 5104.936914 ∣ generator_ganloss : 786.578857 ∣  [  std_z : 0.99  real_sub_fake : 995.04 ]
[  epoch 0016/0040] 2150/4800, lr:5.0e-05 ∣ avg_100 : 31604.334059 ∣ critic_nllloss : 25872.267773 ∣ critic_ganloss : -253.431265 ∣ generator_nllloss : 5179.330078 ∣ generator_ganloss : 794.389990 ∣  [  std_z : 1.00  real_sub_fake : 1080.05 ]
[  epoch 0016/0040] 2160/4800, lr:5.0e-05 ∣ avg_100 : 31602.146280 ∣ critic_nllloss : 25794.612109 ∣ critic_ganloss : -246.561440 ∣ generator_nllloss : 5169.883984 ∣ generator_ganloss : 772.264551 ∣  [  std_z : 1.00  real_sub_fake : 893.15 ]
[  epoch 0016/0040] 2170/4800, lr:5.0e-05 ∣ avg_100 : 31597.347423 ∣ critic_nllloss : 25810.307031 ∣ critic_ganloss : -255.498167 ∣ generator_nllloss : 5181.768945 ∣ generator_ganloss : 758.619580 ∣  [  std_z : 1.00  real_sub_fake : 925.26 ]
[  epoch 0016/0040] 2180/4800, lr:5.0e-05 ∣ avg_100 : 31599.162878 ∣ critic_nllloss : 26054.642773 ∣ critic_ganloss : -294.803619 ∣ generator_nllloss : 5196.591211 ∣ generator_ganloss : 779.256689 ∣  [  std_z : 0.99  real_sub_fake : 1135.79 ]
[  epoch 0016/0040] 2190/4800, lr:5.0e-05 ∣ avg_100 : 31596.996921 ∣ critic_nllloss : 25822.917383 ∣ critic_ganloss : -304.628668 ∣ generator_nllloss : 5228.127930 ∣ generator_ganloss : 759.978149 ∣  [  std_z : 0.99  real_sub_fake : 1054.21 ]
[  epoch 0016/0040] 2200/4800, lr:5.0e-05 ∣ avg_100 : 31593.289629 ∣ critic_nllloss : 25938.862305 ∣ critic_ganloss : -344.562112 ∣ generator_nllloss : 5095.766602 ∣ generator_ganloss : 767.616357 ∣  [  std_z : 1.00  real_sub_fake : 1153.75 ]
[  epoch 0016/0040] 2210/4800, lr:5.0e-05 ∣ avg_100 : 31595.708527 ∣ critic_nllloss : 25890.514062 ∣ critic_ganloss : -276.488696 ∣ generator_nllloss : 5165.594531 ∣ generator_ganloss : 786.181177 ∣  [  std_z : 1.00  real_sub_fake : 1152.57 ]
[  epoch 0016/0040] 2220/4800, lr:5.0e-05 ∣ avg_100 : 31595.169713 ∣ critic_nllloss : 25902.962891 ∣ critic_ganloss : -314.202625 ∣ generator_nllloss : 5212.352734 ∣ generator_ganloss : 778.529443 ∣  [  std_z : 1.00  real_sub_fake : 1137.65 ]
[  epoch 0016/0040] 2230/4800, lr:5.0e-05 ∣ avg_100 : 31593.108615 ∣ critic_nllloss : 25820.012500 ∣ critic_ganloss : -230.269202 ∣ generator_nllloss : 5142.639648 ∣ generator_ganloss : 793.577246 ∣  [  std_z : 0.99  real_sub_fake : 1115.65 ]
[  epoch 0016/0040] 2240/4800, lr:5.0e-05 ∣ avg_100 : 31594.449671 ∣ critic_nllloss : 26076.359766 ∣ critic_ganloss : -326.973798 ∣ generator_nllloss : 5199.948633 ∣ generator_ganloss : 777.807788 ∣  [  std_z : 1.00  real_sub_fake : 1047.08 ]
[  epoch 0016/0040] 2250/4800, lr:5.0e-05 ∣ avg_100 : 31601.916926 ∣ critic_nllloss : 26273.403906 ∣ critic_ganloss : -271.653900 ∣ generator_nllloss : 5337.897266 ∣ generator_ganloss : 771.897632 ∣  [  std_z : 1.00  real_sub_fake : 1227.43 ]
[  epoch 0016/0040] 2260/4800, lr:5.0e-05 ∣ avg_100 : 31600.229822 ∣ critic_nllloss : 25634.843750 ∣ critic_ganloss : -303.322116 ∣ generator_nllloss : 5162.126758 ∣ generator_ganloss : 803.841455 ∣  [  std_z : 0.99  real_sub_fake : 1012.91 ]
[  epoch 0016/0040] 2270/4800, lr:5.0e-05 ∣ avg_100 : 31599.405298 ∣ critic_nllloss : 25975.002148 ∣ critic_ganloss : -354.225969 ∣ generator_nllloss : 5164.783594 ∣ generator_ganloss : 786.238843 ∣  [  std_z : 0.99  real_sub_fake : 1147.79 ]
[  epoch 0016/0040] 2280/4800, lr:5.0e-05 ∣ avg_100 : 31598.494636 ∣ critic_nllloss : 25967.283594 ∣ critic_ganloss : -404.176282 ∣ generator_nllloss : 5110.635938 ∣ generator_ganloss : 807.550757 ∣  [  std_z : 0.99  real_sub_fake : 1474.14 ]
[  epoch 0016/0040] 2290/4800, lr:5.0e-05 ∣ avg_100 : 31598.526419 ∣ critic_nllloss : 25757.848633 ∣ critic_ganloss : -103.028629 ∣ generator_nllloss : 5101.744922 ∣ generator_ganloss : 842.124805 ∣  [  std_z : 1.00  real_sub_fake : 953.51 ]
[  epoch 0016/0040] 2300/4800, lr:5.0e-05 ∣ avg_100 : 31602.324819 ∣ critic_nllloss : 26201.571289 ∣ critic_ganloss : -293.612054 ∣ generator_nllloss : 5278.580664 ∣ generator_ganloss : 795.390381 ∣  [  std_z : 1.00  real_sub_fake : 826.61 ]
[  epoch 0016/0040] 2310/4800, lr:5.0e-05 ∣ avg_100 : 31600.331131 ∣ critic_nllloss : 25838.270117 ∣ critic_ganloss : -311.058600 ∣ generator_nllloss : 5141.875195 ∣ generator_ganloss : 788.660669 ∣  [  std_z : 0.99  real_sub_fake : 1100.42 ]
[  epoch 0016/0040] 2320/4800, lr:5.0e-05 ∣ avg_100 : 31599.551573 ∣ critic_nllloss : 25877.498633 ∣ critic_ganloss : -229.688242 ∣ generator_nllloss : 5204.129883 ∣ generator_ganloss : 787.069629 ∣  [  std_z : 0.99  real_sub_fake : 1075.45 ]
[  epoch 0016/0040] 2330/4800, lr:5.0e-05 ∣ avg_100 : 31597.750080 ∣ critic_nllloss : 25617.670508 ∣ critic_ganloss : -249.038664 ∣ generator_nllloss : 5105.076563 ∣ generator_ganloss : 743.951367 ∣  [  std_z : 0.99  real_sub_fake : 960.26 ]
[  epoch 0016/0040] 2340/4800, lr:5.0e-05 ∣ avg_100 : 31598.415035 ∣ critic_nllloss : 25851.013086 ∣ critic_ganloss : -347.481943 ∣ generator_nllloss : 5229.161719 ∣ generator_ganloss : 745.997974 ∣  [  std_z : 1.00  real_sub_fake : 1019.83 ]
[  epoch 0016/0040] 2350/4800, lr:5.0e-05 ∣ avg_100 : 31595.638000 ∣ critic_nllloss : 25870.898438 ∣ critic_ganloss : -298.905420 ∣ generator_nllloss : 5118.392383 ∣ generator_ganloss : 748.947778 ∣  [  std_z : 0.99  real_sub_fake : 1201.76 ]
[  epoch 0016/0040] 2360/4800, lr:5.0e-05 ∣ avg_100 : 31594.203552 ∣ critic_nllloss : 25872.064258 ∣ critic_ganloss : -334.980481 ∣ generator_nllloss : 5221.871094 ∣ generator_ganloss : 743.243091 ∣  [  std_z : 1.00  real_sub_fake : 1284.65 ]
[  epoch 0016/0040] 2370/4800, lr:5.0e-05 ∣ avg_100 : 31594.520193 ∣ critic_nllloss : 25839.470508 ∣ critic_ganloss : -253.350385 ∣ generator_nllloss : 5158.867578 ∣ generator_ganloss : 748.573975 ∣  [  std_z : 0.99  real_sub_fake : 1259.38 ]
[  epoch 0016/0040] 2380/4800, lr:5.0e-05 ∣ avg_100 : 31593.039116 ∣ critic_nllloss : 25784.647852 ∣ critic_ganloss : -291.587505 ∣ generator_nllloss : 5247.167969 ∣ generator_ganloss : 730.257178 ∣  [  std_z : 0.99  real_sub_fake : 988.74 ]
[  epoch 0016/0040] 2390/4800, lr:5.0e-05 ∣ avg_100 : 31591.233264 ∣ critic_nllloss : 25886.214062 ∣ critic_ganloss : -267.260648 ∣ generator_nllloss : 5151.862891 ∣ generator_ganloss : 748.351660 ∣  [  std_z : 0.99  real_sub_fake : 960.40 ]
[  epoch 0016/0040] 2400/4800, lr:5.0e-05 ∣ avg_100 : 31590.109068 ∣ critic_nllloss : 26112.606836 ∣ critic_ganloss : -242.236389 ∣ generator_nllloss : 5193.655469 ∣ generator_ganloss : 714.122021 ∣  [  std_z : 1.00  real_sub_fake : 1023.59 ]
[  epoch 0016/0040] 2410/4800, lr:5.0e-05 ∣ avg_100 : 31589.472193 ∣ critic_nllloss : 25909.089648 ∣ critic_ganloss : -256.281764 ∣ generator_nllloss : 5098.232813 ∣ generator_ganloss : 710.356885 ∣  [  std_z : 1.00  real_sub_fake : 1062.83 ]
[  epoch 0016/0040] 2420/4800, lr:5.0e-05 ∣ avg_100 : 31588.043704 ∣ critic_nllloss : 25676.361523 ∣ critic_ganloss : -246.746129 ∣ generator_nllloss : 5144.116992 ∣ generator_ganloss : 730.703760 ∣  [  std_z : 1.00  real_sub_fake : 953.47 ]
[  epoch 0016/0040] 2430/4800, lr:5.0e-05 ∣ avg_100 : 31587.281310 ∣ critic_nllloss : 25937.119922 ∣ critic_ganloss : -227.443671 ∣ generator_nllloss : 5229.250000 ∣ generator_ganloss : 713.560596 ∣  [  std_z : 0.98  real_sub_fake : 929.65 ]
[  epoch 0016/0040] 2440/4800, lr:5.0e-05 ∣ avg_100 : 31586.267164 ∣ critic_nllloss : 25678.294336 ∣ critic_ganloss : -261.043959 ∣ generator_nllloss : 5067.416797 ∣ generator_ganloss : 692.625610 ∣  [  std_z : 0.98  real_sub_fake : 873.01 ]
[  epoch 0016/0040] 2450/4800, lr:5.0e-05 ∣ avg_100 : 31584.323374 ∣ critic_nllloss : 25804.524219 ∣ critic_ganloss : -254.406117 ∣ generator_nllloss : 5169.684570 ∣ generator_ganloss : 704.136084 ∣  [  std_z : 1.00  real_sub_fake : 968.63 ]
[  epoch 0016/0040] 2460/4800, lr:5.0e-05 ∣ avg_100 : 31584.701488 ∣ critic_nllloss : 25909.582422 ∣ critic_ganloss : -246.114651 ∣ generator_nllloss : 5130.320703 ∣ generator_ganloss : 719.076611 ∣  [  std_z : 1.00  real_sub_fake : 951.89 ]
[  epoch 0016/0040] 2470/4800, lr:5.0e-05 ∣ avg_100 : 31585.318374 ∣ critic_nllloss : 25895.202344 ∣ critic_ganloss : -314.914307 ∣ generator_nllloss : 5116.581055 ∣ generator_ganloss : 701.319360 ∣  [  std_z : 1.00  real_sub_fake : 1080.83 ]
[  epoch 0016/0040] 2480/4800, lr:5.0e-05 ∣ avg_100 : 31579.030644 ∣ critic_nllloss : 25850.563867 ∣ critic_ganloss : -256.647037 ∣ generator_nllloss : 5228.875391 ∣ generator_ganloss : 711.466821 ∣  [  std_z : 0.99  real_sub_fake : 1114.77 ]
[  epoch 0016/0040] 2490/4800, lr:5.0e-05 ∣ avg_100 : 31578.611560 ∣ critic_nllloss : 25728.834180 ∣ critic_ganloss : -306.099820 ∣ generator_nllloss : 5195.032031 ∣ generator_ganloss : 723.526221 ∣  [  std_z : 0.99  real_sub_fake : 1065.43 ]
[  epoch 0016/0040] 2500/4800, lr:5.0e-05 ∣ avg_100 : 31579.546733 ∣ critic_nllloss : 25883.410547 ∣ critic_ganloss : -287.302187 ∣ generator_nllloss : 5199.172656 ∣ generator_ganloss : 717.352124 ∣  [  std_z : 1.00  real_sub_fake : 1174.44 ]
[  epoch 0016/0040] 2510/4800, lr:5.0e-05 ∣ avg_100 : 31574.930009 ∣ critic_nllloss : 25844.934766 ∣ critic_ganloss : -283.166039 ∣ generator_nllloss : 5139.727344 ∣ generator_ganloss : 701.108154 ∣  [  std_z : 1.00  real_sub_fake : 1013.42 ]
[  epoch 0016/0040] 2520/4800, lr:5.0e-05 ∣ avg_100 : 31573.642097 ∣ critic_nllloss : 26047.901953 ∣ critic_ganloss : -279.809628 ∣ generator_nllloss : 5211.286328 ∣ generator_ganloss : 673.140430 ∣  [  std_z : 0.99  real_sub_fake : 1150.72 ]
[  epoch 0016/0040] 2530/4800, lr:5.0e-05 ∣ avg_100 : 31575.175345 ∣ critic_nllloss : 26224.649023 ∣ critic_ganloss : -176.610242 ∣ generator_nllloss : 5236.887500 ∣ generator_ganloss : 718.642529 ∣  [  std_z : 0.98  real_sub_fake : 933.12 ]
[  epoch 0016/0040] 2540/4800, lr:5.0e-05 ∣ avg_100 : 31570.117883 ∣ critic_nllloss : 25853.107227 ∣ critic_ganloss : -282.220088 ∣ generator_nllloss : 5080.720898 ∣ generator_ganloss : 691.165088 ∣  [  std_z : 0.99  real_sub_fake : 797.78 ]
[  epoch 0016/0040] 2550/4800, lr:5.0e-05 ∣ avg_100 : 31570.482021 ∣ critic_nllloss : 25947.779297 ∣ critic_ganloss : -229.404793 ∣ generator_nllloss : 5195.741211 ∣ generator_ganloss : 675.233374 ∣  [  std_z : 1.00  real_sub_fake : 939.55 ]
[  epoch 0016/0040] 2560/4800, lr:5.0e-05 ∣ avg_100 : 31568.273481 ∣ critic_nllloss : 25838.905859 ∣ critic_ganloss : -256.161221 ∣ generator_nllloss : 5154.543750 ∣ generator_ganloss : 655.676318 ∣  [  std_z : 1.00  real_sub_fake : 878.64 ]
[  epoch 0016/0040] 2570/4800, lr:5.0e-05 ∣ avg_100 : 31564.449018 ∣ critic_nllloss : 25751.658594 ∣ critic_ganloss : -293.323599 ∣ generator_nllloss : 5128.761719 ∣ generator_ganloss : 664.192407 ∣  [  std_z : 0.99  real_sub_fake : 996.09 ]
[  epoch 0016/0040] 2580/4800, lr:5.0e-05 ∣ avg_100 : 31567.070204 ∣ critic_nllloss : 26056.627148 ∣ critic_ganloss : -276.395407 ∣ generator_nllloss : 5204.883008 ∣ generator_ganloss : 667.227393 ∣  [  std_z : 0.98  real_sub_fake : 1241.48 ]
[  epoch 0016/0040] 2590/4800, lr:5.0e-05 ∣ avg_100 : 31569.371908 ∣ critic_nllloss : 26170.214453 ∣ critic_ganloss : -248.971967 ∣ generator_nllloss : 5197.315430 ∣ generator_ganloss : 656.378198 ∣  [  std_z : 0.99  real_sub_fake : 1073.51 ]
[  epoch 0016/0040] 2600/4800, lr:5.0e-05 ∣ avg_100 : 31566.703507 ∣ critic_nllloss : 26001.188281 ∣ critic_ganloss : -251.890053 ∣ generator_nllloss : 5140.045898 ∣ generator_ganloss : 660.233252 ∣  [  std_z : 1.00  real_sub_fake : 816.31 ]
[  epoch 0016/0040] 2610/4800, lr:5.0e-05 ∣ avg_100 : 31557.415787 ∣ critic_nllloss : 25695.997656 ∣ critic_ganloss : -295.599335 ∣ generator_nllloss : 5098.315430 ∣ generator_ganloss : 631.748120 ∣  [  std_z : 1.00  real_sub_fake : 971.88 ]
[  epoch 0016/0040] 2620/4800, lr:5.0e-05 ∣ avg_100 : 31558.994110 ∣ critic_nllloss : 26083.018359 ∣ critic_ganloss : -307.560297 ∣ generator_nllloss : 5240.059375 ∣ generator_ganloss : 649.039209 ∣  [  std_z : 0.99  real_sub_fake : 1024.93 ]
[  epoch 0016/0040] 2630/4800, lr:5.0e-05 ∣ avg_100 : 31555.572055 ∣ critic_nllloss : 25730.801758 ∣ critic_ganloss : -335.858676 ∣ generator_nllloss : 5144.292188 ∣ generator_ganloss : 688.664893 ∣  [  std_z : 0.98  real_sub_fake : 1147.80 ]
[  epoch 0016/0040] 2640/4800, lr:5.0e-05 ∣ avg_100 : 31556.346758 ∣ critic_nllloss : 25958.058203 ∣ critic_ganloss : -240.292383 ∣ generator_nllloss : 5208.791602 ∣ generator_ganloss : 699.857861 ∣  [  std_z : 0.98  real_sub_fake : 1209.89 ]
[  epoch 0016/0040] 2650/4800, lr:5.0e-05 ∣ avg_100 : 31557.024313 ∣ critic_nllloss : 26126.621875 ∣ critic_ganloss : -233.243336 ∣ generator_nllloss : 5198.589063 ∣ generator_ganloss : 719.498438 ∣  [  std_z : 1.00  real_sub_fake : 970.91 ]
[  epoch 0016/0040] 2660/4800, lr:5.0e-05 ∣ avg_100 : 31555.382837 ∣ critic_nllloss : 25878.531055 ∣ critic_ganloss : -281.185321 ∣ generator_nllloss : 5177.914453 ∣ generator_ganloss : 704.502808 ∣  [  std_z : 1.00  real_sub_fake : 909.44 ]
[  epoch 0016/0040] 2670/4800, lr:5.0e-05 ∣ avg_100 : 31554.840119 ∣ critic_nllloss : 25856.160156 ∣ critic_ganloss : -193.036087 ∣ generator_nllloss : 5268.664062 ∣ generator_ganloss : 673.907153 ∣  [  std_z : 0.99  real_sub_fake : 979.16 ]
[  epoch 0016/0040] 2680/4800, lr:5.0e-05 ∣ avg_100 : 31556.062655 ∣ critic_nllloss : 26067.642188 ∣ critic_ganloss : -252.621814 ∣ generator_nllloss : 5192.109180 ∣ generator_ganloss : 728.441211 ∣  [  std_z : 0.99  real_sub_fake : 949.09 ]
[  epoch 0016/0040] 2690/4800, lr:5.0e-05 ∣ avg_100 : 31547.096006 ∣ critic_nllloss : 25596.922852 ∣ critic_ganloss : -263.157199 ∣ generator_nllloss : 5095.383594 ∣ generator_ganloss : 680.833423 ∣  [  std_z : 1.00  real_sub_fake : 888.15 ]
[  epoch 0016/0040] 2700/4800, lr:5.0e-05 ∣ avg_100 : 31542.595010 ∣ critic_nllloss : 25804.137109 ∣ critic_ganloss : -228.866696 ∣ generator_nllloss : 5162.977344 ∣ generator_ganloss : 685.635083 ∣  [  std_z : 1.00  real_sub_fake : 791.53 ]
[  epoch 0016/0040] 2710/4800, lr:5.0e-05 ∣ avg_100 : 31537.200033 ∣ critic_nllloss : 25632.228125 ∣ critic_ganloss : -217.122012 ∣ generator_nllloss : 5117.700000 ∣ generator_ganloss : 656.704736 ∣  [  std_z : 1.00  real_sub_fake : 935.19 ]
[  epoch 0016/0040] 2720/4800, lr:5.0e-05 ∣ avg_100 : 31539.555322 ∣ critic_nllloss : 26060.445703 ∣ critic_ganloss : -225.673257 ∣ generator_nllloss : 5259.963281 ∣ generator_ganloss : 686.102490 ∣  [  std_z : 0.99  real_sub_fake : 849.09 ]
[  epoch 0016/0040] 2730/4800, lr:5.0e-05 ∣ avg_100 : 31534.194555 ∣ critic_nllloss : 25727.516602 ∣ critic_ganloss : -300.773550 ∣ generator_nllloss : 5095.443750 ∣ generator_ganloss : 641.653809 ∣  [  std_z : 0.99  real_sub_fake : 1115.19 ]
[  epoch 0016/0040] 2740/4800, lr:5.0e-05 ∣ avg_100 : 31539.763581 ∣ critic_nllloss : 26247.140039 ∣ critic_ganloss : -362.933899 ∣ generator_nllloss : 5261.294922 ∣ generator_ganloss : 680.010254 ∣  [  std_z : 0.99  real_sub_fake : 1133.47 ]
[  epoch 0016/0040] 2750/4800, lr:5.0e-05 ∣ avg_100 : 31539.461848 ∣ critic_nllloss : 25930.546289 ∣ critic_ganloss : -335.406982 ∣ generator_nllloss : 5152.430664 ∣ generator_ganloss : 699.590576 ∣  [  std_z : 0.99  real_sub_fake : 1292.61 ]
[  epoch 0016/0040] 2760/4800, lr:5.0e-05 ∣ avg_100 : 31540.548419 ∣ critic_nllloss : 25919.246094 ∣ critic_ganloss : -282.178644 ∣ generator_nllloss : 5242.867773 ∣ generator_ganloss : 683.783936 ∣  [  std_z : 1.00  real_sub_fake : 1137.27 ]
[  epoch 0016/0040] 2770/4800, lr:5.0e-05 ∣ avg_100 : 31539.741709 ∣ critic_nllloss : 25633.933984 ∣ critic_ganloss : -248.996692 ∣ generator_nllloss : 5126.980469 ∣ generator_ganloss : 695.015210 ∣  [  std_z : 0.99  real_sub_fake : 805.40 ]
[  epoch 0016/0040] 2780/4800, lr:5.0e-05 ∣ avg_100 : 31544.468493 ∣ critic_nllloss : 26044.261523 ∣ critic_ganloss : -209.102322 ∣ generator_nllloss : 5314.356445 ∣ generator_ganloss : 708.052271 ∣  [  std_z : 0.99  real_sub_fake : 1077.56 ]
[  epoch 0016/0040] 2790/4800, lr:5.0e-05 ∣ avg_100 : 31546.692114 ∣ critic_nllloss : 25833.111719 ∣ critic_ganloss : -203.984966 ∣ generator_nllloss : 5170.525391 ∣ generator_ganloss : 745.294287 ∣  [  std_z : 0.99  real_sub_fake : 901.40 ]
[  epoch 0016/0040] 2800/4800, lr:5.0e-05 ∣ avg_100 : 31546.849150 ∣ critic_nllloss : 26021.283203 ∣ critic_ganloss : -257.814861 ∣ generator_nllloss : 5207.097852 ∣ generator_ganloss : 719.518750 ∣  [  std_z : 0.98  real_sub_fake : 870.99 ]
[  epoch 0016/0040] 2810/4800, lr:5.0e-05 ∣ avg_100 : 31546.029626 ∣ critic_nllloss : 26014.998633 ∣ critic_ganloss : -302.689224 ∣ generator_nllloss : 5078.166602 ∣ generator_ganloss : 708.282837 ∣  [  std_z : 0.99  real_sub_fake : 971.53 ]
[  epoch 0016/0040] 2820/4800, lr:5.0e-05 ∣ avg_100 : 31545.305801 ∣ critic_nllloss : 25854.864258 ∣ critic_ganloss : -231.219731 ∣ generator_nllloss : 5070.920313 ∣ generator_ganloss : 708.885669 ∣  [  std_z : 1.01  real_sub_fake : 1011.58 ]
[  epoch 0016/0040] 2830/4800, lr:5.0e-05 ∣ avg_100 : 31544.497838 ∣ critic_nllloss : 25885.819336 ∣ critic_ganloss : -308.772171 ∣ generator_nllloss : 5213.898438 ∣ generator_ganloss : 722.821460 ∣  [  std_z : 1.00  real_sub_fake : 978.93 ]
[  epoch 0016/0040] 2840/4800, lr:5.0e-05 ∣ avg_100 : 31542.847305 ∣ critic_nllloss : 25748.884375 ∣ critic_ganloss : -318.675125 ∣ generator_nllloss : 5221.260352 ∣ generator_ganloss : 717.350146 ∣  [  std_z : 0.99  real_sub_fake : 1083.21 ]
[  epoch 0016/0040] 2850/4800, lr:5.0e-05 ∣ avg_100 : 31542.152344 ∣ critic_nllloss : 25916.335742 ∣ critic_ganloss : -313.909729 ∣ generator_nllloss : 5211.547266 ∣ generator_ganloss : 745.036597 ∣  [  std_z : 0.99  real_sub_fake : 1452.57 ]
[  epoch 0016/0040] 2860/4800, lr:5.0e-05 ∣ avg_100 : 31535.633805 ∣ critic_nllloss : 25806.100977 ∣ critic_ganloss : -344.080916 ∣ generator_nllloss : 5142.731836 ∣ generator_ganloss : 703.348315 ∣  [  std_z : 0.99  real_sub_fake : 1212.81 ]
[  epoch 0016/0040] 2870/4800, lr:5.0e-05 ∣ avg_100 : 31532.034017 ∣ critic_nllloss : 25748.133203 ∣ critic_ganloss : -268.490076 ∣ generator_nllloss : 5176.194922 ∣ generator_ganloss : 686.169897 ∣  [  std_z : 0.99  real_sub_fake : 1074.14 ]
[  epoch 0016/0040] 2880/4800, lr:5.0e-05 ∣ avg_100 : 31533.472434 ∣ critic_nllloss : 25981.312891 ∣ critic_ganloss : -316.798331 ∣ generator_nllloss : 5325.352734 ∣ generator_ganloss : 681.558765 ∣  [  std_z : 1.00  real_sub_fake : 1089.16 ]
[  epoch 0016/0040] 2890/4800, lr:5.0e-05 ∣ avg_100 : 31532.263936 ∣ critic_nllloss : 25758.745508 ∣ critic_ganloss : -237.913821 ∣ generator_nllloss : 5088.485937 ∣ generator_ganloss : 688.589966 ∣  [  std_z : 1.00  real_sub_fake : 1002.16 ]
[  epoch 0016/0040] 2900/4800, lr:5.0e-05 ∣ avg_100 : 31535.977576 ∣ critic_nllloss : 26007.818555 ∣ critic_ganloss : -273.823563 ∣ generator_nllloss : 5201.323242 ∣ generator_ganloss : 704.495361 ∣  [  std_z : 0.99  real_sub_fake : 915.84 ]
[  epoch 0016/0040] 2910/4800, lr:5.0e-05 ∣ avg_100 : 31535.248276 ∣ critic_nllloss : 25901.546484 ∣ critic_ganloss : -317.594348 ∣ generator_nllloss : 5172.915820 ∣ generator_ganloss : 713.649854 ∣  [  std_z : 0.99  real_sub_fake : 1121.74 ]
[  epoch 0016/0040] 2920/4800, lr:5.0e-05 ∣ avg_100 : 31531.517136 ∣ critic_nllloss : 25912.095117 ∣ critic_ganloss : -278.996472 ∣ generator_nllloss : 5126.941016 ∣ generator_ganloss : 731.436670 ∣  [  std_z : 1.00  real_sub_fake : 1260.37 ]
[  epoch 0016/0040] 2930/4800, lr:5.0e-05 ∣ avg_100 : 31529.841394 ∣ critic_nllloss : 25842.923242 ∣ critic_ganloss : -259.498538 ∣ generator_nllloss : 5185.361523 ∣ generator_ganloss : 798.770020 ∣  [  std_z : 1.00  real_sub_fake : 1048.98 ]
[  epoch 0016/0040] 2940/4800, lr:5.0e-05 ∣ avg_100 : 31526.680773 ∣ critic_nllloss : 25639.828516 ∣ critic_ganloss : -173.422479 ∣ generator_nllloss : 5082.862109 ∣ generator_ganloss : 766.364893 ∣  [  std_z : 0.99  real_sub_fake : 718.42 ]
[  epoch 0016/0040] 2950/4800, lr:5.0e-05 ∣ avg_100 : 31526.568396 ∣ critic_nllloss : 25845.549219 ∣ critic_ganloss : -294.360818 ∣ generator_nllloss : 5130.722852 ∣ generator_ganloss : 756.660205 ∣  [  std_z : 0.99  real_sub_fake : 911.62 ]
[  epoch 0016/0040] 2960/4800, lr:5.0e-05 ∣ avg_100 : 31527.575700 ∣ critic_nllloss : 26022.077148 ∣ critic_ganloss : -345.890393 ∣ generator_nllloss : 5232.891016 ∣ generator_ganloss : 770.416479 ∣  [  std_z : 1.00  real_sub_fake : 1203.48 ]
[  epoch 0016/0040] 2970/4800, lr:5.0e-05 ∣ avg_100 : 31529.608582 ∣ critic_nllloss : 25729.948828 ∣ critic_ganloss : -231.689743 ∣ generator_nllloss : 5112.467578 ∣ generator_ganloss : 780.239917 ∣  [  std_z : 1.00  real_sub_fake : 1121.33 ]
[  epoch 0016/0040] 2980/4800, lr:5.0e-05 ∣ avg_100 : 31529.716578 ∣ critic_nllloss : 25854.204883 ∣ critic_ganloss : -141.735638 ∣ generator_nllloss : 5167.364453 ∣ generator_ganloss : 784.064111 ∣  [  std_z : 0.99  real_sub_fake : 739.02 ]
[  epoch 0016/0040] 2990/4800, lr:5.0e-05 ∣ avg_100 : 31526.894532 ∣ critic_nllloss : 25609.249023 ∣ critic_ganloss : -187.290344 ∣ generator_nllloss : 5128.030078 ∣ generator_ganloss : 798.354346 ∣  [  std_z : 0.99  real_sub_fake : 588.32 ]
[  epoch 0016/0040] 3000/4800, lr:5.0e-05 ∣ avg_100 : 31525.847202 ∣ critic_nllloss : 25628.769336 ∣ critic_ganloss : -229.807040 ∣ generator_nllloss : 5206.251367 ∣ generator_ganloss : 750.019824 ∣  [  std_z : 0.99  real_sub_fake : 822.16 ]
[  epoch 0016/0040] 3010/4800, lr:5.0e-05 ∣ avg_100 : 31524.225278 ∣ critic_nllloss : 25881.969531 ∣ critic_ganloss : -355.538339 ∣ generator_nllloss : 5219.320508 ∣ generator_ganloss : 728.940820 ∣  [  std_z : 1.00  real_sub_fake : 1206.08 ]
[  epoch 0016/0040] 3020/4800, lr:5.0e-05 ∣ avg_100 : 31522.397171 ∣ critic_nllloss : 25871.807227 ∣ critic_ganloss : -412.620270 ∣ generator_nllloss : 5239.006055 ∣ generator_ganloss : 724.137939 ∣  [  std_z : 0.99  real_sub_fake : 1392.85 ]
[  epoch 0016/0040] 3030/4800, lr:5.0e-05 ∣ avg_100 : 31520.851845 ∣ critic_nllloss : 25789.019727 ∣ critic_ganloss : -323.112051 ∣ generator_nllloss : 5108.735352 ∣ generator_ganloss : 739.668213 ∣  [  std_z : 0.99  real_sub_fake : 1441.97 ]
[  epoch 0016/0040] 3040/4800, lr:5.0e-05 ∣ avg_100 : 31521.058726 ∣ critic_nllloss : 25854.523047 ∣ critic_ganloss : -288.008417 ∣ generator_nllloss : 5161.032031 ∣ generator_ganloss : 771.923975 ∣  [  std_z : 0.99  real_sub_fake : 1068.10 ]
[  epoch 0016/0040] 3050/4800, lr:5.0e-05 ∣ avg_100 : 31523.054707 ∣ critic_nllloss : 25982.978906 ∣ critic_ganloss : -312.581281 ∣ generator_nllloss : 5157.191992 ∣ generator_ganloss : 762.660376 ∣  [  std_z : 1.00  real_sub_fake : 1039.47 ]
[  epoch 0016/0040] 3060/4800, lr:5.0e-05 ∣ avg_100 : 31520.463708 ∣ critic_nllloss : 25952.596484 ∣ critic_ganloss : -320.764771 ∣ generator_nllloss : 5222.014844 ∣ generator_ganloss : 780.351001 ∣  [  std_z : 1.00  real_sub_fake : 1191.21 ]
[  epoch 0016/0040] 3070/4800, lr:5.0e-05 ∣ avg_100 : 31519.355273 ∣ critic_nllloss : 25889.771875 ∣ critic_ganloss : -338.273590 ∣ generator_nllloss : 5084.959961 ∣ generator_ganloss : 786.063623 ∣  [  std_z : 0.98  real_sub_fake : 1322.38 ]
[  epoch 0016/0040] 3080/4800, lr:5.0e-05 ∣ avg_100 : 31519.987943 ∣ critic_nllloss : 25833.293945 ∣ critic_ganloss : -262.995700 ∣ generator_nllloss : 5143.270117 ∣ generator_ganloss : 799.230933 ∣  [  std_z : 0.98  real_sub_fake : 1065.50 ]
[  epoch 0016/0040] 3090/4800, lr:5.0e-05 ∣ avg_100 : 31516.780686 ∣ critic_nllloss : 25843.460352 ∣ critic_ganloss : -324.433981 ∣ generator_nllloss : 5151.172070 ∣ generator_ganloss : 774.986914 ∣  [  std_z : 1.00  real_sub_fake : 1197.95 ]
[  epoch 0016/0040] 3100/4800, lr:5.0e-05 ∣ avg_100 : 31516.883714 ∣ critic_nllloss : 25886.655078 ∣ critic_ganloss : -161.927429 ∣ generator_nllloss : 5141.334375 ∣ generator_ganloss : 764.020898 ∣  [  std_z : 1.02  real_sub_fake : 823.26 ]
[  epoch 0016/0040] 3110/4800, lr:5.0e-05 ∣ avg_100 : 31514.216854 ∣ critic_nllloss : 25796.196875 ∣ critic_ganloss : -147.637654 ∣ generator_nllloss : 5176.654688 ∣ generator_ganloss : 728.340845 ∣  [  std_z : 0.99  real_sub_fake : 512.33 ]
[  epoch 0016/0040] 3120/4800, lr:5.0e-05 ∣ avg_100 : 31512.953865 ∣ critic_nllloss : 25944.331250 ∣ critic_ganloss : -184.485861 ∣ generator_nllloss : 5190.863281 ∣ generator_ganloss : 711.847314 ∣  [  std_z : 0.97  real_sub_fake : 608.17 ]
[  epoch 0016/0040] 3130/4800, lr:5.0e-05 ∣ avg_100 : 31513.233241 ∣ critic_nllloss : 25865.351758 ∣ critic_ganloss : -217.095877 ∣ generator_nllloss : 5200.213086 ∣ generator_ganloss : 751.521753 ∣  [  std_z : 0.99  real_sub_fake : 744.59 ]
[  epoch 0016/0040] 3140/4800, lr:5.0e-05 ∣ avg_100 : 31515.350628 ∣ critic_nllloss : 25997.418555 ∣ critic_ganloss : -249.868982 ∣ generator_nllloss : 5220.128516 ∣ generator_ganloss : 749.153882 ∣  [  std_z : 1.01  real_sub_fake : 893.68 ]
[  epoch 0016/0040] 3150/4800, lr:5.0e-05 ∣ avg_100 : 31512.404007 ∣ critic_nllloss : 25629.232812 ∣ critic_ganloss : -319.014450 ∣ generator_nllloss : 5224.271875 ∣ generator_ganloss : 763.404248 ∣  [  std_z : 1.00  real_sub_fake : 1057.39 ]
[  epoch 0016/0040] 3160/4800, lr:5.0e-05 ∣ avg_100 : 31512.778282 ∣ critic_nllloss : 25983.287109 ∣ critic_ganloss : -401.134964 ∣ generator_nllloss : 5151.849414 ∣ generator_ganloss : 793.625146 ∣  [  std_z : 0.99  real_sub_fake : 1443.15 ]
[  epoch 0016/0040] 3170/4800, lr:5.0e-05 ∣ avg_100 : 31516.816504 ∣ critic_nllloss : 26076.466797 ∣ critic_ganloss : -197.043546 ∣ generator_nllloss : 5210.045508 ∣ generator_ganloss : 809.550781 ∣  [  std_z : 0.98  real_sub_fake : 1208.22 ]
[  epoch 0016/0040] 3180/4800, lr:5.0e-05 ∣ avg_100 : 31517.113945 ∣ critic_nllloss : 26006.347656 ∣ critic_ganloss : -240.728635 ∣ generator_nllloss : 5230.820117 ∣ generator_ganloss : 768.992041 ∣  [  std_z : 0.99  real_sub_fake : 861.48 ]
[  epoch 0016/0040] 3190/4800, lr:5.0e-05 ∣ avg_100 : 31517.564318 ∣ critic_nllloss : 25910.446484 ∣ critic_ganloss : -297.493329 ∣ generator_nllloss : 5129.000000 ∣ generator_ganloss : 809.478955 ∣  [  std_z : 1.00  real_sub_fake : 923.23 ]
[  epoch 0016/0040] 3200/4800, lr:5.0e-05 ∣ avg_100 : 31518.185473 ∣ critic_nllloss : 25911.750195 ∣ critic_ganloss : -372.529796 ∣ generator_nllloss : 5194.308398 ∣ generator_ganloss : 786.269824 ∣  [  std_z : 1.00  real_sub_fake : 1187.96 ]
[  epoch 0016/0040] 3210/4800, lr:5.0e-05 ∣ avg_100 : 31520.476459 ∣ critic_nllloss : 25945.850000 ∣ critic_ganloss : -269.328586 ∣ generator_nllloss : 5298.761328 ∣ generator_ganloss : 819.616968 ∣  [  std_z : 0.99  real_sub_fake : 1265.21 ]
[  epoch 0016/0040] 3220/4800, lr:5.0e-05 ∣ avg_100 : 31520.546107 ∣ critic_nllloss : 25950.555664 ∣ critic_ganloss : -316.039789 ∣ generator_nllloss : 5144.227930 ∣ generator_ganloss : 807.863428 ∣  [  std_z : 0.98  real_sub_fake : 1132.04 ]
[  epoch 0016/0040] 3230/4800, lr:5.0e-05 ∣ avg_100 : 31524.203488 ∣ critic_nllloss : 26161.874219 ∣ critic_ganloss : -323.214545 ∣ generator_nllloss : 5227.434570 ∣ generator_ganloss : 825.604004 ∣  [  std_z : 0.99  real_sub_fake : 1261.56 ]
[  epoch 0016/0040] 3240/4800, lr:5.0e-05 ∣ avg_100 : 31524.595930 ∣ critic_nllloss : 26050.591406 ∣ critic_ganloss : -307.673575 ∣ generator_nllloss : 5202.587500 ∣ generator_ganloss : 820.881299 ∣  [  std_z : 1.00  real_sub_fake : 1327.81 ]
[  epoch 0016/0040] 3250/4800, lr:5.0e-05 ∣ avg_100 : 31517.230069 ∣ critic_nllloss : 25715.708008 ∣ critic_ganloss : -343.039282 ∣ generator_nllloss : 5165.940625 ∣ generator_ganloss : 836.349463 ∣  [  std_z : 1.00  real_sub_fake : 1181.19 ]
[  epoch 0016/0040] 3260/4800, lr:5.0e-05 ∣ avg_100 : 31517.517637 ∣ critic_nllloss : 25718.811719 ∣ critic_ganloss : -327.863647 ∣ generator_nllloss : 5114.819336 ∣ generator_ganloss : 820.479150 ∣  [  std_z : 1.00  real_sub_fake : 1187.16 ]
[  epoch 0016/0040] 3270/4800, lr:5.0e-05 ∣ avg_100 : 31518.319000 ∣ critic_nllloss : 25836.578125 ∣ critic_ganloss : -228.802963 ∣ generator_nllloss : 5198.868555 ∣ generator_ganloss : 845.291211 ∣  [  std_z : 0.99  real_sub_fake : 1167.78 ]
[  epoch 0016/0040] 3280/4800, lr:5.0e-05 ∣ avg_100 : 31520.361579 ∣ critic_nllloss : 25884.263672 ∣ critic_ganloss : -292.489166 ∣ generator_nllloss : 5276.168164 ∣ generator_ganloss : 817.609277 ∣  [  std_z : 0.99  real_sub_fake : 921.07 ]
[  epoch 0016/0040] 3290/4800, lr:5.0e-05 ∣ avg_100 : 31519.441576 ∣ critic_nllloss : 25802.214453 ∣ critic_ganloss : -229.416548 ∣ generator_nllloss : 5120.017578 ∣ generator_ganloss : 813.873901 ∣  [  std_z : 1.00  real_sub_fake : 1063.55 ]
[  epoch 0016/0040] 3300/4800, lr:5.0e-05 ∣ avg_100 : 31514.177012 ∣ critic_nllloss : 25764.311719 ∣ critic_ganloss : -264.677330 ∣ generator_nllloss : 5135.133203 ∣ generator_ganloss : 820.706299 ∣  [  std_z : 1.00  real_sub_fake : 1015.08 ]
[  epoch 0016/0040] 3310/4800, lr:5.0e-05 ∣ avg_100 : 31516.327073 ∣ critic_nllloss : 25914.598438 ∣ critic_ganloss : -264.233694 ∣ generator_nllloss : 5220.270898 ∣ generator_ganloss : 802.117871 ∣  [  std_z : 1.00  real_sub_fake : 969.14 ]
[  epoch 0016/0040] 3320/4800, lr:5.0e-05 ∣ avg_100 : 31519.769748 ∣ critic_nllloss : 26232.796875 ∣ critic_ganloss : -204.710701 ∣ generator_nllloss : 5190.727734 ∣ generator_ganloss : 764.463501 ∣  [  std_z : 0.98  real_sub_fake : 1027.30 ]
[  epoch 0016/0040] 3330/4800, lr:5.0e-05 ∣ avg_100 : 31523.918334 ∣ critic_nllloss : 25891.028320 ∣ critic_ganloss : -256.708415 ∣ generator_nllloss : 5194.441211 ∣ generator_ganloss : 803.757227 ∣  [  std_z : 0.99  real_sub_fake : 780.87 ]
[  epoch 0016/0040] 3340/4800, lr:5.0e-05 ∣ avg_100 : 31522.954073 ∣ critic_nllloss : 25720.371094 ∣ critic_ganloss : -275.839841 ∣ generator_nllloss : 5135.146484 ∣ generator_ganloss : 802.587012 ∣  [  std_z : 1.00  real_sub_fake : 885.14 ]
[  epoch 0016/0040] 3350/4800, lr:5.0e-05 ∣ avg_100 : 31524.798409 ∣ critic_nllloss : 25960.107617 ∣ critic_ganloss : -330.886900 ∣ generator_nllloss : 5227.210156 ∣ generator_ganloss : 767.335889 ∣  [  std_z : 1.00  real_sub_fake : 1172.67 ]
[  epoch 0016/0040] 3360/4800, lr:5.0e-05 ∣ avg_100 : 31524.993503 ∣ critic_nllloss : 25890.202539 ∣ critic_ganloss : -343.521674 ∣ generator_nllloss : 5182.224219 ∣ generator_ganloss : 792.802295 ∣  [  std_z : 1.00  real_sub_fake : 1199.20 ]
[  epoch 0016/0040] 3370/4800, lr:5.0e-05 ∣ avg_100 : 31526.177233 ∣ critic_nllloss : 25875.084961 ∣ critic_ganloss : -214.567891 ∣ generator_nllloss : 5147.025586 ∣ generator_ganloss : 804.392065 ∣  [  std_z : 1.00  real_sub_fake : 1187.20 ]
[  epoch 0016/0040] 3380/4800, lr:5.0e-05 ∣ avg_100 : 31528.815716 ∣ critic_nllloss : 25907.310156 ∣ critic_ganloss : -200.137619 ∣ generator_nllloss : 5174.935742 ∣ generator_ganloss : 852.225439 ∣  [  std_z : 0.99  real_sub_fake : 620.74 ]
[  epoch 0016/0040] 3390/4800, lr:5.0e-05 ∣ avg_100 : 31531.739579 ∣ critic_nllloss : 26044.931250 ∣ critic_ganloss : -217.424763 ∣ generator_nllloss : 5171.715625 ∣ generator_ganloss : 812.332153 ∣  [  std_z : 0.99  real_sub_fake : 837.18 ]
[  epoch 0016/0040] 3400/4800, lr:5.0e-05 ∣ avg_100 : 31526.227883 ∣ critic_nllloss : 25624.604883 ∣ critic_ganloss : -294.716603 ∣ generator_nllloss : 5108.961914 ∣ generator_ganloss : 788.128174 ∣  [  std_z : 0.99  real_sub_fake : 930.20 ]
[  epoch 0016/0040] 3410/4800, lr:5.0e-05 ∣ avg_100 : 31525.778464 ∣ critic_nllloss : 25740.157617 ∣ critic_ganloss : -255.877567 ∣ generator_nllloss : 5160.669531 ∣ generator_ganloss : 771.506104 ∣  [  std_z : 0.99  real_sub_fake : 1089.58 ]
[  epoch 0016/0040] 3420/4800, lr:5.0e-05 ∣ avg_100 : 31529.142693 ∣ critic_nllloss : 25867.486719 ∣ critic_ganloss : -299.631375 ∣ generator_nllloss : 5277.125195 ∣ generator_ganloss : 795.878516 ∣  [  std_z : 1.00  real_sub_fake : 1004.95 ]
[  epoch 0016/0040] 3430/4800, lr:5.0e-05 ∣ avg_100 : 31528.809025 ∣ critic_nllloss : 25957.525195 ∣ critic_ganloss : -295.102780 ∣ generator_nllloss : 5164.736523 ∣ generator_ganloss : 791.961084 ∣  [  std_z : 0.99  real_sub_fake : 1151.16 ]
[  epoch 0016/0040] 3440/4800, lr:5.0e-05 ∣ avg_100 : 31533.992060 ∣ critic_nllloss : 25925.859766 ∣ critic_ganloss : -249.866672 ∣ generator_nllloss : 5173.632031 ∣ generator_ganloss : 845.971143 ∣  [  std_z : 0.99  real_sub_fake : 1052.97 ]
[  epoch 0016/0040] 3450/4800, lr:5.0e-05 ∣ avg_100 : 31537.927466 ∣ critic_nllloss : 26040.816406 ∣ critic_ganloss : -266.287334 ∣ generator_nllloss : 5216.400195 ∣ generator_ganloss : 826.550098 ∣  [  std_z : 0.99  real_sub_fake : 895.05 ]
[  epoch 0016/0040] 3460/4800, lr:5.0e-05 ∣ avg_100 : 31539.939253 ∣ critic_nllloss : 25978.426563 ∣ critic_ganloss : -332.702002 ∣ generator_nllloss : 5220.077148 ∣ generator_ganloss : 848.242139 ∣  [  std_z : 0.99  real_sub_fake : 1192.33 ]
[  epoch 0016/0040] 3470/4800, lr:5.0e-05 ∣ avg_100 : 31540.010446 ∣ critic_nllloss : 25719.985547 ∣ critic_ganloss : -299.230801 ∣ generator_nllloss : 5117.408984 ∣ generator_ganloss : 867.143994 ∣  [  std_z : 0.99  real_sub_fake : 1163.90 ]
[  epoch 0016/0040] 3480/4800, lr:5.0e-05 ∣ avg_100 : 31539.286149 ∣ critic_nllloss : 25761.323242 ∣ critic_ganloss : -290.288989 ∣ generator_nllloss : 5110.017969 ∣ generator_ganloss : 880.777100 ∣  [  std_z : 0.99  real_sub_fake : 1049.20 ]
[  epoch 0016/0040] 3490/4800, lr:5.0e-05 ∣ avg_100 : 31540.277827 ∣ critic_nllloss : 25671.834570 ∣ critic_ganloss : -282.948248 ∣ generator_nllloss : 5179.273242 ∣ generator_ganloss : 872.300830 ∣  [  std_z : 0.99  real_sub_fake : 1120.18 ]
[  epoch 0016/0040] 3500/4800, lr:5.0e-05 ∣ avg_100 : 31538.563809 ∣ critic_nllloss : 25728.891406 ∣ critic_ganloss : -310.904800 ∣ generator_nllloss : 5051.804688 ∣ generator_ganloss : 871.440039 ∣  [  std_z : 0.99  real_sub_fake : 1154.30 ]
[  epoch 0016/0040] 3510/4800, lr:5.0e-05 ∣ avg_100 : 31543.110520 ∣ critic_nllloss : 26101.172266 ∣ critic_ganloss : -353.686157 ∣ generator_nllloss : 5215.596680 ∣ generator_ganloss : 894.192578 ∣  [  std_z : 1.00  real_sub_fake : 1240.79 ]
[  epoch 0016/0040] 3520/4800, lr:5.0e-05 ∣ avg_100 : 31546.763130 ∣ critic_nllloss : 26209.695703 ∣ critic_ganloss : -223.383420 ∣ generator_nllloss : 5178.621289 ∣ generator_ganloss : 852.846533 ∣  [  std_z : 1.00  real_sub_fake : 1202.97 ]
[  epoch 0016/0040] 3530/4800, lr:5.0e-05 ∣ avg_100 : 31541.451634 ∣ critic_nllloss : 25715.998633 ∣ critic_ganloss : -218.867377 ∣ generator_nllloss : 5143.390430 ∣ generator_ganloss : 831.897461 ∣  [  std_z : 1.00  real_sub_fake : 897.65 ]
[  epoch 0016/0040] 3540/4800, lr:5.0e-05 ∣ avg_100 : 31541.244294 ∣ critic_nllloss : 25689.081836 ∣ critic_ganloss : -272.078940 ∣ generator_nllloss : 5070.898047 ∣ generator_ganloss : 834.138232 ∣  [  std_z : 1.00  real_sub_fake : 711.24 ]
[  epoch 0016/0040] 3550/4800, lr:5.0e-05 ∣ avg_100 : 31543.045587 ∣ critic_nllloss : 25982.955469 ∣ critic_ganloss : -263.420340 ∣ generator_nllloss : 5225.930469 ∣ generator_ganloss : 824.012793 ∣  [  std_z : 1.00  real_sub_fake : 1084.17 ]
[  epoch 0016/0040] 3560/4800, lr:5.0e-05 ∣ avg_100 : 31543.869596 ∣ critic_nllloss : 25740.106836 ∣ critic_ganloss : -315.333252 ∣ generator_nllloss : 5213.061133 ∣ generator_ganloss : 837.530908 ∣  [  std_z : 0.99  real_sub_fake : 1072.53 ]
[  epoch 0016/0040] 3570/4800, lr:5.0e-05 ∣ avg_100 : 31548.273332 ∣ critic_nllloss : 25890.321289 ∣ critic_ganloss : -289.204439 ∣ generator_nllloss : 5247.583984 ∣ generator_ganloss : 842.961816 ∣  [  std_z : 1.00  real_sub_fake : 1192.96 ]
[  epoch 0016/0040] 3580/4800, lr:5.0e-05 ∣ avg_100 : 31548.192079 ∣ critic_nllloss : 25927.385547 ∣ critic_ganloss : -317.033441 ∣ generator_nllloss : 5163.065430 ∣ generator_ganloss : 870.799316 ∣  [  std_z : 0.99  real_sub_fake : 1229.40 ]
[  epoch 0016/0040] 3590/4800, lr:5.0e-05 ∣ avg_100 : 31549.856888 ∣ critic_nllloss : 26012.319531 ∣ critic_ganloss : -143.188591 ∣ generator_nllloss : 5158.155078 ∣ generator_ganloss : 914.131055 ∣  [  std_z : 1.00  real_sub_fake : 910.70 ]
[  epoch 0016/0040] 3600/4800, lr:5.0e-05 ∣ avg_100 : 31549.446233 ∣ critic_nllloss : 25797.791602 ∣ critic_ganloss : -230.042793 ∣ generator_nllloss : 5133.602344 ∣ generator_ganloss : 807.160693 ∣  [  std_z : 1.00  real_sub_fake : 745.61 ]
[  epoch 0016/0040] 3610/4800, lr:5.0e-05 ∣ avg_100 : 31553.328094 ∣ critic_nllloss : 25819.836523 ∣ critic_ganloss : -233.415584 ∣ generator_nllloss : 5115.062500 ∣ generator_ganloss : 817.164502 ∣  [  std_z : 1.00  real_sub_fake : 724.61 ]
[  epoch 0016/0040] 3620/4800, lr:5.0e-05 ∣ avg_100 : 31553.722522 ∣ critic_nllloss : 25983.630859 ∣ critic_ganloss : -287.201999 ∣ generator_nllloss : 5207.339453 ∣ generator_ganloss : 800.231201 ∣  [  std_z : 0.99  real_sub_fake : 1002.43 ]
[  epoch 0016/0040] 3630/4800, lr:5.0e-05 ∣ avg_100 : 31558.761648 ∣ critic_nllloss : 25888.528320 ∣ critic_ganloss : -219.599844 ∣ generator_nllloss : 5223.538867 ∣ generator_ganloss : 839.345410 ∣  [  std_z : 0.99  real_sub_fake : 961.46 ]
[  epoch 0016/0040] 3640/4800, lr:5.0e-05 ∣ avg_100 : 31558.807576 ∣ critic_nllloss : 25879.102930 ∣ critic_ganloss : -228.107858 ∣ generator_nllloss : 5165.511133 ∣ generator_ganloss : 814.501831 ∣  [  std_z : 0.99  real_sub_fake : 927.31 ]
[  epoch 0016/0040] 3650/4800, lr:5.0e-05 ∣ avg_100 : 31555.949879 ∣ critic_nllloss : 25861.195898 ∣ critic_ganloss : -290.804402 ∣ generator_nllloss : 5140.030859 ∣ generator_ganloss : 815.274023 ∣  [  std_z : 0.99  real_sub_fake : 980.68 ]
[  epoch 0016/0040] 3660/4800, lr:5.0e-05 ∣ avg_100 : 31557.902599 ∣ critic_nllloss : 25965.365820 ∣ critic_ganloss : -299.007149 ∣ generator_nllloss : 5191.644727 ∣ generator_ganloss : 817.031567 ∣  [  std_z : 0.99  real_sub_fake : 949.70 ]
[  epoch 0016/0040] 3670/4800, lr:5.0e-05 ∣ avg_100 : 31557.953188 ∣ critic_nllloss : 25915.660938 ∣ critic_ganloss : -234.408759 ∣ generator_nllloss : 5124.582422 ∣ generator_ganloss : 804.919604 ∣  [  std_z : 0.99  real_sub_fake : 1081.81 ]
[  epoch 0016/0040] 3680/4800, lr:5.0e-05 ∣ avg_100 : 31557.164080 ∣ critic_nllloss : 25957.368945 ∣ critic_ganloss : -248.819113 ∣ generator_nllloss : 5134.646094 ∣ generator_ganloss : 813.464062 ∣  [  std_z : 1.00  real_sub_fake : 952.93 ]
[  epoch 0016/0040] 3690/4800, lr:5.0e-05 ∣ avg_100 : 31562.205414 ∣ critic_nllloss : 25892.489063 ∣ critic_ganloss : -309.204533 ∣ generator_nllloss : 5192.314844 ∣ generator_ganloss : 838.516650 ∣  [  std_z : 0.99  real_sub_fake : 957.63 ]
[  epoch 0016/0040] 3700/4800, lr:5.0e-05 ∣ avg_100 : 31565.850785 ∣ critic_nllloss : 25986.352344 ∣ critic_ganloss : -222.451256 ∣ generator_nllloss : 5204.806641 ∣ generator_ganloss : 819.712183 ∣  [  std_z : 0.99  real_sub_fake : 967.32 ]
[  epoch 0016/0040] 3710/4800, lr:5.0e-05 ∣ avg_100 : 31571.408070 ∣ critic_nllloss : 25995.968164 ∣ critic_ganloss : -284.142831 ∣ generator_nllloss : 5239.263477 ∣ generator_ganloss : 794.150562 ∣  [  std_z : 1.00  real_sub_fake : 1090.61 ]
[  epoch 0016/0040] 3720/4800, lr:5.0e-05 ∣ avg_100 : 31570.329481 ∣ critic_nllloss : 26075.227344 ∣ critic_ganloss : -325.836118 ∣ generator_nllloss : 5139.845703 ∣ generator_ganloss : 783.742432 ∣  [  std_z : 1.00  real_sub_fake : 1139.16 ]
[  epoch 0016/0040] 3730/4800, lr:5.0e-05 ∣ avg_100 : 31572.457053 ∣ critic_nllloss : 25702.793945 ∣ critic_ganloss : -260.138686 ∣ generator_nllloss : 5129.623438 ∣ generator_ganloss : 804.319043 ∣  [  std_z : 1.00  real_sub_fake : 1065.45 ]
[  epoch 0016/0040] 3740/4800, lr:5.0e-05 ∣ avg_100 : 31570.134838 ∣ critic_nllloss : 25822.899609 ∣ critic_ganloss : -278.697090 ∣ generator_nllloss : 5229.951367 ∣ generator_ganloss : 819.135986 ∣  [  std_z : 0.99  real_sub_fake : 960.53 ]
[  epoch 0016/0040] 3750/4800, lr:5.0e-05 ∣ avg_100 : 31570.255089 ∣ critic_nllloss : 25886.237500 ∣ critic_ganloss : -317.544833 ∣ generator_nllloss : 5107.487109 ∣ generator_ganloss : 783.005811 ∣  [  std_z : 0.99  real_sub_fake : 1230.26 ]
[  epoch 0016/0040] 3760/4800, lr:5.0e-05 ∣ avg_100 : 31571.885271 ∣ critic_nllloss : 25998.216992 ∣ critic_ganloss : -270.883966 ∣ generator_nllloss : 5221.733203 ∣ generator_ganloss : 777.671216 ∣  [  std_z : 1.00  real_sub_fake : 1293.62 ]
[  epoch 0016/0040] 3770/4800, lr:5.0e-05 ∣ avg_100 : 31576.200028 ∣ critic_nllloss : 25953.264844 ∣ critic_ganloss : -258.920981 ∣ generator_nllloss : 5170.671484 ∣ generator_ganloss : 773.393286 ∣  [  std_z : 1.00  real_sub_fake : 1027.69 ]
[  epoch 0016/0040] 3780/4800, lr:5.0e-05 ∣ avg_100 : 31575.792278 ∣ critic_nllloss : 25999.604102 ∣ critic_ganloss : -212.529471 ∣ generator_nllloss : 5241.344336 ∣ generator_ganloss : 788.373950 ∣  [  std_z : 0.99  real_sub_fake : 692.31 ]
[  epoch 0016/0040] 3790/4800, lr:5.0e-05 ∣ avg_100 : 31575.009011 ∣ critic_nllloss : 25844.734961 ∣ critic_ganloss : -242.543829 ∣ generator_nllloss : 5099.416406 ∣ generator_ganloss : 765.012207 ∣  [  std_z : 0.99  real_sub_fake : 771.68 ]
[  epoch 0016/0040] 3800/4800, lr:5.0e-05 ∣ avg_100 : 31570.289019 ∣ critic_nllloss : 25586.915820 ∣ critic_ganloss : -257.434946 ∣ generator_nllloss : 5128.015625 ∣ generator_ganloss : 760.589185 ∣  [  std_z : 0.99  real_sub_fake : 920.21 ]
[  epoch 0016/0040] 3810/4800, lr:5.0e-05 ∣ avg_100 : 31574.606453 ∣ critic_nllloss : 26184.451562 ∣ critic_ganloss : -280.142975 ∣ generator_nllloss : 5237.514453 ∣ generator_ganloss : 788.679248 ∣  [  std_z : 1.00  real_sub_fake : 1155.00 ]
[  epoch 0016/0040] 3820/4800, lr:5.0e-05 ∣ avg_100 : 31575.057612 ∣ critic_nllloss : 25774.367773 ∣ critic_ganloss : -238.602115 ∣ generator_nllloss : 5129.582422 ∣ generator_ganloss : 783.218311 ∣  [  std_z : 0.99  real_sub_fake : 887.86 ]
[  epoch 0016/0040] 3830/4800, lr:5.0e-05 ∣ avg_100 : 31575.646190 ∣ critic_nllloss : 25943.786133 ∣ critic_ganloss : -246.778459 ∣ generator_nllloss : 5137.302344 ∣ generator_ganloss : 738.314868 ∣  [  std_z : 0.99  real_sub_fake : 1030.45 ]
[  epoch 0016/0040] 3840/4800, lr:5.0e-05 ∣ avg_100 : 31578.846582 ∣ critic_nllloss : 26038.102344 ∣ critic_ganloss : -345.925534 ∣ generator_nllloss : 5254.906250 ∣ generator_ganloss : 741.775854 ∣  [  std_z : 0.99  real_sub_fake : 1021.82 ]
[  epoch 0016/0040] 3850/4800, lr:5.0e-05 ∣ avg_100 : 31579.271081 ∣ critic_nllloss : 25802.352734 ∣ critic_ganloss : -144.539453 ∣ generator_nllloss : 5163.489062 ∣ generator_ganloss : 780.157471 ∣  [  std_z : 0.99  real_sub_fake : 1088.87 ]
[  epoch 0016/0040] 3860/4800, lr:5.0e-05 ∣ avg_100 : 31580.155821 ∣ critic_nllloss : 25782.995312 ∣ critic_ganloss : -247.769435 ∣ generator_nllloss : 5108.239453 ∣ generator_ganloss : 753.108911 ∣  [  std_z : 1.00  real_sub_fake : 904.05 ]
[  epoch 0016/0040] 3870/4800, lr:5.0e-05 ∣ avg_100 : 31582.462303 ∣ critic_nllloss : 25930.342187 ∣ critic_ganloss : -241.802199 ∣ generator_nllloss : 5154.363086 ∣ generator_ganloss : 729.753027 ∣  [  std_z : 1.00  real_sub_fake : 836.99 ]
[  epoch 0016/0040] 3880/4800, lr:5.0e-05 ∣ avg_100 : 31580.831254 ∣ critic_nllloss : 25890.439844 ∣ critic_ganloss : -305.779810 ∣ generator_nllloss : 5219.203516 ∣ generator_ganloss : 704.457617 ∣  [  std_z : 1.00  real_sub_fake : 1112.38 ]
[  epoch 0016/0040] 3890/4800, lr:5.0e-05 ∣ avg_100 : 31582.381168 ∣ critic_nllloss : 25903.033789 ∣ critic_ganloss : -326.399585 ∣ generator_nllloss : 5153.058398 ∣ generator_ganloss : 723.206372 ∣  [  std_z : 0.99  real_sub_fake : 1070.87 ]
[  epoch 0016/0040] 3900/4800, lr:5.0e-05 ∣ avg_100 : 31581.284940 ∣ critic_nllloss : 25923.707031 ∣ critic_ganloss : -326.465149 ∣ generator_nllloss : 5178.063867 ∣ generator_ganloss : 754.885010 ∣  [  std_z : 0.99  real_sub_fake : 1242.56 ]
[  epoch 0016/0040] 3910/4800, lr:5.0e-05 ∣ avg_100 : 31582.901088 ∣ critic_nllloss : 25929.178711 ∣ critic_ganloss : -214.129315 ∣ generator_nllloss : 5153.838672 ∣ generator_ganloss : 763.244604 ∣  [  std_z : 1.00  real_sub_fake : 1116.33 ]
[  epoch 0016/0040] 3920/4800, lr:5.0e-05 ∣ avg_100 : 31582.793806 ∣ critic_nllloss : 25785.364453 ∣ critic_ganloss : -277.294073 ∣ generator_nllloss : 5197.534180 ∣ generator_ganloss : 775.143579 ∣  [  std_z : 0.99  real_sub_fake : 808.72 ]
[  epoch 0016/0040] 3930/4800, lr:5.0e-05 ∣ avg_100 : 31582.553727 ∣ critic_nllloss : 25955.312695 ∣ critic_ganloss : -303.435156 ∣ generator_nllloss : 5124.007227 ∣ generator_ganloss : 767.663599 ∣  [  std_z : 1.00  real_sub_fake : 1043.54 ]
[  epoch 0016/0040] 3940/4800, lr:5.0e-05 ∣ avg_100 : 31584.663512 ∣ critic_nllloss : 25885.856250 ∣ critic_ganloss : -305.932672 ∣ generator_nllloss : 5210.189844 ∣ generator_ganloss : 736.498047 ∣  [  std_z : 1.00  real_sub_fake : 1193.46 ]
[  epoch 0016/0040] 3950/4800, lr:5.0e-05 ∣ avg_100 : 31587.259762 ∣ critic_nllloss : 25929.987500 ∣ critic_ganloss : -298.611987 ∣ generator_nllloss : 5299.314258 ∣ generator_ganloss : 767.506738 ∣  [  std_z : 0.99  real_sub_fake : 1134.83 ]
[  epoch 0016/0040] 3960/4800, lr:5.0e-05 ∣ avg_100 : 31587.625403 ∣ critic_nllloss : 25990.507812 ∣ critic_ganloss : -331.027362 ∣ generator_nllloss : 5283.001172 ∣ generator_ganloss : 773.576685 ∣  [  std_z : 0.99  real_sub_fake : 1300.14 ]
[  epoch 0016/0040] 3970/4800, lr:5.0e-05 ∣ avg_100 : 31588.225253 ∣ critic_nllloss : 25756.207422 ∣ critic_ganloss : -266.177087 ∣ generator_nllloss : 5193.443359 ∣ generator_ganloss : 767.477954 ∣  [  std_z : 0.99  real_sub_fake : 1159.68 ]
[  epoch 0016/0040] 3980/4800, lr:5.0e-05 ∣ avg_100 : 31587.269406 ∣ critic_nllloss : 25859.359766 ∣ critic_ganloss : -244.140361 ∣ generator_nllloss : 5181.803906 ∣ generator_ganloss : 771.289746 ∣  [  std_z : 0.99  real_sub_fake : 1017.17 ]
[  epoch 0016/0040] 3990/4800, lr:5.0e-05 ∣ avg_100 : 31587.270946 ∣ critic_nllloss : 25721.638086 ∣ critic_ganloss : -265.768054 ∣ generator_nllloss : 5165.946680 ∣ generator_ganloss : 726.680444 ∣  [  std_z : 1.00  real_sub_fake : 911.58 ]
[  epoch 0016/0040] 4000/4800, lr:5.0e-05 ∣ avg_100 : 31588.857958 ∣ critic_nllloss : 25807.119141 ∣ critic_ganloss : -239.281259 ∣ generator_nllloss : 5210.840820 ∣ generator_ganloss : 735.255981 ∣  [  std_z : 1.00  real_sub_fake : 840.88 ]
[  epoch 0016/0040] 4010/4800, lr:5.0e-05 ∣ avg_100 : 31589.240790 ∣ critic_nllloss : 25801.906445 ∣ critic_ganloss : -231.582387 ∣ generator_nllloss : 5213.714453 ∣ generator_ganloss : 728.937134 ∣  [  std_z : 0.99  real_sub_fake : 914.89 ]
[  epoch 0016/0040] 4020/4800, lr:5.0e-05 ∣ avg_100 : 31593.138117 ∣ critic_nllloss : 26066.107617 ∣ critic_ganloss : -229.951912 ∣ generator_nllloss : 5205.965625 ∣ generator_ganloss : 769.942383 ∣  [  std_z : 0.99  real_sub_fake : 968.51 ]
[  epoch 0016/0040] 4030/4800, lr:5.0e-05 ∣ avg_100 : 31595.430855 ∣ critic_nllloss : 25884.943359 ∣ critic_ganloss : -260.314078 ∣ generator_nllloss : 5190.732422 ∣ generator_ganloss : 728.223291 ∣  [  std_z : 0.99  real_sub_fake : 940.67 ]
[  epoch 0016/0040] 4040/4800, lr:5.0e-05 ∣ avg_100 : 31594.117266 ∣ critic_nllloss : 25854.159180 ∣ critic_ganloss : -277.184796 ∣ generator_nllloss : 5061.609180 ∣ generator_ganloss : 729.528198 ∣  [  std_z : 1.01  real_sub_fake : 1002.05 ]
[  epoch 0016/0040] 4050/4800, lr:5.0e-05 ∣ avg_100 : 31598.062442 ∣ critic_nllloss : 26214.706250 ∣ critic_ganloss : -298.255569 ∣ generator_nllloss : 5344.432031 ∣ generator_ganloss : 723.884863 ∣  [  std_z : 0.99  real_sub_fake : 1150.23 ]
[  epoch 0016/0040] 4060/4800, lr:5.0e-05 ∣ avg_100 : 31595.358712 ∣ critic_nllloss : 25768.940430 ∣ critic_ganloss : -316.023508 ∣ generator_nllloss : 5201.988086 ∣ generator_ganloss : 708.919604 ∣  [  std_z : 0.98  real_sub_fake : 1048.23 ]
[  epoch 0016/0040] 4070/4800, lr:5.0e-05 ∣ avg_100 : 31598.566540 ∣ critic_nllloss : 26081.791602 ∣ critic_ganloss : -238.679990 ∣ generator_nllloss : 5174.389648 ∣ generator_ganloss : 725.803394 ∣  [  std_z : 0.99  real_sub_fake : 1007.83 ]
[  epoch 0016/0040] 4080/4800, lr:5.0e-05 ∣ avg_100 : 31599.579245 ∣ critic_nllloss : 25952.922656 ∣ critic_ganloss : -276.596544 ∣ generator_nllloss : 5232.896875 ∣ generator_ganloss : 704.846802 ∣  [  std_z : 1.01  real_sub_fake : 950.01 ]
[  epoch 0016/0040] 4090/4800, lr:5.0e-05 ∣ avg_100 : 31599.409213 ∣ critic_nllloss : 25990.032813 ∣ critic_ganloss : -395.505469 ∣ generator_nllloss : 5122.857617 ∣ generator_ganloss : 710.797144 ∣  [  std_z : 1.00  real_sub_fake : 1249.64 ]
[  epoch 0016/0040] 4100/4800, lr:5.0e-05 ∣ avg_100 : 31596.916524 ∣ critic_nllloss : 25820.086328 ∣ critic_ganloss : -356.282074 ∣ generator_nllloss : 5139.126172 ∣ generator_ganloss : 777.883594 ∣  [  std_z : 0.98  real_sub_fake : 1381.25 ]
[  epoch 0016/0040] 4110/4800, lr:5.0e-05 ∣ avg_100 : 31599.851357 ∣ critic_nllloss : 26070.690820 ∣ critic_ganloss : -298.143195 ∣ generator_nllloss : 5208.688477 ∣ generator_ganloss : 865.801953 ∣  [  std_z : 0.99  real_sub_fake : 1106.53 ]
[  epoch 0016/0040] 4120/4800, lr:5.0e-05 ∣ avg_100 : 31600.623797 ∣ critic_nllloss : 25909.191211 ∣ critic_ganloss : -228.862845 ∣ generator_nllloss : 5252.489258 ∣ generator_ganloss : 806.982422 ∣  [  std_z : 1.00  real_sub_fake : 1027.40 ]
[  epoch 0016/0040] 4130/4800, lr:5.0e-05 ∣ avg_100 : 31603.274711 ∣ critic_nllloss : 25952.199023 ∣ critic_ganloss : -129.579033 ∣ generator_nllloss : 5204.060938 ∣ generator_ganloss : 838.401172 ∣  [  std_z : 1.00  real_sub_fake : 537.46 ]
[  epoch 0016/0040] 4140/4800, lr:5.0e-05 ∣ avg_100 : 31602.565617 ∣ critic_nllloss : 25797.527539 ∣ critic_ganloss : -168.803317 ∣ generator_nllloss : 5203.668750 ∣ generator_ganloss : 813.529541 ∣  [  std_z : 0.98  real_sub_fake : 548.68 ]
[  epoch 0016/0040] 4150/4800, lr:5.0e-05 ∣ avg_100 : 31607.262546 ∣ critic_nllloss : 25947.739453 ∣ critic_ganloss : -198.827226 ∣ generator_nllloss : 5168.214063 ∣ generator_ganloss : 850.461182 ∣  [  std_z : 0.98  real_sub_fake : 741.05 ]
[  epoch 0016/0040] 4160/4800, lr:5.0e-05 ∣ avg_100 : 31610.829813 ∣ critic_nllloss : 25990.836914 ∣ critic_ganloss : -265.179840 ∣ generator_nllloss : 5273.401367 ∣ generator_ganloss : 885.294971 ∣  [  std_z : 0.99  real_sub_fake : 866.03 ]
[  epoch 0016/0040] 4170/4800, lr:5.0e-05 ∣ avg_100 : 31608.146649 ∣ critic_nllloss : 25820.459570 ∣ critic_ganloss : -230.864703 ∣ generator_nllloss : 5157.033398 ∣ generator_ganloss : 884.074805 ∣  [  std_z : 1.00  real_sub_fake : 1048.29 ]
[  epoch 0016/0040] 4180/4800, lr:5.0e-05 ∣ avg_100 : 31609.731389 ∣ critic_nllloss : 26054.740234 ∣ critic_ganloss : -279.534604 ∣ generator_nllloss : 5254.554297 ∣ generator_ganloss : 894.145313 ∣  [  std_z : 1.00  real_sub_fake : 1041.54 ]
[  epoch 0016/0040] 4190/4800, lr:5.0e-05 ∣ avg_100 : 31614.673476 ∣ critic_nllloss : 26125.771484 ∣ critic_ganloss : -283.497452 ∣ generator_nllloss : 5297.444922 ∣ generator_ganloss : 905.921826 ∣  [  std_z : 1.00  real_sub_fake : 956.71 ]
[  epoch 0016/0040] 4200/4800, lr:5.0e-05 ∣ avg_100 : 31614.565587 ∣ critic_nllloss : 25805.825000 ∣ critic_ganloss : -300.005133 ∣ generator_nllloss : 5146.626758 ∣ generator_ganloss : 856.563086 ∣  [  std_z : 0.99  real_sub_fake : 1214.81 ]
[  epoch 0016/0040] 4210/4800, lr:5.0e-05 ∣ avg_100 : 31616.178969 ∣ critic_nllloss : 26009.971289 ∣ critic_ganloss : -203.304208 ∣ generator_nllloss : 5222.571680 ∣ generator_ganloss : 926.999170 ∣  [  std_z : 1.00  real_sub_fake : 793.91 ]
[  epoch 0016/0040] 4220/4800, lr:5.0e-05 ∣ avg_100 : 31612.368137 ∣ critic_nllloss : 25570.471094 ∣ critic_ganloss : -302.037917 ∣ generator_nllloss : 5070.662500 ∣ generator_ganloss : 866.428320 ∣  [  std_z : 1.00  real_sub_fake : 927.37 ]
[  epoch 0016/0040] 4230/4800, lr:5.0e-05 ∣ avg_100 : 31609.817350 ∣ critic_nllloss : 25872.053711 ∣ critic_ganloss : -354.364520 ∣ generator_nllloss : 5192.042188 ∣ generator_ganloss : 926.888184 ∣  [  std_z : 1.00  real_sub_fake : 1263.37 ]
[  epoch 0016/0040] 4240/4800, lr:5.0e-05 ∣ avg_100 : 31608.339804 ∣ critic_nllloss : 25890.148438 ∣ critic_ganloss : -272.097290 ∣ generator_nllloss : 5108.616016 ∣ generator_ganloss : 891.964893 ∣  [  std_z : 0.99  real_sub_fake : 1332.94 ]
[  epoch 0016/0040] 4250/4800, lr:5.0e-05 ∣ avg_100 : 31613.938906 ∣ critic_nllloss : 26085.613867 ∣ critic_ganloss : -308.672501 ∣ generator_nllloss : 5254.237891 ∣ generator_ganloss : 903.689746 ∣  [  std_z : 1.00  real_sub_fake : 1082.71 ]
[  epoch 0016/0040] 4260/4800, lr:5.0e-05 ∣ avg_100 : 31618.141978 ∣ critic_nllloss : 25999.920508 ∣ critic_ganloss : -262.033708 ∣ generator_nllloss : 5163.937695 ∣ generator_ganloss : 844.729248 ∣  [  std_z : 0.99  real_sub_fake : 1046.39 ]
[  epoch 0016/0040] 4270/4800, lr:5.0e-05 ∣ avg_100 : 31622.381022 ∣ critic_nllloss : 26174.708203 ∣ critic_ganloss : -280.280740 ∣ generator_nllloss : 5370.377539 ∣ generator_ganloss : 811.034375 ∣  [  std_z : 0.99  real_sub_fake : 1253.78 ]
[  epoch 0016/0040] 4280/4800, lr:5.0e-05 ∣ avg_100 : 31620.811578 ∣ critic_nllloss : 25855.913086 ∣ critic_ganloss : -336.341351 ∣ generator_nllloss : 5200.021094 ∣ generator_ganloss : 809.014624 ∣  [  std_z : 0.99  real_sub_fake : 1133.21 ]
[  epoch 0016/0040] 4290/4800, lr:5.0e-05 ∣ avg_100 : 31617.689044 ∣ critic_nllloss : 25644.109961 ∣ critic_ganloss : -290.934518 ∣ generator_nllloss : 5067.023828 ∣ generator_ganloss : 774.236792 ∣  [  std_z : 1.00  real_sub_fake : 1202.35 ]
[  epoch 0016/0040] 4300/4800, lr:5.0e-05 ∣ avg_100 : 31622.214263 ∣ critic_nllloss : 26070.663281 ∣ critic_ganloss : -264.739490 ∣ generator_nllloss : 5270.831055 ∣ generator_ganloss : 831.240942 ∣  [  std_z : 1.00  real_sub_fake : 1088.14 ]
[  epoch 0016/0040] 4310/4800, lr:5.0e-05 ∣ avg_100 : 31621.000590 ∣ critic_nllloss : 25857.557422 ∣ critic_ganloss : -250.558775 ∣ generator_nllloss : 5116.388086 ∣ generator_ganloss : 827.999414 ∣  [  std_z : 0.99  real_sub_fake : 934.00 ]
[  epoch 0016/0040] 4320/4800, lr:5.0e-05 ∣ avg_100 : 31617.594310 ∣ critic_nllloss : 26079.293359 ∣ critic_ganloss : -321.976883 ∣ generator_nllloss : 5099.479688 ∣ generator_ganloss : 785.853320 ∣  [  std_z : 0.99  real_sub_fake : 1159.51 ]
[  epoch 0016/0040] 4330/4800, lr:5.0e-05 ∣ avg_100 : 31617.757741 ∣ critic_nllloss : 25827.212500 ∣ critic_ganloss : -148.572568 ∣ generator_nllloss : 5161.132812 ∣ generator_ganloss : 809.088647 ∣  [  std_z : 1.00  real_sub_fake : 965.36 ]
[  epoch 0016/0040] 4340/4800, lr:5.0e-05 ∣ avg_100 : 31620.740510 ∣ critic_nllloss : 25843.623242 ∣ critic_ganloss : -120.410190 ∣ generator_nllloss : 5119.815625 ∣ generator_ganloss : 837.512939 ∣  [  std_z : 1.00  real_sub_fake : 507.71 ]
[  epoch 0016/0040] 4350/4800, lr:5.0e-05 ∣ avg_100 : 31621.102217 ∣ critic_nllloss : 25864.763672 ∣ critic_ganloss : -167.681206 ∣ generator_nllloss : 5150.842188 ∣ generator_ganloss : 812.012866 ∣  [  std_z : 0.99  real_sub_fake : 510.87 ]
[  epoch 0016/0040] 4360/4800, lr:5.0e-05 ∣ avg_100 : 31624.188334 ∣ critic_nllloss : 25977.844727 ∣ critic_ganloss : -147.329427 ∣ generator_nllloss : 5172.232813 ∣ generator_ganloss : 827.570996 ∣  [  std_z : 0.99  real_sub_fake : 533.64 ]
[  epoch 0016/0040] 4370/4800, lr:5.0e-05 ∣ avg_100 : 31626.861701 ∣ critic_nllloss : 26049.833789 ∣ critic_ganloss : -189.986182 ∣ generator_nllloss : 5225.399023 ∣ generator_ganloss : 794.024707 ∣  [  std_z : 1.00  real_sub_fake : 605.37 ]
[  epoch 0016/0040] 4380/4800, lr:5.0e-05 ∣ avg_100 : 31623.941021 ∣ critic_nllloss : 25804.656055 ∣ critic_ganloss : -231.367891 ∣ generator_nllloss : 5119.335156 ∣ generator_ganloss : 749.642456 ∣  [  std_z : 1.00  real_sub_fake : 801.07 ]
[  epoch 0016/0040] 4390/4800, lr:5.0e-05 ∣ avg_100 : 31619.897547 ∣ critic_nllloss : 25733.039844 ∣ critic_ganloss : -224.533968 ∣ generator_nllloss : 5120.184570 ∣ generator_ganloss : 778.516406 ∣  [  std_z : 1.00  real_sub_fake : 893.72 ]
[  epoch 0016/0040] 4400/4800, lr:5.0e-05 ∣ avg_100 : 31624.326325 ∣ critic_nllloss : 25975.553320 ∣ critic_ganloss : -258.698846 ∣ generator_nllloss : 5167.165430 ∣ generator_ganloss : 785.836279 ∣  [  std_z : 0.99  real_sub_fake : 987.30 ]
[  epoch 0016/0040] 4410/4800, lr:5.0e-05 ∣ avg_100 : 31625.714647 ∣ critic_nllloss : 25775.691211 ∣ critic_ganloss : -210.529599 ∣ generator_nllloss : 5154.249805 ∣ generator_ganloss : 835.876465 ∣  [  std_z : 0.99  real_sub_fake : 877.32 ]
[  epoch 0016/0040] 4420/4800, lr:5.0e-05 ∣ avg_100 : 31628.588997 ∣ critic_nllloss : 26124.727539 ∣ critic_ganloss : -282.687198 ∣ generator_nllloss : 5283.599805 ∣ generator_ganloss : 802.653857 ∣  [  std_z : 1.00  real_sub_fake : 916.70 ]
[  epoch 0016/0040] 4430/4800, lr:5.0e-05 ∣ avg_100 : 31626.798423 ∣ critic_nllloss : 25674.505078 ∣ critic_ganloss : -217.696054 ∣ generator_nllloss : 5196.405469 ∣ generator_ganloss : 786.848145 ∣  [  std_z : 0.99  real_sub_fake : 928.00 ]
[  epoch 0016/0040] 4440/4800, lr:5.0e-05 ∣ avg_100 : 31624.894768 ∣ critic_nllloss : 25898.975977 ∣ critic_ganloss : -351.523376 ∣ generator_nllloss : 5172.017578 ∣ generator_ganloss : 785.760620 ∣  [  std_z : 0.99  real_sub_fake : 1061.98 ]
[  epoch 0016/0040] 4450/4800, lr:5.0e-05 ∣ avg_100 : 31619.734372 ∣ critic_nllloss : 25692.691406 ∣ critic_ganloss : -356.329898 ∣ generator_nllloss : 5200.214063 ∣ generator_ganloss : 764.864160 ∣  [  std_z : 0.99  real_sub_fake : 1331.45 ]
[  epoch 0016/0040] 4460/4800, lr:5.0e-05 ∣ avg_100 : 31620.269538 ∣ critic_nllloss : 26070.805078 ∣ critic_ganloss : -253.238843 ∣ generator_nllloss : 5163.388477 ∣ generator_ganloss : 786.605762 ∣  [  std_z : 0.99  real_sub_fake : 963.99 ]
[  epoch 0016/0040] 4470/4800, lr:5.0e-05 ∣ avg_100 : 31622.948816 ∣ critic_nllloss : 25914.164258 ∣ critic_ganloss : -226.653534 ∣ generator_nllloss : 5180.325195 ∣ generator_ganloss : 805.399561 ∣  [  std_z : 1.00  real_sub_fake : 1058.75 ]
[  epoch 0016/0040] 4480/4800, lr:5.0e-05 ∣ avg_100 : 31622.920957 ∣ critic_nllloss : 25866.778711 ∣ critic_ganloss : -373.183408 ∣ generator_nllloss : 5183.259766 ∣ generator_ganloss : 782.188428 ∣  [  std_z : 1.00  real_sub_fake : 1135.53 ]
[  epoch 0016/0040] 4490/4800, lr:5.0e-05 ∣ avg_100 : 31627.711725 ∣ critic_nllloss : 26155.834180 ∣ critic_ganloss : -250.670291 ∣ generator_nllloss : 5255.044727 ∣ generator_ganloss : 759.328516 ∣  [  std_z : 0.99  real_sub_fake : 1137.27 ]
[  epoch 0016/0040] 4500/4800, lr:5.0e-05 ∣ avg_100 : 31629.222407 ∣ critic_nllloss : 25873.442188 ∣ critic_ganloss : -286.538304 ∣ generator_nllloss : 5173.950391 ∣ generator_ganloss : 731.445264 ∣  [  std_z : 0.99  real_sub_fake : 1054.21 ]
[  epoch 0016/0040] 4510/4800, lr:5.0e-05 ∣ avg_100 : 31625.280392 ∣ critic_nllloss : 25922.716602 ∣ critic_ganloss : -284.400940 ∣ generator_nllloss : 5064.751172 ∣ generator_ganloss : 760.007104 ∣  [  std_z : 1.00  real_sub_fake : 1101.86 ]
[  epoch 0016/0040] 4520/4800, lr:5.0e-05 ∣ avg_100 : 31620.721132 ∣ critic_nllloss : 25839.492773 ∣ critic_ganloss : -288.988922 ∣ generator_nllloss : 5258.534961 ∣ generator_ganloss : 752.815234 ∣  [  std_z : 1.00  real_sub_fake : 1094.76 ]
[  epoch 0016/0040] 4530/4800, lr:5.0e-05 ∣ avg_100 : 31620.204993 ∣ critic_nllloss : 25832.982227 ∣ critic_ganloss : -359.336813 ∣ generator_nllloss : 5177.461133 ∣ generator_ganloss : 769.698755 ∣  [  std_z : 0.99  real_sub_fake : 1275.26 ]
[  epoch 0016/0040] 4540/4800, lr:5.0e-05 ∣ avg_100 : 31622.824192 ∣ critic_nllloss : 25889.634766 ∣ critic_ganloss : -285.992978 ∣ generator_nllloss : 5198.516797 ∣ generator_ganloss : 781.800415 ∣  [  std_z : 0.98  real_sub_fake : 1306.89 ]
[  epoch 0016/0040] 4550/4800, lr:5.0e-05 ∣ avg_100 : 31621.629749 ∣ critic_nllloss : 25905.219922 ∣ critic_ganloss : -355.106851 ∣ generator_nllloss : 5293.196094 ∣ generator_ganloss : 806.724927 ∣  [  std_z : 0.99  real_sub_fake : 1163.36 ]
[  epoch 0016/0040] 4560/4800, lr:5.0e-05 ∣ avg_100 : 31621.690550 ∣ critic_nllloss : 25792.845898 ∣ critic_ganloss : -259.262253 ∣ generator_nllloss : 5168.450195 ∣ generator_ganloss : 779.411914 ∣  [  std_z : 0.99  real_sub_fake : 1193.97 ]
[  epoch 0016/0040] 4570/4800, lr:5.0e-05 ∣ avg_100 : 31622.057220 ∣ critic_nllloss : 26008.476953 ∣ critic_ganloss : -248.776537 ∣ generator_nllloss : 5138.340820 ∣ generator_ganloss : 830.288403 ∣  [  std_z : 0.99  real_sub_fake : 864.92 ]
[  epoch 0016/0040] 4580/4800, lr:5.0e-05 ∣ avg_100 : 31620.612603 ∣ critic_nllloss : 25901.942578 ∣ critic_ganloss : -307.650507 ∣ generator_nllloss : 5172.173437 ∣ generator_ganloss : 733.289673 ∣  [  std_z : 1.01  real_sub_fake : 1222.47 ]
[  epoch 0016/0040] 4590/4800, lr:5.0e-05 ∣ avg_100 : 31617.929161 ∣ critic_nllloss : 26012.593359 ∣ critic_ganloss : -338.436566 ∣ generator_nllloss : 5215.366406 ∣ generator_ganloss : 783.549634 ∣  [  std_z : 1.00  real_sub_fake : 1257.61 ]
[  epoch 0016/0040] 4600/4800, lr:5.0e-05 ∣ avg_100 : 31620.007630 ∣ critic_nllloss : 25926.850977 ∣ critic_ganloss : -206.920262 ∣ generator_nllloss : 5210.912109 ∣ generator_ganloss : 785.515942 ∣  [  std_z : 0.99  real_sub_fake : 1014.89 ]
[  epoch 0016/0040] 4610/4800, lr:5.0e-05 ∣ avg_100 : 31620.202341 ∣ critic_nllloss : 25855.788281 ∣ critic_ganloss : -223.652986 ∣ generator_nllloss : 5154.660156 ∣ generator_ganloss : 751.323633 ∣  [  std_z : 0.99  real_sub_fake : 796.42 ]
[  epoch 0016/0040] 4620/4800, lr:5.0e-05 ∣ avg_100 : 31619.721260 ∣ critic_nllloss : 25900.232617 ∣ critic_ganloss : -250.962711 ∣ generator_nllloss : 5276.866016 ∣ generator_ganloss : 729.755420 ∣  [  std_z : 0.99  real_sub_fake : 900.05 ]
[  epoch 0016/0040] 4630/4800, lr:5.0e-05 ∣ avg_100 : 31615.946983 ∣ critic_nllloss : 25783.329297 ∣ critic_ganloss : -331.198538 ∣ generator_nllloss : 5164.770898 ∣ generator_ganloss : 737.483447 ∣  [  std_z : 0.99  real_sub_fake : 1021.23 ]
[  epoch 0016/0040] 4640/4800, lr:5.0e-05 ∣ avg_100 : 31615.465928 ∣ critic_nllloss : 25993.240625 ∣ critic_ganloss : -334.026022 ∣ generator_nllloss : 5185.142969 ∣ generator_ganloss : 738.544971 ∣  [  std_z : 0.99  real_sub_fake : 1221.70 ]
[  epoch 0016/0040] 4650/4800, lr:5.0e-05 ∣ avg_100 : 31616.318849 ∣ critic_nllloss : 25893.781836 ∣ critic_ganloss : -231.998318 ∣ generator_nllloss : 5208.647852 ∣ generator_ganloss : 740.557056 ∣  [  std_z : 0.99  real_sub_fake : 1062.27 ]
[  epoch 0016/0040] 4660/4800, lr:5.0e-05 ∣ avg_100 : 31614.039058 ∣ critic_nllloss : 25944.357031 ∣ critic_ganloss : -346.224130 ∣ generator_nllloss : 5134.103125 ∣ generator_ganloss : 714.819824 ∣  [  std_z : 1.00  real_sub_fake : 1078.83 ]
[  epoch 0016/0040] 4670/4800, lr:5.0e-05 ∣ avg_100 : 31613.283126 ∣ critic_nllloss : 25811.378320 ∣ critic_ganloss : -258.077319 ∣ generator_nllloss : 5214.141797 ∣ generator_ganloss : 767.718262 ∣  [  std_z : 0.99  real_sub_fake : 1131.75 ]
[  epoch 0016/0040] 4680/4800, lr:5.0e-05 ∣ avg_100 : 31612.654355 ∣ critic_nllloss : 25886.189648 ∣ critic_ganloss : -200.658904 ∣ generator_nllloss : 5142.055664 ∣ generator_ganloss : 766.196436 ∣  [  std_z : 0.99  real_sub_fake : 992.33 ]
[  epoch 0016/0040] 4690/4800, lr:5.0e-05 ∣ avg_100 : 31611.809505 ∣ critic_nllloss : 25939.197266 ∣ critic_ganloss : -255.672903 ∣ generator_nllloss : 5102.638477 ∣ generator_ganloss : 743.468213 ∣  [  std_z : 0.99  real_sub_fake : 925.68 ]
[  epoch 0016/0040] 4700/4800, lr:5.0e-05 ∣ avg_100 : 31608.441886 ∣ critic_nllloss : 25807.863281 ∣ critic_ganloss : -263.150241 ∣ generator_nllloss : 5181.391406 ∣ generator_ganloss : 725.553589 ∣  [  std_z : 1.00  real_sub_fake : 914.66 ]
[  epoch 0016/0040] 4710/4800, lr:5.0e-05 ∣ avg_100 : 31608.893069 ∣ critic_nllloss : 26099.741016 ∣ critic_ganloss : -269.868985 ∣ generator_nllloss : 5224.339063 ∣ generator_ganloss : 736.146533 ∣  [  std_z : 1.00  real_sub_fake : 1041.48 ]
[  epoch 0016/0040] 4720/4800, lr:5.0e-05 ∣ avg_100 : 31609.770878 ∣ critic_nllloss : 26058.442969 ∣ critic_ganloss : -250.170172 ∣ generator_nllloss : 5233.218359 ∣ generator_ganloss : 719.269141 ∣  [  std_z : 0.99  real_sub_fake : 1084.16 ]
[  epoch 0016/0040] 4730/4800, lr:5.0e-05 ∣ avg_100 : 31610.265536 ∣ critic_nllloss : 25810.598438 ∣ critic_ganloss : -276.122986 ∣ generator_nllloss : 5139.721875 ∣ generator_ganloss : 751.866187 ∣  [  std_z : 0.99  real_sub_fake : 985.77 ]
[  epoch 0016/0040] 4740/4800, lr:5.0e-05 ∣ avg_100 : 31608.843326 ∣ critic_nllloss : 25887.570703 ∣ critic_ganloss : -340.362366 ∣ generator_nllloss : 5169.591797 ∣ generator_ganloss : 734.268726 ∣  [  std_z : 1.00  real_sub_fake : 1092.92 ]
[  epoch 0016/0040] 4750/4800, lr:5.0e-05 ∣ avg_100 : 31612.661425 ∣ critic_nllloss : 26208.284961 ∣ critic_ganloss : -283.755756 ∣ generator_nllloss : 5168.169922 ∣ generator_ganloss : 748.296411 ∣  [  std_z : 1.00  real_sub_fake : 1144.00 ]
[  epoch 0016/0040] 4760/4800, lr:5.0e-05 ∣ avg_100 : 31610.460654 ∣ critic_nllloss : 25869.571484 ∣ critic_ganloss : -244.063599 ∣ generator_nllloss : 5121.029883 ∣ generator_ganloss : 760.122559 ∣  [  std_z : 0.99  real_sub_fake : 995.97 ]
[  epoch 0016/0040] 4770/4800, lr:5.0e-05 ∣ avg_100 : 31607.185412 ∣ critic_nllloss : 25762.738281 ∣ critic_ganloss : -277.416058 ∣ generator_nllloss : 5129.311914 ∣ generator_ganloss : 696.250342 ∣  [  std_z : 0.99  real_sub_fake : 954.38 ]
[  epoch 0016/0040] 4780/4800, lr:5.0e-05 ∣ avg_100 : 31604.342116 ∣ critic_nllloss : 25882.195898 ∣ critic_ganloss : -219.033261 ∣ generator_nllloss : 5152.305859 ∣ generator_ganloss : 716.994727 ∣  [  std_z : 1.01  real_sub_fake : 909.18 ]
[  epoch 0016/0040] 4790/4800, lr:5.0e-05 ∣ avg_100 : 31605.526312 ∣ critic_nllloss : 25953.912109 ∣ critic_ganloss : -262.846024 ∣ generator_nllloss : 5195.672070 ∣ generator_ganloss : 698.301245 ∣  [  std_z : 1.00  real_sub_fake : 900.62 ]
[  epoch 0016/0040] 4800/4800, lr:5.0e-05 ∣ avg_100 : 31608.985961 ∣ critic_nllloss : 25914.280859 ∣ critic_ganloss : -291.637766 ∣ generator_nllloss : 5218.677148 ∣ generator_ganloss : 722.730322 ∣  [  std_z : 0.98  real_sub_fake : 1002.72 ]
[    val 016    ] Done! KLD: 0.033437: 0.01765329:35, total: 1 day, 3:29:18                     
[  epoch 0017/0040] 0010/4800, lr:5.0e-05 ∣ avg_100 : 31603.304372 ∣ critic_nllloss : 25857.134180 ∣ critic_ganloss : -333.784406 ∣ generator_nllloss : 5081.443359 ∣ generator_ganloss : 757.550220 ∣  [  std_z : 0.98  real_sub_fake : 1261.85 ]
[  epoch 0017/0040] 0020/4800, lr:5.0e-05 ∣ avg_100 : 31604.688795 ∣ critic_nllloss : 25817.759375 ∣ critic_ganloss : -233.031075 ∣ generator_nllloss : 5186.373242 ∣ generator_ganloss : 815.907178 ∣  [  std_z : 1.01  real_sub_fake : 957.44 ]
[  epoch 0017/0040] 0030/4800, lr:5.0e-05 ∣ avg_100 : 31604.427332 ∣ critic_nllloss : 25924.861523 ∣ critic_ganloss : -328.515729 ∣ generator_nllloss : 5166.767578 ∣ generator_ganloss : 783.365234 ∣  [  std_z : 1.01  real_sub_fake : 1077.79 ]
[  epoch 0017/0040] 0040/4800, lr:5.0e-05 ∣ avg_100 : 31604.192526 ∣ critic_nllloss : 26010.240820 ∣ critic_ganloss : -357.480435 ∣ generator_nllloss : 5229.903906 ∣ generator_ganloss : 782.713989 ∣  [  std_z : 0.99  real_sub_fake : 1277.37 ]
[  epoch 0017/0040] 0050/4800, lr:5.0e-05 ∣ avg_100 : 31604.047391 ∣ critic_nllloss : 25870.766797 ∣ critic_ganloss : -152.921942 ∣ generator_nllloss : 5061.678125 ∣ generator_ganloss : 807.423389 ∣  [  std_z : 0.97  real_sub_fake : 982.06 ]
[  epoch 0017/0040] 0060/4800, lr:5.0e-05 ∣ avg_100 : 31605.560461 ∣ critic_nllloss : 25819.176367 ∣ critic_ganloss : -202.034340 ∣ generator_nllloss : 5158.894531 ∣ generator_ganloss : 771.844678 ∣  [  std_z : 1.00  real_sub_fake : 700.75 ]
[  epoch 0017/0040] 0070/4800, lr:5.0e-05 ∣ avg_100 : 31604.889639 ∣ critic_nllloss : 25844.876367 ∣ critic_ganloss : -238.175438 ∣ generator_nllloss : 5162.900781 ∣ generator_ganloss : 735.972168 ∣  [  std_z : 1.01  real_sub_fake : 812.42 ]
[  epoch 0017/0040] 0080/4800, lr:5.0e-05 ∣ avg_100 : 31602.849866 ∣ critic_nllloss : 25613.100781 ∣ critic_ganloss : -219.215585 ∣ generator_nllloss : 5181.418555 ∣ generator_ganloss : 729.040112 ∣  [  std_z : 1.00  real_sub_fake : 852.87 ]
[  epoch 0017/0040] 0090/4800, lr:5.0e-05 ∣ avg_100 : 31603.867442 ∣ critic_nllloss : 25837.163672 ∣ critic_ganloss : -279.246140 ∣ generator_nllloss : 5234.857617 ∣ generator_ganloss : 761.881421 ∣  [  std_z : 0.98  real_sub_fake : 969.05 ]
[  epoch 0017/0040] 0100/4800, lr:5.0e-05 ∣ avg_100 : 31603.550175 ∣ critic_nllloss : 25967.742188 ∣ critic_ganloss : -377.808382 ∣ generator_nllloss : 5133.410352 ∣ generator_ganloss : 775.119922 ∣  [  std_z : 0.98  real_sub_fake : 1175.67 ]
[  epoch 0017/0040] 0110/4800, lr:5.0e-05 ∣ avg_100 : 31603.220839 ∣ critic_nllloss : 25686.005664 ∣ critic_ganloss : -154.286018 ∣ generator_nllloss : 5246.626562 ∣ generator_ganloss : 820.852832 ∣  [  std_z : 1.00  real_sub_fake : 1034.61 ]
[  epoch 0017/0040] 0120/4800, lr:5.0e-05 ∣ avg_100 : 31608.678181 ∣ critic_nllloss : 26148.492383 ∣ critic_ganloss : -153.993179 ∣ generator_nllloss : 5239.457812 ∣ generator_ganloss : 792.525317 ∣  [  std_z : 1.01  real_sub_fake : 523.95 ]
[  epoch 0017/0040] 0130/4800, lr:5.0e-05 ∣ avg_100 : 31610.274173 ∣ critic_nllloss : 25975.592187 ∣ critic_ganloss : -173.996628 ∣ generator_nllloss : 5126.517969 ∣ generator_ganloss : 775.034106 ∣  [  std_z : 0.99  real_sub_fake : 720.30 ]
[  epoch 0017/0040] 0140/4800, lr:5.0e-05 ∣ avg_100 : 31609.391853 ∣ critic_nllloss : 25801.301563 ∣ critic_ganloss : -284.366478 ∣ generator_nllloss : 5146.294727 ∣ generator_ganloss : 775.149658 ∣  [  std_z : 0.98  real_sub_fake : 885.41 ]
[  epoch 0017/0040] 0150/4800, lr:5.0e-05 ∣ avg_100 : 31607.960434 ∣ critic_nllloss : 25884.787500 ∣ critic_ganloss : -286.492313 ∣ generator_nllloss : 5156.220508 ∣ generator_ganloss : 800.538892 ∣  [  std_z : 1.00  real_sub_fake : 1080.55 ]
[  epoch 0017/0040] 0160/4800, lr:5.0e-05 ∣ avg_100 : 31608.081451 ∣ critic_nllloss : 26013.313477 ∣ critic_ganloss : -252.250165 ∣ generator_nllloss : 5149.741602 ∣ generator_ganloss : 817.355078 ∣  [  std_z : 1.00  real_sub_fake : 1111.62 ]
[  epoch 0017/0040] 0170/4800, lr:5.0e-05 ∣ avg_100 : 31611.292658 ∣ critic_nllloss : 26084.386328 ∣ critic_ganloss : -333.506580 ∣ generator_nllloss : 5228.308398 ∣ generator_ganloss : 792.884155 ∣  [  std_z : 0.99  real_sub_fake : 1173.07 ]
[  epoch 0017/0040] 0180/4800, lr:5.0e-05 ∣ avg_100 : 31613.558203 ∣ critic_nllloss : 25973.218750 ∣ critic_ganloss : -262.446754 ∣ generator_nllloss : 5261.869141 ∣ generator_ganloss : 822.226489 ∣  [  std_z : 0.99  real_sub_fake : 920.99 ]
[  epoch 0017/0040] 0190/4800, lr:5.0e-05 ∣ avg_100 : 31615.754380 ∣ critic_nllloss : 25830.505664 ∣ critic_ganloss : -247.336829 ∣ generator_nllloss : 5181.940625 ∣ generator_ganloss : 803.005371 ∣  [  std_z : 1.00  real_sub_fake : 968.84 ]
[  epoch 0017/0040] 0200/4800, lr:5.0e-05 ∣ avg_100 : 31618.122593 ∣ critic_nllloss : 26061.342969 ∣ critic_ganloss : -277.222987 ∣ generator_nllloss : 5166.232422 ∣ generator_ganloss : 800.403589 ∣  [  std_z : 1.00  real_sub_fake : 1113.45 ]
[  epoch 0017/0040] 0210/4800, lr:5.0e-05 ∣ avg_100 : 31616.764056 ∣ critic_nllloss : 25823.677930 ∣ critic_ganloss : -293.578998 ∣ generator_nllloss : 5048.298242 ∣ generator_ganloss : 798.724805 ∣  [  std_z : 0.99  real_sub_fake : 1188.46 ]
[  epoch 0017/0040] 0220/4800, lr:5.0e-05 ∣ avg_100 : 31616.378850 ∣ critic_nllloss : 26083.195703 ∣ critic_ganloss : -288.703201 ∣ generator_nllloss : 5209.200586 ∣ generator_ganloss : 769.849976 ∣  [  std_z : 0.99  real_sub_fake : 1281.73 ]
[  epoch 0017/0040] 0230/4800, lr:5.0e-05 ∣ avg_100 : 31616.068416 ∣ critic_nllloss : 25876.783398 ∣ critic_ganloss : -346.009875 ∣ generator_nllloss : 5225.977734 ∣ generator_ganloss : 755.790356 ∣  [  std_z : 0.99  real_sub_fake : 1208.34 ]
[  epoch 0017/0040] 0240/4800, lr:5.0e-05 ∣ avg_100 : 31618.422904 ∣ critic_nllloss : 25907.941797 ∣ critic_ganloss : -318.207227 ∣ generator_nllloss : 5255.792188 ∣ generator_ganloss : 758.033838 ∣  [  std_z : 0.99  real_sub_fake : 1110.79 ]
[  epoch 0017/0040] 0250/4800, lr:5.0e-05 ∣ avg_100 : 31611.928871 ∣ critic_nllloss : 25710.229492 ∣ critic_ganloss : -309.513586 ∣ generator_nllloss : 5185.648242 ∣ generator_ganloss : 749.000122 ∣  [  std_z : 0.99  real_sub_fake : 1198.10 ]
[  epoch 0017/0040] 0260/4800, lr:5.0e-05 ∣ avg_100 : 31610.200355 ∣ critic_nllloss : 25610.560156 ∣ critic_ganloss : -315.252505 ∣ generator_nllloss : 5110.228516 ∣ generator_ganloss : 785.436768 ∣  [  std_z : 1.00  real_sub_fake : 1095.72 ]
[  epoch 0017/0040] 0270/4800, lr:5.0e-05 ∣ avg_100 : 31607.231638 ∣ critic_nllloss : 25762.178125 ∣ critic_ganloss : -303.225343 ∣ generator_nllloss : 5221.879883 ∣ generator_ganloss : 765.600342 ∣  [  std_z : 1.00  real_sub_fake : 1168.62 ]
[  epoch 0017/0040] 0280/4800, lr:5.0e-05 ∣ avg_100 : 31605.478317 ∣ critic_nllloss : 25766.148633 ∣ critic_ganloss : -288.571011 ∣ generator_nllloss : 5183.695117 ∣ generator_ganloss : 777.464941 ∣  [  std_z : 1.00  real_sub_fake : 1112.20 ]
[  epoch 0017/0040] 0290/4800, lr:5.0e-05 ∣ avg_100 : 31608.149949 ∣ critic_nllloss : 26017.943945 ∣ critic_ganloss : -319.475647 ∣ generator_nllloss : 5219.605664 ∣ generator_ganloss : 777.271289 ∣  [  std_z : 0.99  real_sub_fake : 1209.25 ]
[  epoch 0017/0040] 0300/4800, lr:5.0e-05 ∣ avg_100 : 31611.057907 ∣ critic_nllloss : 26065.586523 ∣ critic_ganloss : -432.615240 ∣ generator_nllloss : 5261.538281 ∣ generator_ganloss : 777.100342 ∣  [  std_z : 1.00  real_sub_fake : 1491.27 ]
[  epoch 0017/0040] 0310/4800, lr:5.0e-05 ∣ avg_100 : 31608.188972 ∣ critic_nllloss : 25934.009570 ∣ critic_ganloss : -323.766162 ∣ generator_nllloss : 5126.465625 ∣ generator_ganloss : 823.435474 ∣  [  std_z : 1.00  real_sub_fake : 1407.88 ]
[  epoch 0017/0040] 0320/4800, lr:5.0e-05 ∣ avg_100 : 31605.670208 ∣ critic_nllloss : 25777.217187 ∣ critic_ganloss : -233.427377 ∣ generator_nllloss : 5166.537305 ∣ generator_ganloss : 777.596533 ∣  [  std_z : 1.00  real_sub_fake : 1148.69 ]
[  epoch 0017/0040] 0330/4800, lr:5.0e-05 ∣ avg_100 : 31602.972434 ∣ critic_nllloss : 25902.010742 ∣ critic_ganloss : -284.278981 ∣ generator_nllloss : 5158.708203 ∣ generator_ganloss : 818.864771 ∣  [  std_z : 0.99  real_sub_fake : 909.30 ]
[  epoch 0017/0040] 0340/4800, lr:5.0e-05 ∣ avg_100 : 31600.332382 ∣ critic_nllloss : 25675.935156 ∣ critic_ganloss : -263.788454 ∣ generator_nllloss : 5180.383594 ∣ generator_ganloss : 789.386938 ∣  [  std_z : 0.98  real_sub_fake : 812.66 ]
[  epoch 0017/0040] 0350/4800, lr:5.0e-05 ∣ avg_100 : 31597.832706 ∣ critic_nllloss : 25892.986914 ∣ critic_ganloss : -237.142520 ∣ generator_nllloss : 5109.433594 ∣ generator_ganloss : 752.341895 ∣  [  std_z : 0.99  real_sub_fake : 951.79 ]
[  epoch 0017/0040] 0360/4800, lr:5.0e-05 ∣ avg_100 : 31597.321260 ∣ critic_nllloss : 26062.809180 ∣ critic_ganloss : -212.133665 ∣ generator_nllloss : 5241.156641 ∣ generator_ganloss : 741.376733 ∣  [  std_z : 1.00  real_sub_fake : 994.23 ]
[  epoch 0017/0040] 0370/4800, lr:5.0e-05 ∣ avg_100 : 31596.497644 ∣ critic_nllloss : 25865.571094 ∣ critic_ganloss : -314.405447 ∣ generator_nllloss : 5255.679492 ∣ generator_ganloss : 741.496289 ∣  [  std_z : 1.00  real_sub_fake : 1089.35 ]
[  epoch 0017/0040] 0380/4800, lr:5.0e-05 ∣ avg_100 : 31590.755111 ∣ critic_nllloss : 25708.692773 ∣ critic_ganloss : -328.848080 ∣ generator_nllloss : 5248.596484 ∣ generator_ganloss : 721.210742 ∣  [  std_z : 0.99  real_sub_fake : 1158.56 ]
[  epoch 0017/0040] 0390/4800, lr:5.0e-05 ∣ avg_100 : 31584.029854 ∣ critic_nllloss : 25765.555664 ∣ critic_ganloss : -274.049887 ∣ generator_nllloss : 5163.954102 ∣ generator_ganloss : 717.655176 ∣  [  std_z : 0.98  real_sub_fake : 1259.82 ]
[  epoch 0017/0040] 0400/4800, lr:5.0e-05 ∣ avg_100 : 31582.868120 ∣ critic_nllloss : 25856.118164 ∣ critic_ganloss : -342.869479 ∣ generator_nllloss : 5154.956055 ∣ generator_ganloss : 724.631641 ∣  [  std_z : 1.01  real_sub_fake : 1217.92 ]
[  epoch 0017/0040] 0410/4800, lr:5.0e-05 ∣ avg_100 : 31579.365966 ∣ critic_nllloss : 25975.409375 ∣ critic_ganloss : -308.218915 ∣ generator_nllloss : 5200.368164 ∣ generator_ganloss : 738.463892 ∣  [  std_z : 1.01  real_sub_fake : 1048.30 ]
[  epoch 0017/0040] 0420/4800, lr:5.0e-05 ∣ avg_100 : 31583.515274 ∣ critic_nllloss : 25981.879492 ∣ critic_ganloss : -269.515302 ∣ generator_nllloss : 5171.319336 ∣ generator_ganloss : 736.771216 ∣  [  std_z : 0.99  real_sub_fake : 1127.61 ]
[  epoch 0017/0040] 0430/4800, lr:5.0e-05 ∣ avg_100 : 31584.336122 ∣ critic_nllloss : 26010.135352 ∣ critic_ganloss : -211.685432 ∣ generator_nllloss : 5176.895703 ∣ generator_ganloss : 743.358789 ∣  [  std_z : 0.98  real_sub_fake : 1006.43 ]
[  epoch 0017/0040] 0440/4800, lr:5.0e-05 ∣ avg_100 : 31585.441548 ∣ critic_nllloss : 26041.294141 ∣ critic_ganloss : -236.879468 ∣ generator_nllloss : 5183.922656 ∣ generator_ganloss : 740.837280 ∣  [  std_z : 0.99  real_sub_fake : 862.01 ]
[  epoch 0017/0040] 0450/4800, lr:5.0e-05 ∣ avg_100 : 31583.271862 ∣ critic_nllloss : 26018.927539 ∣ critic_ganloss : -298.183223 ∣ generator_nllloss : 5248.071094 ∣ generator_ganloss : 749.085083 ∣  [  std_z : 1.00  real_sub_fake : 899.09 ]
[  epoch 0017/0040] 0460/4800, lr:5.0e-05 ∣ avg_100 : 31581.514464 ∣ critic_nllloss : 25921.565625 ∣ critic_ganloss : -254.327165 ∣ generator_nllloss : 5151.557031 ∣ generator_ganloss : 752.018433 ∣  [  std_z : 0.99  real_sub_fake : 1108.54 ]
[  epoch 0017/0040] 0470/4800, lr:5.0e-05 ∣ avg_100 : 31577.565863 ∣ critic_nllloss : 26054.635156 ∣ critic_ganloss : -274.601852 ∣ generator_nllloss : 5142.316992 ∣ generator_ganloss : 758.628906 ∣  [  std_z : 1.00  real_sub_fake : 955.54 ]
[  epoch 0017/0040] 0480/4800, lr:5.0e-05 ∣ avg_100 : 31575.377515 ∣ critic_nllloss : 25766.073633 ∣ critic_ganloss : -363.853363 ∣ generator_nllloss : 5154.407031 ∣ generator_ganloss : 753.145410 ∣  [  std_z : 1.00  real_sub_fake : 1156.80 ]
[  epoch 0017/0040] 0490/4800, lr:5.0e-05 ∣ avg_100 : 31576.919682 ∣ critic_nllloss : 25735.015820 ∣ critic_ganloss : -317.050616 ∣ generator_nllloss : 5132.228516 ∣ generator_ganloss : 798.459058 ∣  [  std_z : 0.99  real_sub_fake : 1146.22 ]
[  epoch 0017/0040] 0500/4800, lr:5.0e-05 ∣ avg_100 : 31570.555282 ∣ critic_nllloss : 25653.732617 ∣ critic_ganloss : -287.279791 ∣ generator_nllloss : 5146.127930 ∣ generator_ganloss : 758.974976 ∣  [  std_z : 1.00  real_sub_fake : 1342.66 ]
[  epoch 0017/0040] 0510/4800, lr:5.0e-05 ∣ avg_100 : 31571.408389 ∣ critic_nllloss : 26000.622461 ∣ critic_ganloss : -261.375114 ∣ generator_nllloss : 5150.401172 ∣ generator_ganloss : 747.048389 ∣  [  std_z : 1.00  real_sub_fake : 929.35 ]
[  epoch 0017/0040] 0520/4800, lr:5.0e-05 ∣ avg_100 : 31568.062121 ∣ critic_nllloss : 25681.420117 ∣ critic_ganloss : -236.462894 ∣ generator_nllloss : 5112.781641 ∣ generator_ganloss : 750.283789 ∣  [  std_z : 1.00  real_sub_fake : 942.38 ]
[  epoch 0017/0040] 0530/4800, lr:5.0e-05 ∣ avg_100 : 31563.540092 ∣ critic_nllloss : 25735.568164 ∣ critic_ganloss : -289.404274 ∣ generator_nllloss : 5055.905078 ∣ generator_ganloss : 694.589526 ∣  [  std_z : 0.99  real_sub_fake : 1020.69 ]
[  epoch 0017/0040] 0540/4800, lr:5.0e-05 ∣ avg_100 : 31563.533392 ∣ critic_nllloss : 26086.880273 ∣ critic_ganloss : -296.713632 ∣ generator_nllloss : 5163.553125 ∣ generator_ganloss : 726.151855 ∣  [  std_z : 0.99  real_sub_fake : 1250.95 ]
[  epoch 0017/0040] 0550/4800, lr:5.0e-05 ∣ avg_100 : 31560.082887 ∣ critic_nllloss : 25740.129102 ∣ critic_ganloss : -288.211821 ∣ generator_nllloss : 5148.633594 ∣ generator_ganloss : 714.336133 ∣  [  std_z : 0.99  real_sub_fake : 1048.31 ]
[  epoch 0017/0040] 0560/4800, lr:5.0e-05 ∣ avg_100 : 31555.286065 ∣ critic_nllloss : 25746.814258 ∣ critic_ganloss : -248.042636 ∣ generator_nllloss : 5174.402734 ∣ generator_ganloss : 677.462524 ∣  [  std_z : 0.99  real_sub_fake : 1057.54 ]
[  epoch 0017/0040] 0570/4800, lr:5.0e-05 ∣ avg_100 : 31551.173850 ∣ critic_nllloss : 25907.135352 ∣ critic_ganloss : -272.314632 ∣ generator_nllloss : 5149.669141 ∣ generator_ganloss : 683.560059 ∣  [  std_z : 0.99  real_sub_fake : 997.77 ]
[  epoch 0017/0040] 0580/4800, lr:5.0e-05 ∣ avg_100 : 31550.957269 ∣ critic_nllloss : 25782.974414 ∣ critic_ganloss : -259.967638 ∣ generator_nllloss : 5185.377344 ∣ generator_ganloss : 712.223511 ∣  [  std_z : 0.99  real_sub_fake : 1048.74 ]
[  epoch 0017/0040] 0590/4800, lr:5.0e-05 ∣ avg_100 : 31554.344923 ∣ critic_nllloss : 26097.213672 ∣ critic_ganloss : -269.767613 ∣ generator_nllloss : 5203.566211 ∣ generator_ganloss : 714.960010 ∣  [  std_z : 0.99  real_sub_fake : 912.84 ]
[  epoch 0017/0040] 0600/4800, lr:5.0e-05 ∣ avg_100 : 31549.112421 ∣ critic_nllloss : 25693.118555 ∣ critic_ganloss : -384.269208 ∣ generator_nllloss : 5134.515430 ∣ generator_ganloss : 703.241162 ∣  [  std_z : 0.99  real_sub_fake : 1131.83 ]
[  epoch 0017/0040] 0610/4800, lr:5.0e-05 ∣ avg_100 : 31548.057021 ∣ critic_nllloss : 25844.515430 ∣ critic_ganloss : -299.547922 ∣ generator_nllloss : 5159.283398 ∣ generator_ganloss : 745.497021 ∣  [  std_z : 1.00  real_sub_fake : 1377.42 ]
[  epoch 0017/0040] 0620/4800, lr:5.0e-05 ∣ avg_100 : 31542.397792 ∣ critic_nllloss : 25942.893359 ∣ critic_ganloss : -406.840680 ∣ generator_nllloss : 5092.528125 ∣ generator_ganloss : 733.790259 ∣  [  std_z : 1.01  real_sub_fake : 1400.25 ]
[  epoch 0017/0040] 0630/4800, lr:5.0e-05 ∣ avg_100 : 31543.671754 ∣ critic_nllloss : 25852.257812 ∣ critic_ganloss : -286.761438 ∣ generator_nllloss : 5218.951758 ∣ generator_ganloss : 783.010742 ∣  [  std_z : 1.01  real_sub_fake : 1266.31 ]
[  epoch 0017/0040] 0640/4800, lr:5.0e-05 ∣ avg_100 : 31546.036015 ∣ critic_nllloss : 26058.858398 ∣ critic_ganloss : -308.791963 ∣ generator_nllloss : 5169.736133 ∣ generator_ganloss : 821.854321 ∣  [  std_z : 0.99  real_sub_fake : 1122.71 ]
[  epoch 0017/0040] 0650/4800, lr:5.0e-05 ∣ avg_100 : 31549.724053 ∣ critic_nllloss : 25937.854883 ∣ critic_ganloss : -217.362631 ∣ generator_nllloss : 5164.914258 ∣ generator_ganloss : 784.836987 ∣  [  std_z : 0.99  real_sub_fake : 914.72 ]
[  epoch 0017/0040] 0660/4800, lr:5.0e-05 ∣ avg_100 : 31548.782698 ∣ critic_nllloss : 25904.666797 ∣ critic_ganloss : -253.109509 ∣ generator_nllloss : 5263.804297 ∣ generator_ganloss : 758.063428 ∣  [  std_z : 0.99  real_sub_fake : 866.03 ]
[  epoch 0017/0040] 0670/4800, lr:5.0e-05 ∣ avg_100 : 31546.485611 ∣ critic_nllloss : 25758.992188 ∣ critic_ganloss : -294.558139 ∣ generator_nllloss : 5227.852148 ∣ generator_ganloss : 751.240527 ∣  [  std_z : 1.00  real_sub_fake : 1054.13 ]
[  epoch 0017/0040] 0680/4800, lr:5.0e-05 ∣ avg_100 : 31546.042150 ∣ critic_nllloss : 25655.626953 ∣ critic_ganloss : -248.251758 ∣ generator_nllloss : 5202.771484 ∣ generator_ganloss : 804.550732 ∣  [  std_z : 0.99  real_sub_fake : 1105.21 ]
[  epoch 0017/0040] 0690/4800, lr:5.0e-05 ∣ avg_100 : 31545.573460 ∣ critic_nllloss : 26216.934180 ∣ critic_ganloss : -294.257086 ∣ generator_nllloss : 5218.362305 ∣ generator_ganloss : 731.628760 ∣  [  std_z : 0.99  real_sub_fake : 1060.00 ]
[  epoch 0017/0040] 0700/4800, lr:5.0e-05 ∣ avg_100 : 31547.329822 ∣ critic_nllloss : 26004.281836 ∣ critic_ganloss : -240.877548 ∣ generator_nllloss : 5144.999414 ∣ generator_ganloss : 759.532056 ∣  [  std_z : 0.99  real_sub_fake : 1015.99 ]
[  epoch 0017/0040] 0710/4800, lr:5.0e-05 ∣ avg_100 : 31549.179059 ∣ critic_nllloss : 25979.467578 ∣ critic_ganloss : -296.003769 ∣ generator_nllloss : 5216.057813 ∣ generator_ganloss : 748.475977 ∣  [  std_z : 1.00  real_sub_fake : 1079.15 ]
[  epoch 0017/0040] 0720/4800, lr:5.0e-05 ∣ avg_100 : 31550.195567 ∣ critic_nllloss : 25969.752930 ∣ critic_ganloss : -270.719093 ∣ generator_nllloss : 5195.987500 ∣ generator_ganloss : 768.483521 ∣  [  std_z : 1.00  real_sub_fake : 1022.67 ]
[  epoch 0017/0040] 0730/4800, lr:5.0e-05 ∣ avg_100 : 31547.103552 ∣ critic_nllloss : 25558.470898 ∣ critic_ganloss : -269.207474 ∣ generator_nllloss : 5089.028906 ∣ generator_ganloss : 733.311499 ∣  [  std_z : 0.99  real_sub_fake : 958.13 ]
[  epoch 0017/0040] 0740/4800, lr:5.0e-05 ∣ avg_100 : 31545.002897 ∣ critic_nllloss : 25791.948437 ∣ critic_ganloss : -309.296855 ∣ generator_nllloss : 5177.116016 ∣ generator_ganloss : 714.125903 ∣  [  std_z : 0.98  real_sub_fake : 1107.47 ]
[  epoch 0017/0040] 0750/4800, lr:5.0e-05 ∣ avg_100 : 31547.025863 ∣ critic_nllloss : 26182.429688 ∣ critic_ganloss : -371.496909 ∣ generator_nllloss : 5314.181055 ∣ generator_ganloss : 727.216846 ∣  [  std_z : 1.00  real_sub_fake : 1254.25 ]
[  epoch 0017/0040] 0760/4800, lr:5.0e-05 ∣ avg_100 : 31548.030284 ∣ critic_nllloss : 25998.423047 ∣ critic_ganloss : -325.761740 ∣ generator_nllloss : 5189.914062 ∣ generator_ganloss : 719.312451 ∣  [  std_z : 1.00  real_sub_fake : 1262.90 ]
[  epoch 0017/0040] 0770/4800, lr:5.0e-05 ∣ avg_100 : 31544.408414 ∣ critic_nllloss : 25734.271875 ∣ critic_ganloss : -249.215799 ∣ generator_nllloss : 5163.141211 ∣ generator_ganloss : 717.945361 ∣  [  std_z : 0.99  real_sub_fake : 1117.37 ]
[  epoch 0017/0040] 0780/4800, lr:5.0e-05 ∣ avg_100 : 31544.622298 ∣ critic_nllloss : 25919.619141 ∣ critic_ganloss : -261.456178 ∣ generator_nllloss : 5147.767187 ∣ generator_ganloss : 715.213428 ∣  [  std_z : 1.00  real_sub_fake : 964.00 ]
[  epoch 0017/0040] 0790/4800, lr:5.0e-05 ∣ avg_100 : 31540.954273 ∣ critic_nllloss : 25793.063086 ∣ critic_ganloss : -209.172864 ∣ generator_nllloss : 5052.661523 ∣ generator_ganloss : 669.718604 ∣  [  std_z : 1.00  real_sub_fake : 1019.68 ]
[  epoch 0017/0040] 0800/4800, lr:5.0e-05 ∣ avg_100 : 31539.098412 ∣ critic_nllloss : 25849.075000 ∣ critic_ganloss : -186.755511 ∣ generator_nllloss : 5165.264648 ∣ generator_ganloss : 703.188574 ∣  [  std_z : 0.99  real_sub_fake : 636.99 ]
[  epoch 0017/0040] 0810/4800, lr:5.0e-05 ∣ avg_100 : 31538.971661 ∣ critic_nllloss : 25952.111523 ∣ critic_ganloss : -220.762820 ∣ generator_nllloss : 5162.519727 ∣ generator_ganloss : 631.575537 ∣  [  std_z : 1.00  real_sub_fake : 973.83 ]
[  epoch 0017/0040] 0820/4800, lr:5.0e-05 ∣ avg_100 : 31539.564876 ∣ critic_nllloss : 25994.457227 ∣ critic_ganloss : -209.618141 ∣ generator_nllloss : 5252.144727 ∣ generator_ganloss : 678.228979 ∣  [  std_z : 1.01  real_sub_fake : 772.81 ]
[  epoch 0017/0040] 0830/4800, lr:5.0e-05 ∣ avg_100 : 31540.068778 ∣ critic_nllloss : 25839.154883 ∣ critic_ganloss : -298.509274 ∣ generator_nllloss : 5230.919922 ∣ generator_ganloss : 633.209839 ∣  [  std_z : 0.99  real_sub_fake : 908.49 ]
[  epoch 0017/0040] 0840/4800, lr:5.0e-05 ∣ avg_100 : 31540.584513 ∣ critic_nllloss : 26081.395313 ∣ critic_ganloss : -364.866434 ∣ generator_nllloss : 5233.033594 ∣ generator_ganloss : 684.913501 ∣  [  std_z : 0.99  real_sub_fake : 1212.08 ]
[  epoch 0017/0040] 0850/4800, lr:5.0e-05 ∣ avg_100 : 31538.175357 ∣ critic_nllloss : 25827.374219 ∣ critic_ganloss : -322.558148 ∣ generator_nllloss : 5191.625586 ∣ generator_ganloss : 673.631226 ∣  [  std_z : 1.00  real_sub_fake : 1569.60 ]
[  epoch 0017/0040] 0860/4800, lr:5.0e-05 ∣ avg_100 : 31535.287001 ∣ critic_nllloss : 25608.352344 ∣ critic_ganloss : -282.723763 ∣ generator_nllloss : 5094.881641 ∣ generator_ganloss : 737.710010 ∣  [  std_z : 1.00  real_sub_fake : 899.47 ]
[  epoch 0017/0040] 0870/4800, lr:5.0e-05 ∣ avg_100 : 31534.843168 ∣ critic_nllloss : 25828.557031 ∣ critic_ganloss : -222.160135 ∣ generator_nllloss : 5182.145117 ∣ generator_ganloss : 702.235718 ∣  [  std_z : 0.99  real_sub_fake : 770.42 ]
[  epoch 0017/0040] 0880/4800, lr:5.0e-05 ∣ avg_100 : 31531.747732 ∣ critic_nllloss : 25761.463086 ∣ critic_ganloss : -265.731219 ∣ generator_nllloss : 5091.178516 ∣ generator_ganloss : 697.328857 ∣  [  std_z : 0.97  real_sub_fake : 878.97 ]
[  epoch 0017/0040] 0890/4800, lr:5.0e-05 ∣ avg_100 : 31532.143416 ∣ critic_nllloss : 25950.095703 ∣ critic_ganloss : -232.384882 ∣ generator_nllloss : 5140.984961 ∣ generator_ganloss : 710.503711 ∣  [  std_z : 0.99  real_sub_fake : 1082.50 ]
[  epoch 0017/0040] 0900/4800, lr:5.0e-05 ∣ avg_100 : 31530.801706 ∣ critic_nllloss : 25770.188086 ∣ critic_ganloss : -293.041507 ∣ generator_nllloss : 5133.881445 ∣ generator_ganloss : 706.458984 ∣  [  std_z : 1.01  real_sub_fake : 1076.42 ]
[  epoch 0017/0040] 0910/4800, lr:5.0e-05 ∣ avg_100 : 31529.205231 ∣ critic_nllloss : 25996.132617 ∣ critic_ganloss : -299.462082 ∣ generator_nllloss : 5218.612500 ∣ generator_ganloss : 715.427100 ∣  [  std_z : 1.01  real_sub_fake : 1170.63 ]
[  epoch 0017/0040] 0920/4800, lr:5.0e-05 ∣ avg_100 : 31524.621550 ∣ critic_nllloss : 25747.863281 ∣ critic_ganloss : -288.163260 ∣ generator_nllloss : 5100.003125 ∣ generator_ganloss : 742.689038 ∣  [  std_z : 0.98  real_sub_fake : 1049.59 ]
[  epoch 0017/0040] 0930/4800, lr:5.0e-05 ∣ avg_100 : 31524.808089 ∣ critic_nllloss : 25865.588867 ∣ critic_ganloss : -236.611485 ∣ generator_nllloss : 5100.667578 ∣ generator_ganloss : 715.072461 ∣  [  std_z : 0.98  real_sub_fake : 943.73 ]
[  epoch 0017/0040] 0940/4800, lr:5.0e-05 ∣ avg_100 : 31526.618169 ∣ critic_nllloss : 25972.247070 ∣ critic_ganloss : -271.999831 ∣ generator_nllloss : 5218.174414 ∣ generator_ganloss : 713.655176 ∣  [  std_z : 1.00  real_sub_fake : 936.80 ]
[  epoch 0017/0040] 0950/4800, lr:5.0e-05 ∣ avg_100 : 31521.636272 ∣ critic_nllloss : 25875.032617 ∣ critic_ganloss : -316.659442 ∣ generator_nllloss : 5072.074414 ∣ generator_ganloss : 712.358325 ∣  [  std_z : 1.01  real_sub_fake : 1193.18 ]
[  epoch 0017/0040] 0960/4800, lr:5.0e-05 ∣ avg_100 : 31521.241399 ∣ critic_nllloss : 25825.259766 ∣ critic_ganloss : -323.252191 ∣ generator_nllloss : 5264.884375 ∣ generator_ganloss : 700.281030 ∣  [  std_z : 0.99  real_sub_fake : 1139.21 ]
[  epoch 0017/0040] 0970/4800, lr:5.0e-05 ∣ avg_100 : 31522.175208 ∣ critic_nllloss : 25911.535156 ∣ critic_ganloss : -340.355698 ∣ generator_nllloss : 5132.356641 ∣ generator_ganloss : 700.729297 ∣  [  std_z : 0.99  real_sub_fake : 1304.76 ]
[  epoch 0017/0040] 0980/4800, lr:5.0e-05 ∣ avg_100 : 31520.525305 ∣ critic_nllloss : 25799.625781 ∣ critic_ganloss : -289.458337 ∣ generator_nllloss : 5155.942969 ∣ generator_ganloss : 701.362451 ∣  [  std_z : 1.00  real_sub_fake : 1312.92 ]
[  epoch 0017/0040] 0990/4800, lr:5.0e-05 ∣ avg_100 : 31521.841935 ∣ critic_nllloss : 26025.193945 ∣ critic_ganloss : -259.555444 ∣ generator_nllloss : 5204.203320 ∣ generator_ganloss : 746.860596 ∣  [  std_z : 1.00  real_sub_fake : 1018.24 ]
[  epoch 0017/0040] 1000/4800, lr:5.0e-05 ∣ avg_100 : 31521.868946 ∣ critic_nllloss : 25829.112109 ∣ critic_ganloss : -215.357352 ∣ generator_nllloss : 5235.099219 ∣ generator_ganloss : 717.897681 ∣  [  std_z : 0.99  real_sub_fake : 757.09 ]
[  epoch 0017/0040] 1010/4800, lr:5.0e-05 ∣ avg_100 : 31522.173080 ∣ critic_nllloss : 25724.438867 ∣ critic_ganloss : -274.597688 ∣ generator_nllloss : 5255.106641 ∣ generator_ganloss : 687.808936 ∣  [  std_z : 1.00  real_sub_fake : 919.76 ]
[  epoch 0017/0040] 1020/4800, lr:5.0e-05 ∣ avg_100 : 31523.314397 ∣ critic_nllloss : 25998.754102 ∣ critic_ganloss : -232.258810 ∣ generator_nllloss : 5260.711328 ∣ generator_ganloss : 673.933789 ∣  [  std_z : 1.00  real_sub_fake : 1118.27 ]
[  epoch 0017/0040] 1030/4800, lr:5.0e-05 ∣ avg_100 : 31527.527503 ∣ critic_nllloss : 26256.292383 ∣ critic_ganloss : -237.640733 ∣ generator_nllloss : 5224.266211 ∣ generator_ganloss : 724.871387 ∣  [  std_z : 0.99  real_sub_fake : 910.47 ]
[  epoch 0017/0040] 1040/4800, lr:5.0e-05 ∣ avg_100 : 31526.315599 ∣ critic_nllloss : 25900.733008 ∣ critic_ganloss : -303.903108 ∣ generator_nllloss : 5260.958984 ∣ generator_ganloss : 686.398999 ∣  [  std_z : 0.99  real_sub_fake : 919.90 ]
[  epoch 0017/0040] 1050/4800, lr:5.0e-05 ∣ avg_100 : 31525.323395 ∣ critic_nllloss : 25964.923242 ∣ critic_ganloss : -320.149484 ∣ generator_nllloss : 5144.885547 ∣ generator_ganloss : 698.066650 ∣  [  std_z : 1.00  real_sub_fake : 1176.01 ]
[  epoch 0017/0040] 1060/4800, lr:5.0e-05 ∣ avg_100 : 31523.536644 ∣ critic_nllloss : 25781.636914 ∣ critic_ganloss : -302.906973 ∣ generator_nllloss : 5222.619336 ∣ generator_ganloss : 667.856885 ∣  [  std_z : 1.01  real_sub_fake : 1157.90 ]
[  epoch 0017/0040] 1070/4800, lr:5.0e-05 ∣ avg_100 : 31524.608538 ∣ critic_nllloss : 25928.500000 ∣ critic_ganloss : -308.681946 ∣ generator_nllloss : 5255.728906 ∣ generator_ganloss : 737.216333 ∣  [  std_z : 1.00  real_sub_fake : 1122.38 ]
[  epoch 0017/0040] 1080/4800, lr:5.0e-05 ∣ avg_100 : 31527.954547 ∣ critic_nllloss : 25970.707422 ∣ critic_ganloss : -274.906625 ∣ generator_nllloss : 5214.660156 ∣ generator_ganloss : 728.483789 ∣  [  std_z : 0.99  real_sub_fake : 1091.97 ]
[  epoch 0017/0040] 1090/4800, lr:5.0e-05 ∣ avg_100 : 31524.732492 ∣ critic_nllloss : 25725.840234 ∣ critic_ganloss : -236.996399 ∣ generator_nllloss : 5021.740625 ∣ generator_ganloss : 721.866577 ∣  [  std_z : 0.99  real_sub_fake : 1079.38 ]
[  epoch 0017/0040] 1100/4800, lr:5.0e-05 ∣ avg_100 : 31522.886606 ∣ critic_nllloss : 25656.448242 ∣ critic_ganloss : -253.903120 ∣ generator_nllloss : 5194.291406 ∣ generator_ganloss : 717.038940 ∣  [  std_z : 1.00  real_sub_fake : 936.80 ]
[  epoch 0017/0040] 1110/4800, lr:5.0e-05 ∣ avg_100 : 31520.696500 ∣ critic_nllloss : 25838.481250 ∣ critic_ganloss : -328.659329 ∣ generator_nllloss : 5170.344141 ∣ generator_ganloss : 700.022388 ∣  [  std_z : 1.00  real_sub_fake : 1004.05 ]
[  epoch 0017/0040] 1120/4800, lr:5.0e-05 ∣ avg_100 : 31514.812784 ∣ critic_nllloss : 25775.644336 ∣ critic_ganloss : -207.074025 ∣ generator_nllloss : 5168.208203 ∣ generator_ganloss : 701.332275 ∣  [  std_z : 1.00  real_sub_fake : 921.60 ]
[  epoch 0017/0040] 1130/4800, lr:5.0e-05 ∣ avg_100 : 31512.724453 ∣ critic_nllloss : 25862.783984 ∣ critic_ganloss : -189.949130 ∣ generator_nllloss : 5150.313086 ∣ generator_ganloss : 671.166577 ∣  [  std_z : 1.00  real_sub_fake : 671.90 ]
[  epoch 0017/0040] 1140/4800, lr:5.0e-05 ∣ avg_100 : 31514.907175 ∣ critic_nllloss : 25938.071094 ∣ critic_ganloss : -197.063239 ∣ generator_nllloss : 5237.320703 ∣ generator_ganloss : 678.323145 ∣  [  std_z : 0.99  real_sub_fake : 688.81 ]
[  epoch 0017/0040] 1150/4800, lr:5.0e-05 ∣ avg_100 : 31513.687246 ∣ critic_nllloss : 25880.881836 ∣ critic_ganloss : -268.047371 ∣ generator_nllloss : 5137.165625 ∣ generator_ganloss : 683.061523 ∣  [  std_z : 0.98  real_sub_fake : 945.53 ]
[  epoch 0017/0040] 1160/4800, lr:5.0e-05 ∣ avg_100 : 31512.776123 ∣ critic_nllloss : 25867.306055 ∣ critic_ganloss : -240.774321 ∣ generator_nllloss : 5292.885352 ∣ generator_ganloss : 717.630615 ∣  [  std_z : 0.99  real_sub_fake : 997.99 ]
[  epoch 0017/0040] 1170/4800, lr:5.0e-05 ∣ avg_100 : 31510.481769 ∣ critic_nllloss : 25953.585156 ∣ critic_ganloss : -261.524776 ∣ generator_nllloss : 5123.528516 ∣ generator_ganloss : 727.047998 ∣  [  std_z : 1.00  real_sub_fake : 955.32 ]
[  epoch 0017/0040] 1180/4800, lr:5.0e-05 ∣ avg_100 : 31506.510131 ∣ critic_nllloss : 25801.111523 ∣ critic_ganloss : -210.555592 ∣ generator_nllloss : 5057.737500 ∣ generator_ganloss : 749.410449 ∣  [  std_z : 1.00  real_sub_fake : 941.09 ]
[  epoch 0017/0040] 1190/4800, lr:5.0e-05 ∣ avg_100 : 31505.175374 ∣ critic_nllloss : 25780.579883 ∣ critic_ganloss : -261.815625 ∣ generator_nllloss : 5172.905078 ∣ generator_ganloss : 742.969800 ∣  [  std_z : 0.99  real_sub_fake : 920.20 ]
[  epoch 0017/0040] 1200/4800, lr:5.0e-05 ∣ avg_100 : 31500.921095 ∣ critic_nllloss : 25721.224219 ∣ critic_ganloss : -249.956113 ∣ generator_nllloss : 5128.934375 ∣ generator_ganloss : 725.125562 ∣  [  std_z : 0.98  real_sub_fake : 980.96 ]
[  epoch 0017/0040] 1210/4800, lr:5.0e-05 ∣ avg_100 : 31501.504672 ∣ critic_nllloss : 25812.244141 ∣ critic_ganloss : -260.072125 ∣ generator_nllloss : 5176.573242 ∣ generator_ganloss : 706.734424 ∣  [  std_z : 0.99  real_sub_fake : 1031.66 ]
[  epoch 0017/0040] 1220/4800, lr:5.0e-05 ∣ avg_100 : 31500.356098 ∣ critic_nllloss : 25992.629492 ∣ critic_ganloss : -286.781184 ∣ generator_nllloss : 5241.894531 ∣ generator_ganloss : 710.942847 ∣  [  std_z : 1.00  real_sub_fake : 1031.81 ]
[  epoch 0017/0040] 1230/4800, lr:5.0e-05 ∣ avg_100 : 31501.062284 ∣ critic_nllloss : 25853.310352 ∣ critic_ganloss : -220.916595 ∣ generator_nllloss : 5217.921875 ∣ generator_ganloss : 732.844604 ∣  [  std_z : 1.00  real_sub_fake : 825.21 ]
[  epoch 0017/0040] 1240/4800, lr:5.0e-05 ∣ avg_100 : 31499.301817 ∣ critic_nllloss : 25867.368555 ∣ critic_ganloss : -278.093094 ∣ generator_nllloss : 5121.816016 ∣ generator_ganloss : 716.422437 ∣  [  std_z : 0.99  real_sub_fake : 989.21 ]
[  epoch 0017/0040] 1250/4800, lr:5.0e-05 ∣ avg_100 : 31501.987742 ∣ critic_nllloss : 25856.984570 ∣ critic_ganloss : -150.394913 ∣ generator_nllloss : 5109.261914 ∣ generator_ganloss : 788.105151 ∣  [  std_z : 0.99  real_sub_fake : 767.21 ]
[  epoch 0017/0040] 1260/4800, lr:5.0e-05 ∣ avg_100 : 31503.954355 ∣ critic_nllloss : 25757.581250 ∣ critic_ganloss : -218.107933 ∣ generator_nllloss : 5118.192187 ∣ generator_ganloss : 729.968750 ∣  [  std_z : 1.00  real_sub_fake : 625.67 ]
[  epoch 0017/0040] 1270/4800, lr:5.0e-05 ∣ avg_100 : 31502.790656 ∣ critic_nllloss : 25859.710742 ∣ critic_ganloss : -309.952098 ∣ generator_nllloss : 5094.814258 ∣ generator_ganloss : 685.490234 ∣  [  std_z : 1.00  real_sub_fake : 952.89 ]
[  epoch 0017/0040] 1280/4800, lr:5.0e-05 ∣ avg_100 : 31503.616453 ∣ critic_nllloss : 25848.475781 ∣ critic_ganloss : -303.478857 ∣ generator_nllloss : 5204.605664 ∣ generator_ganloss : 771.714746 ∣  [  std_z : 0.99  real_sub_fake : 1206.06 ]
[  epoch 0017/0040] 1290/4800, lr:5.0e-05 ∣ avg_100 : 31502.796557 ∣ critic_nllloss : 25891.846484 ∣ critic_ganloss : -267.083054 ∣ generator_nllloss : 5159.541016 ∣ generator_ganloss : 829.051221 ∣  [  std_z : 0.99  real_sub_fake : 1225.89 ]
[  epoch 0017/0040] 1300/4800, lr:5.0e-05 ∣ avg_100 : 31498.743563 ∣ critic_nllloss : 25639.799219 ∣ critic_ganloss : -283.429968 ∣ generator_nllloss : 5096.587500 ∣ generator_ganloss : 813.353711 ∣  [  std_z : 1.00  real_sub_fake : 1097.05 ]
[  epoch 0017/0040] 1310/4800, lr:5.0e-05 ∣ avg_100 : 31498.789305 ∣ critic_nllloss : 25763.123828 ∣ critic_ganloss : -307.610608 ∣ generator_nllloss : 5297.268750 ∣ generator_ganloss : 811.936768 ∣  [  std_z : 1.01  real_sub_fake : 1018.90 ]
[  epoch 0017/0040] 1320/4800, lr:5.0e-05 ∣ avg_100 : 31501.430953 ∣ critic_nllloss : 26064.773047 ∣ critic_ganloss : -331.504172 ∣ generator_nllloss : 5198.620703 ∣ generator_ganloss : 820.198877 ∣  [  std_z : 1.00  real_sub_fake : 1285.66 ]
[  epoch 0017/0040] 1330/4800, lr:5.0e-05 ∣ avg_100 : 31501.784220 ∣ critic_nllloss : 25898.913086 ∣ critic_ganloss : -173.993854 ∣ generator_nllloss : 5081.742578 ∣ generator_ganloss : 823.969580 ∣  [  std_z : 0.98  real_sub_fake : 947.79 ]
[  epoch 0017/0040] 1340/4800, lr:5.0e-05 ∣ avg_100 : 31504.391604 ∣ critic_nllloss : 25995.433398 ∣ critic_ganloss : -311.387234 ∣ generator_nllloss : 5147.898633 ∣ generator_ganloss : 810.710889 ∣  [  std_z : 0.99  real_sub_fake : 909.79 ]
[  epoch 0017/0040] 1350/4800, lr:5.0e-05 ∣ avg_100 : 31503.895701 ∣ critic_nllloss : 25917.587109 ∣ critic_ganloss : -312.962512 ∣ generator_nllloss : 5071.974219 ∣ generator_ganloss : 791.430762 ∣  [  std_z : 1.00  real_sub_fake : 1081.43 ]
[  epoch 0017/0040] 1360/4800, lr:5.0e-05 ∣ avg_100 : 31500.679870 ∣ critic_nllloss : 25866.561719 ∣ critic_ganloss : -274.424258 ∣ generator_nllloss : 5118.774609 ∣ generator_ganloss : 800.713672 ∣  [  std_z : 1.01  real_sub_fake : 1088.61 ]
[  epoch 0017/0040] 1370/4800, lr:5.0e-05 ∣ avg_100 : 31501.215484 ∣ critic_nllloss : 25799.938867 ∣ critic_ganloss : -194.360358 ∣ generator_nllloss : 5217.775781 ∣ generator_ganloss : 778.548608 ∣  [  std_z : 1.00  real_sub_fake : 894.38 ]
[  epoch 0017/0040] 1380/4800, lr:5.0e-05 ∣ avg_100 : 31501.355583 ∣ critic_nllloss : 25816.054102 ∣ critic_ganloss : -325.867999 ∣ generator_nllloss : 5116.585156 ∣ generator_ganloss : 756.890479 ∣  [  std_z : 0.98  real_sub_fake : 1142.24 ]
[  epoch 0017/0040] 1390/4800, lr:5.0e-05 ∣ avg_100 : 31502.917065 ∣ critic_nllloss : 25824.775391 ∣ critic_ganloss : -211.618265 ∣ generator_nllloss : 5145.590039 ∣ generator_ganloss : 770.516113 ∣  [  std_z : 0.99  real_sub_fake : 1085.03 ]
[  epoch 0017/0040] 1400/4800, lr:5.0e-05 ∣ avg_100 : 31502.782208 ∣ critic_nllloss : 25898.955078 ∣ critic_ganloss : -338.060434 ∣ generator_nllloss : 5110.557813 ∣ generator_ganloss : 707.898218 ∣  [  std_z : 1.00  real_sub_fake : 1017.10 ]
[  epoch 0017/0040] 1410/4800, lr:5.0e-05 ∣ avg_100 : 31503.173568 ∣ critic_nllloss : 25926.867578 ∣ critic_ganloss : -214.264346 ∣ generator_nllloss : 5194.316016 ∣ generator_ganloss : 738.239282 ∣  [  std_z : 1.00  real_sub_fake : 1023.62 ]
[  epoch 0017/0040] 1420/4800, lr:5.0e-05 ∣ avg_100 : 31502.997656 ∣ critic_nllloss : 26010.592773 ∣ critic_ganloss : -333.135625 ∣ generator_nllloss : 5201.624023 ∣ generator_ganloss : 723.782373 ∣  [  std_z : 0.99  real_sub_fake : 1153.13 ]
[  epoch 0017/0040] 1430/4800, lr:5.0e-05 ∣ avg_100 : 31500.893920 ∣ critic_nllloss : 25837.848242 ∣ critic_ganloss : -343.893314 ∣ generator_nllloss : 5259.463867 ∣ generator_ganloss : 754.912036 ∣  [  std_z : 0.99  real_sub_fake : 1120.55 ]
[  epoch 0017/0040] 1440/4800, lr:5.0e-05 ∣ avg_100 : 31501.830640 ∣ critic_nllloss : 26061.990820 ∣ critic_ganloss : -208.598380 ∣ generator_nllloss : 5231.813672 ∣ generator_ganloss : 737.640503 ∣  [  std_z : 0.99  real_sub_fake : 1238.27 ]
[  epoch 0017/0040] 1450/4800, lr:5.0e-05 ∣ avg_100 : 31501.348229 ∣ critic_nllloss : 25920.507617 ∣ critic_ganloss : -210.405327 ∣ generator_nllloss : 5197.930469 ∣ generator_ganloss : 761.626660 ∣  [  std_z : 1.00  real_sub_fake : 674.08 ]
[  epoch 0017/0040] 1460/4800, lr:5.0e-05 ∣ avg_100 : 31504.673720 ∣ critic_nllloss : 26165.161914 ∣ critic_ganloss : -282.718005 ∣ generator_nllloss : 5300.310547 ∣ generator_ganloss : 720.608545 ∣  [  std_z : 0.99  real_sub_fake : 907.64 ]
[  epoch 0017/0040] 1470/4800, lr:5.0e-05 ∣ avg_100 : 31503.843999 ∣ critic_nllloss : 26026.294922 ∣ critic_ganloss : -334.595984 ∣ generator_nllloss : 5198.430078 ∣ generator_ganloss : 707.878052 ∣  [  std_z : 0.99  real_sub_fake : 1239.97 ]
[  epoch 0017/0040] 1480/4800, lr:5.0e-05 ∣ avg_100 : 31505.037440 ∣ critic_nllloss : 25905.629492 ∣ critic_ganloss : -334.939172 ∣ generator_nllloss : 5137.573828 ∣ generator_ganloss : 720.852686 ∣  [  std_z : 1.00  real_sub_fake : 1287.69 ]
[  epoch 0017/0040] 1490/4800, lr:5.0e-05 ∣ avg_100 : 31505.522599 ∣ critic_nllloss : 25985.866992 ∣ critic_ganloss : -478.698453 ∣ generator_nllloss : 5167.880859 ∣ generator_ganloss : 722.119238 ∣  [  std_z : 1.00  real_sub_fake : 1451.40 ]
[  epoch 0017/0040] 1500/4800, lr:5.0e-05 ∣ avg_100 : 31507.519736 ∣ critic_nllloss : 25948.601367 ∣ critic_ganloss : -479.051041 ∣ generator_nllloss : 5230.877148 ∣ generator_ganloss : 770.841968 ∣  [  std_z : 1.00  real_sub_fake : 1744.79 ]
[  epoch 0017/0040] 1510/4800, lr:5.0e-05 ∣ avg_100 : 31509.102718 ∣ critic_nllloss : 25977.226562 ∣ critic_ganloss : -276.371176 ∣ generator_nllloss : 5219.376172 ∣ generator_ganloss : 874.763623 ∣  [  std_z : 0.99  real_sub_fake : 1523.58 ]
[  epoch 0017/0040] 1520/4800, lr:5.0e-05 ∣ avg_100 : 31512.152621 ∣ critic_nllloss : 25830.333594 ∣ critic_ganloss : -229.027687 ∣ generator_nllloss : 5188.982617 ∣ generator_ganloss : 822.724365 ∣  [  std_z : 0.99  real_sub_fake : 958.96 ]
[  epoch 0017/0040] 1530/4800, lr:5.0e-05 ∣ avg_100 : 31518.461339 ∣ critic_nllloss : 25979.891602 ∣ critic_ganloss : -196.043666 ∣ generator_nllloss : 5195.776367 ∣ generator_ganloss : 847.906055 ∣  [  std_z : 0.99  real_sub_fake : 717.87 ]
[  epoch 0017/0040] 1540/4800, lr:5.0e-05 ∣ avg_100 : 31517.144021 ∣ critic_nllloss : 25770.156836 ∣ critic_ganloss : -230.382124 ∣ generator_nllloss : 5226.249023 ∣ generator_ganloss : 782.116064 ∣  [  std_z : 1.00  real_sub_fake : 741.96 ]
[  epoch 0017/0040] 1550/4800, lr:5.0e-05 ∣ avg_100 : 31521.183251 ∣ critic_nllloss : 26021.522266 ∣ critic_ganloss : -232.413171 ∣ generator_nllloss : 5184.782617 ∣ generator_ganloss : 744.918286 ∣  [  std_z : 1.01  real_sub_fake : 946.82 ]
[  epoch 0017/0040] 1560/4800, lr:5.0e-05 ∣ avg_100 : 31521.941373 ∣ critic_nllloss : 25698.358984 ∣ critic_ganloss : -245.460341 ∣ generator_nllloss : 5216.915039 ∣ generator_ganloss : 756.635352 ∣  [  std_z : 0.99  real_sub_fake : 976.18 ]
[  epoch 0017/0040] 1570/4800, lr:5.0e-05 ∣ avg_100 : 31522.626290 ∣ critic_nllloss : 25832.592578 ∣ critic_ganloss : -213.502031 ∣ generator_nllloss : 5151.281055 ∣ generator_ganloss : 766.170093 ∣  [  std_z : 0.98  real_sub_fake : 906.33 ]
[  epoch 0017/0040] 1580/4800, lr:5.0e-05 ∣ avg_100 : 31522.815266 ∣ critic_nllloss : 25792.075000 ∣ critic_ganloss : -286.262259 ∣ generator_nllloss : 5196.216016 ∣ generator_ganloss : 737.476465 ∣  [  std_z : 0.99  real_sub_fake : 948.07 ]
[  epoch 0017/0040] 1590/4800, lr:5.0e-05 ∣ avg_100 : 31520.178237 ∣ critic_nllloss : 25845.209766 ∣ critic_ganloss : -357.103189 ∣ generator_nllloss : 5219.352930 ∣ generator_ganloss : 774.809863 ∣  [  std_z : 1.01  real_sub_fake : 1140.88 ]
[  epoch 0017/0040] 1600/4800, lr:5.0e-05 ∣ avg_100 : 31526.522850 ∣ critic_nllloss : 26053.055859 ∣ critic_ganloss : -282.281512 ∣ generator_nllloss : 5235.779102 ∣ generator_ganloss : 774.513721 ∣  [  std_z : 1.00  real_sub_fake : 1417.52 ]
[  epoch 0017/0040] 1610/4800, lr:5.0e-05 ∣ avg_100 : 31529.446173 ∣ critic_nllloss : 26011.158203 ∣ critic_ganloss : -252.172232 ∣ generator_nllloss : 5175.508398 ∣ generator_ganloss : 807.585913 ∣  [  std_z : 0.98  real_sub_fake : 899.02 ]
[  epoch 0017/0040] 1620/4800, lr:5.0e-05 ∣ avg_100 : 31531.516466 ∣ critic_nllloss : 25877.570898 ∣ critic_ganloss : -309.897343 ∣ generator_nllloss : 5218.539453 ∣ generator_ganloss : 783.187378 ∣  [  std_z : 0.98  real_sub_fake : 949.85 ]
[  epoch 0017/0040] 1630/4800, lr:5.0e-05 ∣ avg_100 : 31527.413467 ∣ critic_nllloss : 25554.901172 ∣ critic_ganloss : -169.565155 ∣ generator_nllloss : 4994.033398 ∣ generator_ganloss : 777.789478 ∣  [  std_z : 0.99  real_sub_fake : 1012.88 ]
[  epoch 0017/0040] 1640/4800, lr:5.0e-05 ∣ avg_100 : 31526.811828 ∣ critic_nllloss : 26031.082031 ∣ critic_ganloss : -278.507913 ∣ generator_nllloss : 5193.272852 ∣ generator_ganloss : 735.646045 ∣  [  std_z : 1.01  real_sub_fake : 902.86 ]
[  epoch 0017/0040] 1650/4800, lr:5.0e-05 ∣ avg_100 : 31527.422138 ∣ critic_nllloss : 26022.056445 ∣ critic_ganloss : -268.309685 ∣ generator_nllloss : 5226.366211 ∣ generator_ganloss : 751.161523 ∣  [  std_z : 1.00  real_sub_fake : 916.51 ]
[  epoch 0017/0040] 1660/4800, lr:5.0e-05 ∣ avg_100 : 31526.689788 ∣ critic_nllloss : 25840.977148 ∣ critic_ganloss : -234.041835 ∣ generator_nllloss : 5241.725195 ∣ generator_ganloss : 751.529517 ∣  [  std_z : 0.98  real_sub_fake : 979.28 ]
[  epoch 0017/0040] 1670/4800, lr:5.0e-05 ∣ avg_100 : 31528.806387 ∣ critic_nllloss : 25945.839648 ∣ critic_ganloss : -284.973132 ∣ generator_nllloss : 5250.577930 ∣ generator_ganloss : 743.742236 ∣  [  std_z : 0.98  real_sub_fake : 1135.85 ]
[  epoch 0017/0040] 1680/4800, lr:5.0e-05 ∣ avg_100 : 31528.635168 ∣ critic_nllloss : 25790.729492 ∣ critic_ganloss : -269.278893 ∣ generator_nllloss : 5151.586133 ∣ generator_ganloss : 724.538696 ∣  [  std_z : 1.00  real_sub_fake : 948.33 ]
[  epoch 0017/0040] 1690/4800, lr:5.0e-05 ∣ avg_100 : 31525.678242 ∣ critic_nllloss : 25944.075586 ∣ critic_ganloss : -285.608035 ∣ generator_nllloss : 5186.879687 ∣ generator_ganloss : 731.628369 ∣  [  std_z : 1.00  real_sub_fake : 1061.62 ]
[  epoch 0017/0040] 1700/4800, lr:5.0e-05 ∣ avg_100 : 31520.547193 ∣ critic_nllloss : 25636.573828 ∣ critic_ganloss : -308.691383 ∣ generator_nllloss : 5150.658008 ∣ generator_ganloss : 676.290405 ∣  [  std_z : 1.00  real_sub_fake : 1134.79 ]
[  epoch 0017/0040] 1710/4800, lr:5.0e-05 ∣ avg_100 : 31518.250907 ∣ critic_nllloss : 25807.774414 ∣ critic_ganloss : -244.643408 ∣ generator_nllloss : 5141.861133 ∣ generator_ganloss : 713.376831 ∣  [  std_z : 1.00  real_sub_fake : 1148.28 ]
[  epoch 0017/0040] 1720/4800, lr:5.0e-05 ∣ avg_100 : 31517.112129 ∣ critic_nllloss : 25862.291797 ∣ critic_ganloss : -258.808049 ∣ generator_nllloss : 5216.130078 ∣ generator_ganloss : 730.013281 ∣  [  std_z : 0.98  real_sub_fake : 949.25 ]
[  epoch 0017/0040] 1730/4800, lr:5.0e-05 ∣ avg_100 : 31521.543267 ∣ critic_nllloss : 25936.875195 ∣ critic_ganloss : -285.239691 ∣ generator_nllloss : 5209.049219 ∣ generator_ganloss : 694.032837 ∣  [  std_z : 0.99  real_sub_fake : 974.75 ]
[  epoch 0017/0040] 1740/4800, lr:5.0e-05 ∣ avg_100 : 31523.252298 ∣ critic_nllloss : 25886.119727 ∣ critic_ganloss : -298.561063 ∣ generator_nllloss : 5255.020508 ∣ generator_ganloss : 702.217505 ∣  [  std_z : 1.00  real_sub_fake : 1040.46 ]
[  epoch 0017/0040] 1750/4800, lr:5.0e-05 ∣ avg_100 : 31518.773398 ∣ critic_nllloss : 25769.274219 ∣ critic_ganloss : -284.015717 ∣ generator_nllloss : 5203.155273 ∣ generator_ganloss : 716.026831 ∣  [  std_z : 1.00  real_sub_fake : 1220.77 ]
[  epoch 0017/0040] 1760/4800, lr:5.0e-05 ∣ avg_100 : 31520.391311 ∣ critic_nllloss : 25995.557227 ∣ critic_ganloss : -202.450395 ∣ generator_nllloss : 5194.309570 ∣ generator_ganloss : 756.262793 ∣  [  std_z : 0.98  real_sub_fake : 845.19 ]
[  epoch 0017/0040] 1770/4800, lr:5.0e-05 ∣ avg_100 : 31523.238036 ∣ critic_nllloss : 26001.950195 ∣ critic_ganloss : -250.519035 ∣ generator_nllloss : 5175.879687 ∣ generator_ganloss : 723.504297 ∣  [  std_z : 0.98  real_sub_fake : 897.91 ]
[  epoch 0017/0040] 1780/4800, lr:5.0e-05 ∣ avg_100 : 31525.061143 ∣ critic_nllloss : 25970.662305 ∣ critic_ganloss : -238.301642 ∣ generator_nllloss : 5209.505078 ∣ generator_ganloss : 761.588452 ∣  [  std_z : 1.00  real_sub_fake : 876.69 ]
[  epoch 0017/0040] 1790/4800, lr:5.0e-05 ∣ avg_100 : 31527.488334 ∣ critic_nllloss : 25998.977734 ∣ critic_ganloss : -332.910910 ∣ generator_nllloss : 5145.929688 ∣ generator_ganloss : 736.992944 ∣  [  std_z : 1.01  real_sub_fake : 1068.98 ]
[  epoch 0017/0040] 1800/4800, lr:5.0e-05 ∣ avg_100 : 31527.635163 ∣ critic_nllloss : 25958.308398 ∣ critic_ganloss : -318.624298 ∣ generator_nllloss : 5155.779492 ∣ generator_ganloss : 749.992090 ∣  [  std_z : 1.00  real_sub_fake : 1084.32 ]
[  epoch 0017/0040] 1810/4800, lr:5.0e-05 ∣ avg_100 : 31528.767056 ∣ critic_nllloss : 25901.917383 ∣ critic_ganloss : -265.182684 ∣ generator_nllloss : 5258.794336 ∣ generator_ganloss : 743.104248 ∣  [  std_z : 0.98  real_sub_fake : 1204.39 ]
[  epoch 0017/0040] 1820/4800, lr:5.0e-05 ∣ avg_100 : 31528.196511 ∣ critic_nllloss : 25918.076562 ∣ critic_ganloss : -223.007004 ∣ generator_nllloss : 5208.304688 ∣ generator_ganloss : 754.783984 ∣  [  std_z : 0.99  real_sub_fake : 1095.31 ]
[  epoch 0017/0040] 1830/4800, lr:5.0e-05 ∣ avg_100 : 31529.465643 ∣ critic_nllloss : 25918.280273 ∣ critic_ganloss : -271.074196 ∣ generator_nllloss : 5145.351953 ∣ generator_ganloss : 739.130591 ∣  [  std_z : 1.00  real_sub_fake : 835.40 ]
[  epoch 0017/0040] 1840/4800, lr:5.0e-05 ∣ avg_100 : 31528.074922 ∣ critic_nllloss : 25855.325195 ∣ critic_ganloss : -286.884163 ∣ generator_nllloss : 5248.442383 ∣ generator_ganloss : 678.520459 ∣  [  std_z : 1.00  real_sub_fake : 1031.04 ]
[  epoch 0017/0040] 1850/4800, lr:5.0e-05 ∣ avg_100 : 31528.427059 ∣ critic_nllloss : 25776.963086 ∣ critic_ganloss : -268.606235 ∣ generator_nllloss : 5154.797070 ∣ generator_ganloss : 742.132617 ∣  [  std_z : 0.99  real_sub_fake : 1085.96 ]
[  epoch 0017/0040] 1860/4800, lr:5.0e-05 ∣ avg_100 : 31534.551248 ∣ critic_nllloss : 26160.949805 ∣ critic_ganloss : -273.912622 ∣ generator_nllloss : 5168.068945 ∣ generator_ganloss : 715.533057 ∣  [  std_z : 0.99  real_sub_fake : 1066.49 ]
[  epoch 0017/0040] 1870/4800, lr:5.0e-05 ∣ avg_100 : 31536.499058 ∣ critic_nllloss : 25993.264844 ∣ critic_ganloss : -218.437654 ∣ generator_nllloss : 5189.939648 ∣ generator_ganloss : 720.791846 ∣  [  std_z : 0.99  real_sub_fake : 1007.27 ]
[  epoch 0017/0040] 1880/4800, lr:5.0e-05 ∣ avg_100 : 31540.903353 ∣ critic_nllloss : 26027.543945 ∣ critic_ganloss : -282.223392 ∣ generator_nllloss : 5262.425977 ∣ generator_ganloss : 716.922192 ∣  [  std_z : 0.99  real_sub_fake : 941.02 ]
[  epoch 0017/0040] 1890/4800, lr:5.0e-05 ∣ avg_100 : 31540.524997 ∣ critic_nllloss : 25856.888867 ∣ critic_ganloss : -254.521880 ∣ generator_nllloss : 5212.402734 ∣ generator_ganloss : 716.594165 ∣  [  std_z : 1.00  real_sub_fake : 859.38 ]
[  epoch 0017/0040] 1900/4800, lr:5.0e-05 ∣ avg_100 : 31544.181672 ∣ critic_nllloss : 26020.943164 ∣ critic_ganloss : -245.638715 ∣ generator_nllloss : 5205.593945 ∣ generator_ganloss : 702.256177 ∣  [  std_z : 1.00  real_sub_fake : 1039.87 ]
[  epoch 0017/0040] 1910/4800, lr:5.0e-05 ∣ avg_100 : 31543.166086 ∣ critic_nllloss : 25866.381641 ∣ critic_ganloss : -196.423753 ∣ generator_nllloss : 5144.108398 ∣ generator_ganloss : 715.085254 ∣  [  std_z : 0.99  real_sub_fake : 845.14 ]
[  epoch 0017/0040] 1920/4800, lr:5.0e-05 ∣ avg_100 : 31543.807825 ∣ critic_nllloss : 25879.727148 ∣ critic_ganloss : -347.684042 ∣ generator_nllloss : 5176.019727 ∣ generator_ganloss : 658.503223 ∣  [  std_z : 0.98  real_sub_fake : 966.44 ]
[  epoch 0017/0040] 1930/4800, lr:5.0e-05 ∣ avg_100 : 31544.996107 ∣ critic_nllloss : 26068.267773 ∣ critic_ganloss : -266.867377 ∣ generator_nllloss : 5076.708789 ∣ generator_ganloss : 685.436450 ∣  [  std_z : 1.00  real_sub_fake : 1411.54 ]
[  epoch 0017/0040] 1940/4800, lr:5.0e-05 ∣ avg_100 : 31543.232944 ∣ critic_nllloss : 26025.532422 ∣ critic_ganloss : -335.388458 ∣ generator_nllloss : 5093.019336 ∣ generator_ganloss : 672.597241 ∣  [  std_z : 1.01  real_sub_fake : 1037.21 ]
[  epoch 0017/0040] 1950/4800, lr:5.0e-05 ∣ avg_100 : 31546.915954 ∣ critic_nllloss : 26129.135352 ∣ critic_ganloss : -330.106129 ∣ generator_nllloss : 5212.161719 ∣ generator_ganloss : 699.915967 ∣  [  std_z : 1.00  real_sub_fake : 1084.32 ]
[  epoch 0017/0040] 1960/4800, lr:5.0e-05 ∣ avg_100 : 31547.538347 ∣ critic_nllloss : 25912.616992 ∣ critic_ganloss : -281.292590 ∣ generator_nllloss : 5153.060547 ∣ generator_ganloss : 745.027246 ∣  [  std_z : 0.99  real_sub_fake : 1076.98 ]
[  epoch 0017/0040] 1970/4800, lr:5.0e-05 ∣ avg_100 : 31548.871336 ∣ critic_nllloss : 25827.258398 ∣ critic_ganloss : -273.866577 ∣ generator_nllloss : 5206.050977 ∣ generator_ganloss : 778.121533 ∣  [  std_z : 0.99  real_sub_fake : 1028.28 ]
[  epoch 0017/0040] 1980/4800, lr:5.0e-05 ∣ avg_100 : 31549.868344 ∣ critic_nllloss : 25805.365039 ∣ critic_ganloss : -293.750336 ∣ generator_nllloss : 5159.192383 ∣ generator_ganloss : 796.366626 ∣  [  std_z : 1.00  real_sub_fake : 1121.65 ]
[  epoch 0017/0040] 1990/4800, lr:5.0e-05 ∣ avg_100 : 31547.021176 ∣ critic_nllloss : 25832.227539 ∣ critic_ganloss : -262.000383 ∣ generator_nllloss : 5077.195898 ∣ generator_ganloss : 784.562573 ∣  [  std_z : 1.00  real_sub_fake : 1010.94 ]
[  epoch 0017/0040] 2000/4800, lr:5.0e-05 ∣ avg_100 : 31547.774412 ∣ critic_nllloss : 25768.862305 ∣ critic_ganloss : -177.678899 ∣ generator_nllloss : 5266.530664 ∣ generator_ganloss : 784.361133 ∣  [  std_z : 0.99  real_sub_fake : 848.13 ]
[  epoch 0017/0040] 2010/4800, lr:5.0e-05 ∣ avg_100 : 31550.390419 ∣ critic_nllloss : 25923.934180 ∣ critic_ganloss : -208.014944 ∣ generator_nllloss : 5168.954883 ∣ generator_ganloss : 769.483374 ∣  [  std_z : 0.98  real_sub_fake : 690.91 ]
[  epoch 0017/0040] 2020/4800, lr:5.0e-05 ∣ avg_100 : 31549.603264 ∣ critic_nllloss : 25876.114453 ∣ critic_ganloss : -255.307379 ∣ generator_nllloss : 5283.865625 ∣ generator_ganloss : 717.752197 ∣  [  std_z : 0.98  real_sub_fake : 993.47 ]
[  epoch 0017/0040] 2030/4800, lr:5.0e-05 ∣ avg_100 : 31544.297614 ∣ critic_nllloss : 25829.753516 ∣ critic_ganloss : -270.567436 ∣ generator_nllloss : 5151.253125 ∣ generator_ganloss : 726.785059 ∣  [  std_z : 1.00  real_sub_fake : 1000.23 ]
[  epoch 0017/0040] 2040/4800, lr:5.0e-05 ∣ avg_100 : 31542.229931 ∣ critic_nllloss : 25771.288477 ∣ critic_ganloss : -327.795917 ∣ generator_nllloss : 5156.068750 ∣ generator_ganloss : 737.858203 ∣  [  std_z : 1.00  real_sub_fake : 1134.97 ]
[  epoch 0017/0040] 2050/4800, lr:5.0e-05 ∣ avg_100 : 31545.015018 ∣ critic_nllloss : 25996.463867 ∣ critic_ganloss : -315.844168 ∣ generator_nllloss : 5329.690039 ∣ generator_ganloss : 755.924976 ∣  [  std_z : 0.99  real_sub_fake : 1138.65 ]
[  epoch 0017/0040] 2060/4800, lr:5.0e-05 ∣ avg_100 : 31546.428664 ∣ critic_nllloss : 25904.253125 ∣ critic_ganloss : -309.656693 ∣ generator_nllloss : 5158.287891 ∣ generator_ganloss : 757.686450 ∣  [  std_z : 0.99  real_sub_fake : 1122.47 ]
[  epoch 0017/0040] 2070/4800, lr:5.0e-05 ∣ avg_100 : 31546.133075 ∣ critic_nllloss : 25900.998437 ∣ critic_ganloss : -253.416895 ∣ generator_nllloss : 5136.837891 ∣ generator_ganloss : 798.784888 ∣  [  std_z : 0.98  real_sub_fake : 1167.77 ]
[  epoch 0017/0040] 2080/4800, lr:5.0e-05 ∣ avg_100 : 31544.204872 ∣ critic_nllloss : 25877.510937 ∣ critic_ganloss : -292.277408 ∣ generator_nllloss : 5108.919141 ∣ generator_ganloss : 751.971826 ∣  [  std_z : 0.99  real_sub_fake : 963.38 ]
[  epoch 0017/0040] 2090/4800, lr:5.0e-05 ∣ avg_100 : 31547.153908 ∣ critic_nllloss : 25808.951953 ∣ critic_ganloss : -248.909256 ∣ generator_nllloss : 5201.278711 ∣ generator_ganloss : 766.033203 ∣  [  std_z : 1.00  real_sub_fake : 1044.54 ]
[  epoch 0017/0040] 2100/4800, lr:5.0e-05 ∣ avg_100 : 31551.752313 ∣ critic_nllloss : 26081.057812 ∣ critic_ganloss : -268.804619 ∣ generator_nllloss : 5181.115234 ∣ generator_ganloss : 780.347510 ∣  [  std_z : 1.01  real_sub_fake : 953.15 ]
[  epoch 0017/0040] 2110/4800, lr:5.0e-05 ∣ avg_100 : 31550.986361 ∣ critic_nllloss : 25594.836133 ∣ critic_ganloss : -220.451314 ∣ generator_nllloss : 5195.679688 ∣ generator_ganloss : 733.528784 ∣  [  std_z : 0.99  real_sub_fake : 915.44 ]
[  epoch 0017/0040] 2120/4800, lr:5.0e-05 ∣ avg_100 : 31552.145158 ∣ critic_nllloss : 25986.194336 ∣ critic_ganloss : -277.421774 ∣ generator_nllloss : 5054.172266 ∣ generator_ganloss : 791.045679 ∣  [  std_z : 0.98  real_sub_fake : 929.09 ]
[  epoch 0017/0040] 2130/4800, lr:5.0e-05 ∣ avg_100 : 31551.193379 ∣ critic_nllloss : 25862.723242 ∣ critic_ganloss : -369.778940 ∣ generator_nllloss : 5163.078125 ∣ generator_ganloss : 743.114185 ∣  [  std_z : 1.00  real_sub_fake : 1275.51 ]
[  epoch 0017/0040] 2140/4800, lr:5.0e-05 ∣ avg_100 : 31554.091267 ∣ critic_nllloss : 26204.363477 ∣ critic_ganloss : -240.125415 ∣ generator_nllloss : 5227.250781 ∣ generator_ganloss : 754.951660 ∣  [  std_z : 1.01  real_sub_fake : 1282.97 ]
[  epoch 0017/0040] 2150/4800, lr:5.0e-05 ∣ avg_100 : 31554.787492 ∣ critic_nllloss : 25881.578320 ∣ critic_ganloss : -240.275696 ∣ generator_nllloss : 5146.823242 ∣ generator_ganloss : 714.558252 ∣  [  std_z : 0.99  real_sub_fake : 890.40 ]
[  epoch 0017/0040] 2160/4800, lr:5.0e-05 ∣ avg_100 : 31554.266107 ∣ critic_nllloss : 26011.943359 ∣ critic_ganloss : -308.264447 ∣ generator_nllloss : 5169.184375 ∣ generator_ganloss : 712.045850 ∣  [  std_z : 0.98  real_sub_fake : 911.45 ]
[  epoch 0017/0040] 2170/4800, lr:5.0e-05 ∣ avg_100 : 31556.381429 ∣ critic_nllloss : 26065.588281 ∣ critic_ganloss : -277.953287 ∣ generator_nllloss : 5224.672070 ∣ generator_ganloss : 741.862109 ∣  [  std_z : 0.99  real_sub_fake : 1180.90 ]
[  epoch 0017/0040] 2180/4800, lr:5.0e-05 ∣ avg_100 : 31557.501708 ∣ critic_nllloss : 25849.017383 ∣ critic_ganloss : -179.979674 ∣ generator_nllloss : 5112.587500 ∣ generator_ganloss : 728.106543 ∣  [  std_z : 1.01  real_sub_fake : 791.02 ]
[  epoch 0017/0040] 2190/4800, lr:5.0e-05 ∣ avg_100 : 31560.719525 ∣ critic_nllloss : 25941.910938 ∣ critic_ganloss : -180.870177 ∣ generator_nllloss : 5276.028906 ∣ generator_ganloss : 719.351172 ∣  [  std_z : 1.00  real_sub_fake : 801.37 ]
[  epoch 0017/0040] 2200/4800, lr:5.0e-05 ∣ avg_100 : 31560.514099 ∣ critic_nllloss : 25711.280664 ∣ critic_ganloss : -239.266879 ∣ generator_nllloss : 5076.004687 ∣ generator_ganloss : 756.766968 ∣  [  std_z : 0.99  real_sub_fake : 716.90 ]
[  epoch 0017/0040] 2210/4800, lr:5.0e-05 ∣ avg_100 : 31562.539931 ∣ critic_nllloss : 26002.100586 ∣ critic_ganloss : -290.055904 ∣ generator_nllloss : 5169.159570 ∣ generator_ganloss : 756.858618 ∣  [  std_z : 0.99  real_sub_fake : 922.32 ]
[  epoch 0017/0040] 2220/4800, lr:5.0e-05 ∣ avg_100 : 31561.206617 ∣ critic_nllloss : 25881.316211 ∣ critic_ganloss : -253.492203 ∣ generator_nllloss : 5117.122070 ∣ generator_ganloss : 780.408252 ∣  [  std_z : 1.00  real_sub_fake : 1140.61 ]
[  epoch 0017/0040] 2230/4800, lr:5.0e-05 ∣ avg_100 : 31560.546941 ∣ critic_nllloss : 25799.681445 ∣ critic_ganloss : -203.663979 ∣ generator_nllloss : 5152.571875 ∣ generator_ganloss : 768.603223 ∣  [  std_z : 1.00  real_sub_fake : 876.02 ]
[  epoch 0017/0040] 2240/4800, lr:5.0e-05 ∣ avg_100 : 31563.043155 ∣ critic_nllloss : 25916.445508 ∣ critic_ganloss : -229.032095 ∣ generator_nllloss : 5226.630273 ∣ generator_ganloss : 763.091650 ∣  [  std_z : 1.00  real_sub_fake : 826.63 ]
[  epoch 0017/0040] 2250/4800, lr:5.0e-05 ∣ avg_100 : 31565.123851 ∣ critic_nllloss : 26030.923242 ∣ critic_ganloss : -252.935043 ∣ generator_nllloss : 5233.575391 ∣ generator_ganloss : 800.462720 ∣  [  std_z : 1.00  real_sub_fake : 751.79 ]
[  epoch 0017/0040] 2260/4800, lr:5.0e-05 ∣ avg_100 : 31567.761150 ∣ critic_nllloss : 25989.044727 ∣ critic_ganloss : -255.371765 ∣ generator_nllloss : 5121.008008 ∣ generator_ganloss : 796.683203 ∣  [  std_z : 0.99  real_sub_fake : 1029.81 ]
[  epoch 0017/0040] 2270/4800, lr:5.0e-05 ∣ avg_100 : 31570.136447 ∣ critic_nllloss : 25938.108594 ∣ critic_ganloss : -359.049066 ∣ generator_nllloss : 5183.969531 ∣ generator_ganloss : 804.563818 ∣  [  std_z : 0.99  real_sub_fake : 1112.69 ]
[  epoch 0017/0040] 2280/4800, lr:5.0e-05 ∣ avg_100 : 31570.018973 ∣ critic_nllloss : 25850.102148 ∣ critic_ganloss : -234.768658 ∣ generator_nllloss : 5100.981836 ∣ generator_ganloss : 793.254590 ∣  [  std_z : 0.99  real_sub_fake : 1311.77 ]
[  epoch 0017/0040] 2290/4800, lr:5.0e-05 ∣ avg_100 : 31570.587990 ∣ critic_nllloss : 25894.706055 ∣ critic_ganloss : -216.580280 ∣ generator_nllloss : 5172.519922 ∣ generator_ganloss : 819.611621 ∣  [  std_z : 1.00  real_sub_fake : 772.58 ]
[  epoch 0017/0040] 2300/4800, lr:5.0e-05 ∣ avg_100 : 31572.282591 ∣ critic_nllloss : 25815.597461 ∣ critic_ganloss : -270.222685 ∣ generator_nllloss : 5106.097266 ∣ generator_ganloss : 784.298511 ∣  [  std_z : 1.00  real_sub_fake : 892.48 ]
[  epoch 0017/0040] 2310/4800, lr:5.0e-05 ∣ avg_100 : 31570.618954 ∣ critic_nllloss : 25798.064453 ∣ critic_ganloss : -264.998601 ∣ generator_nllloss : 5082.318945 ∣ generator_ganloss : 782.970288 ∣  [  std_z : 1.00  real_sub_fake : 1056.48 ]
[  epoch 0017/0040] 2320/4800, lr:5.0e-05 ∣ avg_100 : 31567.585248 ∣ critic_nllloss : 25694.411133 ∣ critic_ganloss : -193.068839 ∣ generator_nllloss : 5154.876367 ∣ generator_ganloss : 792.499194 ∣  [  std_z : 0.99  real_sub_fake : 854.84 ]
[  epoch 0017/0040] 2330/4800, lr:5.0e-05 ∣ avg_100 : 31567.787728 ∣ critic_nllloss : 26045.299414 ∣ critic_ganloss : -334.310098 ∣ generator_nllloss : 5180.450195 ∣ generator_ganloss : 759.439844 ∣  [  std_z : 1.00  real_sub_fake : 995.53 ]
[  epoch 0017/0040] 2340/4800, lr:5.0e-05 ∣ avg_100 : 31566.995373 ∣ critic_nllloss : 25956.850391 ∣ critic_ganloss : -324.648874 ∣ generator_nllloss : 5179.875391 ∣ generator_ganloss : 751.343311 ∣  [  std_z : 0.99  real_sub_fake : 1148.12 ]
[  epoch 0017/0040] 2350/4800, lr:5.0e-05 ∣ avg_100 : 31570.232604 ∣ critic_nllloss : 26051.470313 ∣ critic_ganloss : -267.507004 ∣ generator_nllloss : 5207.288672 ∣ generator_ganloss : 800.500708 ∣  [  std_z : 0.99  real_sub_fake : 1165.27 ]
[  epoch 0017/0040] 2360/4800, lr:5.0e-05 ∣ avg_100 : 31569.993601 ∣ critic_nllloss : 25773.384375 ∣ critic_ganloss : -219.504605 ∣ generator_nllloss : 5137.417188 ∣ generator_ganloss : 796.428491 ∣  [  std_z : 1.00  real_sub_fake : 871.54 ]
[  epoch 0017/0040] 2370/4800, lr:5.0e-05 ∣ avg_100 : 31569.346603 ∣ critic_nllloss : 25767.280664 ∣ critic_ganloss : -180.473201 ∣ generator_nllloss : 5158.288672 ∣ generator_ganloss : 792.106958 ∣  [  std_z : 1.00  real_sub_fake : 594.12 ]
[  epoch 0017/0040] 2380/4800, lr:5.0e-05 ∣ avg_100 : 31568.081831 ∣ critic_nllloss : 25575.519141 ∣ critic_ganloss : -263.425766 ∣ generator_nllloss : 5149.559180 ∣ generator_ganloss : 775.531958 ∣  [  std_z : 0.99  real_sub_fake : 763.20 ]
[  epoch 0017/0040] 2390/4800, lr:5.0e-05 ∣ avg_100 : 31566.311585 ∣ critic_nllloss : 25795.847266 ∣ critic_ganloss : -336.414969 ∣ generator_nllloss : 5098.461719 ∣ generator_ganloss : 794.344678 ∣  [  std_z : 0.98  real_sub_fake : 1347.93 ]
[  epoch 0017/0040] 2400/4800, lr:5.0e-05 ∣ avg_100 : 31569.337770 ∣ critic_nllloss : 25883.493750 ∣ critic_ganloss : -177.958099 ∣ generator_nllloss : 5140.987500 ∣ generator_ganloss : 835.446045 ∣  [  std_z : 0.99  real_sub_fake : 1076.68 ]
[  epoch 0017/0040] 2410/4800, lr:5.0e-05 ∣ avg_100 : 31568.965169 ∣ critic_nllloss : 25722.374023 ∣ critic_ganloss : -154.139534 ∣ generator_nllloss : 5151.068750 ∣ generator_ganloss : 888.595117 ∣  [  std_z : 1.00  real_sub_fake : 555.37 ]
[  epoch 0017/0040] 2420/4800, lr:5.0e-05 ∣ avg_100 : 31571.071124 ∣ critic_nllloss : 25938.537305 ∣ critic_ganloss : -175.792810 ∣ generator_nllloss : 5242.817969 ∣ generator_ganloss : 807.896655 ∣  [  std_z : 1.00  real_sub_fake : 746.24 ]
[  epoch 0017/0040] 2430/4800, lr:5.0e-05 ∣ avg_100 : 31570.648529 ∣ critic_nllloss : 25757.313086 ∣ critic_ganloss : -218.746368 ∣ generator_nllloss : 5140.582031 ∣ generator_ganloss : 786.922559 ∣  [  std_z : 0.99  real_sub_fake : 756.12 ]
[  epoch 0017/0040] 2440/4800, lr:5.0e-05 ∣ avg_100 : 31566.528136 ∣ critic_nllloss : 25809.179688 ∣ critic_ganloss : -287.325629 ∣ generator_nllloss : 5116.084570 ∣ generator_ganloss : 772.868677 ∣  [  std_z : 0.99  real_sub_fake : 919.05 ]
[  epoch 0017/0040] 2450/4800, lr:5.0e-05 ∣ avg_100 : 31565.512210 ∣ critic_nllloss : 25978.812891 ∣ critic_ganloss : -283.518291 ∣ generator_nllloss : 5101.995898 ∣ generator_ganloss : 770.776367 ∣  [  std_z : 0.99  real_sub_fake : 988.15 ]
[  epoch 0017/0040] 2460/4800, lr:5.0e-05 ∣ avg_100 : 31565.361423 ∣ critic_nllloss : 26138.357812 ∣ critic_ganloss : -246.577548 ∣ generator_nllloss : 5219.443945 ∣ generator_ganloss : 777.060059 ∣  [  std_z : 1.00  real_sub_fake : 1109.82 ]
[  epoch 0017/0040] 2470/4800, lr:5.0e-05 ∣ avg_100 : 31566.434878 ∣ critic_nllloss : 25995.355859 ∣ critic_ganloss : -324.258794 ∣ generator_nllloss : 5241.102734 ∣ generator_ganloss : 793.152734 ∣  [  std_z : 0.99  real_sub_fake : 1026.68 ]
[  epoch 0017/0040] 2480/4800, lr:5.0e-05 ∣ avg_100 : 31567.190900 ∣ critic_nllloss : 25719.741016 ∣ critic_ganloss : -136.559177 ∣ generator_nllloss : 5127.093555 ∣ generator_ganloss : 794.443628 ∣  [  std_z : 0.99  real_sub_fake : 909.63 ]
[  epoch 0017/0040] 2490/4800, lr:5.0e-05 ∣ avg_100 : 31568.177170 ∣ critic_nllloss : 25872.294531 ∣ critic_ganloss : -294.244687 ∣ generator_nllloss : 5144.817187 ∣ generator_ganloss : 772.928662 ∣  [  std_z : 1.00  real_sub_fake : 895.63 ]
[  epoch 0017/0040] 2500/4800, lr:5.0e-05 ∣ avg_100 : 31572.792823 ∣ critic_nllloss : 26226.669727 ∣ critic_ganloss : -333.013586 ∣ generator_nllloss : 5272.649609 ∣ generator_ganloss : 766.528955 ∣  [  std_z : 1.00  real_sub_fake : 1022.31 ]
[  epoch 0017/0040] 2510/4800, lr:5.0e-05 ∣ avg_100 : 31570.500447 ∣ critic_nllloss : 25878.828320 ∣ critic_ganloss : -324.834872 ∣ generator_nllloss : 5221.630078 ∣ generator_ganloss : 790.134082 ∣  [  std_z : 0.99  real_sub_fake : 1237.94 ]
[  epoch 0017/0040] 2520/4800, lr:5.0e-05 ∣ avg_100 : 31574.078184 ∣ critic_nllloss : 26147.780273 ∣ critic_ganloss : -241.861206 ∣ generator_nllloss : 5292.306445 ∣ generator_ganloss : 772.561060 ∣  [  std_z : 0.99  real_sub_fake : 1128.62 ]
[  epoch 0017/0040] 2530/4800, lr:5.0e-05 ∣ avg_100 : 31571.243649 ∣ critic_nllloss : 25788.766992 ∣ critic_ganloss : -246.549484 ∣ generator_nllloss : 5246.918555 ∣ generator_ganloss : 754.940845 ∣  [  std_z : 1.00  real_sub_fake : 888.60 ]
[  epoch 0017/0040] 2540/4800, lr:5.0e-05 ∣ avg_100 : 31572.405206 ∣ critic_nllloss : 26028.840039 ∣ critic_ganloss : -247.296542 ∣ generator_nllloss : 5125.166016 ∣ generator_ganloss : 757.585986 ∣  [  std_z : 1.00  real_sub_fake : 879.71 ]
[  epoch 0017/0040] 2550/4800, lr:5.0e-05 ∣ avg_100 : 31571.793159 ∣ critic_nllloss : 25969.429492 ∣ critic_ganloss : -245.552159 ∣ generator_nllloss : 5191.956055 ∣ generator_ganloss : 741.771826 ∣  [  std_z : 0.98  real_sub_fake : 1049.08 ]
[  epoch 0017/0040] 2560/4800, lr:5.0e-05 ∣ avg_100 : 31574.429633 ∣ critic_nllloss : 26028.161328 ∣ critic_ganloss : -297.867479 ∣ generator_nllloss : 5197.156641 ∣ generator_ganloss : 762.646021 ∣  [  std_z : 0.99  real_sub_fake : 1071.67 ]
[  epoch 0017/0040] 2570/4800, lr:5.0e-05 ∣ avg_100 : 31575.788345 ∣ critic_nllloss : 25995.964258 ∣ critic_ganloss : -249.278001 ∣ generator_nllloss : 5196.839063 ∣ generator_ganloss : 728.887549 ∣  [  std_z : 1.00  real_sub_fake : 1034.45 ]
[  epoch 0017/0040] 2580/4800, lr:5.0e-05 ∣ avg_100 : 31576.184929 ∣ critic_nllloss : 25804.103711 ∣ critic_ganloss : -240.467964 ∣ generator_nllloss : 5184.810742 ∣ generator_ganloss : 730.717114 ∣  [  std_z : 1.00  real_sub_fake : 934.16 ]
[  epoch 0017/0040] 2590/4800, lr:5.0e-05 ∣ avg_100 : 31577.175838 ∣ critic_nllloss : 25947.146680 ∣ critic_ganloss : -297.596916 ∣ generator_nllloss : 5204.269727 ∣ generator_ganloss : 727.540796 ∣  [  std_z : 1.00  real_sub_fake : 993.50 ]
[  epoch 0017/0040] 2600/4800, lr:5.0e-05 ∣ avg_100 : 31572.690373 ∣ critic_nllloss : 25809.678125 ∣ critic_ganloss : -304.798605 ∣ generator_nllloss : 5080.489453 ∣ generator_ganloss : 747.151733 ∣  [  std_z : 0.99  real_sub_fake : 1068.97 ]
[  epoch 0017/0040] 2610/4800, lr:5.0e-05 ∣ avg_100 : 31570.137591 ∣ critic_nllloss : 25941.371680 ∣ critic_ganloss : -351.659015 ∣ generator_nllloss : 5165.273438 ∣ generator_ganloss : 731.815918 ∣  [  std_z : 0.99  real_sub_fake : 1231.39 ]
[  epoch 0017/0040] 2620/4800, lr:5.0e-05 ∣ avg_100 : 31571.066187 ∣ critic_nllloss : 25906.878125 ∣ critic_ganloss : -249.646794 ∣ generator_nllloss : 5207.708984 ∣ generator_ganloss : 797.319678 ∣  [  std_z : 0.99  real_sub_fake : 1074.48 ]
[  epoch 0017/0040] 2630/4800, lr:5.0e-05 ∣ avg_100 : 31575.900752 ∣ critic_nllloss : 25896.771094 ∣ critic_ganloss : -197.035832 ∣ generator_nllloss : 5166.755078 ∣ generator_ganloss : 774.125073 ∣  [  std_z : 0.99  real_sub_fake : 771.23 ]
[  epoch 0017/0040] 2640/4800, lr:5.0e-05 ∣ avg_100 : 31574.996100 ∣ critic_nllloss : 25928.369922 ∣ critic_ganloss : -271.434749 ∣ generator_nllloss : 5169.964063 ∣ generator_ganloss : 764.128613 ∣  [  std_z : 0.99  real_sub_fake : 928.27 ]
[  epoch 0017/0040] 2650/4800, lr:5.0e-05 ∣ avg_100 : 31573.200116 ∣ critic_nllloss : 25839.254102 ∣ critic_ganloss : -289.255063 ∣ generator_nllloss : 5203.708008 ∣ generator_ganloss : 797.969019 ∣  [  std_z : 1.00  real_sub_fake : 1041.18 ]
[  epoch 0017/0040] 2660/4800, lr:5.0e-05 ∣ avg_100 : 31574.318269 ∣ critic_nllloss : 25901.562891 ∣ critic_ganloss : -260.825159 ∣ generator_nllloss : 5232.936328 ∣ generator_ganloss : 838.331250 ∣  [  std_z : 1.00  real_sub_fake : 1167.86 ]
[  epoch 0017/0040] 2670/4800, lr:5.0e-05 ∣ avg_100 : 31571.823873 ∣ critic_nllloss : 25779.483008 ∣ critic_ganloss : -342.757861 ∣ generator_nllloss : 5171.532227 ∣ generator_ganloss : 797.489697 ∣  [  std_z : 1.00  real_sub_fake : 1148.48 ]
[  epoch 0017/0040] 2680/4800, lr:5.0e-05 ∣ avg_100 : 31573.977769 ∣ critic_nllloss : 25887.013672 ∣ critic_ganloss : -243.791110 ∣ generator_nllloss : 5105.041797 ∣ generator_ganloss : 864.700732 ∣  [  std_z : 0.99  real_sub_fake : 1169.31 ]
[  epoch 0017/0040] 2690/4800, lr:5.0e-05 ∣ avg_100 : 31575.379330 ∣ critic_nllloss : 25866.731836 ∣ critic_ganloss : -231.060774 ∣ generator_nllloss : 5235.109180 ∣ generator_ganloss : 846.351416 ∣  [  std_z : 0.99  real_sub_fake : 922.42 ]
[  epoch 0017/0040] 2700/4800, lr:5.0e-05 ∣ avg_100 : 31577.865798 ∣ critic_nllloss : 25785.097461 ∣ critic_ganloss : -303.091006 ∣ generator_nllloss : 5091.157031 ∣ generator_ganloss : 830.314209 ∣  [  std_z : 0.99  real_sub_fake : 961.90 ]
[  epoch 0017/0040] 2710/4800, lr:5.0e-05 ∣ avg_100 : 31581.094929 ∣ critic_nllloss : 26050.516016 ∣ critic_ganloss : -358.204391 ∣ generator_nllloss : 5193.204297 ∣ generator_ganloss : 855.766113 ∣  [  std_z : 1.00  real_sub_fake : 1268.63 ]
[  epoch 0017/0040] 2720/4800, lr:5.0e-05 ∣ avg_100 : 31584.060239 ∣ critic_nllloss : 25977.138867 ∣ critic_ganloss : -294.389725 ∣ generator_nllloss : 5259.148242 ∣ generator_ganloss : 904.260742 ∣  [  std_z : 0.99  real_sub_fake : 1172.02 ]
[  epoch 0017/0040] 2730/4800, lr:5.0e-05 ∣ avg_100 : 31585.245903 ∣ critic_nllloss : 26041.735547 ∣ critic_ganloss : -375.220261 ∣ generator_nllloss : 5144.932031 ∣ generator_ganloss : 861.836621 ∣  [  std_z : 0.99  real_sub_fake : 1225.80 ]
[  epoch 0017/0040] 2740/4800, lr:5.0e-05 ∣ avg_100 : 31584.768330 ∣ critic_nllloss : 25789.715820 ∣ critic_ganloss : -314.460423 ∣ generator_nllloss : 5192.280078 ∣ generator_ganloss : 829.503906 ∣  [  std_z : 0.99  real_sub_fake : 1193.88 ]
[  epoch 0017/0040] 2750/4800, lr:5.0e-05 ∣ avg_100 : 31589.740447 ∣ critic_nllloss : 26083.969141 ∣ critic_ganloss : -349.270596 ∣ generator_nllloss : 5289.466016 ∣ generator_ganloss : 877.487793 ∣  [  std_z : 1.00  real_sub_fake : 1331.03 ]
[  epoch 0017/0040] 2760/4800, lr:5.0e-05 ∣ avg_100 : 31591.839137 ∣ critic_nllloss : 25963.959766 ∣ critic_ganloss : -132.701926 ∣ generator_nllloss : 5206.306445 ∣ generator_ganloss : 915.983887 ∣  [  std_z : 0.99  real_sub_fake : 937.44 ]
[  epoch 0017/0040] 2770/4800, lr:5.0e-05 ∣ avg_100 : 31594.908806 ∣ critic_nllloss : 25929.848438 ∣ critic_ganloss : -130.235420 ∣ generator_nllloss : 5258.200781 ∣ generator_ganloss : 899.968213 ∣  [  std_z : 0.99  real_sub_fake : 377.02 ]
[  epoch 0017/0040] 2780/4800, lr:5.0e-05 ∣ avg_100 : 31595.837781 ∣ critic_nllloss : 25924.343945 ∣ critic_ganloss : -178.549551 ∣ generator_nllloss : 5191.456641 ∣ generator_ganloss : 859.100635 ∣  [  std_z : 0.99  real_sub_fake : 543.91 ]
[  epoch 0017/0040] 2790/4800, lr:5.0e-05 ∣ avg_100 : 31601.488044 ∣ critic_nllloss : 26125.599023 ∣ critic_ganloss : -220.207721 ∣ generator_nllloss : 5342.691797 ∣ generator_ganloss : 865.932666 ∣  [  std_z : 0.99  real_sub_fake : 715.23 ]
[  epoch 0017/0040] 2800/4800, lr:5.0e-05 ∣ avg_100 : 31601.551418 ∣ critic_nllloss : 25786.270898 ∣ critic_ganloss : -249.924036 ∣ generator_nllloss : 5145.830469 ∣ generator_ganloss : 869.615771 ∣  [  std_z : 0.99  real_sub_fake : 924.00 ]
[  epoch 0017/0040] 2810/4800, lr:5.0e-05 ∣ avg_100 : 31602.286996 ∣ critic_nllloss : 25768.408789 ∣ critic_ganloss : -222.246181 ∣ generator_nllloss : 5272.036914 ∣ generator_ganloss : 893.991602 ∣  [  std_z : 1.00  real_sub_fake : 866.62 ]
[  epoch 0017/0040] 2820/4800, lr:5.0e-05 ∣ avg_100 : 31602.526835 ∣ critic_nllloss : 25955.541211 ∣ critic_ganloss : -282.356355 ∣ generator_nllloss : 5095.888672 ∣ generator_ganloss : 913.068555 ∣  [  std_z : 1.00  real_sub_fake : 1034.36 ]
[  epoch 0017/0040] 2830/4800, lr:5.0e-05 ∣ avg_100 : 31606.203846 ∣ critic_nllloss : 26076.431836 ∣ critic_ganloss : -272.250211 ∣ generator_nllloss : 5185.612109 ∣ generator_ganloss : 909.595947 ∣  [  std_z : 1.00  real_sub_fake : 1082.90 ]
[  epoch 0017/0040] 2840/4800, lr:5.0e-05 ∣ avg_100 : 31608.107682 ∣ critic_nllloss : 25831.376563 ∣ critic_ganloss : -207.602716 ∣ generator_nllloss : 5166.284766 ∣ generator_ganloss : 895.728906 ∣  [  std_z : 0.99  real_sub_fake : 1009.57 ]
[  epoch 0017/0040] 2850/4800, lr:5.0e-05 ∣ avg_100 : 31611.921069 ∣ critic_nllloss : 25827.757812 ∣ critic_ganloss : -228.087486 ∣ generator_nllloss : 5243.588281 ∣ generator_ganloss : 943.366602 ∣  [  std_z : 0.99  real_sub_fake : 756.68 ]
[  epoch 0017/0040] 2860/4800, lr:5.0e-05 ∣ avg_100 : 31608.775637 ∣ critic_nllloss : 25633.368359 ∣ critic_ganloss : -245.530345 ∣ generator_nllloss : 5176.489648 ∣ generator_ganloss : 891.768359 ∣  [  std_z : 0.99  real_sub_fake : 842.41 ]
[  epoch 0017/0040] 2870/4800, lr:5.0e-05 ∣ avg_100 : 31608.646064 ∣ critic_nllloss : 25899.909180 ∣ critic_ganloss : -338.123120 ∣ generator_nllloss : 5223.724805 ∣ generator_ganloss : 887.090479 ∣  [  std_z : 1.00  real_sub_fake : 1232.61 ]
[  epoch 0017/0040] 2880/4800, lr:5.0e-05 ∣ avg_100 : 31608.511375 ∣ critic_nllloss : 25771.067383 ∣ critic_ganloss : -184.506210 ∣ generator_nllloss : 5205.356055 ∣ generator_ganloss : 919.282617 ∣  [  std_z : 1.00  real_sub_fake : 985.14 ]
[  epoch 0017/0040] 2890/4800, lr:5.0e-05 ∣ avg_100 : 31610.189137 ∣ critic_nllloss : 25889.610352 ∣ critic_ganloss : -202.072794 ∣ generator_nllloss : 5163.480469 ∣ generator_ganloss : 848.122119 ∣  [  std_z : 0.98  real_sub_fake : 658.25 ]
[  epoch 0017/0040] 2900/4800, lr:5.0e-05 ∣ avg_100 : 31612.123809 ∣ critic_nllloss : 26061.487891 ∣ critic_ganloss : -214.826695 ∣ generator_nllloss : 5167.743750 ∣ generator_ganloss : 862.216748 ∣  [  std_z : 0.98  real_sub_fake : 807.09 ]
[  epoch 0017/0040] 2910/4800, lr:5.0e-05 ∣ avg_100 : 31611.976384 ∣ critic_nllloss : 25692.883398 ∣ critic_ganloss : -219.717339 ∣ generator_nllloss : 5186.119727 ∣ generator_ganloss : 855.123242 ∣  [  std_z : 0.99  real_sub_fake : 788.05 ]
[  epoch 0017/0040] 2920/4800, lr:5.0e-05 ∣ avg_100 : 31614.835111 ∣ critic_nllloss : 25881.398047 ∣ critic_ganloss : -256.316141 ∣ generator_nllloss : 5152.224805 ∣ generator_ganloss : 875.132129 ∣  [  std_z : 1.00  real_sub_fake : 845.21 ]
[  epoch 0017/0040] 2930/4800, lr:5.0e-05 ∣ avg_100 : 31615.247264 ∣ critic_nllloss : 25902.437109 ∣ critic_ganloss : -282.482742 ∣ generator_nllloss : 5125.774414 ∣ generator_ganloss : 859.032129 ∣  [  std_z : 1.00  real_sub_fake : 975.66 ]
[  epoch 0017/0040] 2940/4800, lr:5.0e-05 ∣ avg_100 : 31615.962629 ∣ critic_nllloss : 25706.892969 ∣ critic_ganloss : -182.645943 ∣ generator_nllloss : 5113.163281 ∣ generator_ganloss : 889.886768 ∣  [  std_z : 0.99  real_sub_fake : 985.72 ]
[  epoch 0017/0040] 2950/4800, lr:5.0e-05 ∣ avg_100 : 31617.127110 ∣ critic_nllloss : 25917.158984 ∣ critic_ganloss : -232.389101 ∣ generator_nllloss : 5236.450391 ∣ generator_ganloss : 906.334668 ∣  [  std_z : 0.98  real_sub_fake : 825.08 ]
[  epoch 0017/0040] 2960/4800, lr:5.0e-05 ∣ avg_100 : 31620.386709 ∣ critic_nllloss : 25952.029883 ∣ critic_ganloss : -218.260272 ∣ generator_nllloss : 5261.328320 ∣ generator_ganloss : 860.274170 ∣  [  std_z : 0.99  real_sub_fake : 746.16 ]
[  epoch 0017/0040] 2970/4800, lr:5.0e-05 ∣ avg_100 : 31620.343426 ∣ critic_nllloss : 25733.372852 ∣ critic_ganloss : -239.107130 ∣ generator_nllloss : 5182.634180 ∣ generator_ganloss : 856.336182 ∣  [  std_z : 1.00  real_sub_fake : 893.24 ]
[  epoch 0017/0040] 2980/4800, lr:5.0e-05 ∣ avg_100 : 31622.421577 ∣ critic_nllloss : 25917.438867 ∣ critic_ganloss : -277.008778 ∣ generator_nllloss : 5180.597461 ∣ generator_ganloss : 853.961182 ∣  [  std_z : 1.00  real_sub_fake : 985.44 ]
[  epoch 0017/0040] 2990/4800, lr:5.0e-05 ∣ avg_100 : 31622.819073 ∣ critic_nllloss : 25793.986719 ∣ critic_ganloss : -268.586868 ∣ generator_nllloss : 5095.426367 ∣ generator_ganloss : 850.909033 ∣  [  std_z : 0.99  real_sub_fake : 1049.36 ]
[  epoch 0017/0040] 3000/4800, lr:5.0e-05 ∣ avg_100 : 31622.834862 ∣ critic_nllloss : 25902.920508 ∣ critic_ganloss : -273.875916 ∣ generator_nllloss : 5170.357813 ∣ generator_ganloss : 844.251758 ∣  [  std_z : 0.98  real_sub_fake : 1061.33 ]
[  epoch 0017/0040] 3010/4800, lr:5.0e-05 ∣ avg_100 : 31623.379717 ∣ critic_nllloss : 25957.996484 ∣ critic_ganloss : -319.571333 ∣ generator_nllloss : 5194.738281 ∣ generator_ganloss : 875.679541 ∣  [  std_z : 0.98  real_sub_fake : 1019.18 ]
[  epoch 0017/0040] 3020/4800, lr:5.0e-05 ∣ avg_100 : 31622.501144 ∣ critic_nllloss : 25834.951562 ∣ critic_ganloss : -356.013715 ∣ generator_nllloss : 5186.997852 ∣ generator_ganloss : 868.631885 ∣  [  std_z : 1.00  real_sub_fake : 1318.91 ]
[  epoch 0017/0040] 3030/4800, lr:5.0e-05 ∣ avg_100 : 31624.747905 ∣ critic_nllloss : 25875.286523 ∣ critic_ganloss : -315.027579 ∣ generator_nllloss : 5204.118555 ∣ generator_ganloss : 897.522852 ∣  [  std_z : 1.01  real_sub_fake : 1311.57 ]
[  epoch 0017/0040] 3040/4800, lr:5.0e-05 ∣ avg_100 : 31630.523072 ∣ critic_nllloss : 25960.604883 ∣ critic_ganloss : -166.097546 ∣ generator_nllloss : 5221.651953 ∣ generator_ganloss : 898.776904 ∣  [  std_z : 1.00  real_sub_fake : 1155.24 ]
[  epoch 0017/0040] 3050/4800, lr:5.0e-05 ∣ avg_100 : 31631.750361 ∣ critic_nllloss : 25931.285156 ∣ critic_ganloss : -179.774300 ∣ generator_nllloss : 5165.737305 ∣ generator_ganloss : 971.715430 ∣  [  std_z : 0.98  real_sub_fake : 497.14 ]
[  epoch 0017/0040] 3060/4800, lr:5.0e-05 ∣ avg_100 : 31633.540842 ∣ critic_nllloss : 25876.640430 ∣ critic_ganloss : -210.430478 ∣ generator_nllloss : 5111.286914 ∣ generator_ganloss : 912.122021 ∣  [  std_z : 0.99  real_sub_fake : 596.19 ]
[  epoch 0017/0040] 3070/4800, lr:5.0e-05 ∣ avg_100 : 31636.508124 ∣ critic_nllloss : 25975.883984 ∣ critic_ganloss : -222.185326 ∣ generator_nllloss : 5232.476562 ∣ generator_ganloss : 893.757324 ∣  [  std_z : 1.01  real_sub_fake : 886.14 ]
[  epoch 0017/0040] 3080/4800, lr:5.0e-05 ∣ avg_100 : 31640.826695 ∣ critic_nllloss : 26076.684180 ∣ critic_ganloss : -345.042340 ∣ generator_nllloss : 5258.661719 ∣ generator_ganloss : 887.678076 ∣  [  std_z : 1.00  real_sub_fake : 1125.94 ]
[  epoch 0017/0040] 3090/4800, lr:5.0e-05 ∣ avg_100 : 31643.805964 ∣ critic_nllloss : 25922.439063 ∣ critic_ganloss : -230.372058 ∣ generator_nllloss : 5244.264453 ∣ generator_ganloss : 888.950000 ∣  [  std_z : 0.98  real_sub_fake : 989.64 ]
[  epoch 0017/0040] 3100/4800, lr:5.0e-05 ∣ avg_100 : 31644.062923 ∣ critic_nllloss : 25973.497656 ∣ critic_ganloss : -243.043967 ∣ generator_nllloss : 5215.922070 ∣ generator_ganloss : 853.036084 ∣  [  std_z : 0.98  real_sub_fake : 968.70 ]
[  epoch 0017/0040] 3110/4800, lr:5.0e-05 ∣ avg_100 : 31646.135382 ∣ critic_nllloss : 25750.251563 ∣ critic_ganloss : -222.778741 ∣ generator_nllloss : 5118.697070 ∣ generator_ganloss : 864.669336 ∣  [  std_z : 1.00  real_sub_fake : 869.79 ]
[  epoch 0017/0040] 3120/4800, lr:5.0e-05 ∣ avg_100 : 31645.642244 ∣ critic_nllloss : 25784.661719 ∣ critic_ganloss : -269.585059 ∣ generator_nllloss : 5162.904688 ∣ generator_ganloss : 826.695361 ∣  [  std_z : 1.01  real_sub_fake : 1012.54 ]
[  epoch 0017/0040] 3130/4800, lr:5.0e-05 ∣ avg_100 : 31646.639121 ∣ critic_nllloss : 25854.023438 ∣ critic_ganloss : -312.922705 ∣ generator_nllloss : 5129.334961 ∣ generator_ganloss : 828.388574 ∣  [  std_z : 1.00  real_sub_fake : 1059.84 ]
[  epoch 0017/0040] 3140/4800, lr:5.0e-05 ∣ avg_100 : 31641.685273 ∣ critic_nllloss : 25773.999414 ∣ critic_ganloss : -315.625771 ∣ generator_nllloss : 5145.183984 ∣ generator_ganloss : 847.498145 ∣  [  std_z : 0.99  real_sub_fake : 1149.25 ]
[  epoch 0017/0040] 3150/4800, lr:5.0e-05 ∣ avg_100 : 31644.857177 ∣ critic_nllloss : 26059.524219 ∣ critic_ganloss : -262.525177 ∣ generator_nllloss : 5203.426562 ∣ generator_ganloss : 819.448828 ∣  [  std_z : 0.99  real_sub_fake : 1081.53 ]
[  epoch 0017/0040] 3160/4800, lr:5.0e-05 ∣ avg_100 : 31645.128163 ∣ critic_nllloss : 25837.352539 ∣ critic_ganloss : -220.459869 ∣ generator_nllloss : 5125.721094 ∣ generator_ganloss : 869.394043 ∣  [  std_z : 1.00  real_sub_fake : 849.05 ]
[  epoch 0017/0040] 3170/4800, lr:5.0e-05 ∣ avg_100 : 31644.795244 ∣ critic_nllloss : 26017.924805 ∣ critic_ganloss : -299.676819 ∣ generator_nllloss : 5148.823828 ∣ generator_ganloss : 853.805469 ∣  [  std_z : 1.00  real_sub_fake : 1052.01 ]
[  epoch 0017/0040] 3180/4800, lr:5.0e-05 ∣ avg_100 : 31647.261091 ∣ critic_nllloss : 25936.181055 ∣ critic_ganloss : -268.868604 ∣ generator_nllloss : 5225.405664 ∣ generator_ganloss : 863.598340 ∣  [  std_z : 0.99  real_sub_fake : 1102.66 ]
[  epoch 0017/0040] 3190/4800, lr:5.0e-05 ∣ avg_100 : 31643.190095 ∣ critic_nllloss : 25664.773633 ∣ critic_ganloss : -278.770410 ∣ generator_nllloss : 5141.205273 ∣ generator_ganloss : 822.112744 ∣  [  std_z : 1.00  real_sub_fake : 1166.48 ]
[  epoch 0017/0040] 3200/4800, lr:5.0e-05 ∣ avg_100 : 31645.303883 ∣ critic_nllloss : 25852.160156 ∣ critic_ganloss : -325.218600 ∣ generator_nllloss : 5155.743555 ∣ generator_ganloss : 833.479053 ∣  [  std_z : 0.99  real_sub_fake : 1082.73 ]
[  epoch 0017/0040] 3210/4800, lr:5.0e-05 ∣ avg_100 : 31641.084025 ∣ critic_nllloss : 25578.606250 ∣ critic_ganloss : -289.359338 ∣ generator_nllloss : 5141.104297 ∣ generator_ganloss : 785.725854 ∣  [  std_z : 0.99  real_sub_fake : 1090.50 ]
[  epoch 0017/0040] 3220/4800, lr:5.0e-05 ∣ avg_100 : 31642.719343 ∣ critic_nllloss : 25909.437695 ∣ critic_ganloss : -224.988655 ∣ generator_nllloss : 5155.128711 ∣ generator_ganloss : 849.308398 ∣  [  std_z : 1.00  real_sub_fake : 1004.20 ]
[  epoch 0017/0040] 3230/4800, lr:5.0e-05 ∣ avg_100 : 31643.475848 ∣ critic_nllloss : 25882.837109 ∣ critic_ganloss : -212.461115 ∣ generator_nllloss : 5106.166016 ∣ generator_ganloss : 816.301025 ∣  [  std_z : 1.00  real_sub_fake : 820.87 ]
[  epoch 0017/0040] 3240/4800, lr:5.0e-05 ∣ avg_100 : 31640.501026 ∣ critic_nllloss : 25735.862109 ∣ critic_ganloss : -252.571210 ∣ generator_nllloss : 5068.112305 ∣ generator_ganloss : 828.250000 ∣  [  std_z : 1.00  real_sub_fake : 901.96 ]
[  epoch 0017/0040] 3250/4800, lr:5.0e-05 ∣ avg_100 : 31639.721344 ∣ critic_nllloss : 25957.435352 ∣ critic_ganloss : -325.461946 ∣ generator_nllloss : 5268.784961 ∣ generator_ganloss : 833.299707 ∣  [  std_z : 0.99  real_sub_fake : 1059.11 ]
[  epoch 0017/0040] 3260/4800, lr:5.0e-05 ∣ avg_100 : 31639.076652 ∣ critic_nllloss : 25947.148633 ∣ critic_ganloss : -277.294763 ∣ generator_nllloss : 5124.206641 ∣ generator_ganloss : 792.834521 ∣  [  std_z : 1.00  real_sub_fake : 1136.88 ]
[  epoch 0017/0040] 3270/4800, lr:5.0e-05 ∣ avg_100 : 31640.298787 ∣ critic_nllloss : 26053.297070 ∣ critic_ganloss : -376.257678 ∣ generator_nllloss : 5220.744531 ∣ generator_ganloss : 792.022412 ∣  [  std_z : 0.99  real_sub_fake : 1349.90 ]
[  epoch 0017/0040] 3280/4800, lr:5.0e-05 ∣ avg_100 : 31639.540394 ∣ critic_nllloss : 25778.977344 ∣ critic_ganloss : -279.618665 ∣ generator_nllloss : 5114.824414 ∣ generator_ganloss : 819.547534 ∣  [  std_z : 0.99  real_sub_fake : 1174.99 ]
[  epoch 0017/0040] 3290/4800, lr:5.0e-05 ∣ avg_100 : 31637.144691 ∣ critic_nllloss : 25785.670117 ∣ critic_ganloss : -276.324835 ∣ generator_nllloss : 5138.628711 ∣ generator_ganloss : 782.712988 ∣  [  std_z : 0.99  real_sub_fake : 910.85 ]
[  epoch 0017/0040] 3300/4800, lr:5.0e-05 ∣ avg_100 : 31639.439381 ∣ critic_nllloss : 25880.653320 ∣ critic_ganloss : -219.162511 ∣ generator_nllloss : 5214.101758 ∣ generator_ganloss : 789.646997 ∣  [  std_z : 1.00  real_sub_fake : 996.23 ]
[  epoch 0017/0040] 3310/4800, lr:5.0e-05 ∣ avg_100 : 31643.433992 ∣ critic_nllloss : 26102.445898 ∣ critic_ganloss : -291.325235 ∣ generator_nllloss : 5198.272656 ∣ generator_ganloss : 788.422925 ∣  [  std_z : 1.00  real_sub_fake : 1104.57 ]
[  epoch 0017/0040] 3320/4800, lr:5.0e-05 ∣ avg_100 : 31644.999847 ∣ critic_nllloss : 25877.290820 ∣ critic_ganloss : -255.689157 ∣ generator_nllloss : 5154.555273 ∣ generator_ganloss : 829.146338 ∣  [  std_z : 1.00  real_sub_fake : 954.47 ]
[  epoch 0017/0040] 3330/4800, lr:5.0e-05 ∣ avg_100 : 31644.884238 ∣ critic_nllloss : 25862.743164 ∣ critic_ganloss : -281.752145 ∣ generator_nllloss : 5226.919141 ∣ generator_ganloss : 831.408350 ∣  [  std_z : 0.99  real_sub_fake : 1023.71 ]
[  epoch 0017/0040] 3340/4800, lr:5.0e-05 ∣ avg_100 : 31647.735516 ∣ critic_nllloss : 26086.556055 ∣ critic_ganloss : -325.500000 ∣ generator_nllloss : 5253.059375 ∣ generator_ganloss : 834.432520 ∣  [  std_z : 0.99  real_sub_fake : 1228.99 ]
[  epoch 0017/0040] 3350/4800, lr:5.0e-05 ∣ avg_100 : 31647.570053 ∣ critic_nllloss : 26009.145703 ∣ critic_ganloss : -262.345660 ∣ generator_nllloss : 5222.316992 ∣ generator_ganloss : 806.089453 ∣  [  std_z : 1.00  real_sub_fake : 1198.69 ]
[  epoch 0017/0040] 3360/4800, lr:5.0e-05 ∣ avg_100 : 31650.127814 ∣ critic_nllloss : 25954.986328 ∣ critic_ganloss : -261.086099 ∣ generator_nllloss : 5185.671680 ∣ generator_ganloss : 863.929590 ∣  [  std_z : 1.00  real_sub_fake : 963.51 ]
[  epoch 0017/0040] 3370/4800, lr:5.0e-05 ∣ avg_100 : 31652.104206 ∣ critic_nllloss : 25954.356836 ∣ critic_ganloss : -311.758960 ∣ generator_nllloss : 5261.626758 ∣ generator_ganloss : 830.617700 ∣  [  std_z : 0.99  real_sub_fake : 1047.08 ]
[  epoch 0017/0040] 3380/4800, lr:5.0e-05 ∣ avg_100 : 31658.482829 ∣ critic_nllloss : 26054.173438 ∣ critic_ganloss : -258.478084 ∣ generator_nllloss : 5236.447266 ∣ generator_ganloss : 842.904199 ∣  [  std_z : 0.98  real_sub_fake : 1028.23 ]
[  epoch 0017/0040] 3390/4800, lr:5.0e-05 ∣ avg_100 : 31657.271964 ∣ critic_nllloss : 25612.485352 ∣ critic_ganloss : -296.814359 ∣ generator_nllloss : 5091.718164 ∣ generator_ganloss : 823.763037 ∣  [  std_z : 0.99  real_sub_fake : 1044.17 ]
[  epoch 0017/0040] 3400/4800, lr:5.0e-05 ∣ avg_100 : 31655.475568 ∣ critic_nllloss : 25758.442188 ∣ critic_ganloss : -255.919841 ∣ generator_nllloss : 5190.931641 ∣ generator_ganloss : 808.875586 ∣  [  std_z : 1.00  real_sub_fake : 1008.62 ]
[  epoch 0017/0040] 3410/4800, lr:5.0e-05 ∣ avg_100 : 31650.841505 ∣ critic_nllloss : 25535.716602 ∣ critic_ganloss : -250.179906 ∣ generator_nllloss : 5041.117578 ∣ generator_ganloss : 817.837720 ∣  [  std_z : 1.00  real_sub_fake : 940.90 ]
[  epoch 0017/0040] 3420/4800, lr:5.0e-05 ∣ avg_100 : 31647.757288 ∣ critic_nllloss : 25865.089062 ∣ critic_ganloss : -366.445703 ∣ generator_nllloss : 5178.731641 ∣ generator_ganloss : 827.662427 ∣  [  std_z : 1.00  real_sub_fake : 1111.50 ]
[  epoch 0017/0040] 3430/4800, lr:5.0e-05 ∣ avg_100 : 31649.882435 ∣ critic_nllloss : 25936.293359 ∣ critic_ganloss : -293.078479 ∣ generator_nllloss : 5230.254102 ∣ generator_ganloss : 805.117017 ∣  [  std_z : 1.00  real_sub_fake : 1313.35 ]
[  epoch 0017/0040] 3440/4800, lr:5.0e-05 ∣ avg_100 : 31650.997149 ∣ critic_nllloss : 25922.175391 ∣ critic_ganloss : -353.872760 ∣ generator_nllloss : 5128.821484 ∣ generator_ganloss : 825.154590 ∣  [  std_z : 0.99  real_sub_fake : 1312.11 ]
[  epoch 0017/0040] 3450/4800, lr:5.0e-05 ∣ avg_100 : 31650.251816 ∣ critic_nllloss : 25772.720703 ∣ critic_ganloss : -311.725562 ∣ generator_nllloss : 5241.144336 ∣ generator_ganloss : 791.394141 ∣  [  std_z : 0.99  real_sub_fake : 1245.76 ]
[  epoch 0017/0040] 3460/4800, lr:5.0e-05 ∣ avg_100 : 31649.356151 ∣ critic_nllloss : 26092.960156 ∣ critic_ganloss : -272.711526 ∣ generator_nllloss : 5175.835742 ∣ generator_ganloss : 802.633350 ∣  [  std_z : 0.99  real_sub_fake : 992.20 ]
[  epoch 0017/0040] 3470/4800, lr:5.0e-05 ∣ avg_100 : 31651.094804 ∣ critic_nllloss : 26038.396484 ∣ critic_ganloss : -235.486885 ∣ generator_nllloss : 5306.178516 ∣ generator_ganloss : 770.129736 ∣  [  std_z : 1.00  real_sub_fake : 1050.18 ]
[  epoch 0017/0040] 3480/4800, lr:5.0e-05 ∣ avg_100 : 31651.792773 ∣ critic_nllloss : 25920.344922 ∣ critic_ganloss : -305.336224 ∣ generator_nllloss : 5155.594336 ∣ generator_ganloss : 803.912891 ∣  [  std_z : 1.00  real_sub_fake : 975.78 ]
[  epoch 0017/0040] 3490/4800, lr:5.0e-05 ∣ avg_100 : 31652.318479 ∣ critic_nllloss : 25890.011523 ∣ critic_ganloss : -300.104691 ∣ generator_nllloss : 5162.567187 ∣ generator_ganloss : 795.892334 ∣  [  std_z : 0.99  real_sub_fake : 1166.71 ]
[  epoch 0017/0040] 3500/4800, lr:5.0e-05 ∣ avg_100 : 31649.703325 ∣ critic_nllloss : 25945.343359 ∣ critic_ganloss : -294.217523 ∣ generator_nllloss : 5222.718750 ∣ generator_ganloss : 797.474658 ∣  [  std_z : 0.99  real_sub_fake : 1262.67 ]
[  epoch 0017/0040] 3510/4800, lr:5.0e-05 ∣ avg_100 : 31645.892971 ∣ critic_nllloss : 25576.679492 ∣ critic_ganloss : -338.989615 ∣ generator_nllloss : 5154.639844 ∣ generator_ganloss : 792.392505 ∣  [  std_z : 0.99  real_sub_fake : 1164.37 ]
[  epoch 0017/0040] 3520/4800, lr:5.0e-05 ∣ avg_100 : 31641.458306 ∣ critic_nllloss : 25806.238672 ∣ critic_ganloss : -208.471811 ∣ generator_nllloss : 5132.222070 ∣ generator_ganloss : 797.331152 ∣  [  std_z : 0.99  real_sub_fake : 1066.00 ]
[  epoch 0017/0040] 3530/4800, lr:5.0e-05 ∣ avg_100 : 31641.153413 ∣ critic_nllloss : 25852.860938 ∣ critic_ganloss : -254.116655 ∣ generator_nllloss : 5145.876758 ∣ generator_ganloss : 768.966602 ∣  [  std_z : 0.99  real_sub_fake : 917.68 ]
[  epoch 0017/0040] 3540/4800, lr:5.0e-05 ∣ avg_100 : 31641.198780 ∣ critic_nllloss : 25880.753125 ∣ critic_ganloss : -181.938805 ∣ generator_nllloss : 5164.533789 ∣ generator_ganloss : 805.484009 ∣  [  std_z : 1.00  real_sub_fake : 629.17 ]
[  epoch 0017/0040] 3550/4800, lr:5.0e-05 ∣ avg_100 : 31639.261869 ∣ critic_nllloss : 25781.478320 ∣ critic_ganloss : -260.319485 ∣ generator_nllloss : 5180.946484 ∣ generator_ganloss : 761.808838 ∣  [  std_z : 1.00  real_sub_fake : 850.64 ]
[  epoch 0017/0040] 3560/4800, lr:5.0e-05 ∣ avg_100 : 31638.372806 ∣ critic_nllloss : 25863.628906 ∣ critic_ganloss : -286.316174 ∣ generator_nllloss : 5227.257812 ∣ generator_ganloss : 796.619653 ∣  [  std_z : 0.99  real_sub_fake : 1103.66 ]
[  epoch 0017/0040] 3570/4800, lr:5.0e-05 ∣ avg_100 : 31640.319862 ∣ critic_nllloss : 26106.875195 ∣ critic_ganloss : -273.341196 ∣ generator_nllloss : 5242.886719 ∣ generator_ganloss : 790.697705 ∣  [  std_z : 0.98  real_sub_fake : 1081.27 ]
[  epoch 0017/0040] 3580/4800, lr:5.0e-05 ∣ avg_100 : 31639.862885 ∣ critic_nllloss : 25822.181445 ∣ critic_ganloss : -242.131979 ∣ generator_nllloss : 5095.054297 ∣ generator_ganloss : 758.362183 ∣  [  std_z : 1.00  real_sub_fake : 1014.80 ]
[  epoch 0017/0040] 3590/4800, lr:5.0e-05 ∣ avg_100 : 31639.319716 ∣ critic_nllloss : 25869.483594 ∣ critic_ganloss : -222.027156 ∣ generator_nllloss : 5145.212305 ∣ generator_ganloss : 734.374609 ∣  [  std_z : 1.00  real_sub_fake : 960.78 ]
[  epoch 0017/0040] 3600/4800, lr:5.0e-05 ∣ avg_100 : 31640.624782 ∣ critic_nllloss : 25800.534570 ∣ critic_ganloss : -228.136177 ∣ generator_nllloss : 5163.987891 ∣ generator_ganloss : 726.641016 ∣  [  std_z : 1.00  real_sub_fake : 811.60 ]
[  epoch 0017/0040] 3610/4800, lr:5.0e-05 ∣ avg_100 : 31641.485402 ∣ critic_nllloss : 25914.157031 ∣ critic_ganloss : -294.341188 ∣ generator_nllloss : 5244.865039 ∣ generator_ganloss : 708.183203 ∣  [  std_z : 0.98  real_sub_fake : 941.29 ]
[  epoch 0017/0040] 3620/4800, lr:5.0e-05 ∣ avg_100 : 31641.019980 ∣ critic_nllloss : 25922.407813 ∣ critic_ganloss : -315.171460 ∣ generator_nllloss : 5246.700781 ∣ generator_ganloss : 761.780664 ∣  [  std_z : 0.98  real_sub_fake : 1112.25 ]
[  epoch 0017/0040] 3630/4800, lr:5.0e-05 ∣ avg_100 : 31641.173194 ∣ critic_nllloss : 25898.186133 ∣ critic_ganloss : -228.688284 ∣ generator_nllloss : 5220.018359 ∣ generator_ganloss : 766.420557 ∣  [  std_z : 1.00  real_sub_fake : 1128.55 ]
[  epoch 0017/0040] 3640/4800, lr:5.0e-05 ∣ avg_100 : 31640.993878 ∣ critic_nllloss : 25850.340430 ∣ critic_ganloss : -205.306821 ∣ generator_nllloss : 5134.933984 ∣ generator_ganloss : 793.128638 ∣  [  std_z : 1.00  real_sub_fake : 804.25 ]
[  epoch 0017/0040] 3650/4800, lr:5.0e-05 ∣ avg_100 : 31643.372505 ∣ critic_nllloss : 26084.905273 ∣ critic_ganloss : -252.197914 ∣ generator_nllloss : 5224.326563 ∣ generator_ganloss : 732.504834 ∣  [  std_z : 1.00  real_sub_fake : 953.43 ]
[  epoch 0017/0040] 3660/4800, lr:5.0e-05 ∣ avg_100 : 31642.987707 ∣ critic_nllloss : 25950.264062 ∣ critic_ganloss : -165.023688 ∣ generator_nllloss : 5087.897656 ∣ generator_ganloss : 800.387500 ∣  [  std_z : 0.98  real_sub_fake : 626.41 ]
[  epoch 0017/0040] 3670/4800, lr:5.0e-05 ∣ avg_100 : 31647.411244 ∣ critic_nllloss : 26012.333594 ∣ critic_ganloss : -215.099193 ∣ generator_nllloss : 5261.309375 ∣ generator_ganloss : 789.557056 ∣  [  std_z : 0.99  real_sub_fake : 759.29 ]
[  epoch 0017/0040] 3680/4800, lr:5.0e-05 ∣ avg_100 : 31643.692515 ∣ critic_nllloss : 25716.009375 ∣ critic_ganloss : -272.725040 ∣ generator_nllloss : 5038.414062 ∣ generator_ganloss : 759.393726 ∣  [  std_z : 1.00  real_sub_fake : 863.22 ]
[  epoch 0017/0040] 3690/4800, lr:5.0e-05 ∣ avg_100 : 31645.841930 ∣ critic_nllloss : 26173.894922 ∣ critic_ganloss : -336.360356 ∣ generator_nllloss : 5341.025977 ∣ generator_ganloss : 753.512646 ∣  [  std_z : 1.01  real_sub_fake : 1256.04 ]
[  epoch 0017/0040] 3700/4800, lr:5.0e-05 ∣ avg_100 : 31647.190345 ∣ critic_nllloss : 25807.330664 ∣ critic_ganloss : -232.195670 ∣ generator_nllloss : 5165.639844 ∣ generator_ganloss : 797.544385 ∣  [  std_z : 0.99  real_sub_fake : 926.11 ]
[  epoch 0017/0040] 3710/4800, lr:5.0e-05 ∣ avg_100 : 31644.885324 ∣ critic_nllloss : 25851.781641 ∣ critic_ganloss : -287.398688 ∣ generator_nllloss : 5155.588672 ∣ generator_ganloss : 790.808301 ∣  [  std_z : 0.99  real_sub_fake : 1009.21 ]
[  epoch 0017/0040] 3720/4800, lr:5.0e-05 ∣ avg_100 : 31642.699826 ∣ critic_nllloss : 25922.573047 ∣ critic_ganloss : -228.248134 ∣ generator_nllloss : 5108.314258 ∣ generator_ganloss : 824.969165 ∣  [  std_z : 0.99  real_sub_fake : 882.19 ]
[  epoch 0017/0040] 3730/4800, lr:5.0e-05 ∣ avg_100 : 31641.347463 ∣ critic_nllloss : 25825.144531 ∣ critic_ganloss : -259.240118 ∣ generator_nllloss : 5148.607813 ∣ generator_ganloss : 823.535352 ∣  [  std_z : 0.99  real_sub_fake : 955.84 ]
[  epoch 0017/0040] 3740/4800, lr:5.0e-05 ∣ avg_100 : 31643.964712 ∣ critic_nllloss : 26012.084180 ∣ critic_ganloss : -215.409642 ∣ generator_nllloss : 5189.409375 ∣ generator_ganloss : 772.680420 ∣  [  std_z : 0.99  real_sub_fake : 962.53 ]
[  epoch 0017/0040] 3750/4800, lr:5.0e-05 ∣ avg_100 : 31644.240872 ∣ critic_nllloss : 26141.111523 ∣ critic_ganloss : -268.496121 ∣ generator_nllloss : 5252.198828 ∣ generator_ganloss : 804.454102 ∣  [  std_z : 1.00  real_sub_fake : 991.14 ]
[  epoch 0017/0040] 3760/4800, lr:5.0e-05 ∣ avg_100 : 31642.361523 ∣ critic_nllloss : 26089.137305 ∣ critic_ganloss : -329.048477 ∣ generator_nllloss : 5212.213086 ∣ generator_ganloss : 793.311353 ∣  [  std_z : 1.00  real_sub_fake : 1073.77 ]
[  epoch 0017/0040] 3770/4800, lr:5.0e-05 ∣ avg_100 : 31637.962724 ∣ critic_nllloss : 25797.598047 ∣ critic_ganloss : -284.060510 ∣ generator_nllloss : 5180.284375 ∣ generator_ganloss : 824.080176 ∣  [  std_z : 0.99  real_sub_fake : 1227.30 ]
[  epoch 0017/0040] 3780/4800, lr:5.0e-05 ∣ avg_100 : 31635.909923 ∣ critic_nllloss : 25847.121289 ∣ critic_ganloss : -267.817123 ∣ generator_nllloss : 5226.135352 ∣ generator_ganloss : 785.632129 ∣  [  std_z : 0.99  real_sub_fake : 1109.01 ]
[  epoch 0017/0040] 3790/4800, lr:5.0e-05 ∣ avg_100 : 31632.563456 ∣ critic_nllloss : 25988.899609 ∣ critic_ganloss : -167.107220 ∣ generator_nllloss : 5122.655078 ∣ generator_ganloss : 834.921533 ∣  [  std_z : 0.99  real_sub_fake : 778.92 ]
[  epoch 0017/0040] 3800/4800, lr:5.0e-05 ∣ avg_100 : 31633.359241 ∣ critic_nllloss : 25837.842578 ∣ critic_ganloss : -244.233942 ∣ generator_nllloss : 5260.406250 ∣ generator_ganloss : 777.356738 ∣  [  std_z : 0.99  real_sub_fake : 796.87 ]
[  epoch 0017/0040] 3810/4800, lr:5.0e-05 ∣ avg_100 : 31632.444008 ∣ critic_nllloss : 25942.520508 ∣ critic_ganloss : -334.360620 ∣ generator_nllloss : 5242.361328 ∣ generator_ganloss : 770.146582 ∣  [  std_z : 1.01  real_sub_fake : 1081.15 ]
[  epoch 0017/0040] 3820/4800, lr:5.0e-05 ∣ avg_100 : 31632.458553 ∣ critic_nllloss : 26044.081445 ∣ critic_ganloss : -287.202151 ∣ generator_nllloss : 5154.843164 ∣ generator_ganloss : 771.874121 ∣  [  std_z : 1.00  real_sub_fake : 1212.43 ]
[  epoch 0017/0040] 3830/4800, lr:5.0e-05 ∣ avg_100 : 31625.395536 ∣ critic_nllloss : 25534.961914 ∣ critic_ganloss : -243.833759 ∣ generator_nllloss : 5158.262500 ∣ generator_ganloss : 743.697314 ∣  [  std_z : 0.98  real_sub_fake : 1099.41 ]
[  epoch 0017/0040] 3840/4800, lr:5.0e-05 ∣ avg_100 : 31625.359672 ∣ critic_nllloss : 26029.236523 ∣ critic_ganloss : -287.125966 ∣ generator_nllloss : 5169.716406 ∣ generator_ganloss : 770.374219 ∣  [  std_z : 0.98  real_sub_fake : 912.73 ]
[  epoch 0017/0040] 3850/4800, lr:5.0e-05 ∣ avg_100 : 31626.607738 ∣ critic_nllloss : 26072.946484 ∣ critic_ganloss : -231.018074 ∣ generator_nllloss : 5286.968750 ∣ generator_ganloss : 782.534619 ∣  [  std_z : 1.00  real_sub_fake : 927.89 ]
[  epoch 0017/0040] 3860/4800, lr:5.0e-05 ∣ avg_100 : 31629.180942 ∣ critic_nllloss : 26001.713477 ∣ critic_ganloss : -273.962466 ∣ generator_nllloss : 5187.652539 ∣ generator_ganloss : 798.012866 ∣  [  std_z : 1.00  real_sub_fake : 960.95 ]
[  epoch 0017/0040] 3870/4800, lr:5.0e-05 ∣ avg_100 : 31630.189283 ∣ critic_nllloss : 25994.084180 ∣ critic_ganloss : -327.504117 ∣ generator_nllloss : 5289.111719 ∣ generator_ganloss : 817.743652 ∣  [  std_z : 1.00  real_sub_fake : 1152.27 ]
[  epoch 0017/0040] 3880/4800, lr:5.0e-05 ∣ avg_100 : 31625.211762 ∣ critic_nllloss : 25673.745703 ∣ critic_ganloss : -341.756689 ∣ generator_nllloss : 5051.494531 ∣ generator_ganloss : 829.964209 ∣  [  std_z : 0.99  real_sub_fake : 1200.41 ]
[  epoch 0017/0040] 3890/4800, lr:5.0e-05 ∣ avg_100 : 31622.048727 ∣ critic_nllloss : 25710.813672 ∣ critic_ganloss : -342.198032 ∣ generator_nllloss : 5155.497070 ∣ generator_ganloss : 858.723975 ∣  [  std_z : 1.00  real_sub_fake : 1318.16 ]
[  epoch 0017/0040] 3900/4800, lr:5.0e-05 ∣ avg_100 : 31621.770408 ∣ critic_nllloss : 26113.309375 ∣ critic_ganloss : -279.125027 ∣ generator_nllloss : 5201.321484 ∣ generator_ganloss : 813.283984 ∣  [  std_z : 1.00  real_sub_fake : 1219.49 ]
[  epoch 0017/0040] 3910/4800, lr:5.0e-05 ∣ avg_100 : 31620.934810 ∣ critic_nllloss : 25766.954297 ∣ critic_ganloss : -303.889746 ∣ generator_nllloss : 5117.979883 ∣ generator_ganloss : 849.804736 ∣  [  std_z : 0.99  real_sub_fake : 963.57 ]
[  epoch 0017/0040] 3920/4800, lr:5.0e-05 ∣ avg_100 : 31625.956525 ∣ critic_nllloss : 26179.346289 ∣ critic_ganloss : -141.123108 ∣ generator_nllloss : 5255.961328 ∣ generator_ganloss : 860.425879 ∣  [  std_z : 0.98  real_sub_fake : 774.64 ]
[  epoch 0017/0040] 3930/4800, lr:5.0e-05 ∣ avg_100 : 31628.383594 ∣ critic_nllloss : 26027.026758 ∣ critic_ganloss : -138.562334 ∣ generator_nllloss : 5148.717578 ∣ generator_ganloss : 810.285791 ∣  [  std_z : 0.99  real_sub_fake : 559.41 ]
[  epoch 0017/0040] 3940/4800, lr:5.0e-05 ∣ avg_100 : 31629.471854 ∣ critic_nllloss : 25904.182617 ∣ critic_ganloss : -205.200360 ∣ generator_nllloss : 5142.353906 ∣ generator_ganloss : 794.786865 ∣  [  std_z : 1.01  real_sub_fake : 637.37 ]
[  epoch 0017/0040] 3950/4800, lr:5.0e-05 ∣ avg_100 : 31624.523652 ∣ critic_nllloss : 25712.170898 ∣ critic_ganloss : -257.808009 ∣ generator_nllloss : 5103.274805 ∣ generator_ganloss : 775.097119 ∣  [  std_z : 1.01  real_sub_fake : 843.73 ]
[  epoch 0017/0040] 3960/4800, lr:5.0e-05 ∣ avg_100 : 31624.564042 ∣ critic_nllloss : 26185.766016 ∣ critic_ganloss : -290.481923 ∣ generator_nllloss : 5171.265820 ∣ generator_ganloss : 792.861133 ∣  [  std_z : 0.99  real_sub_fake : 1136.32 ]
[  epoch 0017/0040] 3970/4800, lr:5.0e-05 ∣ avg_100 : 31624.919585 ∣ critic_nllloss : 25870.387500 ∣ critic_ganloss : -335.374820 ∣ generator_nllloss : 5183.421484 ∣ generator_ganloss : 850.356201 ∣  [  std_z : 0.99  real_sub_fake : 1160.85 ]
[  epoch 0017/0040] 3980/4800, lr:5.0e-05 ∣ avg_100 : 31626.594287 ∣ critic_nllloss : 26132.362109 ∣ critic_ganloss : -266.780328 ∣ generator_nllloss : 5126.185547 ∣ generator_ganloss : 850.691650 ∣  [  std_z : 1.00  real_sub_fake : 1192.46 ]
[  epoch 0017/0040] 3990/4800, lr:5.0e-05 ∣ avg_100 : 31628.453282 ∣ critic_nllloss : 25880.969141 ∣ critic_ganloss : -269.186298 ∣ generator_nllloss : 5188.986719 ∣ generator_ganloss : 856.865186 ∣  [  std_z : 1.00  real_sub_fake : 1107.05 ]
[  epoch 0017/0040] 4000/4800, lr:5.0e-05 ∣ avg_100 : 31628.955172 ∣ critic_nllloss : 25969.222852 ∣ critic_ganloss : -310.119891 ∣ generator_nllloss : 5170.510547 ∣ generator_ganloss : 864.229590 ∣  [  std_z : 0.99  real_sub_fake : 1041.32 ]
[  epoch 0017/0040] 4010/4800, lr:5.0e-05 ∣ avg_100 : 31626.596718 ∣ critic_nllloss : 25756.009375 ∣ critic_ganloss : -302.936661 ∣ generator_nllloss : 5200.267578 ∣ generator_ganloss : 819.657373 ∣  [  std_z : 0.99  real_sub_fake : 1218.79 ]
[  epoch 0017/0040] 4020/4800, lr:5.0e-05 ∣ avg_100 : 31626.939174 ∣ critic_nllloss : 25778.216797 ∣ critic_ganloss : -246.800705 ∣ generator_nllloss : 5175.121875 ∣ generator_ganloss : 862.275195 ∣  [  std_z : 1.00  real_sub_fake : 962.31 ]
[  epoch 0017/0040] 4030/4800, lr:5.0e-05 ∣ avg_100 : 31626.417749 ∣ critic_nllloss : 25889.426953 ∣ critic_ganloss : -231.498990 ∣ generator_nllloss : 5129.078320 ∣ generator_ganloss : 822.751514 ∣  [  std_z : 1.00  real_sub_fake : 910.06 ]
[  epoch 0017/0040] 4040/4800, lr:5.0e-05 ∣ avg_100 : 31625.539896 ∣ critic_nllloss : 26047.557031 ∣ critic_ganloss : -307.092206 ∣ generator_nllloss : 5232.648438 ∣ generator_ganloss : 854.037646 ∣  [  std_z : 0.99  real_sub_fake : 1009.79 ]
[  epoch 0017/0040] 4050/4800, lr:5.0e-05 ∣ avg_100 : 31621.070752 ∣ critic_nllloss : 25755.273242 ∣ critic_ganloss : -220.071774 ∣ generator_nllloss : 5064.964648 ∣ generator_ganloss : 841.883057 ∣  [  std_z : 0.98  real_sub_fake : 942.77 ]
[  epoch 0017/0040] 4060/4800, lr:5.0e-05 ∣ avg_100 : 31619.363433 ∣ critic_nllloss : 25786.203906 ∣ critic_ganloss : -213.863905 ∣ generator_nllloss : 5134.889453 ∣ generator_ganloss : 811.657617 ∣  [  std_z : 0.99  real_sub_fake : 676.94 ]
[  epoch 0017/0040] 4070/4800, lr:5.0e-05 ∣ avg_100 : 31617.006952 ∣ critic_nllloss : 25948.821875 ∣ critic_ganloss : -268.905919 ∣ generator_nllloss : 5177.006250 ∣ generator_ganloss : 787.362158 ∣  [  std_z : 1.00  real_sub_fake : 840.39 ]
[  epoch 0017/0040] 4080/4800, lr:5.0e-05 ∣ avg_100 : 31615.212527 ∣ critic_nllloss : 25893.450586 ∣ critic_ganloss : -233.456747 ∣ generator_nllloss : 5235.360352 ∣ generator_ganloss : 803.185010 ∣  [  std_z : 1.00  real_sub_fake : 1134.94 ]
[  epoch 0017/0040] 4090/4800, lr:5.0e-05 ∣ avg_100 : 31616.645741 ∣ critic_nllloss : 26147.944922 ∣ critic_ganloss : -211.967548 ∣ generator_nllloss : 5197.789258 ∣ generator_ganloss : 834.836182 ∣  [  std_z : 0.99  real_sub_fake : 823.00 ]
[  epoch 0017/0040] 4100/4800, lr:5.0e-05 ∣ avg_100 : 31614.764675 ∣ critic_nllloss : 25840.421289 ∣ critic_ganloss : -174.025134 ∣ generator_nllloss : 5120.809570 ∣ generator_ganloss : 824.099561 ∣  [  std_z : 0.99  real_sub_fake : 724.06 ]
[  epoch 0017/0040] 4110/4800, lr:5.0e-05 ∣ avg_100 : 31617.492472 ∣ critic_nllloss : 26007.299609 ∣ critic_ganloss : -232.962018 ∣ generator_nllloss : 5172.629492 ∣ generator_ganloss : 836.651855 ∣  [  std_z : 0.99  real_sub_fake : 692.47 ]
[  epoch 0017/0040] 4120/4800, lr:5.0e-05 ∣ avg_100 : 31620.378039 ∣ critic_nllloss : 26079.437891 ∣ critic_ganloss : -315.662320 ∣ generator_nllloss : 5229.809961 ∣ generator_ganloss : 799.647827 ∣  [  std_z : 1.00  real_sub_fake : 1088.55 ]
[  epoch 0017/0040] 4130/4800, lr:5.0e-05 ∣ avg_100 : 31625.145494 ∣ critic_nllloss : 26122.979883 ∣ critic_ganloss : -233.716953 ∣ generator_nllloss : 5235.468555 ∣ generator_ganloss : 850.838330 ∣  [  std_z : 0.99  real_sub_fake : 1050.38 ]
[  epoch 0017/0040] 4140/4800, lr:5.0e-05 ∣ avg_100 : 31626.216540 ∣ critic_nllloss : 25818.681836 ∣ critic_ganloss : -258.024208 ∣ generator_nllloss : 5193.609766 ∣ generator_ganloss : 803.892944 ∣  [  std_z : 0.99  real_sub_fake : 985.37 ]
[  epoch 0017/0040] 4150/4800, lr:5.0e-05 ∣ avg_100 : 31621.782138 ∣ critic_nllloss : 25735.419922 ∣ critic_ganloss : -300.135057 ∣ generator_nllloss : 5141.012109 ∣ generator_ganloss : 800.137256 ∣  [  std_z : 0.99  real_sub_fake : 1104.62 ]
[  epoch 0017/0040] 4160/4800, lr:5.0e-05 ∣ avg_100 : 31622.801817 ∣ critic_nllloss : 25922.762500 ∣ critic_ganloss : -270.990573 ∣ generator_nllloss : 5239.854883 ∣ generator_ganloss : 822.348877 ∣  [  std_z : 1.00  real_sub_fake : 1256.97 ]
[  epoch 0017/0040] 4170/4800, lr:5.0e-05 ∣ avg_100 : 31620.886745 ∣ critic_nllloss : 25808.985938 ∣ critic_ganloss : -300.343799 ∣ generator_nllloss : 5210.469141 ∣ generator_ganloss : 810.258838 ∣  [  std_z : 1.01  real_sub_fake : 1048.57 ]
[  epoch 0017/0040] 4180/4800, lr:5.0e-05 ∣ avg_100 : 31620.275101 ∣ critic_nllloss : 26033.002539 ∣ critic_ganloss : -347.869662 ∣ generator_nllloss : 5178.776953 ∣ generator_ganloss : 831.242236 ∣  [  std_z : 0.99  real_sub_fake : 1245.79 ]
[  epoch 0017/0040] 4190/4800, lr:5.0e-05 ∣ avg_100 : 31622.702971 ∣ critic_nllloss : 25924.284180 ∣ critic_ganloss : -342.382452 ∣ generator_nllloss : 5176.441992 ∣ generator_ganloss : 833.764478 ∣  [  std_z : 0.98  real_sub_fake : 1220.89 ]
[  epoch 0017/0040] 4200/4800, lr:5.0e-05 ∣ avg_100 : 31621.790382 ∣ critic_nllloss : 25654.125977 ∣ critic_ganloss : -306.710287 ∣ generator_nllloss : 5224.202148 ∣ generator_ganloss : 853.287451 ∣  [  std_z : 0.99  real_sub_fake : 1185.14 ]
[  epoch 0017/0040] 4210/4800, lr:5.0e-05 ∣ avg_100 : 31626.730332 ∣ critic_nllloss : 25920.228320 ∣ critic_ganloss : -351.357419 ∣ generator_nllloss : 5262.519727 ∣ generator_ganloss : 878.681396 ∣  [  std_z : 1.00  real_sub_fake : 1312.17 ]
[  epoch 0017/0040] 4220/4800, lr:5.0e-05 ∣ avg_100 : 31628.580800 ∣ critic_nllloss : 26043.766211 ∣ critic_ganloss : -282.586661 ∣ generator_nllloss : 5216.450000 ∣ generator_ganloss : 896.303418 ∣  [  std_z : 1.00  real_sub_fake : 1216.62 ]
[  epoch 0017/0040] 4230/4800, lr:5.0e-05 ∣ avg_100 : 31627.359982 ∣ critic_nllloss : 25609.129688 ∣ critic_ganloss : -233.659061 ∣ generator_nllloss : 5198.179688 ∣ generator_ganloss : 897.110937 ∣  [  std_z : 0.98  real_sub_fake : 981.15 ]
[  epoch 0017/0040] 4240/4800, lr:5.0e-05 ∣ avg_100 : 31631.058562 ∣ critic_nllloss : 25846.955664 ∣ critic_ganloss : -199.426010 ∣ generator_nllloss : 5192.212500 ∣ generator_ganloss : 909.769043 ∣  [  std_z : 0.99  real_sub_fake : 890.57 ]
[  epoch 0017/0040] 4250/4800, lr:5.0e-05 ∣ avg_100 : 31630.348551 ∣ critic_nllloss : 25980.875391 ∣ critic_ganloss : -342.465744 ∣ generator_nllloss : 5137.015625 ∣ generator_ganloss : 887.631738 ∣  [  std_z : 1.00  real_sub_fake : 932.93 ]
[  epoch 0017/0040] 4260/4800, lr:5.0e-05 ∣ avg_100 : 31631.906177 ∣ critic_nllloss : 25896.389844 ∣ critic_ganloss : -203.578122 ∣ generator_nllloss : 5137.387500 ∣ generator_ganloss : 912.458350 ∣  [  std_z : 1.00  real_sub_fake : 1107.94 ]
[  epoch 0017/0040] 4270/4800, lr:5.0e-05 ∣ avg_100 : 31627.612157 ∣ critic_nllloss : 25568.048047 ∣ critic_ganloss : -236.841560 ∣ generator_nllloss : 5069.365039 ∣ generator_ganloss : 859.832813 ∣  [  std_z : 0.99  real_sub_fake : 1013.39 ]
[  epoch 0017/0040] 4280/4800, lr:5.0e-05 ∣ avg_100 : 31630.989338 ∣ critic_nllloss : 25862.346680 ∣ critic_ganloss : -184.667999 ∣ generator_nllloss : 5190.878906 ∣ generator_ganloss : 902.891211 ∣  [  std_z : 1.00  real_sub_fake : 654.49 ]
[  epoch 0017/0040] 4290/4800, lr:5.0e-05 ∣ avg_100 : 31635.518483 ∣ critic_nllloss : 25939.591992 ∣ critic_ganloss : -190.167982 ∣ generator_nllloss : 5286.889648 ∣ generator_ganloss : 847.287793 ∣  [  std_z : 1.00  real_sub_fake : 680.50 ]
[  epoch 0017/0040] 4300/4800, lr:5.0e-05 ∣ avg_100 : 31636.601263 ∣ critic_nllloss : 25966.368359 ∣ critic_ganloss : -274.261852 ∣ generator_nllloss : 5234.769531 ∣ generator_ganloss : 846.641553 ∣  [  std_z : 1.00  real_sub_fake : 864.44 ]
[  epoch 0017/0040] 4310/4800, lr:5.0e-05 ∣ avg_100 : 31633.446600 ∣ critic_nllloss : 25814.544531 ∣ critic_ganloss : -310.104411 ∣ generator_nllloss : 5113.667773 ∣ generator_ganloss : 864.242041 ∣  [  std_z : 1.00  real_sub_fake : 1089.02 ]
[  epoch 0017/0040] 4320/4800, lr:5.0e-05 ∣ avg_100 : 31634.853087 ∣ critic_nllloss : 25958.439258 ∣ critic_ganloss : -252.073624 ∣ generator_nllloss : 5148.508984 ∣ generator_ganloss : 891.077295 ∣  [  std_z : 1.00  real_sub_fake : 1069.05 ]
[  epoch 0017/0040] 4330/4800, lr:5.0e-05 ∣ avg_100 : 31633.212338 ∣ critic_nllloss : 25719.044531 ∣ critic_ganloss : -273.329687 ∣ generator_nllloss : 5170.380273 ∣ generator_ganloss : 859.148535 ∣  [  std_z : 0.99  real_sub_fake : 1079.84 ]
[  epoch 0017/0040] 4340/4800, lr:5.0e-05 ∣ avg_100 : 31633.554487 ∣ critic_nllloss : 26070.380859 ∣ critic_ganloss : -280.419495 ∣ generator_nllloss : 5199.344727 ∣ generator_ganloss : 893.456738 ∣  [  std_z : 0.99  real_sub_fake : 935.73 ]
[  epoch 0017/0040] 4350/4800, lr:5.0e-05 ∣ avg_100 : 31630.264056 ∣ critic_nllloss : 25847.020313 ∣ critic_ganloss : -290.883267 ∣ generator_nllloss : 5027.269922 ∣ generator_ganloss : 862.756396 ∣  [  std_z : 1.00  real_sub_fake : 984.35 ]
[  epoch 0017/0040] 4360/4800, lr:5.0e-05 ∣ avg_100 : 31627.951461 ∣ critic_nllloss : 25836.436328 ∣ critic_ganloss : -309.397626 ∣ generator_nllloss : 5130.220312 ∣ generator_ganloss : 854.982959 ∣  [  std_z : 1.00  real_sub_fake : 1318.03 ]
[  epoch 0017/0040] 4370/4800, lr:5.0e-05 ∣ avg_100 : 31629.579272 ∣ critic_nllloss : 26078.163672 ∣ critic_ganloss : -224.613881 ∣ generator_nllloss : 5166.263086 ∣ generator_ganloss : 877.810645 ∣  [  std_z : 1.00  real_sub_fake : 960.97 ]
[  epoch 0017/0040] 4380/4800, lr:5.0e-05 ∣ avg_100 : 31626.303429 ∣ critic_nllloss : 25851.864258 ∣ critic_ganloss : -286.815871 ∣ generator_nllloss : 5147.390039 ∣ generator_ganloss : 835.024023 ∣  [  std_z : 0.99  real_sub_fake : 961.48 ]
[  epoch 0017/0040] 4390/4800, lr:5.0e-05 ∣ avg_100 : 31630.857943 ∣ critic_nllloss : 25953.031445 ∣ critic_ganloss : -269.502710 ∣ generator_nllloss : 5145.120117 ∣ generator_ganloss : 857.954736 ∣  [  std_z : 1.00  real_sub_fake : 1126.90 ]
[  epoch 0017/0040] 4400/4800, lr:5.0e-05 ∣ avg_100 : 31633.161740 ∣ critic_nllloss : 25926.493555 ∣ critic_ganloss : -271.803026 ∣ generator_nllloss : 5202.584375 ∣ generator_ganloss : 875.434375 ∣  [  std_z : 1.00  real_sub_fake : 1010.19 ]
[  epoch 0017/0040] 4410/4800, lr:5.0e-05 ∣ avg_100 : 31637.055091 ∣ critic_nllloss : 25783.184766 ∣ critic_ganloss : -238.836884 ∣ generator_nllloss : 5147.724609 ∣ generator_ganloss : 841.754590 ∣  [  std_z : 0.99  real_sub_fake : 1038.05 ]
[  epoch 0017/0040] 4420/4800, lr:5.0e-05 ∣ avg_100 : 31639.246933 ∣ critic_nllloss : 25896.759961 ∣ critic_ganloss : -147.859451 ∣ generator_nllloss : 5119.372656 ∣ generator_ganloss : 855.948535 ∣  [  std_z : 0.99  real_sub_fake : 632.63 ]
[  epoch 0017/0040] 4430/4800, lr:5.0e-05 ∣ avg_100 : 31641.339795 ∣ critic_nllloss : 25959.194922 ∣ critic_ganloss : -150.017065 ∣ generator_nllloss : 5239.869531 ∣ generator_ganloss : 838.824756 ∣  [  std_z : 0.99  real_sub_fake : 477.10 ]
[  epoch 0017/0040] 4440/4800, lr:5.0e-05 ∣ avg_100 : 31641.275385 ∣ critic_nllloss : 25719.211523 ∣ critic_ganloss : -187.478774 ∣ generator_nllloss : 5182.003711 ∣ generator_ganloss : 802.101270 ∣  [  std_z : 1.00  real_sub_fake : 529.58 ]
[  epoch 0017/0040] 4450/4800, lr:5.0e-05 ∣ avg_100 : 31647.176203 ∣ critic_nllloss : 26186.512695 ∣ critic_ganloss : -207.317406 ∣ generator_nllloss : 5327.122852 ∣ generator_ganloss : 777.297290 ∣  [  std_z : 0.99  real_sub_fake : 678.81 ]
[  epoch 0017/0040] 4460/4800, lr:5.0e-05 ∣ avg_100 : 31645.127498 ∣ critic_nllloss : 25877.663086 ∣ critic_ganloss : -184.595647 ∣ generator_nllloss : 5110.505078 ∣ generator_ganloss : 790.274683 ∣  [  std_z : 0.99  real_sub_fake : 781.14 ]
[  epoch 0017/0040] 4470/4800, lr:5.0e-05 ∣ avg_100 : 31645.092914 ∣ critic_nllloss : 26058.291016 ∣ critic_ganloss : -176.108606 ∣ generator_nllloss : 5166.544727 ∣ generator_ganloss : 827.032275 ∣  [  std_z : 1.01  real_sub_fake : 742.71 ]
[  epoch 0017/0040] 4480/4800, lr:5.0e-05 ∣ avg_100 : 31643.580725 ∣ critic_nllloss : 25730.544141 ∣ critic_ganloss : -251.629991 ∣ generator_nllloss : 5133.064648 ∣ generator_ganloss : 811.318237 ∣  [  std_z : 0.99  real_sub_fake : 871.32 ]
[  epoch 0017/0040] 4490/4800, lr:5.0e-05 ∣ avg_100 : 31644.184723 ∣ critic_nllloss : 25770.018164 ∣ critic_ganloss : -224.971344 ∣ generator_nllloss : 5236.528906 ∣ generator_ganloss : 827.190503 ∣  [  std_z : 0.98  real_sub_fake : 914.51 ]
[  epoch 0017/0040] 4500/4800, lr:5.0e-05 ∣ avg_100 : 31646.058597 ∣ critic_nllloss : 26070.494922 ∣ critic_ganloss : -241.562393 ∣ generator_nllloss : 5205.035742 ∣ generator_ganloss : 824.738379 ∣  [  std_z : 0.99  real_sub_fake : 919.67 ]
[  epoch 0017/0040] 4510/4800, lr:5.0e-05 ∣ avg_100 : 31651.635860 ∣ critic_nllloss : 25944.888867 ∣ critic_ganloss : -278.269785 ∣ generator_nllloss : 5233.308398 ∣ generator_ganloss : 842.521045 ∣  [  std_z : 1.01  real_sub_fake : 999.23 ]
[  epoch 0017/0040] 4520/4800, lr:5.0e-05 ∣ avg_100 : 31651.037117 ∣ critic_nllloss : 25743.588672 ∣ critic_ganloss : -305.936447 ∣ generator_nllloss : 5172.656445 ∣ generator_ganloss : 857.137109 ∣  [  std_z : 1.00  real_sub_fake : 1090.95 ]
[  epoch 0017/0040] 4530/4800, lr:5.0e-05 ∣ avg_100 : 31654.705922 ∣ critic_nllloss : 26031.618750 ∣ critic_ganloss : -205.276350 ∣ generator_nllloss : 5156.522656 ∣ generator_ganloss : 897.603027 ∣  [  std_z : 0.97  real_sub_fake : 984.16 ]
[  epoch 0017/0040] 4540/4800, lr:5.0e-05 ∣ avg_100 : 31655.328595 ∣ critic_nllloss : 25933.241211 ∣ critic_ganloss : -267.904518 ∣ generator_nllloss : 5201.665430 ∣ generator_ganloss : 864.097314 ∣  [  std_z : 0.98  real_sub_fake : 869.89 ]
[  epoch 0017/0040] 4550/4800, lr:5.0e-05 ∣ avg_100 : 31655.395217 ∣ critic_nllloss : 25705.803125 ∣ critic_ganloss : -277.846977 ∣ generator_nllloss : 5175.864062 ∣ generator_ganloss : 866.756104 ∣  [  std_z : 1.00  real_sub_fake : 983.04 ]
[  epoch 0017/0040] 4560/4800, lr:5.0e-05 ∣ avg_100 : 31656.801512 ∣ critic_nllloss : 25980.961328 ∣ critic_ganloss : -270.745700 ∣ generator_nllloss : 5172.407617 ∣ generator_ganloss : 859.196533 ∣  [  std_z : 1.01  real_sub_fake : 1140.28 ]
[  epoch 0017/0040] 4570/4800, lr:5.0e-05 ∣ avg_100 : 31653.250484 ∣ critic_nllloss : 25811.354297 ∣ critic_ganloss : -249.638864 ∣ generator_nllloss : 5094.739258 ∣ generator_ganloss : 855.560889 ∣  [  std_z : 1.00  real_sub_fake : 1000.36 ]
[  epoch 0017/0040] 4580/4800, lr:5.0e-05 ∣ avg_100 : 31656.675649 ∣ critic_nllloss : 25993.079688 ∣ critic_ganloss : -292.777359 ∣ generator_nllloss : 5222.778711 ∣ generator_ganloss : 852.901367 ∣  [  std_z : 0.98  real_sub_fake : 1010.78 ]
[  epoch 0017/0040] 4590/4800, lr:5.0e-05 ∣ avg_100 : 31653.710036 ∣ critic_nllloss : 25580.850391 ∣ critic_ganloss : -201.933640 ∣ generator_nllloss : 5000.114062 ∣ generator_ganloss : 851.451318 ∣  [  std_z : 0.98  real_sub_fake : 935.46 ]
[  epoch 0017/0040] 4600/4800, lr:5.0e-05 ∣ avg_100 : 31657.290283 ∣ critic_nllloss : 26007.093359 ∣ critic_ganloss : -276.933939 ∣ generator_nllloss : 5256.152539 ∣ generator_ganloss : 834.739966 ∣  [  std_z : 1.00  real_sub_fake : 885.48 ]
[  epoch 0017/0040] 4610/4800, lr:5.0e-05 ∣ avg_100 : 31659.242651 ∣ critic_nllloss : 26019.770313 ∣ critic_ganloss : -289.814984 ∣ generator_nllloss : 5238.107031 ∣ generator_ganloss : 800.038550 ∣  [  std_z : 1.01  real_sub_fake : 1108.90 ]
[  epoch 0017/0040] 4620/4800, lr:5.0e-05 ∣ avg_100 : 31661.835500 ∣ critic_nllloss : 26076.862500 ∣ critic_ganloss : -254.479562 ∣ generator_nllloss : 5215.638086 ∣ generator_ganloss : 836.981738 ∣  [  std_z : 0.99  real_sub_fake : 1031.27 ]
[  epoch 0017/0040] 4630/4800, lr:5.0e-05 ∣ avg_100 : 31662.574867 ∣ critic_nllloss : 25851.112695 ∣ critic_ganloss : -179.519646 ∣ generator_nllloss : 5194.933984 ∣ generator_ganloss : 863.346387 ∣  [  std_z : 0.98  real_sub_fake : 795.89 ]
[  epoch 0017/0040] 4640/4800, lr:5.0e-05 ∣ avg_100 : 31664.643362 ∣ critic_nllloss : 25975.375977 ∣ critic_ganloss : -251.172386 ∣ generator_nllloss : 5244.725391 ∣ generator_ganloss : 811.016772 ∣  [  std_z : 1.00  real_sub_fake : 910.15 ]
[  epoch 0017/0040] 4650/4800, lr:5.0e-05 ∣ avg_100 : 31663.057207 ∣ critic_nllloss : 25881.059766 ∣ critic_ganloss : -270.747023 ∣ generator_nllloss : 5222.054492 ∣ generator_ganloss : 798.556006 ∣  [  std_z : 1.00  real_sub_fake : 910.52 ]
[  epoch 0017/0040] 4660/4800, lr:5.0e-05 ∣ avg_100 : 31662.994274 ∣ critic_nllloss : 25923.166016 ∣ critic_ganloss : -278.744318 ∣ generator_nllloss : 5224.414062 ∣ generator_ganloss : 798.396411 ∣  [  std_z : 1.00  real_sub_fake : 1046.56 ]
[  epoch 0017/0040] 4670/4800, lr:5.0e-05 ∣ avg_100 : 31660.676028 ∣ critic_nllloss : 25887.208008 ∣ critic_ganloss : -293.079993 ∣ generator_nllloss : 5236.260547 ∣ generator_ganloss : 785.887695 ∣  [  std_z : 0.99  real_sub_fake : 1058.91 ]
[  epoch 0017/0040] 4680/4800, lr:5.0e-05 ∣ avg_100 : 31664.494308 ∣ critic_nllloss : 25929.180664 ∣ critic_ganloss : -247.998941 ∣ generator_nllloss : 5108.013281 ∣ generator_ganloss : 833.725098 ∣  [  std_z : 0.99  real_sub_fake : 1171.43 ]
[  epoch 0017/0040] 4690/4800, lr:5.0e-05 ∣ avg_100 : 31664.733959 ∣ critic_nllloss : 26145.147656 ∣ critic_ganloss : -254.847852 ∣ generator_nllloss : 5230.967188 ∣ generator_ganloss : 834.771338 ∣  [  std_z : 0.99  real_sub_fake : 948.69 ]
[  epoch 0017/0040] 4700/4800, lr:5.0e-05 ∣ avg_100 : 31665.296692 ∣ critic_nllloss : 25959.957617 ∣ critic_ganloss : -324.275009 ∣ generator_nllloss : 5147.310156 ∣ generator_ganloss : 811.599731 ∣  [  std_z : 0.99  real_sub_fake : 1007.74 ]
[  epoch 0017/0040] 4710/4800, lr:5.0e-05 ∣ avg_100 : 31665.783380 ∣ critic_nllloss : 25846.295312 ∣ critic_ganloss : -300.603003 ∣ generator_nllloss : 5195.800391 ∣ generator_ganloss : 817.956055 ∣  [  std_z : 0.99  real_sub_fake : 1122.55 ]
[  epoch 0017/0040] 4720/4800, lr:5.0e-05 ∣ avg_100 : 31663.988785 ∣ critic_nllloss : 25911.340039 ∣ critic_ganloss : -278.209293 ∣ generator_nllloss : 5026.923242 ∣ generator_ganloss : 788.094873 ∣  [  std_z : 1.00  real_sub_fake : 1149.31 ]
[  epoch 0017/0040] 4730/4800, lr:5.0e-05 ∣ avg_100 : 31668.015116 ∣ critic_nllloss : 26155.593945 ∣ critic_ganloss : -340.155637 ∣ generator_nllloss : 5370.573828 ∣ generator_ganloss : 754.668481 ∣  [  std_z : 1.00  real_sub_fake : 1230.38 ]
[  epoch 0017/0040] 4740/4800, lr:5.0e-05 ∣ avg_100 : 31665.946602 ∣ critic_nllloss : 25863.205078 ∣ critic_ganloss : -372.453253 ∣ generator_nllloss : 5220.402148 ∣ generator_ganloss : 840.758984 ∣  [  std_z : 0.99  real_sub_fake : 1212.35 ]
[  epoch 0017/0040] 4750/4800, lr:5.0e-05 ∣ avg_100 : 31659.981255 ∣ critic_nllloss : 25708.385156 ∣ critic_ganloss : -223.669284 ∣ generator_nllloss : 5032.027344 ∣ generator_ganloss : 815.990430 ∣  [  std_z : 0.99  real_sub_fake : 1104.52 ]
[  epoch 0017/0040] 4760/4800, lr:5.0e-05 ∣ avg_100 : 31658.782675 ∣ critic_nllloss : 25898.791211 ∣ critic_ganloss : -279.372940 ∣ generator_nllloss : 5207.616211 ∣ generator_ganloss : 818.720801 ∣  [  std_z : 1.00  real_sub_fake : 945.19 ]
[  epoch 0017/0040] 4770/4800, lr:5.0e-05 ∣ avg_100 : 31660.470533 ∣ critic_nllloss : 26013.478320 ∣ critic_ganloss : -341.608182 ∣ generator_nllloss : 5232.779297 ∣ generator_ganloss : 782.038428 ∣  [  std_z : 1.00  real_sub_fake : 1166.40 ]
[  epoch 0017/0040] 4780/4800, lr:5.0e-05 ∣ avg_100 : 31659.391507 ∣ critic_nllloss : 25748.530078 ∣ critic_ganloss : -254.510016 ∣ generator_nllloss : 5170.012500 ∣ generator_ganloss : 819.136475 ∣  [  std_z : 0.99  real_sub_fake : 1163.01 ]
[  epoch 0017/0040] 4790/4800, lr:5.0e-05 ∣ avg_100 : 31656.849196 ∣ critic_nllloss : 25894.185156 ∣ critic_ganloss : -313.762469 ∣ generator_nllloss : 5155.556641 ∣ generator_ganloss : 789.158618 ∣  [  std_z : 0.99  real_sub_fake : 1205.19 ]
[  epoch 0017/0040] 4800/4800, lr:5.0e-05 ∣ avg_100 : 31659.842270 ∣ critic_nllloss : 26111.160742 ∣ critic_ganloss : -221.415981 ∣ generator_nllloss : 5251.958203 ∣ generator_ganloss : 788.976050 ∣  [  std_z : 0.99  real_sub_fake : 924.37 ]
[    val 017    ] Done! KLD: 0.022654: 0.01411548:30, total: 1 day, 3:29:34                     
[  epoch 0018/0040] 0010/4800, lr:5.0e-05 ∣ avg_100 : 31657.285921 ∣ critic_nllloss : 25613.829883 ∣ critic_ganloss : -194.757004 ∣ generator_nllloss : 5172.905859 ∣ generator_ganloss : 773.054126 ∣  [  std_z : 1.00  real_sub_fake : 769.95 ]
[  epoch 0018/0040] 0020/4800, lr:5.0e-05 ∣ avg_100 : 31657.068906 ∣ critic_nllloss : 25973.666992 ∣ critic_ganloss : -218.968405 ∣ generator_nllloss : 5140.812109 ∣ generator_ganloss : 766.384351 ∣  [  std_z : 0.99  real_sub_fake : 752.23 ]
[  epoch 0018/0040] 0030/4800, lr:5.0e-05 ∣ avg_100 : 31659.400793 ∣ critic_nllloss : 25783.308398 ∣ critic_ganloss : -274.071068 ∣ generator_nllloss : 5153.149609 ∣ generator_ganloss : 763.889746 ∣  [  std_z : 1.00  real_sub_fake : 946.80 ]
[  epoch 0018/0040] 0040/4800, lr:5.0e-05 ∣ avg_100 : 31656.256620 ∣ critic_nllloss : 25740.402930 ∣ critic_ganloss : -251.308588 ∣ generator_nllloss : 5117.424219 ∣ generator_ganloss : 761.265308 ∣  [  std_z : 1.00  real_sub_fake : 1122.00 ]
[  epoch 0018/0040] 0050/4800, lr:5.0e-05 ∣ avg_100 : 31654.859653 ∣ critic_nllloss : 26047.758398 ∣ critic_ganloss : -291.056781 ∣ generator_nllloss : 5221.125586 ∣ generator_ganloss : 793.907935 ∣  [  std_z : 0.99  real_sub_fake : 991.89 ]
[  epoch 0018/0040] 0060/4800, lr:5.0e-05 ∣ avg_100 : 31652.079948 ∣ critic_nllloss : 25816.632617 ∣ critic_ganloss : -299.277837 ∣ generator_nllloss : 5142.891406 ∣ generator_ganloss : 775.199658 ∣  [  std_z : 0.99  real_sub_fake : 1020.58 ]
[  epoch 0018/0040] 0070/4800, lr:5.0e-05 ∣ avg_100 : 31650.987350 ∣ critic_nllloss : 25871.985742 ∣ critic_ganloss : -186.242258 ∣ generator_nllloss : 5183.838672 ∣ generator_ganloss : 794.593555 ∣  [  std_z : 1.00  real_sub_fake : 899.50 ]
[  epoch 0018/0040] 0080/4800, lr:5.0e-05 ∣ avg_100 : 31657.000515 ∣ critic_nllloss : 25884.692188 ∣ critic_ganloss : -124.230000 ∣ generator_nllloss : 5274.213672 ∣ generator_ganloss : 780.088403 ∣  [  std_z : 1.00  real_sub_fake : 527.91 ]
[  epoch 0018/0040] 0090/4800, lr:5.0e-05 ∣ avg_100 : 31658.663140 ∣ critic_nllloss : 25826.105469 ∣ critic_ganloss : -143.114188 ∣ generator_nllloss : 5130.883789 ∣ generator_ganloss : 735.224121 ∣  [  std_z : 0.99  real_sub_fake : 450.34 ]
[  epoch 0018/0040] 0100/4800, lr:5.0e-05 ∣ avg_100 : 31653.254045 ∣ critic_nllloss : 25696.374414 ∣ critic_ganloss : -136.196725 ∣ generator_nllloss : 5011.592578 ∣ generator_ganloss : 736.109985 ∣  [  std_z : 0.99  real_sub_fake : 503.37 ]
[  epoch 0018/0040] 0110/4800, lr:5.0e-05 ∣ avg_100 : 31655.847584 ∣ critic_nllloss : 25860.344531 ∣ critic_ganloss : -142.430429 ∣ generator_nllloss : 5234.794922 ∣ generator_ganloss : 737.494092 ∣  [  std_z : 1.01  real_sub_fake : 512.46 ]
[  epoch 0018/0040] 0120/4800, lr:5.0e-05 ∣ avg_100 : 31650.924606 ∣ critic_nllloss : 25924.549414 ∣ critic_ganloss : -195.792104 ∣ generator_nllloss : 5213.729297 ∣ generator_ganloss : 719.825977 ∣  [  std_z : 1.00  real_sub_fake : 635.51 ]
[  epoch 0018/0040] 0130/4800, lr:5.0e-05 ∣ avg_100 : 31648.609881 ∣ critic_nllloss : 25950.370898 ∣ critic_ganloss : -244.533070 ∣ generator_nllloss : 5178.749609 ∣ generator_ganloss : 731.407837 ∣  [  std_z : 0.98  real_sub_fake : 758.77 ]
[  epoch 0018/0040] 0140/4800, lr:5.0e-05 ∣ avg_100 : 31648.258515 ∣ critic_nllloss : 25887.487695 ∣ critic_ganloss : -224.272545 ∣ generator_nllloss : 5223.902539 ∣ generator_ganloss : 713.868774 ∣  [  std_z : 0.99  real_sub_fake : 1004.84 ]
[  epoch 0018/0040] 0150/4800, lr:5.0e-05 ∣ avg_100 : 31652.172673 ∣ critic_nllloss : 25964.176367 ∣ critic_ganloss : -217.589977 ∣ generator_nllloss : 5255.179297 ∣ generator_ganloss : 722.384912 ∣  [  std_z : 1.00  real_sub_fake : 812.26 ]
[  epoch 0018/0040] 0160/4800, lr:5.0e-05 ∣ avg_100 : 31648.668450 ∣ critic_nllloss : 25850.581836 ∣ critic_ganloss : -216.381691 ∣ generator_nllloss : 5144.923633 ∣ generator_ganloss : 729.864941 ∣  [  std_z : 1.00  real_sub_fake : 849.13 ]
[  epoch 0018/0040] 0170/4800, lr:5.0e-05 ∣ avg_100 : 31649.061400 ∣ critic_nllloss : 25929.586523 ∣ critic_ganloss : -205.391977 ∣ generator_nllloss : 5124.167578 ∣ generator_ganloss : 759.723291 ∣  [  std_z : 1.00  real_sub_fake : 728.66 ]
[  epoch 0018/0040] 0180/4800, lr:5.0e-05 ∣ avg_100 : 31647.577092 ∣ critic_nllloss : 25952.856836 ∣ critic_ganloss : -233.617928 ∣ generator_nllloss : 5182.035547 ∣ generator_ganloss : 792.753711 ∣  [  std_z : 0.99  real_sub_fake : 852.35 ]
[  epoch 0018/0040] 0190/4800, lr:5.0e-05 ∣ avg_100 : 31647.846234 ∣ critic_nllloss : 25948.070312 ∣ critic_ganloss : -280.776349 ∣ generator_nllloss : 5207.791992 ∣ generator_ganloss : 809.462915 ∣  [  std_z : 0.98  real_sub_fake : 968.77 ]
[  epoch 0018/0040] 0200/4800, lr:5.0e-05 ∣ avg_100 : 31649.840820 ∣ critic_nllloss : 26131.484766 ∣ critic_ganloss : -320.578485 ∣ generator_nllloss : 5250.067969 ∣ generator_ganloss : 832.327441 ∣  [  std_z : 0.98  real_sub_fake : 1127.85 ]
[  epoch 0018/0040] 0210/4800, lr:5.0e-05 ∣ avg_100 : 31647.546542 ∣ critic_nllloss : 25645.616016 ∣ critic_ganloss : -342.248581 ∣ generator_nllloss : 5136.710938 ∣ generator_ganloss : 803.491553 ∣  [  std_z : 1.00  real_sub_fake : 1206.84 ]
[  epoch 0018/0040] 0220/4800, lr:5.0e-05 ∣ avg_100 : 31650.250429 ∣ critic_nllloss : 26100.749609 ∣ critic_ganloss : -338.401413 ∣ generator_nllloss : 5217.271094 ∣ generator_ganloss : 859.582568 ∣  [  std_z : 1.01  real_sub_fake : 1434.87 ]
[  epoch 0018/0040] 0230/4800, lr:5.0e-05 ∣ avg_100 : 31650.931765 ∣ critic_nllloss : 25801.258984 ∣ critic_ganloss : -219.853769 ∣ generator_nllloss : 5250.852539 ∣ generator_ganloss : 845.633594 ∣  [  std_z : 1.01  real_sub_fake : 856.46 ]
[  epoch 0018/0040] 0240/4800, lr:5.0e-05 ∣ avg_100 : 31648.737057 ∣ critic_nllloss : 25884.070312 ∣ critic_ganloss : -211.661267 ∣ generator_nllloss : 5095.047656 ∣ generator_ganloss : 840.223486 ∣  [  std_z : 0.99  real_sub_fake : 781.39 ]
[  epoch 0018/0040] 0250/4800, lr:5.0e-05 ∣ avg_100 : 31651.032515 ∣ critic_nllloss : 25865.780273 ∣ critic_ganloss : -232.552245 ∣ generator_nllloss : 5171.125781 ∣ generator_ganloss : 867.241113 ∣  [  std_z : 0.99  real_sub_fake : 905.28 ]
[  epoch 0018/0040] 0260/4800, lr:5.0e-05 ∣ avg_100 : 31652.284304 ∣ critic_nllloss : 25840.050195 ∣ critic_ganloss : -224.101865 ∣ generator_nllloss : 5221.885352 ∣ generator_ganloss : 806.232324 ∣  [  std_z : 0.99  real_sub_fake : 963.78 ]
[  epoch 0018/0040] 0270/4800, lr:5.0e-05 ∣ avg_100 : 31651.940185 ∣ critic_nllloss : 25903.420898 ∣ critic_ganloss : -305.638768 ∣ generator_nllloss : 5181.815820 ∣ generator_ganloss : 830.274512 ∣  [  std_z : 0.99  real_sub_fake : 955.58 ]
[  epoch 0018/0040] 0280/4800, lr:5.0e-05 ∣ avg_100 : 31655.012427 ∣ critic_nllloss : 26103.653320 ∣ critic_ganloss : -218.333917 ∣ generator_nllloss : 5280.797070 ∣ generator_ganloss : 839.646875 ∣  [  std_z : 1.00  real_sub_fake : 962.90 ]
[  epoch 0018/0040] 0290/4800, lr:5.0e-05 ∣ avg_100 : 31652.408753 ∣ critic_nllloss : 25848.357812 ∣ critic_ganloss : -226.224580 ∣ generator_nllloss : 5236.038281 ∣ generator_ganloss : 850.063965 ∣  [  std_z : 0.99  real_sub_fake : 898.54 ]
[  epoch 0018/0040] 0300/4800, lr:5.0e-05 ∣ avg_100 : 31653.463021 ∣ critic_nllloss : 25871.358594 ∣ critic_ganloss : -258.299742 ∣ generator_nllloss : 5250.458008 ∣ generator_ganloss : 853.215234 ∣  [  std_z : 0.99  real_sub_fake : 877.52 ]
[  epoch 0018/0040] 0310/4800, lr:5.0e-05 ∣ avg_100 : 31652.203258 ∣ critic_nllloss : 25847.646875 ∣ critic_ganloss : -191.875694 ∣ generator_nllloss : 5202.085547 ∣ generator_ganloss : 799.785840 ∣  [  std_z : 0.99  real_sub_fake : 1052.81 ]
[  epoch 0018/0040] 0320/4800, lr:5.0e-05 ∣ avg_100 : 31649.797635 ∣ critic_nllloss : 25847.768945 ∣ critic_ganloss : -282.797218 ∣ generator_nllloss : 5168.217383 ∣ generator_ganloss : 819.481934 ∣  [  std_z : 0.99  real_sub_fake : 921.13 ]
[  epoch 0018/0040] 0330/4800, lr:5.0e-05 ∣ avg_100 : 31643.843575 ∣ critic_nllloss : 25670.088672 ∣ critic_ganloss : -222.063901 ∣ generator_nllloss : 5123.898828 ∣ generator_ganloss : 808.240283 ∣  [  std_z : 1.00  real_sub_fake : 898.67 ]
[  epoch 0018/0040] 0340/4800, lr:5.0e-05 ∣ avg_100 : 31645.559364 ∣ critic_nllloss : 25952.768945 ∣ critic_ganloss : -235.561012 ∣ generator_nllloss : 5163.357422 ∣ generator_ganloss : 849.173877 ∣  [  std_z : 1.00  real_sub_fake : 785.57 ]
[  epoch 0018/0040] 0350/4800, lr:5.0e-05 ∣ avg_100 : 31647.508906 ∣ critic_nllloss : 25805.406641 ∣ critic_ganloss : -255.947487 ∣ generator_nllloss : 5190.504687 ∣ generator_ganloss : 831.424561 ∣  [  std_z : 0.99  real_sub_fake : 921.52 ]
[  epoch 0018/0040] 0360/4800, lr:5.0e-05 ∣ avg_100 : 31646.629254 ∣ critic_nllloss : 25908.450781 ∣ critic_ganloss : -334.329651 ∣ generator_nllloss : 5203.979492 ∣ generator_ganloss : 847.909863 ∣  [  std_z : 0.98  real_sub_fake : 1210.15 ]
[  epoch 0018/0040] 0370/4800, lr:5.0e-05 ∣ avg_100 : 31645.860364 ∣ critic_nllloss : 25874.196680 ∣ critic_ganloss : -358.587302 ∣ generator_nllloss : 5121.463086 ∣ generator_ganloss : 815.408643 ∣  [  std_z : 0.98  real_sub_fake : 1288.74 ]
[  epoch 0018/0040] 0380/4800, lr:5.0e-05 ∣ avg_100 : 31646.450405 ∣ critic_nllloss : 25897.227148 ∣ critic_ganloss : -191.968680 ∣ generator_nllloss : 5183.102930 ∣ generator_ganloss : 865.794824 ∣  [  std_z : 1.01  real_sub_fake : 1005.06 ]
[  epoch 0018/0040] 0390/4800, lr:5.0e-05 ∣ avg_100 : 31648.341763 ∣ critic_nllloss : 25951.865234 ∣ critic_ganloss : -224.002921 ∣ generator_nllloss : 5239.896289 ∣ generator_ganloss : 813.485352 ∣  [  std_z : 1.01  real_sub_fake : 848.55 ]
[  epoch 0018/0040] 0400/4800, lr:5.0e-05 ∣ avg_100 : 31651.332169 ∣ critic_nllloss : 25991.274609 ∣ critic_ganloss : -254.976025 ∣ generator_nllloss : 5167.817187 ∣ generator_ganloss : 819.830176 ∣  [  std_z : 0.99  real_sub_fake : 825.33 ]
[  epoch 0018/0040] 0410/4800, lr:5.0e-05 ∣ avg_100 : 31649.695185 ∣ critic_nllloss : 25897.721289 ∣ critic_ganloss : -264.763251 ∣ generator_nllloss : 5081.073047 ∣ generator_ganloss : 832.342529 ∣  [  std_z : 0.98  real_sub_fake : 1030.18 ]
[  epoch 0018/0040] 0420/4800, lr:5.0e-05 ∣ avg_100 : 31647.081925 ∣ critic_nllloss : 25886.413477 ∣ critic_ganloss : -282.932236 ∣ generator_nllloss : 5146.251367 ∣ generator_ganloss : 862.874365 ∣  [  std_z : 0.99  real_sub_fake : 1116.07 ]
[  epoch 0018/0040] 0430/4800, lr:5.0e-05 ∣ avg_100 : 31650.533506 ∣ critic_nllloss : 26062.392773 ∣ critic_ganloss : -314.323785 ∣ generator_nllloss : 5232.066406 ∣ generator_ganloss : 835.783936 ∣  [  std_z : 1.00  real_sub_fake : 1224.81 ]
[  epoch 0018/0040] 0440/4800, lr:5.0e-05 ∣ avg_100 : 31651.834963 ∣ critic_nllloss : 26051.484180 ∣ critic_ganloss : -219.402347 ∣ generator_nllloss : 5204.225977 ∣ generator_ganloss : 843.349023 ∣  [  std_z : 1.00  real_sub_fake : 1010.67 ]
[  epoch 0018/0040] 0450/4800, lr:5.0e-05 ∣ avg_100 : 31650.284345 ∣ critic_nllloss : 25850.243359 ∣ critic_ganloss : -326.572018 ∣ generator_nllloss : 5125.145898 ∣ generator_ganloss : 859.178027 ∣  [  std_z : 0.99  real_sub_fake : 1030.93 ]
[  epoch 0018/0040] 0460/4800, lr:5.0e-05 ∣ avg_100 : 31646.635972 ∣ critic_nllloss : 25811.034961 ∣ critic_ganloss : -302.434998 ∣ generator_nllloss : 5027.640234 ∣ generator_ganloss : 841.580078 ∣  [  std_z : 1.00  real_sub_fake : 1150.81 ]
[  epoch 0018/0040] 0470/4800, lr:5.0e-05 ∣ avg_100 : 31652.765673 ∣ critic_nllloss : 25965.635742 ∣ critic_ganloss : -204.779111 ∣ generator_nllloss : 5216.192773 ∣ generator_ganloss : 896.325049 ∣  [  std_z : 1.01  real_sub_fake : 925.35 ]
[  epoch 0018/0040] 0480/4800, lr:5.0e-05 ∣ avg_100 : 31650.933239 ∣ critic_nllloss : 25830.352734 ∣ critic_ganloss : -257.863188 ∣ generator_nllloss : 5137.437891 ∣ generator_ganloss : 878.277881 ∣  [  std_z : 0.99  real_sub_fake : 797.21 ]
[  epoch 0018/0040] 0490/4800, lr:5.0e-05 ∣ avg_100 : 31645.631327 ∣ critic_nllloss : 25728.714062 ∣ critic_ganloss : -302.644299 ∣ generator_nllloss : 5051.203906 ∣ generator_ganloss : 876.136621 ∣  [  std_z : 0.98  real_sub_fake : 992.41 ]
[  epoch 0018/0040] 0500/4800, lr:5.0e-05 ∣ avg_100 : 31643.718396 ∣ critic_nllloss : 25900.960742 ∣ critic_ganloss : -366.387891 ∣ generator_nllloss : 5188.129687 ∣ generator_ganloss : 859.521924 ∣  [  std_z : 0.99  real_sub_fake : 1391.86 ]
[  epoch 0018/0040] 0510/4800, lr:5.0e-05 ∣ avg_100 : 31645.480627 ∣ critic_nllloss : 25916.785156 ∣ critic_ganloss : -344.125238 ∣ generator_nllloss : 5162.521094 ∣ generator_ganloss : 923.392090 ∣  [  std_z : 0.99  real_sub_fake : 1378.42 ]
[  epoch 0018/0040] 0520/4800, lr:5.0e-05 ∣ avg_100 : 31644.878439 ∣ critic_nllloss : 25907.736328 ∣ critic_ganloss : -286.048547 ∣ generator_nllloss : 5197.181836 ∣ generator_ganloss : 866.863477 ∣  [  std_z : 1.00  real_sub_fake : 1229.24 ]
[  epoch 0018/0040] 0530/4800, lr:5.0e-05 ∣ avg_100 : 31646.033968 ∣ critic_nllloss : 25794.432227 ∣ critic_ganloss : -235.982101 ∣ generator_nllloss : 5164.176367 ∣ generator_ganloss : 868.170020 ∣  [  std_z : 0.99  real_sub_fake : 849.30 ]
[  epoch 0018/0040] 0540/4800, lr:5.0e-05 ∣ avg_100 : 31643.461324 ∣ critic_nllloss : 25751.637500 ∣ critic_ganloss : -200.717325 ∣ generator_nllloss : 5222.174414 ∣ generator_ganloss : 852.403906 ∣  [  std_z : 0.99  real_sub_fake : 810.88 ]
[  epoch 0018/0040] 0550/4800, lr:5.0e-05 ∣ avg_100 : 31647.228083 ∣ critic_nllloss : 25975.878125 ∣ critic_ganloss : -270.169447 ∣ generator_nllloss : 5260.001562 ∣ generator_ganloss : 857.128955 ∣  [  std_z : 1.00  real_sub_fake : 916.98 ]
[  epoch 0018/0040] 0560/4800, lr:5.0e-05 ∣ avg_100 : 31651.102923 ∣ critic_nllloss : 26103.682031 ∣ critic_ganloss : -313.740894 ∣ generator_nllloss : 5267.648633 ∣ generator_ganloss : 842.136230 ∣  [  std_z : 0.99  real_sub_fake : 1087.96 ]
[  epoch 0018/0040] 0570/4800, lr:5.0e-05 ∣ avg_100 : 31646.994417 ∣ critic_nllloss : 25743.298047 ∣ critic_ganloss : -311.814978 ∣ generator_nllloss : 5186.980273 ∣ generator_ganloss : 868.309570 ∣  [  std_z : 1.00  real_sub_fake : 1165.55 ]
[  epoch 0018/0040] 0580/4800, lr:5.0e-05 ∣ avg_100 : 31647.114921 ∣ critic_nllloss : 25897.880859 ∣ critic_ganloss : -371.435284 ∣ generator_nllloss : 5173.546484 ∣ generator_ganloss : 859.520850 ∣  [  std_z : 1.00  real_sub_fake : 1391.69 ]
[  epoch 0018/0040] 0590/4800, lr:5.0e-05 ∣ avg_100 : 31648.076937 ∣ critic_nllloss : 26076.907422 ∣ critic_ganloss : -399.940720 ∣ generator_nllloss : 5227.423633 ∣ generator_ganloss : 878.414795 ∣  [  std_z : 0.99  real_sub_fake : 1547.24 ]
[  epoch 0018/0040] 0600/4800, lr:5.0e-05 ∣ avg_100 : 31649.767630 ∣ critic_nllloss : 26063.324414 ∣ critic_ganloss : -285.867261 ∣ generator_nllloss : 5221.114062 ∣ generator_ganloss : 903.207422 ∣  [  std_z : 0.99  real_sub_fake : 1523.10 ]
[  epoch 0018/0040] 0610/4800, lr:5.0e-05 ∣ avg_100 : 31651.786004 ∣ critic_nllloss : 25909.237891 ∣ critic_ganloss : -251.063184 ∣ generator_nllloss : 5190.354688 ∣ generator_ganloss : 887.135010 ∣  [  std_z : 0.99  real_sub_fake : 922.87 ]
[  epoch 0018/0040] 0620/4800, lr:5.0e-05 ∣ avg_100 : 31652.490968 ∣ critic_nllloss : 25945.354492 ∣ critic_ganloss : -255.220299 ∣ generator_nllloss : 5248.729102 ∣ generator_ganloss : 855.854834 ∣  [  std_z : 1.00  real_sub_fake : 805.51 ]
[  epoch 0018/0040] 0630/4800, lr:5.0e-05 ∣ avg_100 : 31650.621919 ∣ critic_nllloss : 25900.540234 ∣ critic_ganloss : -226.625433 ∣ generator_nllloss : 5172.517187 ∣ generator_ganloss : 854.535303 ∣  [  std_z : 1.00  real_sub_fake : 774.35 ]
[  epoch 0018/0040] 0640/4800, lr:5.0e-05 ∣ avg_100 : 31650.795335 ∣ critic_nllloss : 25849.795703 ∣ critic_ganloss : -317.276620 ∣ generator_nllloss : 5168.130078 ∣ generator_ganloss : 832.530078 ∣  [  std_z : 0.99  real_sub_fake : 996.55 ]
[  epoch 0018/0040] 0650/4800, lr:5.0e-05 ∣ avg_100 : 31646.624610 ∣ critic_nllloss : 25976.603711 ∣ critic_ganloss : -303.754880 ∣ generator_nllloss : 5140.108984 ∣ generator_ganloss : 853.585205 ∣  [  std_z : 0.99  real_sub_fake : 1323.77 ]
[  epoch 0018/0040] 0660/4800, lr:5.0e-05 ∣ avg_100 : 31644.926481 ∣ critic_nllloss : 25890.099805 ∣ critic_ganloss : -387.082089 ∣ generator_nllloss : 5084.662500 ∣ generator_ganloss : 836.354053 ∣  [  std_z : 0.99  real_sub_fake : 1290.20 ]
[  epoch 0018/0040] 0670/4800, lr:5.0e-05 ∣ avg_100 : 31642.801805 ∣ critic_nllloss : 25954.256055 ∣ critic_ganloss : -349.243317 ∣ generator_nllloss : 5179.244922 ∣ generator_ganloss : 879.034131 ∣  [  std_z : 0.99  real_sub_fake : 1250.83 ]
[  epoch 0018/0040] 0680/4800, lr:5.0e-05 ∣ avg_100 : 31644.898734 ∣ critic_nllloss : 26026.647852 ∣ critic_ganloss : -352.523584 ∣ generator_nllloss : 5145.171289 ∣ generator_ganloss : 813.694434 ∣  [  std_z : 1.00  real_sub_fake : 1328.31 ]
[  epoch 0018/0040] 0690/4800, lr:5.0e-05 ∣ avg_100 : 31643.146898 ∣ critic_nllloss : 25800.595898 ∣ critic_ganloss : -331.694891 ∣ generator_nllloss : 5110.487695 ∣ generator_ganloss : 854.193848 ∣  [  std_z : 1.00  real_sub_fake : 1277.79 ]
[  epoch 0018/0040] 0700/4800, lr:5.0e-05 ∣ avg_100 : 31639.292993 ∣ critic_nllloss : 25753.645313 ∣ critic_ganloss : -337.852371 ∣ generator_nllloss : 5215.574023 ∣ generator_ganloss : 841.949170 ∣  [  std_z : 0.99  real_sub_fake : 1305.46 ]
[  epoch 0018/0040] 0710/4800, lr:5.0e-05 ∣ avg_100 : 31637.147967 ∣ critic_nllloss : 25812.090820 ∣ critic_ganloss : -272.406982 ∣ generator_nllloss : 5134.996289 ∣ generator_ganloss : 853.265869 ∣  [  std_z : 0.99  real_sub_fake : 1124.17 ]
[  epoch 0018/0040] 0720/4800, lr:5.0e-05 ∣ avg_100 : 31634.997750 ∣ critic_nllloss : 25711.391992 ∣ critic_ganloss : -330.233159 ∣ generator_nllloss : 5057.220703 ∣ generator_ganloss : 814.044556 ∣  [  std_z : 0.99  real_sub_fake : 1152.59 ]
[  epoch 0018/0040] 0730/4800, lr:5.0e-05 ∣ avg_100 : 31632.707506 ∣ critic_nllloss : 25870.723828 ∣ critic_ganloss : -331.138638 ∣ generator_nllloss : 5228.246484 ∣ generator_ganloss : 883.611963 ∣  [  std_z : 1.00  real_sub_fake : 1296.57 ]
[  epoch 0018/0040] 0740/4800, lr:5.0e-05 ∣ avg_100 : 31631.233576 ∣ critic_nllloss : 25897.998047 ∣ critic_ganloss : -314.579755 ∣ generator_nllloss : 5140.668945 ∣ generator_ganloss : 859.619238 ∣  [  std_z : 0.99  real_sub_fake : 1362.01 ]
[  epoch 0018/0040] 0750/4800, lr:5.0e-05 ∣ avg_100 : 31631.102380 ∣ critic_nllloss : 25555.185156 ∣ critic_ganloss : -195.026382 ∣ generator_nllloss : 5154.364062 ∣ generator_ganloss : 942.933887 ∣  [  std_z : 0.99  real_sub_fake : 830.64 ]
[  epoch 0018/0040] 0760/4800, lr:5.0e-05 ∣ avg_100 : 31629.578578 ∣ critic_nllloss : 25712.741797 ∣ critic_ganloss : -188.813728 ∣ generator_nllloss : 5157.766016 ∣ generator_ganloss : 907.745410 ∣  [  std_z : 0.99  real_sub_fake : 752.14 ]
[  epoch 0018/0040] 0770/4800, lr:5.0e-05 ∣ avg_100 : 31633.667023 ∣ critic_nllloss : 26009.408398 ∣ critic_ganloss : -237.995119 ∣ generator_nllloss : 5233.932227 ∣ generator_ganloss : 915.514648 ∣  [  std_z : 1.00  real_sub_fake : 770.95 ]
[  epoch 0018/0040] 0780/4800, lr:5.0e-05 ∣ avg_100 : 31630.982164 ∣ critic_nllloss : 25747.946875 ∣ critic_ganloss : -310.186992 ∣ generator_nllloss : 5185.616602 ∣ generator_ganloss : 884.119971 ∣  [  std_z : 0.99  real_sub_fake : 1004.03 ]
[  epoch 0018/0040] 0790/4800, lr:5.0e-05 ∣ avg_100 : 31633.940308 ∣ critic_nllloss : 25810.427148 ∣ critic_ganloss : -256.830591 ∣ generator_nllloss : 5095.417969 ∣ generator_ganloss : 877.282031 ∣  [  std_z : 0.99  real_sub_fake : 1125.22 ]
[  epoch 0018/0040] 0800/4800, lr:5.0e-05 ∣ avg_100 : 31635.153740 ∣ critic_nllloss : 26057.582227 ∣ critic_ganloss : -333.889325 ∣ generator_nllloss : 5339.627344 ∣ generator_ganloss : 879.074902 ∣  [  std_z : 1.00  real_sub_fake : 1187.68 ]
[  epoch 0018/0040] 0810/4800, lr:5.0e-05 ∣ avg_100 : 31635.906404 ∣ critic_nllloss : 26077.284961 ∣ critic_ganloss : -354.322693 ∣ generator_nllloss : 5245.580273 ∣ generator_ganloss : 874.824756 ∣  [  std_z : 1.00  real_sub_fake : 1262.14 ]
[  epoch 0018/0040] 0820/4800, lr:5.0e-05 ∣ avg_100 : 31633.818652 ∣ critic_nllloss : 25913.915820 ∣ critic_ganloss : -296.843170 ∣ generator_nllloss : 5178.854297 ∣ generator_ganloss : 870.300586 ∣  [  std_z : 0.99  real_sub_fake : 1263.66 ]
[  epoch 0018/0040] 0830/4800, lr:5.0e-05 ∣ avg_100 : 31631.261288 ∣ critic_nllloss : 25841.823633 ∣ critic_ganloss : -314.117770 ∣ generator_nllloss : 5104.529102 ∣ generator_ganloss : 841.902100 ∣  [  std_z : 0.99  real_sub_fake : 1152.49 ]
[  epoch 0018/0040] 0840/4800, lr:5.0e-05 ∣ avg_100 : 31629.582253 ∣ critic_nllloss : 25907.130469 ∣ critic_ganloss : -316.260938 ∣ generator_nllloss : 5149.600977 ∣ generator_ganloss : 871.571729 ∣  [  std_z : 1.00  real_sub_fake : 1185.08 ]
[  epoch 0018/0040] 0850/4800, lr:5.0e-05 ∣ avg_100 : 31630.620201 ∣ critic_nllloss : 26073.317969 ∣ critic_ganloss : -293.052869 ∣ generator_nllloss : 5117.788867 ∣ generator_ganloss : 836.664062 ∣  [  std_z : 1.00  real_sub_fake : 1289.63 ]
[  epoch 0018/0040] 0860/4800, lr:5.0e-05 ∣ avg_100 : 31629.408624 ∣ critic_nllloss : 25822.916602 ∣ critic_ganloss : -294.715080 ∣ generator_nllloss : 5179.258594 ∣ generator_ganloss : 838.614355 ∣  [  std_z : 0.98  real_sub_fake : 1025.63 ]
[  epoch 0018/0040] 0870/4800, lr:5.0e-05 ∣ avg_100 : 31627.809622 ∣ critic_nllloss : 25780.584180 ∣ critic_ganloss : -311.690396 ∣ generator_nllloss : 5166.347461 ∣ generator_ganloss : 821.134839 ∣  [  std_z : 0.98  real_sub_fake : 1032.65 ]
[  epoch 0018/0040] 0880/4800, lr:5.0e-05 ∣ avg_100 : 31630.760074 ∣ critic_nllloss : 26174.261523 ∣ critic_ganloss : -281.167090 ∣ generator_nllloss : 5182.157031 ∣ generator_ganloss : 842.713818 ∣  [  std_z : 1.00  real_sub_fake : 1190.98 ]
[  epoch 0018/0040] 0890/4800, lr:5.0e-05 ∣ avg_100 : 31626.353361 ∣ critic_nllloss : 25934.837305 ∣ critic_ganloss : -329.321484 ∣ generator_nllloss : 5092.941016 ∣ generator_ganloss : 816.910156 ∣  [  std_z : 1.00  real_sub_fake : 1036.33 ]
[  epoch 0018/0040] 0900/4800, lr:5.0e-05 ∣ avg_100 : 31627.652911 ∣ critic_nllloss : 25952.112109 ∣ critic_ganloss : -281.763101 ∣ generator_nllloss : 5198.239453 ∣ generator_ganloss : 855.959082 ∣  [  std_z : 0.99  real_sub_fake : 1282.43 ]
[  epoch 0018/0040] 0910/4800, lr:5.0e-05 ∣ avg_100 : 31631.496914 ∣ critic_nllloss : 25925.252148 ∣ critic_ganloss : -122.977705 ∣ generator_nllloss : 5283.700391 ∣ generator_ganloss : 857.874219 ∣  [  std_z : 0.99  real_sub_fake : 443.06 ]
[  epoch 0018/0040] 0920/4800, lr:5.0e-05 ∣ avg_100 : 31634.555463 ∣ critic_nllloss : 25935.742383 ∣ critic_ganloss : -193.588810 ∣ generator_nllloss : 5216.423633 ∣ generator_ganloss : 795.426514 ∣  [  std_z : 0.99  real_sub_fake : 548.49 ]
[  epoch 0018/0040] 0930/4800, lr:5.0e-05 ∣ avg_100 : 31632.084462 ∣ critic_nllloss : 25945.376367 ∣ critic_ganloss : -267.868787 ∣ generator_nllloss : 5240.659375 ∣ generator_ganloss : 775.413599 ∣  [  std_z : 1.00  real_sub_fake : 956.84 ]
[  epoch 0018/0040] 0940/4800, lr:5.0e-05 ∣ avg_100 : 31632.420578 ∣ critic_nllloss : 25841.553906 ∣ critic_ganloss : -288.776651 ∣ generator_nllloss : 5180.348047 ∣ generator_ganloss : 852.399268 ∣  [  std_z : 1.00  real_sub_fake : 1157.38 ]
[  epoch 0018/0040] 0950/4800, lr:5.0e-05 ∣ avg_100 : 31639.360297 ∣ critic_nllloss : 25988.218555 ∣ critic_ganloss : -211.341733 ∣ generator_nllloss : 5353.152734 ∣ generator_ganloss : 896.675928 ∣  [  std_z : 0.99  real_sub_fake : 975.15 ]
[  epoch 0018/0040] 0960/4800, lr:5.0e-05 ∣ avg_100 : 31639.394732 ∣ critic_nllloss : 25753.147266 ∣ critic_ganloss : -245.213708 ∣ generator_nllloss : 5237.053906 ∣ generator_ganloss : 904.211377 ∣  [  std_z : 0.98  real_sub_fake : 776.50 ]
[  epoch 0018/0040] 0970/4800, lr:5.0e-05 ∣ avg_100 : 31642.668942 ∣ critic_nllloss : 26093.100000 ∣ critic_ganloss : -206.236765 ∣ generator_nllloss : 5216.533398 ∣ generator_ganloss : 910.712256 ∣  [  std_z : 0.99  real_sub_fake : 1012.51 ]
[  epoch 0018/0040] 0980/4800, lr:5.0e-05 ∣ avg_100 : 31644.966567 ∣ critic_nllloss : 25897.734961 ∣ critic_ganloss : -255.929167 ∣ generator_nllloss : 5155.793555 ∣ generator_ganloss : 915.332178 ∣  [  std_z : 1.00  real_sub_fake : 890.48 ]
[  epoch 0018/0040] 0990/4800, lr:5.0e-05 ∣ avg_100 : 31648.561455 ∣ critic_nllloss : 26106.103125 ∣ critic_ganloss : -275.486987 ∣ generator_nllloss : 5166.323047 ∣ generator_ganloss : 887.687500 ∣  [  std_z : 1.00  real_sub_fake : 945.73 ]
[  epoch 0018/0040] 1000/4800, lr:5.0e-05 ∣ avg_100 : 31646.888926 ∣ critic_nllloss : 25947.619727 ∣ critic_ganloss : -207.401474 ∣ generator_nllloss : 5128.098437 ∣ generator_ganloss : 895.109473 ∣  [  std_z : 1.00  real_sub_fake : 950.62 ]
[  epoch 0018/0040] 1010/4800, lr:5.0e-05 ∣ avg_100 : 31651.650729 ∣ critic_nllloss : 25953.832422 ∣ critic_ganloss : -262.387486 ∣ generator_nllloss : 5216.104688 ∣ generator_ganloss : 933.663477 ∣  [  std_z : 0.99  real_sub_fake : 989.25 ]
[  epoch 0018/0040] 1020/4800, lr:5.0e-05 ∣ avg_100 : 31651.449667 ∣ critic_nllloss : 25851.656250 ∣ critic_ganloss : -277.888412 ∣ generator_nllloss : 5180.176562 ∣ generator_ganloss : 887.844482 ∣  [  std_z : 1.00  real_sub_fake : 992.47 ]
[  epoch 0018/0040] 1030/4800, lr:5.0e-05 ∣ avg_100 : 31654.855495 ∣ critic_nllloss : 25870.446680 ∣ critic_ganloss : -196.024008 ∣ generator_nllloss : 5155.938867 ∣ generator_ganloss : 936.497998 ∣  [  std_z : 1.00  real_sub_fake : 759.52 ]
[  epoch 0018/0040] 1040/4800, lr:5.0e-05 ∣ avg_100 : 31656.443273 ∣ critic_nllloss : 25768.899023 ∣ critic_ganloss : -248.471344 ∣ generator_nllloss : 5140.233008 ∣ generator_ganloss : 865.900928 ∣  [  std_z : 1.00  real_sub_fake : 897.52 ]
[  epoch 0018/0040] 1050/4800, lr:5.0e-05 ∣ avg_100 : 31655.734940 ∣ critic_nllloss : 25882.673438 ∣ critic_ganloss : -259.478436 ∣ generator_nllloss : 5176.471289 ∣ generator_ganloss : 901.235547 ∣  [  std_z : 0.99  real_sub_fake : 966.29 ]
[  epoch 0018/0040] 1060/4800, lr:5.0e-05 ∣ avg_100 : 31655.704925 ∣ critic_nllloss : 25800.073437 ∣ critic_ganloss : -282.499841 ∣ generator_nllloss : 5060.184375 ∣ generator_ganloss : 854.686426 ∣  [  std_z : 0.99  real_sub_fake : 1048.26 ]
[  epoch 0018/0040] 1070/4800, lr:5.0e-05 ∣ avg_100 : 31655.990597 ∣ critic_nllloss : 25875.699805 ∣ critic_ganloss : -259.566087 ∣ generator_nllloss : 5178.680859 ∣ generator_ganloss : 897.928271 ∣  [  std_z : 1.01  real_sub_fake : 1010.85 ]
[  epoch 0018/0040] 1080/4800, lr:5.0e-05 ∣ avg_100 : 31657.108539 ∣ critic_nllloss : 26078.195312 ∣ critic_ganloss : -324.296759 ∣ generator_nllloss : 5327.723437 ∣ generator_ganloss : 844.936523 ∣  [  std_z : 1.01  real_sub_fake : 1260.33 ]
[  epoch 0018/0040] 1090/4800, lr:5.0e-05 ∣ avg_100 : 31658.289597 ∣ critic_nllloss : 25885.075195 ∣ critic_ganloss : -233.569293 ∣ generator_nllloss : 5167.891016 ∣ generator_ganloss : 847.808057 ∣  [  std_z : 0.98  real_sub_fake : 883.62 ]
[  epoch 0018/0040] 1100/4800, lr:5.0e-05 ∣ avg_100 : 31661.587270 ∣ critic_nllloss : 25865.998242 ∣ critic_ganloss : -229.159087 ∣ generator_nllloss : 5195.232422 ∣ generator_ganloss : 805.576001 ∣  [  std_z : 0.99  real_sub_fake : 864.86 ]
[  epoch 0018/0040] 1110/4800, lr:5.0e-05 ∣ avg_100 : 31660.942793 ∣ critic_nllloss : 25848.044531 ∣ critic_ganloss : -256.405525 ∣ generator_nllloss : 5192.455859 ∣ generator_ganloss : 841.660498 ∣  [  std_z : 1.00  real_sub_fake : 1060.60 ]
[  epoch 0018/0040] 1120/4800, lr:5.0e-05 ∣ avg_100 : 31660.843173 ∣ critic_nllloss : 25858.172656 ∣ critic_ganloss : -334.085663 ∣ generator_nllloss : 5295.121094 ∣ generator_ganloss : 833.142529 ∣  [  std_z : 1.00  real_sub_fake : 1077.92 ]
[  epoch 0018/0040] 1130/4800, lr:5.0e-05 ∣ avg_100 : 31659.013551 ∣ critic_nllloss : 25810.602539 ∣ critic_ganloss : -266.303165 ∣ generator_nllloss : 5038.484180 ∣ generator_ganloss : 850.249512 ∣  [  std_z : 1.00  real_sub_fake : 1043.40 ]
[  epoch 0018/0040] 1140/4800, lr:5.0e-05 ∣ avg_100 : 31657.240204 ∣ critic_nllloss : 25704.688281 ∣ critic_ganloss : -254.200288 ∣ generator_nllloss : 5154.720312 ∣ generator_ganloss : 818.443457 ∣  [  std_z : 1.00  real_sub_fake : 1095.84 ]
[  epoch 0018/0040] 1150/4800, lr:5.0e-05 ∣ avg_100 : 31656.821823 ∣ critic_nllloss : 25935.871094 ∣ critic_ganloss : -286.948047 ∣ generator_nllloss : 5161.892187 ∣ generator_ganloss : 871.497217 ∣  [  std_z : 0.99  real_sub_fake : 1081.22 ]
[  epoch 0018/0040] 1160/4800, lr:5.0e-05 ∣ avg_100 : 31660.386867 ∣ critic_nllloss : 26011.423828 ∣ critic_ganloss : -288.578952 ∣ generator_nllloss : 5285.598633 ∣ generator_ganloss : 857.049609 ∣  [  std_z : 0.99  real_sub_fake : 1100.01 ]
[  epoch 0018/0040] 1170/4800, lr:5.0e-05 ∣ avg_100 : 31659.753162 ∣ critic_nllloss : 25781.592773 ∣ critic_ganloss : -296.674446 ∣ generator_nllloss : 5216.975391 ∣ generator_ganloss : 842.821289 ∣  [  std_z : 0.99  real_sub_fake : 999.12 ]
[  epoch 0018/0040] 1180/4800, lr:5.0e-05 ∣ avg_100 : 31656.828535 ∣ critic_nllloss : 25747.371094 ∣ critic_ganloss : -276.608481 ∣ generator_nllloss : 5101.592773 ∣ generator_ganloss : 829.210059 ∣  [  std_z : 0.99  real_sub_fake : 1248.86 ]
[  epoch 0018/0040] 1190/4800, lr:5.0e-05 ∣ avg_100 : 31657.553624 ∣ critic_nllloss : 25963.826953 ∣ critic_ganloss : -245.388684 ∣ generator_nllloss : 5178.618359 ∣ generator_ganloss : 860.001123 ∣  [  std_z : 1.00  real_sub_fake : 910.64 ]
[  epoch 0018/0040] 1200/4800, lr:5.0e-05 ∣ avg_100 : 31654.114241 ∣ critic_nllloss : 25848.757227 ∣ critic_ganloss : -262.059908 ∣ generator_nllloss : 5112.242969 ∣ generator_ganloss : 850.423096 ∣  [  std_z : 0.99  real_sub_fake : 895.46 ]
[  epoch 0018/0040] 1210/4800, lr:5.0e-05 ∣ avg_100 : 31657.008482 ∣ critic_nllloss : 25744.291016 ∣ critic_ganloss : -265.120984 ∣ generator_nllloss : 5182.871289 ∣ generator_ganloss : 870.952734 ∣  [  std_z : 0.99  real_sub_fake : 882.66 ]
[  epoch 0018/0040] 1220/4800, lr:5.0e-05 ∣ avg_100 : 31656.492569 ∣ critic_nllloss : 25946.263281 ∣ critic_ganloss : -283.254019 ∣ generator_nllloss : 5256.118164 ∣ generator_ganloss : 868.483057 ∣  [  std_z : 0.99  real_sub_fake : 1141.41 ]
[  epoch 0018/0040] 1230/4800, lr:5.0e-05 ∣ avg_100 : 31656.007777 ∣ critic_nllloss : 25924.934570 ∣ critic_ganloss : -292.094742 ∣ generator_nllloss : 5138.747852 ∣ generator_ganloss : 857.824512 ∣  [  std_z : 1.00  real_sub_fake : 1061.73 ]
[  epoch 0018/0040] 1240/4800, lr:5.0e-05 ∣ avg_100 : 31656.364235 ∣ critic_nllloss : 25852.463086 ∣ critic_ganloss : -256.050986 ∣ generator_nllloss : 5130.923437 ∣ generator_ganloss : 915.990430 ∣  [  std_z : 1.01  real_sub_fake : 990.20 ]
[  epoch 0018/0040] 1250/4800, lr:5.0e-05 ∣ avg_100 : 31654.400782 ∣ critic_nllloss : 25869.446484 ∣ critic_ganloss : -309.268979 ∣ generator_nllloss : 5092.450000 ∣ generator_ganloss : 822.622168 ∣  [  std_z : 0.99  real_sub_fake : 1114.50 ]
[  epoch 0018/0040] 1260/4800, lr:5.0e-05 ∣ avg_100 : 31654.976702 ∣ critic_nllloss : 25876.850586 ∣ critic_ganloss : -258.360318 ∣ generator_nllloss : 5226.537891 ∣ generator_ganloss : 856.629785 ∣  [  std_z : 0.99  real_sub_fake : 1037.66 ]
[  epoch 0018/0040] 1270/4800, lr:5.0e-05 ∣ avg_100 : 31654.466119 ∣ critic_nllloss : 25737.298047 ∣ critic_ganloss : -225.471158 ∣ generator_nllloss : 5238.574219 ∣ generator_ganloss : 808.413135 ∣  [  std_z : 0.99  real_sub_fake : 1095.07 ]
[  epoch 0018/0040] 1280/4800, lr:5.0e-05 ∣ avg_100 : 31652.484443 ∣ critic_nllloss : 26044.351562 ∣ critic_ganloss : -201.150221 ∣ generator_nllloss : 5136.745703 ∣ generator_ganloss : 827.648682 ∣  [  std_z : 1.00  real_sub_fake : 792.55 ]
[  epoch 0018/0040] 1290/4800, lr:5.0e-05 ∣ avg_100 : 31650.868481 ∣ critic_nllloss : 25846.412695 ∣ critic_ganloss : -288.633511 ∣ generator_nllloss : 5214.784570 ∣ generator_ganloss : 774.075513 ∣  [  std_z : 1.00  real_sub_fake : 826.03 ]
[  epoch 0018/0040] 1300/4800, lr:5.0e-05 ∣ avg_100 : 31650.104865 ∣ critic_nllloss : 25979.117188 ∣ critic_ganloss : -299.683345 ∣ generator_nllloss : 5180.650586 ∣ generator_ganloss : 780.286084 ∣  [  std_z : 1.00  real_sub_fake : 1049.80 ]
[  epoch 0018/0040] 1310/4800, lr:5.0e-05 ∣ avg_100 : 31652.536709 ∣ critic_nllloss : 26101.301563 ∣ critic_ganloss : -291.900195 ∣ generator_nllloss : 5266.218359 ∣ generator_ganloss : 825.207227 ∣  [  std_z : 0.99  real_sub_fake : 1128.20 ]
[  epoch 0018/0040] 1320/4800, lr:5.0e-05 ∣ avg_100 : 31653.637631 ∣ critic_nllloss : 25853.082227 ∣ critic_ganloss : -178.467212 ∣ generator_nllloss : 5169.776367 ∣ generator_ganloss : 818.371875 ∣  [  std_z : 0.99  real_sub_fake : 1079.36 ]
[  epoch 0018/0040] 1330/4800, lr:5.0e-05 ∣ avg_100 : 31654.774622 ∣ critic_nllloss : 25720.857812 ∣ critic_ganloss : -242.856993 ∣ generator_nllloss : 5177.581055 ∣ generator_ganloss : 838.281104 ∣  [  std_z : 1.00  real_sub_fake : 799.33 ]
[  epoch 0018/0040] 1340/4800, lr:5.0e-05 ∣ avg_100 : 31657.545141 ∣ critic_nllloss : 26209.406055 ∣ critic_ganloss : -288.248863 ∣ generator_nllloss : 5255.288672 ∣ generator_ganloss : 830.345215 ∣  [  std_z : 1.00  real_sub_fake : 936.56 ]
[  epoch 0018/0040] 1350/4800, lr:5.0e-05 ∣ avg_100 : 31654.553137 ∣ critic_nllloss : 25656.706836 ∣ critic_ganloss : -293.374762 ∣ generator_nllloss : 5122.140430 ∣ generator_ganloss : 786.715552 ∣  [  std_z : 0.98  real_sub_fake : 1091.41 ]
[  epoch 0018/0040] 1360/4800, lr:5.0e-05 ∣ avg_100 : 31651.599134 ∣ critic_nllloss : 25777.623047 ∣ critic_ganloss : -369.383575 ∣ generator_nllloss : 5085.273828 ∣ generator_ganloss : 837.096826 ∣  [  std_z : 0.99  real_sub_fake : 1280.39 ]
[  epoch 0018/0040] 1370/4800, lr:5.0e-05 ∣ avg_100 : 31651.400395 ∣ critic_nllloss : 25684.337305 ∣ critic_ganloss : -295.949411 ∣ generator_nllloss : 5183.687891 ∣ generator_ganloss : 860.531445 ∣  [  std_z : 1.00  real_sub_fake : 1265.00 ]
[  epoch 0018/0040] 1380/4800, lr:5.0e-05 ∣ avg_100 : 31649.948181 ∣ critic_nllloss : 25831.998242 ∣ critic_ganloss : -295.435596 ∣ generator_nllloss : 5208.341016 ∣ generator_ganloss : 864.031201 ∣  [  std_z : 1.00  real_sub_fake : 1134.69 ]
[  epoch 0018/0040] 1390/4800, lr:5.0e-05 ∣ avg_100 : 31647.091478 ∣ critic_nllloss : 25756.469922 ∣ critic_ganloss : -283.992545 ∣ generator_nllloss : 5173.386523 ∣ generator_ganloss : 849.709717 ∣  [  std_z : 0.99  real_sub_fake : 1130.10 ]
[  epoch 0018/0040] 1400/4800, lr:5.0e-05 ∣ avg_100 : 31645.100142 ∣ critic_nllloss : 25874.276758 ∣ critic_ganloss : -340.027986 ∣ generator_nllloss : 5135.485937 ∣ generator_ganloss : 855.077637 ∣  [  std_z : 0.99  real_sub_fake : 976.44 ]
[  epoch 0018/0040] 1410/4800, lr:5.0e-05 ∣ avg_100 : 31645.103300 ∣ critic_nllloss : 25879.197852 ∣ critic_ganloss : -252.282373 ∣ generator_nllloss : 5093.974414 ∣ generator_ganloss : 825.799561 ∣  [  std_z : 0.99  real_sub_fake : 1192.85 ]
[  epoch 0018/0040] 1420/4800, lr:5.0e-05 ∣ avg_100 : 31643.415193 ∣ critic_nllloss : 25710.639648 ∣ critic_ganloss : -232.791074 ∣ generator_nllloss : 5112.183594 ∣ generator_ganloss : 853.764111 ∣  [  std_z : 1.00  real_sub_fake : 912.32 ]
[  epoch 0018/0040] 1430/4800, lr:5.0e-05 ∣ avg_100 : 31643.204147 ∣ critic_nllloss : 25823.783789 ∣ critic_ganloss : -150.681383 ∣ generator_nllloss : 5292.226953 ∣ generator_ganloss : 829.485352 ∣  [  std_z : 1.00  real_sub_fake : 487.86 ]
[  epoch 0018/0040] 1440/4800, lr:5.0e-05 ∣ avg_100 : 31641.467402 ∣ critic_nllloss : 25968.411523 ∣ critic_ganloss : -173.763750 ∣ generator_nllloss : 5107.189453 ∣ generator_ganloss : 804.145117 ∣  [  std_z : 0.98  real_sub_fake : 580.34 ]
[  epoch 0018/0040] 1450/4800, lr:5.0e-05 ∣ avg_100 : 31641.822432 ∣ critic_nllloss : 25767.852148 ∣ critic_ganloss : -186.362458 ∣ generator_nllloss : 5138.357813 ∣ generator_ganloss : 823.650781 ∣  [  std_z : 0.99  real_sub_fake : 685.50 ]
[  epoch 0018/0040] 1460/4800, lr:5.0e-05 ∣ avg_100 : 31642.867938 ∣ critic_nllloss : 25840.383594 ∣ critic_ganloss : -272.638315 ∣ generator_nllloss : 5107.973047 ∣ generator_ganloss : 806.652539 ∣  [  std_z : 1.00  real_sub_fake : 984.22 ]
[  epoch 0018/0040] 1470/4800, lr:5.0e-05 ∣ avg_100 : 31638.852825 ∣ critic_nllloss : 25739.938281 ∣ critic_ganloss : -190.790121 ∣ generator_nllloss : 5096.402539 ∣ generator_ganloss : 826.312427 ∣  [  std_z : 1.01  real_sub_fake : 970.16 ]
[  epoch 0018/0040] 1480/4800, lr:5.0e-05 ∣ avg_100 : 31635.842493 ∣ critic_nllloss : 25668.844727 ∣ critic_ganloss : -253.626825 ∣ generator_nllloss : 5043.235937 ∣ generator_ganloss : 828.718311 ∣  [  std_z : 0.99  real_sub_fake : 902.49 ]
[  epoch 0018/0040] 1490/4800, lr:5.0e-05 ∣ avg_100 : 31638.942359 ∣ critic_nllloss : 25895.424805 ∣ critic_ganloss : -235.867218 ∣ generator_nllloss : 5167.745313 ∣ generator_ganloss : 836.093994 ∣  [  std_z : 0.97  real_sub_fake : 936.31 ]
[  epoch 0018/0040] 1500/4800, lr:5.0e-05 ∣ avg_100 : 31636.936445 ∣ critic_nllloss : 25717.630078 ∣ critic_ganloss : -249.029836 ∣ generator_nllloss : 5100.366797 ∣ generator_ganloss : 812.665991 ∣  [  std_z : 0.99  real_sub_fake : 850.90 ]
[  epoch 0018/0040] 1510/4800, lr:5.0e-05 ∣ avg_100 : 31637.463003 ∣ critic_nllloss : 26032.769727 ∣ critic_ganloss : -292.017581 ∣ generator_nllloss : 5168.808594 ∣ generator_ganloss : 801.668115 ∣  [  std_z : 1.01  real_sub_fake : 979.23 ]
[  epoch 0018/0040] 1520/4800, lr:5.0e-05 ∣ avg_100 : 31637.301888 ∣ critic_nllloss : 25852.339453 ∣ critic_ganloss : -192.395908 ∣ generator_nllloss : 5177.038477 ∣ generator_ganloss : 832.639648 ∣  [  std_z : 1.01  real_sub_fake : 1095.25 ]
[  epoch 0018/0040] 1530/4800, lr:5.0e-05 ∣ avg_100 : 31639.073147 ∣ critic_nllloss : 25997.580078 ∣ critic_ganloss : -273.451364 ∣ generator_nllloss : 5247.246484 ∣ generator_ganloss : 796.547144 ∣  [  std_z : 0.99  real_sub_fake : 886.91 ]
[  epoch 0018/0040] 1540/4800, lr:5.0e-05 ∣ avg_100 : 31638.061449 ∣ critic_nllloss : 25834.223242 ∣ critic_ganloss : -224.670274 ∣ generator_nllloss : 5097.681055 ∣ generator_ganloss : 817.094727 ∣  [  std_z : 0.99  real_sub_fake : 904.40 ]
[  epoch 0018/0040] 1550/4800, lr:5.0e-05 ∣ avg_100 : 31638.657816 ∣ critic_nllloss : 26102.795117 ∣ critic_ganloss : -252.186900 ∣ generator_nllloss : 5195.775391 ∣ generator_ganloss : 836.092236 ∣  [  std_z : 1.00  real_sub_fake : 914.79 ]
[  epoch 0018/0040] 1560/4800, lr:5.0e-05 ∣ avg_100 : 31636.209838 ∣ critic_nllloss : 25908.296289 ∣ critic_ganloss : -256.074193 ∣ generator_nllloss : 5178.747656 ∣ generator_ganloss : 823.958472 ∣  [  std_z : 1.00  real_sub_fake : 951.96 ]
[  epoch 0018/0040] 1570/4800, lr:5.0e-05 ∣ avg_100 : 31637.350615 ∣ critic_nllloss : 25871.164062 ∣ critic_ganloss : -292.801361 ∣ generator_nllloss : 5160.597070 ∣ generator_ganloss : 861.890820 ∣  [  std_z : 0.99  real_sub_fake : 999.91 ]
[  epoch 0018/0040] 1580/4800, lr:5.0e-05 ∣ avg_100 : 31638.137223 ∣ critic_nllloss : 25908.558398 ∣ critic_ganloss : -214.834320 ∣ generator_nllloss : 5105.414844 ∣ generator_ganloss : 839.034814 ∣  [  std_z : 0.98  real_sub_fake : 991.14 ]
[  epoch 0018/0040] 1590/4800, lr:5.0e-05 ∣ avg_100 : 31640.665176 ∣ critic_nllloss : 26211.834570 ∣ critic_ganloss : -284.062907 ∣ generator_nllloss : 5264.540625 ∣ generator_ganloss : 843.288135 ∣  [  std_z : 1.00  real_sub_fake : 932.23 ]
[  epoch 0018/0040] 1600/4800, lr:5.0e-05 ∣ avg_100 : 31640.802978 ∣ critic_nllloss : 26116.775000 ∣ critic_ganloss : -285.918277 ∣ generator_nllloss : 5276.880469 ∣ generator_ganloss : 807.821631 ∣  [  std_z : 1.01  real_sub_fake : 1159.03 ]
[  epoch 0018/0040] 1610/4800, lr:5.0e-05 ∣ avg_100 : 31639.329844 ∣ critic_nllloss : 25840.261328 ∣ critic_ganloss : -239.740689 ∣ generator_nllloss : 5179.069531 ∣ generator_ganloss : 808.760864 ∣  [  std_z : 0.99  real_sub_fake : 1054.92 ]
[  epoch 0018/0040] 1620/4800, lr:5.0e-05 ∣ avg_100 : 31632.249592 ∣ critic_nllloss : 25512.733984 ∣ critic_ganloss : -236.448337 ∣ generator_nllloss : 5041.554883 ∣ generator_ganloss : 768.852368 ∣  [  std_z : 0.98  real_sub_fake : 1008.20 ]
[  epoch 0018/0040] 1630/4800, lr:5.0e-05 ∣ avg_100 : 31628.729383 ∣ critic_nllloss : 25636.369336 ∣ critic_ganloss : -245.342989 ∣ generator_nllloss : 5155.610937 ∣ generator_ganloss : 802.309106 ∣  [  std_z : 0.99  real_sub_fake : 844.02 ]
[  epoch 0018/0040] 1640/4800, lr:5.0e-05 ∣ avg_100 : 31632.819044 ∣ critic_nllloss : 26219.200586 ∣ critic_ganloss : -311.443576 ∣ generator_nllloss : 5271.586133 ∣ generator_ganloss : 762.802197 ∣  [  std_z : 0.99  real_sub_fake : 1005.52 ]
[  epoch 0018/0040] 1650/4800, lr:5.0e-05 ∣ avg_100 : 31631.961117 ∣ critic_nllloss : 25913.994141 ∣ critic_ganloss : -284.057974 ∣ generator_nllloss : 5187.070898 ∣ generator_ganloss : 763.743311 ∣  [  std_z : 0.99  real_sub_fake : 1199.38 ]
[  epoch 0018/0040] 1660/4800, lr:5.0e-05 ∣ avg_100 : 31634.111693 ∣ critic_nllloss : 25981.672070 ∣ critic_ganloss : -234.535086 ∣ generator_nllloss : 5095.496289 ∣ generator_ganloss : 796.458521 ∣  [  std_z : 1.00  real_sub_fake : 887.47 ]
[  epoch 0018/0040] 1670/4800, lr:5.0e-05 ∣ avg_100 : 31632.768338 ∣ critic_nllloss : 25808.344727 ∣ critic_ganloss : -278.815692 ∣ generator_nllloss : 5231.576953 ∣ generator_ganloss : 767.850317 ∣  [  std_z : 0.99  real_sub_fake : 957.71 ]
[  epoch 0018/0040] 1680/4800, lr:5.0e-05 ∣ avg_100 : 31633.327607 ∣ critic_nllloss : 25914.290234 ∣ critic_ganloss : -258.238760 ∣ generator_nllloss : 5219.123828 ∣ generator_ganloss : 813.741650 ∣  [  std_z : 0.99  real_sub_fake : 1020.69 ]
[  epoch 0018/0040] 1690/4800, lr:5.0e-05 ∣ avg_100 : 31636.104696 ∣ critic_nllloss : 25950.312109 ∣ critic_ganloss : -267.631308 ∣ generator_nllloss : 5214.558789 ∣ generator_ganloss : 814.051831 ∣  [  std_z : 1.00  real_sub_fake : 958.32 ]
[  epoch 0018/0040] 1700/4800, lr:5.0e-05 ∣ avg_100 : 31637.809533 ∣ critic_nllloss : 25849.850586 ∣ critic_ganloss : -245.614868 ∣ generator_nllloss : 5224.686133 ∣ generator_ganloss : 814.878027 ∣  [  std_z : 1.00  real_sub_fake : 793.05 ]
[  epoch 0018/0040] 1710/4800, lr:5.0e-05 ∣ avg_100 : 31639.054553 ∣ critic_nllloss : 25873.471680 ∣ critic_ganloss : -232.273225 ∣ generator_nllloss : 5181.689258 ∣ generator_ganloss : 829.560205 ∣  [  std_z : 0.99  real_sub_fake : 855.57 ]
[  epoch 0018/0040] 1720/4800, lr:5.0e-05 ∣ avg_100 : 31643.401929 ∣ critic_nllloss : 25952.514844 ∣ critic_ganloss : -272.436082 ∣ generator_nllloss : 5185.419141 ∣ generator_ganloss : 821.663867 ∣  [  std_z : 0.99  real_sub_fake : 1010.35 ]
[  epoch 0018/0040] 1730/4800, lr:5.0e-05 ∣ avg_100 : 31643.865805 ∣ critic_nllloss : 25984.963477 ∣ critic_ganloss : -295.492450 ∣ generator_nllloss : 5177.185742 ∣ generator_ganloss : 831.174438 ∣  [  std_z : 1.00  real_sub_fake : 1028.36 ]
[  epoch 0018/0040] 1740/4800, lr:5.0e-05 ∣ avg_100 : 31644.471757 ∣ critic_nllloss : 25871.273828 ∣ critic_ganloss : -195.711958 ∣ generator_nllloss : 5089.717773 ∣ generator_ganloss : 879.021973 ∣  [  std_z : 1.01  real_sub_fake : 1135.29 ]
[  epoch 0018/0040] 1750/4800, lr:5.0e-05 ∣ avg_100 : 31646.163868 ∣ critic_nllloss : 25836.454688 ∣ critic_ganloss : -174.439925 ∣ generator_nllloss : 5088.567969 ∣ generator_ganloss : 876.085156 ∣  [  std_z : 1.00  real_sub_fake : 631.84 ]
[  epoch 0018/0040] 1760/4800, lr:5.0e-05 ∣ avg_100 : 31647.104637 ∣ critic_nllloss : 25849.517383 ∣ critic_ganloss : -195.153975 ∣ generator_nllloss : 5185.101758 ∣ generator_ganloss : 844.051172 ∣  [  std_z : 0.99  real_sub_fake : 625.72 ]
[  epoch 0018/0040] 1770/4800, lr:5.0e-05 ∣ avg_100 : 31643.592963 ∣ critic_nllloss : 25818.030859 ∣ critic_ganloss : -261.786041 ∣ generator_nllloss : 5190.629492 ∣ generator_ganloss : 822.818481 ∣  [  std_z : 0.99  real_sub_fake : 788.35 ]
[  epoch 0018/0040] 1780/4800, lr:5.0e-05 ∣ avg_100 : 31645.267143 ∣ critic_nllloss : 25953.511523 ∣ critic_ganloss : -315.111624 ∣ generator_nllloss : 5194.656250 ∣ generator_ganloss : 841.858301 ∣  [  std_z : 0.99  real_sub_fake : 986.29 ]
[  epoch 0018/0040] 1790/4800, lr:5.0e-05 ∣ avg_100 : 31643.320377 ∣ critic_nllloss : 25659.014258 ∣ critic_ganloss : -278.177136 ∣ generator_nllloss : 5095.408984 ∣ generator_ganloss : 855.373877 ∣  [  std_z : 0.99  real_sub_fake : 1282.71 ]
[  epoch 0018/0040] 1800/4800, lr:5.0e-05 ∣ avg_100 : 31642.282255 ∣ critic_nllloss : 26002.818750 ∣ critic_ganloss : -262.732504 ∣ generator_nllloss : 5188.450000 ∣ generator_ganloss : 910.046680 ∣  [  std_z : 1.00  real_sub_fake : 1103.10 ]
[  epoch 0018/0040] 1810/4800, lr:5.0e-05 ∣ avg_100 : 31639.018764 ∣ critic_nllloss : 25834.909961 ∣ critic_ganloss : -346.682370 ∣ generator_nllloss : 5164.383008 ∣ generator_ganloss : 864.407568 ∣  [  std_z : 1.00  real_sub_fake : 1123.31 ]
[  epoch 0018/0040] 1820/4800, lr:5.0e-05 ∣ avg_100 : 31641.141609 ∣ critic_nllloss : 26063.902344 ∣ critic_ganloss : -242.724231 ∣ generator_nllloss : 5161.011719 ∣ generator_ganloss : 896.322266 ∣  [  std_z : 0.99  real_sub_fake : 1141.29 ]
[  epoch 0018/0040] 1830/4800, lr:5.0e-05 ∣ avg_100 : 31644.966308 ∣ critic_nllloss : 26168.415625 ∣ critic_ganloss : -312.413812 ∣ generator_nllloss : 5115.723828 ∣ generator_ganloss : 884.881299 ∣  [  std_z : 0.99  real_sub_fake : 1177.81 ]
[  epoch 0018/0040] 1840/4800, lr:5.0e-05 ∣ avg_100 : 31644.746572 ∣ critic_nllloss : 25718.947852 ∣ critic_ganloss : -173.006590 ∣ generator_nllloss : 5111.374414 ∣ generator_ganloss : 932.752930 ∣  [  std_z : 1.00  real_sub_fake : 755.85 ]
[  epoch 0018/0040] 1850/4800, lr:5.0e-05 ∣ avg_100 : 31639.539055 ∣ critic_nllloss : 25535.505273 ∣ critic_ganloss : -271.875806 ∣ generator_nllloss : 5082.476953 ∣ generator_ganloss : 867.859912 ∣  [  std_z : 1.00  real_sub_fake : 807.49 ]
[  epoch 0018/0040] 1860/4800, lr:5.0e-05 ∣ avg_100 : 31640.863017 ∣ critic_nllloss : 26007.899805 ∣ critic_ganloss : -355.013220 ∣ generator_nllloss : 5149.053906 ∣ generator_ganloss : 876.530176 ∣  [  std_z : 0.99  real_sub_fake : 1190.55 ]
[  epoch 0018/0040] 1870/4800, lr:5.0e-05 ∣ avg_100 : 31644.733933 ∣ critic_nllloss : 25934.644531 ∣ critic_ganloss : -188.388371 ∣ generator_nllloss : 5226.364258 ∣ generator_ganloss : 870.847266 ∣  [  std_z : 0.99  real_sub_fake : 1007.38 ]
[  epoch 0018/0040] 1880/4800, lr:5.0e-05 ∣ avg_100 : 31643.245857 ∣ critic_nllloss : 25984.590234 ∣ critic_ganloss : -239.884729 ∣ generator_nllloss : 5168.827148 ∣ generator_ganloss : 855.625098 ∣  [  std_z : 1.00  real_sub_fake : 1058.68 ]
[  epoch 0018/0040] 1890/4800, lr:5.0e-05 ∣ avg_100 : 31644.563520 ∣ critic_nllloss : 25789.328320 ∣ critic_ganloss : -201.592421 ∣ generator_nllloss : 5150.138086 ∣ generator_ganloss : 909.259229 ∣  [  std_z : 1.00  real_sub_fake : 667.76 ]
[  epoch 0018/0040] 1900/4800, lr:5.0e-05 ∣ avg_100 : 31644.440104 ∣ critic_nllloss : 25886.939063 ∣ critic_ganloss : -258.751431 ∣ generator_nllloss : 5222.971680 ∣ generator_ganloss : 861.046680 ∣  [  std_z : 1.00  real_sub_fake : 782.21 ]
[  epoch 0018/0040] 1910/4800, lr:5.0e-05 ∣ avg_100 : 31640.707040 ∣ critic_nllloss : 25771.736133 ∣ critic_ganloss : -207.876193 ∣ generator_nllloss : 5134.228516 ∣ generator_ganloss : 872.454199 ∣  [  std_z : 0.99  real_sub_fake : 872.67 ]
[  epoch 0018/0040] 1920/4800, lr:5.0e-05 ∣ avg_100 : 31640.881072 ∣ critic_nllloss : 25910.537305 ∣ critic_ganloss : -238.066989 ∣ generator_nllloss : 5253.792578 ∣ generator_ganloss : 845.144043 ∣  [  std_z : 0.99  real_sub_fake : 900.78 ]
[  epoch 0018/0040] 1930/4800, lr:5.0e-05 ∣ avg_100 : 31640.059989 ∣ critic_nllloss : 25862.030078 ∣ critic_ganloss : -274.981592 ∣ generator_nllloss : 5179.330078 ∣ generator_ganloss : 845.093652 ∣  [  std_z : 0.99  real_sub_fake : 1056.86 ]
[  epoch 0018/0040] 1940/4800, lr:5.0e-05 ∣ avg_100 : 31643.786086 ∣ critic_nllloss : 26195.922852 ∣ critic_ganloss : -350.440149 ∣ generator_nllloss : 5273.203320 ∣ generator_ganloss : 839.448291 ∣  [  std_z : 1.00  real_sub_fake : 1202.15 ]
[  epoch 0018/0040] 1950/4800, lr:5.0e-05 ∣ avg_100 : 31641.540081 ∣ critic_nllloss : 25885.285156 ∣ critic_ganloss : -243.913052 ∣ generator_nllloss : 5262.917578 ∣ generator_ganloss : 897.815234 ∣  [  std_z : 1.00  real_sub_fake : 1160.37 ]
[  epoch 0018/0040] 1960/4800, lr:5.0e-05 ∣ avg_100 : 31644.046617 ∣ critic_nllloss : 25961.344531 ∣ critic_ganloss : -224.189438 ∣ generator_nllloss : 5245.012305 ∣ generator_ganloss : 917.685059 ∣  [  std_z : 1.00  real_sub_fake : 677.38 ]
[  epoch 0018/0040] 1970/4800, lr:5.0e-05 ∣ avg_100 : 31640.439859 ∣ critic_nllloss : 25802.543359 ∣ critic_ganloss : -228.602835 ∣ generator_nllloss : 5201.732813 ∣ generator_ganloss : 877.759766 ∣  [  std_z : 0.99  real_sub_fake : 1022.33 ]
[  epoch 0018/0040] 1980/4800, lr:5.0e-05 ∣ avg_100 : 31638.705317 ∣ critic_nllloss : 25867.977930 ∣ critic_ganloss : -281.198537 ∣ generator_nllloss : 5035.954102 ∣ generator_ganloss : 916.743799 ∣  [  std_z : 0.99  real_sub_fake : 946.94 ]
[  epoch 0018/0040] 1990/4800, lr:5.0e-05 ∣ avg_100 : 31640.859014 ∣ critic_nllloss : 26134.017969 ∣ critic_ganloss : -253.526062 ∣ generator_nllloss : 5292.399219 ∣ generator_ganloss : 927.105273 ∣  [  std_z : 1.00  real_sub_fake : 1014.20 ]
[  epoch 0018/0040] 2000/4800, lr:5.0e-05 ∣ avg_100 : 31641.944969 ∣ critic_nllloss : 25972.337695 ∣ critic_ganloss : -223.776651 ∣ generator_nllloss : 5229.295508 ∣ generator_ganloss : 894.165088 ∣  [  std_z : 0.99  real_sub_fake : 964.46 ]
[  epoch 0018/0040] 2010/4800, lr:5.0e-05 ∣ avg_100 : 31640.661510 ∣ critic_nllloss : 25851.154492 ∣ critic_ganloss : -251.227388 ∣ generator_nllloss : 5202.630273 ∣ generator_ganloss : 910.309814 ∣  [  std_z : 0.99  real_sub_fake : 790.43 ]
[  epoch 0018/0040] 2020/4800, lr:5.0e-05 ∣ avg_100 : 31642.558467 ∣ critic_nllloss : 26024.886523 ∣ critic_ganloss : -309.007812 ∣ generator_nllloss : 5216.610937 ∣ generator_ganloss : 898.995020 ∣  [  std_z : 1.00  real_sub_fake : 968.45 ]
[  epoch 0018/0040] 2030/4800, lr:5.0e-05 ∣ avg_100 : 31642.283090 ∣ critic_nllloss : 25902.912500 ∣ critic_ganloss : -222.643591 ∣ generator_nllloss : 5180.006445 ∣ generator_ganloss : 879.046436 ∣  [  std_z : 1.00  real_sub_fake : 1141.04 ]
[  epoch 0018/0040] 2040/4800, lr:5.0e-05 ∣ avg_100 : 31643.048722 ∣ critic_nllloss : 25890.491211 ∣ critic_ganloss : -285.350372 ∣ generator_nllloss : 5119.840625 ∣ generator_ganloss : 878.143359 ∣  [  std_z : 1.00  real_sub_fake : 1062.85 ]
[  epoch 0018/0040] 2050/4800, lr:5.0e-05 ∣ avg_100 : 31644.132366 ∣ critic_nllloss : 26006.514062 ∣ critic_ganloss : -255.521506 ∣ generator_nllloss : 5170.057227 ∣ generator_ganloss : 888.216504 ∣  [  std_z : 0.99  real_sub_fake : 927.14 ]
[  epoch 0018/0040] 2060/4800, lr:5.0e-05 ∣ avg_100 : 31645.460049 ∣ critic_nllloss : 25766.383398 ∣ critic_ganloss : -280.100916 ∣ generator_nllloss : 5209.149219 ∣ generator_ganloss : 869.780908 ∣  [  std_z : 0.99  real_sub_fake : 924.20 ]
[  epoch 0018/0040] 2070/4800, lr:5.0e-05 ∣ avg_100 : 31644.009044 ∣ critic_nllloss : 25861.406641 ∣ critic_ganloss : -294.202975 ∣ generator_nllloss : 5150.765820 ∣ generator_ganloss : 829.672852 ∣  [  std_z : 0.99  real_sub_fake : 1104.48 ]
[  epoch 0018/0040] 2080/4800, lr:5.0e-05 ∣ avg_100 : 31640.092102 ∣ critic_nllloss : 25810.783789 ∣ critic_ganloss : -349.599234 ∣ generator_nllloss : 5204.722461 ∣ generator_ganloss : 868.957373 ∣  [  std_z : 1.00  real_sub_fake : 1198.76 ]
[  epoch 0018/0040] 2090/4800, lr:5.0e-05 ∣ avg_100 : 31639.854689 ∣ critic_nllloss : 25955.530273 ∣ critic_ganloss : -312.006345 ∣ generator_nllloss : 5114.552344 ∣ generator_ganloss : 885.387402 ∣  [  std_z : 1.00  real_sub_fake : 1332.79 ]
[  epoch 0018/0040] 2100/4800, lr:5.0e-05 ∣ avg_100 : 31639.287116 ∣ critic_nllloss : 25781.900781 ∣ critic_ganloss : -221.411386 ∣ generator_nllloss : 5148.006250 ∣ generator_ganloss : 872.394629 ∣  [  std_z : 1.00  real_sub_fake : 971.11 ]
[  epoch 0018/0040] 2110/4800, lr:5.0e-05 ∣ avg_100 : 31640.334103 ∣ critic_nllloss : 25962.368164 ∣ critic_ganloss : -275.673045 ∣ generator_nllloss : 5191.397070 ∣ generator_ganloss : 852.361816 ∣  [  std_z : 1.00  real_sub_fake : 1042.40 ]
[  epoch 0018/0040] 2120/4800, lr:5.0e-05 ∣ avg_100 : 31638.202571 ∣ critic_nllloss : 25746.063477 ∣ critic_ganloss : -288.802878 ∣ generator_nllloss : 5100.727734 ∣ generator_ganloss : 881.209082 ∣  [  std_z : 1.00  real_sub_fake : 1122.07 ]
[  epoch 0018/0040] 2130/4800, lr:5.0e-05 ∣ avg_100 : 31639.157356 ∣ critic_nllloss : 25892.023438 ∣ critic_ganloss : -304.869052 ∣ generator_nllloss : 5057.227148 ∣ generator_ganloss : 884.130078 ∣  [  std_z : 0.99  real_sub_fake : 1123.58 ]
[  epoch 0018/0040] 2140/4800, lr:5.0e-05 ∣ avg_100 : 31640.538930 ∣ critic_nllloss : 25823.246289 ∣ critic_ganloss : -284.669135 ∣ generator_nllloss : 5148.808008 ∣ generator_ganloss : 874.423975 ∣  [  std_z : 0.99  real_sub_fake : 1103.61 ]
[  epoch 0018/0040] 2150/4800, lr:5.0e-05 ∣ avg_100 : 31640.664845 ∣ critic_nllloss : 25776.296680 ∣ critic_ganloss : -176.917751 ∣ generator_nllloss : 5201.556641 ∣ generator_ganloss : 893.968359 ∣  [  std_z : 1.00  real_sub_fake : 848.12 ]
[  epoch 0018/0040] 2160/4800, lr:5.0e-05 ∣ avg_100 : 31640.025330 ∣ critic_nllloss : 25990.624414 ∣ critic_ganloss : -271.755774 ∣ generator_nllloss : 5218.099023 ∣ generator_ganloss : 864.574023 ∣  [  std_z : 1.00  real_sub_fake : 841.30 ]
[  epoch 0018/0040] 2170/4800, lr:5.0e-05 ∣ avg_100 : 31642.265446 ∣ critic_nllloss : 26054.188477 ∣ critic_ganloss : -303.568683 ∣ generator_nllloss : 5158.815820 ∣ generator_ganloss : 859.290918 ∣  [  std_z : 0.99  real_sub_fake : 1056.63 ]
[  epoch 0018/0040] 2180/4800, lr:5.0e-05 ∣ avg_100 : 31645.260531 ∣ critic_nllloss : 25986.413867 ∣ critic_ganloss : -333.736996 ∣ generator_nllloss : 5167.523438 ∣ generator_ganloss : 880.873633 ∣  [  std_z : 0.99  real_sub_fake : 1187.06 ]
[  epoch 0018/0040] 2190/4800, lr:5.0e-05 ∣ avg_100 : 31647.366208 ∣ critic_nllloss : 26196.287891 ∣ critic_ganloss : -316.794495 ∣ generator_nllloss : 5255.972070 ∣ generator_ganloss : 832.160010 ∣  [  std_z : 0.99  real_sub_fake : 1371.46 ]
[  epoch 0018/0040] 2200/4800, lr:5.0e-05 ∣ avg_100 : 31651.143452 ∣ critic_nllloss : 26070.406055 ∣ critic_ganloss : -250.453360 ∣ generator_nllloss : 5201.043359 ∣ generator_ganloss : 906.091748 ∣  [  std_z : 0.99  real_sub_fake : 935.63 ]
[  epoch 0018/0040] 2210/4800, lr:5.0e-05 ∣ avg_100 : 31653.147499 ∣ critic_nllloss : 25979.743945 ∣ critic_ganloss : -257.461008 ∣ generator_nllloss : 5124.762500 ∣ generator_ganloss : 886.353320 ∣  [  std_z : 1.00  real_sub_fake : 996.60 ]
[  epoch 0018/0040] 2220/4800, lr:5.0e-05 ∣ avg_100 : 31651.214645 ∣ critic_nllloss : 25795.492188 ∣ critic_ganloss : -262.122177 ∣ generator_nllloss : 5162.034375 ∣ generator_ganloss : 898.920654 ∣  [  std_z : 1.00  real_sub_fake : 934.04 ]
[  epoch 0018/0040] 2230/4800, lr:5.0e-05 ∣ avg_100 : 31652.195992 ∣ critic_nllloss : 25919.366992 ∣ critic_ganloss : -223.666629 ∣ generator_nllloss : 5139.281445 ∣ generator_ganloss : 892.565088 ∣  [  std_z : 1.00  real_sub_fake : 1007.05 ]
[  epoch 0018/0040] 2240/4800, lr:5.0e-05 ∣ avg_100 : 31653.020088 ∣ critic_nllloss : 25840.523633 ∣ critic_ganloss : -233.198729 ∣ generator_nllloss : 5230.352734 ∣ generator_ganloss : 888.057959 ∣  [  std_z : 0.99  real_sub_fake : 983.60 ]
[  epoch 0018/0040] 2250/4800, lr:5.0e-05 ∣ avg_100 : 31655.422283 ∣ critic_nllloss : 25971.999414 ∣ critic_ganloss : -278.540668 ∣ generator_nllloss : 5147.437305 ∣ generator_ganloss : 874.573145 ∣  [  std_z : 0.99  real_sub_fake : 987.16 ]
[  epoch 0018/0040] 2260/4800, lr:5.0e-05 ∣ avg_100 : 31653.800212 ∣ critic_nllloss : 25762.708594 ∣ critic_ganloss : -261.406847 ∣ generator_nllloss : 5189.578711 ∣ generator_ganloss : 848.570361 ∣  [  std_z : 0.99  real_sub_fake : 955.92 ]
[  epoch 0018/0040] 2270/4800, lr:5.0e-05 ∣ avg_100 : 31655.548028 ∣ critic_nllloss : 25867.087891 ∣ critic_ganloss : -230.664519 ∣ generator_nllloss : 5211.355469 ∣ generator_ganloss : 885.816992 ∣  [  std_z : 1.00  real_sub_fake : 812.88 ]
[  epoch 0018/0040] 2280/4800, lr:5.0e-05 ∣ avg_100 : 31653.298520 ∣ critic_nllloss : 25858.845703 ∣ critic_ganloss : -238.294080 ∣ generator_nllloss : 5135.854883 ∣ generator_ganloss : 826.238428 ∣  [  std_z : 1.00  real_sub_fake : 946.82 ]
[  epoch 0018/0040] 2290/4800, lr:5.0e-05 ∣ avg_100 : 31653.307473 ∣ critic_nllloss : 25793.149805 ∣ critic_ganloss : -272.092311 ∣ generator_nllloss : 5143.362695 ∣ generator_ganloss : 883.114355 ∣  [  std_z : 0.99  real_sub_fake : 897.02 ]
[  epoch 0018/0040] 2300/4800, lr:5.0e-05 ∣ avg_100 : 31655.067718 ∣ critic_nllloss : 25990.496289 ∣ critic_ganloss : -280.697180 ∣ generator_nllloss : 5215.625391 ∣ generator_ganloss : 890.970508 ∣  [  std_z : 0.99  real_sub_fake : 1127.15 ]
[  epoch 0018/0040] 2310/4800, lr:5.0e-05 ∣ avg_100 : 31650.563626 ∣ critic_nllloss : 25757.292383 ∣ critic_ganloss : -317.919070 ∣ generator_nllloss : 5159.485937 ∣ generator_ganloss : 851.558594 ∣  [  std_z : 0.99  real_sub_fake : 1115.13 ]
[  epoch 0018/0040] 2320/4800, lr:5.0e-05 ∣ avg_100 : 31648.462978 ∣ critic_nllloss : 25816.263281 ∣ critic_ganloss : -337.232513 ∣ generator_nllloss : 5119.769922 ∣ generator_ganloss : 853.897705 ∣  [  std_z : 1.00  real_sub_fake : 1276.62 ]
[  epoch 0018/0040] 2330/4800, lr:5.0e-05 ∣ avg_100 : 31651.708785 ∣ critic_nllloss : 25832.686523 ∣ critic_ganloss : -76.919882 ∣ generator_nllloss : 5189.764453 ∣ generator_ganloss : 872.912646 ∣   [  std_z : 1.01  real_sub_fake : 909.88 ]
[  epoch 0018/0040] 2340/4800, lr:5.0e-05 ∣ avg_100 : 31649.910587 ∣ critic_nllloss : 25941.834961 ∣ critic_ganloss : -148.860729 ∣ generator_nllloss : 5177.871875 ∣ generator_ganloss : 856.125098 ∣  [  std_z : 0.99  real_sub_fake : 403.61 ]
[  epoch 0018/0040] 2350/4800, lr:5.0e-05 ∣ avg_100 : 31651.781715 ∣ critic_nllloss : 25587.188867 ∣ critic_ganloss : -163.295708 ∣ generator_nllloss : 5210.391992 ∣ generator_ganloss : 825.015723 ∣  [  std_z : 0.98  real_sub_fake : 427.18 ]
[  epoch 0018/0040] 2360/4800, lr:5.0e-05 ∣ avg_100 : 31655.617802 ∣ critic_nllloss : 25939.367188 ∣ critic_ganloss : -247.180188 ∣ generator_nllloss : 5224.611719 ∣ generator_ganloss : 797.420142 ∣  [  std_z : 0.99  real_sub_fake : 799.29 ]
[  epoch 0018/0040] 2370/4800, lr:5.0e-05 ∣ avg_100 : 31658.479048 ∣ critic_nllloss : 25994.536719 ∣ critic_ganloss : -272.447403 ∣ generator_nllloss : 5217.961133 ∣ generator_ganloss : 778.681372 ∣  [  std_z : 1.01  real_sub_fake : 1025.35 ]
[  epoch 0018/0040] 2380/4800, lr:5.0e-05 ∣ avg_100 : 31658.717649 ∣ critic_nllloss : 25857.843555 ∣ critic_ganloss : -250.971548 ∣ generator_nllloss : 5169.526758 ∣ generator_ganloss : 856.396191 ∣  [  std_z : 1.00  real_sub_fake : 1011.10 ]
[  epoch 0018/0040] 2390/4800, lr:5.0e-05 ∣ avg_100 : 31661.551838 ∣ critic_nllloss : 26034.343750 ∣ critic_ganloss : -288.765627 ∣ generator_nllloss : 5155.555273 ∣ generator_ganloss : 877.859131 ∣  [  std_z : 0.99  real_sub_fake : 883.03 ]
[  epoch 0018/0040] 2400/4800, lr:5.0e-05 ∣ avg_100 : 31662.789383 ∣ critic_nllloss : 25877.302539 ∣ critic_ganloss : -295.160428 ∣ generator_nllloss : 5186.736719 ∣ generator_ganloss : 879.688037 ∣  [  std_z : 1.00  real_sub_fake : 1182.57 ]
[  epoch 0018/0040] 2410/4800, lr:5.0e-05 ∣ avg_100 : 31666.488589 ∣ critic_nllloss : 26095.887305 ∣ critic_ganloss : -381.057837 ∣ generator_nllloss : 5295.247461 ∣ generator_ganloss : 906.533057 ∣  [  std_z : 0.99  real_sub_fake : 1183.71 ]
[  epoch 0018/0040] 2420/4800, lr:5.0e-05 ∣ avg_100 : 31667.729089 ∣ critic_nllloss : 25680.836523 ∣ critic_ganloss : -228.653792 ∣ generator_nllloss : 5218.403711 ∣ generator_ganloss : 897.259912 ∣  [  std_z : 0.99  real_sub_fake : 1030.83 ]
[  epoch 0018/0040] 2430/4800, lr:5.0e-05 ∣ avg_100 : 31665.221340 ∣ critic_nllloss : 25948.135547 ∣ critic_ganloss : -394.848340 ∣ generator_nllloss : 5147.556055 ∣ generator_ganloss : 843.196533 ∣  [  std_z : 1.00  real_sub_fake : 1207.49 ]
[  epoch 0018/0040] 2440/4800, lr:5.0e-05 ∣ avg_100 : 31664.097016 ∣ critic_nllloss : 25781.680664 ∣ critic_ganloss : -143.982867 ∣ generator_nllloss : 5051.158594 ∣ generator_ganloss : 904.693555 ∣  [  std_z : 1.00  real_sub_fake : 1033.48 ]
[  epoch 0018/0040] 2450/4800, lr:5.0e-05 ∣ avg_100 : 31665.530910 ∣ critic_nllloss : 25936.175781 ∣ critic_ganloss : -301.937732 ∣ generator_nllloss : 5193.751562 ∣ generator_ganloss : 858.898047 ∣  [  std_z : 1.00  real_sub_fake : 997.34 ]
[  epoch 0018/0040] 2460/4800, lr:5.0e-05 ∣ avg_100 : 31665.726029 ∣ critic_nllloss : 25668.857422 ∣ critic_ganloss : -239.221605 ∣ generator_nllloss : 5170.839844 ∣ generator_ganloss : 901.407080 ∣  [  std_z : 0.98  real_sub_fake : 912.91 ]
[  epoch 0018/0040] 2470/4800, lr:5.0e-05 ∣ avg_100 : 31669.549331 ∣ critic_nllloss : 25982.679688 ∣ critic_ganloss : -264.026233 ∣ generator_nllloss : 5236.072656 ∣ generator_ganloss : 899.467188 ∣  [  std_z : 0.98  real_sub_fake : 910.40 ]
[  epoch 0018/0040] 2480/4800, lr:5.0e-05 ∣ avg_100 : 31672.687478 ∣ critic_nllloss : 25891.245312 ∣ critic_ganloss : -268.314900 ∣ generator_nllloss : 5087.762695 ∣ generator_ganloss : 890.293750 ∣  [  std_z : 1.00  real_sub_fake : 1083.86 ]
[  epoch 0018/0040] 2490/4800, lr:5.0e-05 ∣ avg_100 : 31675.083009 ∣ critic_nllloss : 26104.808594 ∣ critic_ganloss : -328.963312 ∣ generator_nllloss : 5218.147852 ∣ generator_ganloss : 908.956934 ∣  [  std_z : 1.01  real_sub_fake : 1155.36 ]
[  epoch 0018/0040] 2500/4800, lr:5.0e-05 ∣ avg_100 : 31679.154724 ∣ critic_nllloss : 25915.510352 ∣ critic_ganloss : -284.749910 ∣ generator_nllloss : 5224.135742 ∣ generator_ganloss : 933.908350 ∣  [  std_z : 1.00  real_sub_fake : 1055.84 ]
[  epoch 0018/0040] 2510/4800, lr:5.0e-05 ∣ avg_100 : 31678.498888 ∣ critic_nllloss : 25821.539648 ∣ critic_ganloss : -257.646811 ∣ generator_nllloss : 5156.566992 ∣ generator_ganloss : 925.185352 ∣  [  std_z : 0.99  real_sub_fake : 1119.69 ]
[  epoch 0018/0040] 2520/4800, lr:5.0e-05 ∣ avg_100 : 31680.392237 ∣ critic_nllloss : 25988.970313 ∣ critic_ganloss : -272.334512 ∣ generator_nllloss : 5185.321484 ∣ generator_ganloss : 956.999268 ∣  [  std_z : 0.98  real_sub_fake : 1058.66 ]
[  epoch 0018/0040] 2530/4800, lr:5.0e-05 ∣ avg_100 : 31677.952524 ∣ critic_nllloss : 25726.987891 ∣ critic_ganloss : -312.481110 ∣ generator_nllloss : 5150.635547 ∣ generator_ganloss : 958.808789 ∣  [  std_z : 0.99  real_sub_fake : 937.11 ]
[  epoch 0018/0040] 2540/4800, lr:5.0e-05 ∣ avg_100 : 31677.069650 ∣ critic_nllloss : 25657.669531 ∣ critic_ganloss : -242.019711 ∣ generator_nllloss : 5091.858984 ∣ generator_ganloss : 928.532471 ∣  [  std_z : 1.01  real_sub_fake : 1195.45 ]
[  epoch 0018/0040] 2550/4800, lr:5.0e-05 ∣ avg_100 : 31674.805277 ∣ critic_nllloss : 25975.965820 ∣ critic_ganloss : -332.317120 ∣ generator_nllloss : 5147.847656 ∣ generator_ganloss : 864.542236 ∣  [  std_z : 1.01  real_sub_fake : 1095.71 ]
[  epoch 0018/0040] 2560/4800, lr:5.0e-05 ∣ avg_100 : 31674.422324 ∣ critic_nllloss : 25853.435937 ∣ critic_ganloss : -318.827451 ∣ generator_nllloss : 5213.365039 ∣ generator_ganloss : 868.659424 ∣  [  std_z : 0.99  real_sub_fake : 1156.20 ]
[  epoch 0018/0040] 2570/4800, lr:5.0e-05 ∣ avg_100 : 31675.688997 ∣ critic_nllloss : 25924.683594 ∣ critic_ganloss : -201.669118 ∣ generator_nllloss : 5097.925781 ∣ generator_ganloss : 906.577588 ∣  [  std_z : 0.98  real_sub_fake : 997.86 ]
[  epoch 0018/0040] 2580/4800, lr:5.0e-05 ∣ avg_100 : 31679.123132 ∣ critic_nllloss : 26018.786133 ∣ critic_ganloss : -210.135040 ∣ generator_nllloss : 5260.666016 ∣ generator_ganloss : 912.270117 ∣  [  std_z : 0.99  real_sub_fake : 682.11 ]
[  epoch 0018/0040] 2590/4800, lr:5.0e-05 ∣ avg_100 : 31672.836601 ∣ critic_nllloss : 25756.528906 ∣ critic_ganloss : -264.039589 ∣ generator_nllloss : 5006.740820 ∣ generator_ganloss : 907.717188 ∣  [  std_z : 1.00  real_sub_fake : 910.05 ]
[  epoch 0018/0040] 2600/4800, lr:5.0e-05 ∣ avg_100 : 31673.518844 ∣ critic_nllloss : 26091.910938 ∣ critic_ganloss : -217.558936 ∣ generator_nllloss : 5198.303125 ∣ generator_ganloss : 911.128027 ∣  [  std_z : 1.00  real_sub_fake : 1122.47 ]
[  epoch 0018/0040] 2610/4800, lr:5.0e-05 ∣ avg_100 : 31672.504884 ∣ critic_nllloss : 25792.183203 ∣ critic_ganloss : -374.725989 ∣ generator_nllloss : 5185.868359 ∣ generator_ganloss : 883.629443 ∣  [  std_z : 0.99  real_sub_fake : 1228.41 ]
[  epoch 0018/0040] 2620/4800, lr:5.0e-05 ∣ avg_100 : 31676.098227 ∣ critic_nllloss : 25739.065039 ∣ critic_ganloss : -346.312515 ∣ generator_nllloss : 5151.072656 ∣ generator_ganloss : 902.202002 ∣  [  std_z : 0.99  real_sub_fake : 1292.15 ]
[  epoch 0018/0040] 2630/4800, lr:5.0e-05 ∣ avg_100 : 31682.006052 ∣ critic_nllloss : 26052.769922 ∣ critic_ganloss : -304.463898 ∣ generator_nllloss : 5228.800000 ∣ generator_ganloss : 962.622900 ∣  [  std_z : 0.99  real_sub_fake : 1321.96 ]
[  epoch 0018/0040] 2640/4800, lr:5.0e-05 ∣ avg_100 : 31679.496147 ∣ critic_nllloss : 25867.431641 ∣ critic_ganloss : -225.987366 ∣ generator_nllloss : 5102.111523 ∣ generator_ganloss : 947.599023 ∣  [  std_z : 1.00  real_sub_fake : 903.57 ]
[  epoch 0018/0040] 2650/4800, lr:5.0e-05 ∣ avg_100 : 31678.740484 ∣ critic_nllloss : 25790.197461 ∣ critic_ganloss : -289.295520 ∣ generator_nllloss : 5071.818555 ∣ generator_ganloss : 932.463623 ∣  [  std_z : 1.00  real_sub_fake : 917.96 ]
[  epoch 0018/0040] 2660/4800, lr:5.0e-05 ∣ avg_100 : 31678.592404 ∣ critic_nllloss : 25899.028711 ∣ critic_ganloss : -307.224213 ∣ generator_nllloss : 5088.944531 ∣ generator_ganloss : 943.534717 ∣  [  std_z : 1.00  real_sub_fake : 1082.69 ]
[  epoch 0018/0040] 2670/4800, lr:5.0e-05 ∣ avg_100 : 31677.301669 ∣ critic_nllloss : 25600.272461 ∣ critic_ganloss : -218.978510 ∣ generator_nllloss : 5041.684766 ∣ generator_ganloss : 976.904102 ∣  [  std_z : 0.99  real_sub_fake : 1028.92 ]
[  epoch 0018/0040] 2680/4800, lr:5.0e-05 ∣ avg_100 : 31677.993011 ∣ critic_nllloss : 25951.551758 ∣ critic_ganloss : -323.264214 ∣ generator_nllloss : 5185.156641 ∣ generator_ganloss : 944.606982 ∣  [  std_z : 1.00  real_sub_fake : 1026.43 ]
[  epoch 0018/0040] 2690/4800, lr:5.0e-05 ∣ avg_100 : 31677.707182 ∣ critic_nllloss : 25823.235547 ∣ critic_ganloss : -181.233864 ∣ generator_nllloss : 5126.787891 ∣ generator_ganloss : 913.918945 ∣  [  std_z : 1.00  real_sub_fake : 1055.45 ]
[  epoch 0018/0040] 2700/4800, lr:5.0e-05 ∣ avg_100 : 31678.495272 ∣ critic_nllloss : 25876.994141 ∣ critic_ganloss : -242.427246 ∣ generator_nllloss : 5166.030078 ∣ generator_ganloss : 922.011914 ∣  [  std_z : 0.99  real_sub_fake : 782.66 ]
[  epoch 0018/0040] 2710/4800, lr:5.0e-05 ∣ avg_100 : 31677.227257 ∣ critic_nllloss : 25700.900391 ∣ critic_ganloss : -268.469397 ∣ generator_nllloss : 5201.171680 ∣ generator_ganloss : 892.043750 ∣  [  std_z : 1.00  real_sub_fake : 924.38 ]
[  epoch 0018/0040] 2720/4800, lr:5.0e-05 ∣ avg_100 : 31679.545746 ∣ critic_nllloss : 26090.463867 ∣ critic_ganloss : -314.412083 ∣ generator_nllloss : 5256.933398 ∣ generator_ganloss : 886.025439 ∣  [  std_z : 1.00  real_sub_fake : 1066.39 ]
[  epoch 0018/0040] 2730/4800, lr:5.0e-05 ∣ avg_100 : 31680.794817 ∣ critic_nllloss : 26035.027734 ∣ critic_ganloss : -238.462852 ∣ generator_nllloss : 5167.296680 ∣ generator_ganloss : 858.876807 ∣  [  std_z : 1.00  real_sub_fake : 1022.25 ]
[  epoch 0018/0040] 2740/4800, lr:5.0e-05 ∣ avg_100 : 31679.474906 ∣ critic_nllloss : 25714.666211 ∣ critic_ganloss : -234.001596 ∣ generator_nllloss : 5188.446680 ∣ generator_ganloss : 843.199170 ∣  [  std_z : 0.98  real_sub_fake : 843.77 ]
[  epoch 0018/0040] 2750/4800, lr:5.0e-05 ∣ avg_100 : 31679.569896 ∣ critic_nllloss : 25890.677734 ∣ critic_ganloss : -251.539603 ∣ generator_nllloss : 5141.148828 ∣ generator_ganloss : 855.879932 ∣  [  std_z : 0.99  real_sub_fake : 987.76 ]
[  epoch 0018/0040] 2760/4800, lr:5.0e-05 ∣ avg_100 : 31676.119220 ∣ critic_nllloss : 25722.914453 ∣ critic_ganloss : -322.540112 ∣ generator_nllloss : 5088.677734 ∣ generator_ganloss : 849.396631 ∣  [  std_z : 1.00  real_sub_fake : 1094.10 ]
[  epoch 0018/0040] 2770/4800, lr:5.0e-05 ∣ avg_100 : 31676.051043 ∣ critic_nllloss : 25791.661523 ∣ critic_ganloss : -250.770636 ∣ generator_nllloss : 5132.289062 ∣ generator_ganloss : 889.695166 ∣  [  std_z : 1.01  real_sub_fake : 1020.51 ]
[  epoch 0018/0040] 2780/4800, lr:5.0e-05 ∣ avg_100 : 31677.465099 ∣ critic_nllloss : 26007.273242 ∣ critic_ganloss : -312.501999 ∣ generator_nllloss : 5262.821875 ∣ generator_ganloss : 858.727002 ∣  [  std_z : 0.99  real_sub_fake : 1210.71 ]
[  epoch 0018/0040] 2790/4800, lr:5.0e-05 ∣ avg_100 : 31684.051155 ∣ critic_nllloss : 26273.933789 ∣ critic_ganloss : -306.810799 ∣ generator_nllloss : 5140.569141 ∣ generator_ganloss : 882.533398 ∣  [  std_z : 0.98  real_sub_fake : 1259.06 ]
[  epoch 0018/0040] 2800/4800, lr:5.0e-05 ∣ avg_100 : 31685.862027 ∣ critic_nllloss : 26051.179883 ∣ critic_ganloss : -231.181133 ∣ generator_nllloss : 5292.607031 ∣ generator_ganloss : 907.064307 ∣  [  std_z : 0.99  real_sub_fake : 901.76 ]
[  epoch 0018/0040] 2810/4800, lr:5.0e-05 ∣ avg_100 : 31687.272320 ∣ critic_nllloss : 25846.765430 ∣ critic_ganloss : -257.542786 ∣ generator_nllloss : 5212.299414 ∣ generator_ganloss : 856.525439 ∣  [  std_z : 1.00  real_sub_fake : 869.64 ]
[  epoch 0018/0040] 2820/4800, lr:5.0e-05 ∣ avg_100 : 31687.955818 ∣ critic_nllloss : 26078.187695 ∣ critic_ganloss : -283.660898 ∣ generator_nllloss : 5268.110742 ∣ generator_ganloss : 884.224414 ∣  [  std_z : 1.00  real_sub_fake : 984.83 ]
[  epoch 0018/0040] 2830/4800, lr:5.0e-05 ∣ avg_100 : 31684.579800 ∣ critic_nllloss : 25782.314844 ∣ critic_ganloss : -242.258255 ∣ generator_nllloss : 5115.494922 ∣ generator_ganloss : 863.453564 ∣  [  std_z : 0.99  real_sub_fake : 1027.54 ]
[  epoch 0018/0040] 2840/4800, lr:5.0e-05 ∣ avg_100 : 31684.825510 ∣ critic_nllloss : 25814.269336 ∣ critic_ganloss : -256.479573 ∣ generator_nllloss : 5131.844531 ∣ generator_ganloss : 925.005371 ∣  [  std_z : 0.99  real_sub_fake : 920.09 ]
[  epoch 0018/0040] 2850/4800, lr:5.0e-05 ∣ avg_100 : 31689.347728 ∣ critic_nllloss : 25958.342969 ∣ critic_ganloss : -314.846381 ∣ generator_nllloss : 5134.302539 ∣ generator_ganloss : 888.388916 ∣  [  std_z : 0.99  real_sub_fake : 1198.98 ]
[  epoch 0018/0040] 2860/4800, lr:5.0e-05 ∣ avg_100 : 31689.942573 ∣ critic_nllloss : 25953.157813 ∣ critic_ganloss : -306.923215 ∣ generator_nllloss : 5194.839648 ∣ generator_ganloss : 896.881006 ∣  [  std_z : 0.99  real_sub_fake : 1230.57 ]
[  epoch 0018/0040] 2870/4800, lr:5.0e-05 ∣ avg_100 : 31688.262799 ∣ critic_nllloss : 25868.265039 ∣ critic_ganloss : -294.284818 ∣ generator_nllloss : 5177.675586 ∣ generator_ganloss : 923.834473 ∣  [  std_z : 1.00  real_sub_fake : 1000.04 ]
[  epoch 0018/0040] 2880/4800, lr:5.0e-05 ∣ avg_100 : 31686.634447 ∣ critic_nllloss : 25811.996484 ∣ critic_ganloss : -312.851263 ∣ generator_nllloss : 5206.427930 ∣ generator_ganloss : 900.749365 ∣  [  std_z : 1.00  real_sub_fake : 1120.81 ]
[  epoch 0018/0040] 2890/4800, lr:5.0e-05 ∣ avg_100 : 31687.316625 ∣ critic_nllloss : 25886.824219 ∣ critic_ganloss : -348.807306 ∣ generator_nllloss : 5279.189844 ∣ generator_ganloss : 898.144238 ∣  [  std_z : 1.00  real_sub_fake : 1244.72 ]
[  epoch 0018/0040] 2900/4800, lr:5.0e-05 ∣ avg_100 : 31688.152464 ∣ critic_nllloss : 25914.154297 ∣ critic_ganloss : -244.684323 ∣ generator_nllloss : 5207.101953 ∣ generator_ganloss : 919.217969 ∣  [  std_z : 1.00  real_sub_fake : 1113.15 ]
[  epoch 0018/0040] 2910/4800, lr:5.0e-05 ∣ avg_100 : 31691.020787 ∣ critic_nllloss : 26022.012891 ∣ critic_ganloss : -296.688690 ∣ generator_nllloss : 5219.965430 ∣ generator_ganloss : 912.085303 ∣  [  std_z : 0.99  real_sub_fake : 1009.93 ]
[  epoch 0018/0040] 2920/4800, lr:5.0e-05 ∣ avg_100 : 31691.363233 ∣ critic_nllloss : 25942.592969 ∣ critic_ganloss : -267.017407 ∣ generator_nllloss : 5241.650000 ∣ generator_ganloss : 888.425977 ∣  [  std_z : 0.99  real_sub_fake : 1056.48 ]
[  epoch 0018/0040] 2930/4800, lr:5.0e-05 ∣ avg_100 : 31695.379647 ∣ critic_nllloss : 26055.904883 ∣ critic_ganloss : -194.879510 ∣ generator_nllloss : 5257.323047 ∣ generator_ganloss : 894.765186 ∣  [  std_z : 1.00  real_sub_fake : 970.08 ]
[  epoch 0018/0040] 2940/4800, lr:5.0e-05 ∣ avg_100 : 31693.223143 ∣ critic_nllloss : 25916.951172 ∣ critic_ganloss : -218.046333 ∣ generator_nllloss : 5191.053516 ∣ generator_ganloss : 852.525635 ∣  [  std_z : 0.99  real_sub_fake : 774.26 ]
[  epoch 0018/0040] 2950/4800, lr:5.0e-05 ∣ avg_100 : 31690.268736 ∣ critic_nllloss : 25730.911328 ∣ critic_ganloss : -263.924802 ∣ generator_nllloss : 5182.276563 ∣ generator_ganloss : 857.401123 ∣  [  std_z : 0.99  real_sub_fake : 819.94 ]
[  epoch 0018/0040] 2960/4800, lr:5.0e-05 ∣ avg_100 : 31686.222871 ∣ critic_nllloss : 25719.268359 ∣ critic_ganloss : -290.828795 ∣ generator_nllloss : 5202.585352 ∣ generator_ganloss : 864.241016 ∣  [  std_z : 0.99  real_sub_fake : 1055.29 ]
[  epoch 0018/0040] 2970/4800, lr:5.0e-05 ∣ avg_100 : 31688.467023 ∣ critic_nllloss : 26032.491016 ∣ critic_ganloss : -299.435818 ∣ generator_nllloss : 5292.625391 ∣ generator_ganloss : 852.167725 ∣  [  std_z : 0.99  real_sub_fake : 1320.72 ]
[  epoch 0018/0040] 2980/4800, lr:5.0e-05 ∣ avg_100 : 31690.301877 ∣ critic_nllloss : 25903.067383 ∣ critic_ganloss : -289.777687 ∣ generator_nllloss : 5195.813086 ∣ generator_ganloss : 913.859863 ∣  [  std_z : 1.00  real_sub_fake : 1067.16 ]
[  epoch 0018/0040] 2990/4800, lr:5.0e-05 ∣ avg_100 : 31689.667563 ∣ critic_nllloss : 26171.911914 ∣ critic_ganloss : -272.372900 ∣ generator_nllloss : 5264.567187 ∣ generator_ganloss : 872.458887 ∣  [  std_z : 1.00  real_sub_fake : 1074.02 ]
[  epoch 0018/0040] 3000/4800, lr:5.0e-05 ∣ avg_100 : 31688.703426 ∣ critic_nllloss : 25984.931250 ∣ critic_ganloss : -314.185956 ∣ generator_nllloss : 5206.413086 ∣ generator_ganloss : 898.449512 ∣  [  std_z : 1.00  real_sub_fake : 1119.66 ]
[  epoch 0018/0040] 3010/4800, lr:5.0e-05 ∣ avg_100 : 31687.673858 ∣ critic_nllloss : 25951.436328 ∣ critic_ganloss : -356.304343 ∣ generator_nllloss : 5175.986133 ∣ generator_ganloss : 838.792285 ∣  [  std_z : 0.99  real_sub_fake : 1280.84 ]
[  epoch 0018/0040] 3020/4800, lr:5.0e-05 ∣ avg_100 : 31687.353741 ∣ critic_nllloss : 25915.031445 ∣ critic_ganloss : -220.561890 ∣ generator_nllloss : 5235.787500 ∣ generator_ganloss : 869.215869 ∣  [  std_z : 0.99  real_sub_fake : 1115.90 ]
[  epoch 0018/0040] 3030/4800, lr:5.0e-05 ∣ avg_100 : 31689.441642 ∣ critic_nllloss : 25986.538672 ∣ critic_ganloss : -127.543477 ∣ generator_nllloss : 5251.255273 ∣ generator_ganloss : 837.861450 ∣  [  std_z : 0.99  real_sub_fake : 408.74 ]
[  epoch 0018/0040] 3040/4800, lr:5.0e-05 ∣ avg_100 : 31692.511226 ∣ critic_nllloss : 25944.837305 ∣ critic_ganloss : -144.199425 ∣ generator_nllloss : 5303.149609 ∣ generator_ganloss : 806.295776 ∣  [  std_z : 0.99  real_sub_fake : 481.95 ]
[  epoch 0018/0040] 3050/4800, lr:5.0e-05 ∣ avg_100 : 31693.048352 ∣ critic_nllloss : 26042.149219 ∣ critic_ganloss : -229.872676 ∣ generator_nllloss : 5246.452344 ∣ generator_ganloss : 804.249951 ∣  [  std_z : 1.00  real_sub_fake : 697.27 ]
[  epoch 0018/0040] 3060/4800, lr:5.0e-05 ∣ avg_100 : 31693.893952 ∣ critic_nllloss : 25938.074219 ∣ critic_ganloss : -279.638004 ∣ generator_nllloss : 5213.757031 ∣ generator_ganloss : 777.579346 ∣  [  std_z : 0.99  real_sub_fake : 1020.96 ]
[  epoch 0018/0040] 3070/4800, lr:5.0e-05 ∣ avg_100 : 31691.843563 ∣ critic_nllloss : 25751.447266 ∣ critic_ganloss : -227.128635 ∣ generator_nllloss : 5012.289844 ∣ generator_ganloss : 805.994995 ∣  [  std_z : 0.99  real_sub_fake : 989.39 ]
[  epoch 0018/0040] 3080/4800, lr:5.0e-05 ∣ avg_100 : 31691.813618 ∣ critic_nllloss : 25760.076367 ∣ critic_ganloss : -273.659700 ∣ generator_nllloss : 5234.115430 ∣ generator_ganloss : 811.337793 ∣  [  std_z : 0.99  real_sub_fake : 1003.66 ]
[  epoch 0018/0040] 3090/4800, lr:5.0e-05 ∣ avg_100 : 31695.565740 ∣ critic_nllloss : 26167.556836 ∣ critic_ganloss : -281.470923 ∣ generator_nllloss : 5270.112695 ∣ generator_ganloss : 862.477295 ∣  [  std_z : 0.99  real_sub_fake : 1117.97 ]
[  epoch 0018/0040] 3100/4800, lr:5.0e-05 ∣ avg_100 : 31698.722848 ∣ critic_nllloss : 26105.111523 ∣ critic_ganloss : -311.028293 ∣ generator_nllloss : 5230.893750 ∣ generator_ganloss : 871.624072 ∣  [  std_z : 0.99  real_sub_fake : 1072.06 ]
[  epoch 0018/0040] 3110/4800, lr:5.0e-05 ∣ avg_100 : 31696.251843 ∣ critic_nllloss : 25849.355469 ∣ critic_ganloss : -340.639835 ∣ generator_nllloss : 5103.405273 ∣ generator_ganloss : 871.232568 ∣  [  std_z : 0.99  real_sub_fake : 1254.69 ]
[  epoch 0018/0040] 3120/4800, lr:5.0e-05 ∣ avg_100 : 31698.005650 ∣ critic_nllloss : 25900.307031 ∣ critic_ganloss : -291.629761 ∣ generator_nllloss : 5133.742188 ∣ generator_ganloss : 872.158643 ∣  [  std_z : 1.00  real_sub_fake : 1283.25 ]
[  epoch 0018/0040] 3130/4800, lr:5.0e-05 ∣ avg_100 : 31699.956579 ∣ critic_nllloss : 26019.618945 ∣ critic_ganloss : -282.943661 ∣ generator_nllloss : 5131.351953 ∣ generator_ganloss : 855.577344 ∣  [  std_z : 1.01  real_sub_fake : 1084.77 ]
[  epoch 0018/0040] 3140/4800, lr:5.0e-05 ∣ avg_100 : 31700.894096 ∣ critic_nllloss : 25802.520703 ∣ critic_ganloss : -188.514478 ∣ generator_nllloss : 5216.515820 ∣ generator_ganloss : 825.038770 ∣  [  std_z : 1.00  real_sub_fake : 855.24 ]
[  epoch 0018/0040] 3150/4800, lr:5.0e-05 ∣ avg_100 : 31700.907380 ∣ critic_nllloss : 25996.070898 ∣ critic_ganloss : -282.264110 ∣ generator_nllloss : 5154.844922 ∣ generator_ganloss : 827.580566 ∣  [  std_z : 0.99  real_sub_fake : 854.38 ]
[  epoch 0018/0040] 3160/4800, lr:5.0e-05 ∣ avg_100 : 31700.605593 ∣ critic_nllloss : 25993.095898 ∣ critic_ganloss : -303.160805 ∣ generator_nllloss : 5274.076563 ∣ generator_ganloss : 807.351392 ∣  [  std_z : 0.98  real_sub_fake : 1115.40 ]
[  epoch 0018/0040] 3170/4800, lr:5.0e-05 ∣ avg_100 : 31696.734097 ∣ critic_nllloss : 25717.384766 ∣ critic_ganloss : -264.141446 ∣ generator_nllloss : 5146.190820 ∣ generator_ganloss : 782.142749 ∣  [  std_z : 0.99  real_sub_fake : 1091.52 ]
[  epoch 0018/0040] 3180/4800, lr:5.0e-05 ∣ avg_100 : 31694.386408 ∣ critic_nllloss : 25804.658398 ∣ critic_ganloss : -326.484085 ∣ generator_nllloss : 5220.644531 ∣ generator_ganloss : 767.486255 ∣  [  std_z : 1.00  real_sub_fake : 1068.14 ]
[  epoch 0018/0040] 3190/4800, lr:5.0e-05 ∣ avg_100 : 31688.963679 ∣ critic_nllloss : 25914.226953 ∣ critic_ganloss : -334.444989 ∣ generator_nllloss : 5068.136133 ∣ generator_ganloss : 777.434424 ∣  [  std_z : 1.00  real_sub_fake : 1090.81 ]
[  epoch 0018/0040] 3200/4800, lr:5.0e-05 ∣ avg_100 : 31683.279254 ∣ critic_nllloss : 25701.512891 ∣ critic_ganloss : -242.191354 ∣ generator_nllloss : 5094.574219 ∣ generator_ganloss : 804.749561 ∣  [  std_z : 0.99  real_sub_fake : 1260.92 ]
[  epoch 0018/0040] 3210/4800, lr:5.0e-05 ∣ avg_100 : 31679.402151 ∣ critic_nllloss : 25736.581055 ∣ critic_ganloss : -372.118787 ∣ generator_nllloss : 5181.658008 ∣ generator_ganloss : 799.568213 ∣  [  std_z : 0.99  real_sub_fake : 1278.92 ]
[  epoch 0018/0040] 3220/4800, lr:5.0e-05 ∣ avg_100 : 31678.840624 ∣ critic_nllloss : 25799.333594 ∣ critic_ganloss : -250.615901 ∣ generator_nllloss : 5170.301953 ∣ generator_ganloss : 819.152637 ∣  [  std_z : 0.99  real_sub_fake : 1124.22 ]
[  epoch 0018/0040] 3230/4800, lr:5.0e-05 ∣ avg_100 : 31679.456666 ∣ critic_nllloss : 25916.170508 ∣ critic_ganloss : -176.662851 ∣ generator_nllloss : 5251.461719 ∣ generator_ganloss : 798.181738 ∣  [  std_z : 1.00  real_sub_fake : 758.13 ]
[  epoch 0018/0040] 3240/4800, lr:5.0e-05 ∣ avg_100 : 31677.877380 ∣ critic_nllloss : 25879.904883 ∣ critic_ganloss : -203.336664 ∣ generator_nllloss : 5086.912305 ∣ generator_ganloss : 804.326465 ∣  [  std_z : 1.00  real_sub_fake : 622.53 ]
[  epoch 0018/0040] 3250/4800, lr:5.0e-05 ∣ avg_100 : 31675.749042 ∣ critic_nllloss : 25748.555469 ∣ critic_ganloss : -129.375231 ∣ generator_nllloss : 5108.805078 ∣ generator_ganloss : 774.650098 ∣  [  std_z : 0.99  real_sub_fake : 411.95 ]
[  epoch 0018/0040] 3260/4800, lr:5.0e-05 ∣ avg_100 : 31676.391307 ∣ critic_nllloss : 25822.728516 ∣ critic_ganloss : -146.376188 ∣ generator_nllloss : 5172.674805 ∣ generator_ganloss : 754.650146 ∣  [  std_z : 1.00  real_sub_fake : 476.72 ]
[  epoch 0018/0040] 3270/4800, lr:5.0e-05 ∣ avg_100 : 31677.214014 ∣ critic_nllloss : 26014.453320 ∣ critic_ganloss : -177.265277 ∣ generator_nllloss : 5242.670703 ∣ generator_ganloss : 736.007861 ∣  [  std_z : 1.00  real_sub_fake : 599.46 ]
[  epoch 0018/0040] 3280/4800, lr:5.0e-05 ∣ avg_100 : 31676.819655 ∣ critic_nllloss : 25896.215039 ∣ critic_ganloss : -169.018715 ∣ generator_nllloss : 5084.152344 ∣ generator_ganloss : 731.860376 ∣  [  std_z : 1.00  real_sub_fake : 787.20 ]
[  epoch 0018/0040] 3290/4800, lr:5.0e-05 ∣ avg_100 : 31679.282758 ∣ critic_nllloss : 26085.718555 ∣ critic_ganloss : -216.864774 ∣ generator_nllloss : 5159.276172 ∣ generator_ganloss : 765.714868 ∣  [  std_z : 0.99  real_sub_fake : 744.38 ]
[  epoch 0018/0040] 3300/4800, lr:5.0e-05 ∣ avg_100 : 31680.401204 ∣ critic_nllloss : 26041.304688 ∣ critic_ganloss : -178.786316 ∣ generator_nllloss : 5298.333203 ∣ generator_ganloss : 767.387988 ∣  [  std_z : 0.99  real_sub_fake : 866.83 ]
[  epoch 0018/0040] 3310/4800, lr:5.0e-05 ∣ avg_100 : 31681.989351 ∣ critic_nllloss : 25720.274609 ∣ critic_ganloss : -233.081125 ∣ generator_nllloss : 5293.551367 ∣ generator_ganloss : 828.487744 ∣  [  std_z : 1.00  real_sub_fake : 761.38 ]
[  epoch 0018/0040] 3320/4800, lr:5.0e-05 ∣ avg_100 : 31684.634264 ∣ critic_nllloss : 25953.299805 ∣ critic_ganloss : -191.990707 ∣ generator_nllloss : 5147.207227 ∣ generator_ganloss : 808.673389 ∣  [  std_z : 1.00  real_sub_fake : 760.15 ]
[  epoch 0018/0040] 3330/4800, lr:5.0e-05 ∣ avg_100 : 31681.373034 ∣ critic_nllloss : 25771.625781 ∣ critic_ganloss : -234.972415 ∣ generator_nllloss : 5174.817187 ∣ generator_ganloss : 780.850171 ∣  [  std_z : 0.99  real_sub_fake : 828.94 ]
[  epoch 0018/0040] 3340/4800, lr:5.0e-05 ∣ avg_100 : 31679.268191 ∣ critic_nllloss : 25958.009766 ∣ critic_ganloss : -221.607341 ∣ generator_nllloss : 5108.190234 ∣ generator_ganloss : 771.894238 ∣  [  std_z : 0.99  real_sub_fake : 902.17 ]
[  epoch 0018/0040] 3350/4800, lr:5.0e-05 ∣ avg_100 : 31678.805028 ∣ critic_nllloss : 25739.636719 ∣ critic_ganloss : -239.115994 ∣ generator_nllloss : 5135.716406 ∣ generator_ganloss : 776.747412 ∣  [  std_z : 1.01  real_sub_fake : 880.23 ]
[  epoch 0018/0040] 3360/4800, lr:5.0e-05 ∣ avg_100 : 31676.616068 ∣ critic_nllloss : 25885.502930 ∣ critic_ganloss : -237.536337 ∣ generator_nllloss : 5119.076953 ∣ generator_ganloss : 728.279370 ∣  [  std_z : 1.00  real_sub_fake : 921.02 ]
[  epoch 0018/0040] 3370/4800, lr:5.0e-05 ∣ avg_100 : 31676.072819 ∣ critic_nllloss : 25927.698828 ∣ critic_ganloss : -270.338707 ∣ generator_nllloss : 5236.889258 ∣ generator_ganloss : 770.157520 ∣  [  std_z : 0.99  real_sub_fake : 971.15 ]
[  epoch 0018/0040] 3380/4800, lr:5.0e-05 ∣ avg_100 : 31674.619714 ∣ critic_nllloss : 25840.697266 ∣ critic_ganloss : -245.006993 ∣ generator_nllloss : 5130.316406 ∣ generator_ganloss : 761.477710 ∣  [  std_z : 0.99  real_sub_fake : 1003.92 ]
[  epoch 0018/0040] 3390/4800, lr:5.0e-05 ∣ avg_100 : 31675.236358 ∣ critic_nllloss : 26034.909961 ∣ critic_ganloss : -273.542581 ∣ generator_nllloss : 5266.810547 ∣ generator_ganloss : 812.479004 ∣  [  std_z : 1.00  real_sub_fake : 1035.16 ]
[  epoch 0018/0040] 3400/4800, lr:5.0e-05 ∣ avg_100 : 31672.847977 ∣ critic_nllloss : 25734.495312 ∣ critic_ganloss : -233.219542 ∣ generator_nllloss : 5121.474414 ∣ generator_ganloss : 786.978662 ∣  [  std_z : 1.00  real_sub_fake : 982.86 ]
[  epoch 0018/0040] 3410/4800, lr:5.0e-05 ∣ avg_100 : 31671.851058 ∣ critic_nllloss : 25995.791797 ∣ critic_ganloss : -262.430179 ∣ generator_nllloss : 5298.643750 ∣ generator_ganloss : 784.912646 ∣  [  std_z : 0.99  real_sub_fake : 947.94 ]
[  epoch 0018/0040] 3420/4800, lr:5.0e-05 ∣ avg_100 : 31669.216739 ∣ critic_nllloss : 25680.379102 ∣ critic_ganloss : -249.882310 ∣ generator_nllloss : 5089.570508 ∣ generator_ganloss : 784.347144 ∣  [  std_z : 0.99  real_sub_fake : 887.91 ]
[  epoch 0018/0040] 3430/4800, lr:5.0e-05 ∣ avg_100 : 31674.413770 ∣ critic_nllloss : 26367.585352 ∣ critic_ganloss : -317.839191 ∣ generator_nllloss : 5234.915625 ∣ generator_ganloss : 779.081104 ∣  [  std_z : 1.00  real_sub_fake : 1084.46 ]
[  epoch 0018/0040] 3440/4800, lr:5.0e-05 ∣ avg_100 : 31673.049119 ∣ critic_nllloss : 25759.801953 ∣ critic_ganloss : -270.094107 ∣ generator_nllloss : 5199.633789 ∣ generator_ganloss : 767.743237 ∣  [  std_z : 1.00  real_sub_fake : 1138.29 ]
[  epoch 0018/0040] 3450/4800, lr:5.0e-05 ∣ avg_100 : 31672.994684 ∣ critic_nllloss : 25947.374609 ∣ critic_ganloss : -263.467456 ∣ generator_nllloss : 5195.215430 ∣ generator_ganloss : 802.321606 ∣  [  std_z : 0.99  real_sub_fake : 995.58 ]
[  epoch 0018/0040] 3460/4800, lr:5.0e-05 ∣ avg_100 : 31671.534833 ∣ critic_nllloss : 25654.385937 ∣ critic_ganloss : -230.151697 ∣ generator_nllloss : 5123.982617 ∣ generator_ganloss : 807.680811 ∣  [  std_z : 0.98  real_sub_fake : 815.05 ]
[  epoch 0018/0040] 3470/4800, lr:5.0e-05 ∣ avg_100 : 31668.105737 ∣ critic_nllloss : 25836.820508 ∣ critic_ganloss : -292.476239 ∣ generator_nllloss : 5174.440820 ∣ generator_ganloss : 792.498584 ∣  [  std_z : 0.99  real_sub_fake : 1007.24 ]
[  epoch 0018/0040] 3480/4800, lr:5.0e-05 ∣ avg_100 : 31667.602075 ∣ critic_nllloss : 25846.028711 ∣ critic_ganloss : -279.839758 ∣ generator_nllloss : 5206.830469 ∣ generator_ganloss : 777.601245 ∣  [  std_z : 1.00  real_sub_fake : 1105.54 ]
[  epoch 0018/0040] 3490/4800, lr:5.0e-05 ∣ avg_100 : 31663.262959 ∣ critic_nllloss : 25867.792383 ∣ critic_ganloss : -275.470938 ∣ generator_nllloss : 5101.206055 ∣ generator_ganloss : 775.510937 ∣  [  std_z : 0.99  real_sub_fake : 1114.84 ]
[  epoch 0018/0040] 3500/4800, lr:5.0e-05 ∣ avg_100 : 31658.066191 ∣ critic_nllloss : 25736.036328 ∣ critic_ganloss : -341.738202 ∣ generator_nllloss : 5073.208594 ∣ generator_ganloss : 801.621045 ∣  [  std_z : 0.99  real_sub_fake : 1169.07 ]
[  epoch 0018/0040] 3510/4800, lr:5.0e-05 ∣ avg_100 : 31656.993690 ∣ critic_nllloss : 25769.225000 ∣ critic_ganloss : -202.786490 ∣ generator_nllloss : 5172.878320 ∣ generator_ganloss : 799.078198 ∣  [  std_z : 0.99  real_sub_fake : 1132.94 ]
[  epoch 0018/0040] 3520/4800, lr:5.0e-05 ∣ avg_100 : 31655.256422 ∣ critic_nllloss : 25813.371680 ∣ critic_ganloss : -153.256024 ∣ generator_nllloss : 5212.772656 ∣ generator_ganloss : 812.341504 ∣  [  std_z : 1.00  real_sub_fake : 590.85 ]
[  epoch 0018/0040] 3530/4800, lr:5.0e-05 ∣ avg_100 : 31655.894568 ∣ critic_nllloss : 25867.184766 ∣ critic_ganloss : -214.240974 ∣ generator_nllloss : 5178.130859 ∣ generator_ganloss : 756.691040 ∣  [  std_z : 1.00  real_sub_fake : 715.90 ]
[  epoch 0018/0040] 3540/4800, lr:5.0e-05 ∣ avg_100 : 31657.105472 ∣ critic_nllloss : 25979.167383 ∣ critic_ganloss : -268.766103 ∣ generator_nllloss : 5115.230859 ∣ generator_ganloss : 731.499536 ∣  [  std_z : 1.00  real_sub_fake : 923.53 ]
[  epoch 0018/0040] 3550/4800, lr:5.0e-05 ∣ avg_100 : 31655.676465 ∣ critic_nllloss : 25821.610352 ∣ critic_ganloss : -212.568001 ∣ generator_nllloss : 5121.951953 ∣ generator_ganloss : 782.143628 ∣  [  std_z : 0.99  real_sub_fake : 891.35 ]
[  epoch 0018/0040] 3560/4800, lr:5.0e-05 ∣ avg_100 : 31656.169757 ∣ critic_nllloss : 25888.152734 ∣ critic_ganloss : -262.340027 ∣ generator_nllloss : 5242.540234 ∣ generator_ganloss : 797.609180 ∣  [  std_z : 0.99  real_sub_fake : 929.22 ]
[  epoch 0018/0040] 3570/4800, lr:5.0e-05 ∣ avg_100 : 31651.895338 ∣ critic_nllloss : 25684.859570 ∣ critic_ganloss : -262.444662 ∣ generator_nllloss : 5070.258594 ∣ generator_ganloss : 807.402466 ∣  [  std_z : 0.99  real_sub_fake : 850.42 ]
[  epoch 0018/0040] 3580/4800, lr:5.0e-05 ∣ avg_100 : 31646.638672 ∣ critic_nllloss : 25687.130078 ∣ critic_ganloss : -304.307117 ∣ generator_nllloss : 5296.587891 ∣ generator_ganloss : 776.509717 ∣  [  std_z : 1.00  real_sub_fake : 1160.81 ]
[  epoch 0018/0040] 3590/4800, lr:5.0e-05 ∣ avg_100 : 31647.781744 ∣ critic_nllloss : 25776.181836 ∣ critic_ganloss : -272.943555 ∣ generator_nllloss : 5195.188281 ∣ generator_ganloss : 822.827954 ∣  [  std_z : 1.00  real_sub_fake : 1063.84 ]
[  epoch 0018/0040] 3600/4800, lr:5.0e-05 ∣ avg_100 : 31643.428391 ∣ critic_nllloss : 25848.455273 ∣ critic_ganloss : -325.498802 ∣ generator_nllloss : 5203.262891 ∣ generator_ganloss : 822.228564 ∣  [  std_z : 0.99  real_sub_fake : 1132.56 ]
[  epoch 0018/0040] 3610/4800, lr:5.0e-05 ∣ avg_100 : 31646.638355 ∣ critic_nllloss : 25980.774805 ∣ critic_ganloss : -211.939609 ∣ generator_nllloss : 5190.417383 ∣ generator_ganloss : 848.698828 ∣  [  std_z : 0.98  real_sub_fake : 977.05 ]
[  epoch 0018/0040] 3620/4800, lr:5.0e-05 ∣ avg_100 : 31650.448672 ∣ critic_nllloss : 25957.397266 ∣ critic_ganloss : -132.132707 ∣ generator_nllloss : 5156.268750 ∣ generator_ganloss : 845.525586 ∣  [  std_z : 0.99  real_sub_fake : 639.43 ]
[  epoch 0018/0040] 3630/4800, lr:5.0e-05 ∣ avg_100 : 31645.940119 ∣ critic_nllloss : 25785.137305 ∣ critic_ganloss : -250.193361 ∣ generator_nllloss : 5143.261133 ∣ generator_ganloss : 810.668481 ∣  [  std_z : 1.00  real_sub_fake : 732.50 ]
[  epoch 0018/0040] 3640/4800, lr:5.0e-05 ∣ avg_100 : 31644.458106 ∣ critic_nllloss : 25849.018164 ∣ critic_ganloss : -275.727733 ∣ generator_nllloss : 5201.098828 ∣ generator_ganloss : 768.564282 ∣  [  std_z : 1.00  real_sub_fake : 1099.28 ]
[  epoch 0018/0040] 3650/4800, lr:5.0e-05 ∣ avg_100 : 31645.519747 ∣ critic_nllloss : 25853.400586 ∣ critic_ganloss : -230.242448 ∣ generator_nllloss : 5181.003516 ∣ generator_ganloss : 807.186523 ∣  [  std_z : 0.99  real_sub_fake : 991.87 ]
[  epoch 0018/0040] 3660/4800, lr:5.0e-05 ∣ avg_100 : 31646.757466 ∣ critic_nllloss : 25954.256641 ∣ critic_ganloss : -295.634544 ∣ generator_nllloss : 5262.215625 ∣ generator_ganloss : 827.217920 ∣  [  std_z : 0.99  real_sub_fake : 984.85 ]
[  epoch 0018/0040] 3670/4800, lr:5.0e-05 ∣ avg_100 : 31644.863385 ∣ critic_nllloss : 25541.758203 ∣ critic_ganloss : -222.167888 ∣ generator_nllloss : 5055.733789 ∣ generator_ganloss : 835.150635 ∣  [  std_z : 1.00  real_sub_fake : 1008.97 ]
[  epoch 0018/0040] 3680/4800, lr:5.0e-05 ∣ avg_100 : 31643.775224 ∣ critic_nllloss : 25976.478125 ∣ critic_ganloss : -269.855328 ∣ generator_nllloss : 5121.158594 ∣ generator_ganloss : 821.453711 ∣  [  std_z : 1.01  real_sub_fake : 938.48 ]
[  epoch 0018/0040] 3690/4800, lr:5.0e-05 ∣ avg_100 : 31643.621370 ∣ critic_nllloss : 25916.367773 ∣ critic_ganloss : -253.198425 ∣ generator_nllloss : 5168.371484 ∣ generator_ganloss : 835.782324 ∣  [  std_z : 0.99  real_sub_fake : 919.85 ]
[  epoch 0018/0040] 3700/4800, lr:5.0e-05 ∣ avg_100 : 31642.145882 ∣ critic_nllloss : 25826.979297 ∣ critic_ganloss : -269.880469 ∣ generator_nllloss : 5196.015430 ∣ generator_ganloss : 821.945752 ∣  [  std_z : 0.99  real_sub_fake : 1032.45 ]
[  epoch 0018/0040] 3710/4800, lr:5.0e-05 ∣ avg_100 : 31642.291255 ∣ critic_nllloss : 25872.100781 ∣ critic_ganloss : -351.180237 ∣ generator_nllloss : 5185.345312 ∣ generator_ganloss : 833.917920 ∣  [  std_z : 0.99  real_sub_fake : 1097.28 ]
[  epoch 0018/0040] 3720/4800, lr:5.0e-05 ∣ avg_100 : 31637.464039 ∣ critic_nllloss : 25654.137695 ∣ critic_ganloss : -211.404095 ∣ generator_nllloss : 5164.963672 ∣ generator_ganloss : 828.591699 ∣  [  std_z : 1.00  real_sub_fake : 1146.65 ]
[  epoch 0018/0040] 3730/4800, lr:5.0e-05 ∣ avg_100 : 31636.830573 ∣ critic_nllloss : 25925.060937 ∣ critic_ganloss : -47.648588 ∣ generator_nllloss : 5061.040820 ∣ generator_ganloss : 820.938647 ∣   [  std_z : 1.00  real_sub_fake : 184.13 ]
[  epoch 0018/0040] 3740/4800, lr:5.0e-05 ∣ avg_100 : 31641.774465 ∣ critic_nllloss : 25940.904687 ∣ critic_ganloss : -50.266184 ∣ generator_nllloss : 5327.086328 ∣ generator_ganloss : 788.974805 ∣   [  std_z : 1.00  real_sub_fake : 144.10 ]
[  epoch 0018/0040] 3750/4800, lr:5.0e-05 ∣ avg_100 : 31642.973195 ∣ critic_nllloss : 25957.255273 ∣ critic_ganloss : -72.284925 ∣ generator_nllloss : 5092.655078 ∣ generator_ganloss : 778.414453 ∣   [  std_z : 0.99  real_sub_fake : 179.26 ]
[  epoch 0018/0040] 3760/4800, lr:5.0e-05 ∣ avg_100 : 31646.284455 ∣ critic_nllloss : 25852.680859 ∣ critic_ganloss : -121.122220 ∣ generator_nllloss : 5164.057422 ∣ generator_ganloss : 773.958643 ∣  [  std_z : 1.01  real_sub_fake : 298.05 ]
[  epoch 0018/0040] 3770/4800, lr:5.0e-05 ∣ avg_100 : 31643.036315 ∣ critic_nllloss : 25557.681055 ∣ critic_ganloss : -132.090728 ∣ generator_nllloss : 5062.184766 ∣ generator_ganloss : 750.286084 ∣  [  std_z : 1.00  real_sub_fake : 415.62 ]
[  epoch 0018/0040] 3780/4800, lr:5.0e-05 ∣ avg_100 : 31641.473939 ∣ critic_nllloss : 25842.315625 ∣ critic_ganloss : -115.710700 ∣ generator_nllloss : 5207.944336 ∣ generator_ganloss : 725.533203 ∣  [  std_z : 0.99  real_sub_fake : 489.86 ]
[  epoch 0018/0040] 3790/4800, lr:5.0e-05 ∣ avg_100 : 31638.579464 ∣ critic_nllloss : 25891.317773 ∣ critic_ganloss : -112.362173 ∣ generator_nllloss : 5135.746484 ∣ generator_ganloss : 786.075928 ∣  [  std_z : 0.99  real_sub_fake : 470.31 ]
[  epoch 0018/0040] 3800/4800, lr:5.0e-05 ∣ avg_100 : 31636.677671 ∣ critic_nllloss : 25931.255273 ∣ critic_ganloss : -162.873355 ∣ generator_nllloss : 5255.061133 ∣ generator_ganloss : 806.047729 ∣  [  std_z : 1.01  real_sub_fake : 537.06 ]
[  epoch 0018/0040] 3810/4800, lr:5.0e-05 ∣ avg_100 : 31638.151422 ∣ critic_nllloss : 26072.568164 ∣ critic_ganloss : -225.960789 ∣ generator_nllloss : 5150.875586 ∣ generator_ganloss : 807.939697 ∣  [  std_z : 1.00  real_sub_fake : 701.59 ]
[  epoch 0018/0040] 3820/4800, lr:5.0e-05 ∣ avg_100 : 31636.331535 ∣ critic_nllloss : 25896.415039 ∣ critic_ganloss : -204.333067 ∣ generator_nllloss : 5225.954102 ∣ generator_ganloss : 846.837134 ∣  [  std_z : 0.98  real_sub_fake : 969.06 ]
[  epoch 0018/0040] 3830/4800, lr:5.0e-05 ∣ avg_100 : 31633.648574 ∣ critic_nllloss : 25636.510156 ∣ critic_ganloss : -293.333745 ∣ generator_nllloss : 5086.578906 ∣ generator_ganloss : 820.953711 ∣  [  std_z : 0.98  real_sub_fake : 959.61 ]
[  epoch 0018/0040] 3840/4800, lr:5.0e-05 ∣ avg_100 : 31637.392406 ∣ critic_nllloss : 26171.451367 ∣ critic_ganloss : -302.701183 ∣ generator_nllloss : 5248.599023 ∣ generator_ganloss : 871.673682 ∣  [  std_z : 1.00  real_sub_fake : 1132.87 ]
[  epoch 0018/0040] 3850/4800, lr:5.0e-05 ∣ avg_100 : 31635.815655 ∣ critic_nllloss : 25751.287305 ∣ critic_ganloss : -171.339145 ∣ generator_nllloss : 5112.237891 ∣ generator_ganloss : 816.326831 ∣  [  std_z : 1.01  real_sub_fake : 921.65 ]
[  epoch 0018/0040] 3860/4800, lr:5.0e-05 ∣ avg_100 : 31634.988786 ∣ critic_nllloss : 25844.793555 ∣ critic_ganloss : -206.316615 ∣ generator_nllloss : 5188.374219 ∣ generator_ganloss : 828.417187 ∣  [  std_z : 1.00  real_sub_fake : 775.27 ]
[  epoch 0018/0040] 3870/4800, lr:5.0e-05 ∣ avg_100 : 31637.753379 ∣ critic_nllloss : 26158.977539 ∣ critic_ganloss : -279.311502 ∣ generator_nllloss : 5243.288281 ∣ generator_ganloss : 828.995264 ∣  [  std_z : 0.98  real_sub_fake : 885.89 ]
[  epoch 0018/0040] 3880/4800, lr:5.0e-05 ∣ avg_100 : 31637.149214 ∣ critic_nllloss : 25820.199609 ∣ critic_ganloss : -341.448477 ∣ generator_nllloss : 5238.280078 ∣ generator_ganloss : 828.874854 ∣  [  std_z : 0.98  real_sub_fake : 1053.22 ]
[  epoch 0018/0040] 3890/4800, lr:5.0e-05 ∣ avg_100 : 31633.549395 ∣ critic_nllloss : 25598.759375 ∣ critic_ganloss : -216.586871 ∣ generator_nllloss : 5123.108594 ∣ generator_ganloss : 850.087988 ∣  [  std_z : 0.99  real_sub_fake : 1181.37 ]
[  epoch 0018/0040] 3900/4800, lr:5.0e-05 ∣ avg_100 : 31631.642094 ∣ critic_nllloss : 25916.917187 ∣ critic_ganloss : -312.664270 ∣ generator_nllloss : 5193.673437 ∣ generator_ganloss : 807.133398 ∣  [  std_z : 1.01  real_sub_fake : 1133.57 ]
[  epoch 0018/0040] 3910/4800, lr:5.0e-05 ∣ avg_100 : 31630.063194 ∣ critic_nllloss : 25994.469141 ∣ critic_ganloss : -255.584358 ∣ generator_nllloss : 5159.230664 ∣ generator_ganloss : 801.369556 ∣  [  std_z : 1.00  real_sub_fake : 1172.33 ]
[  epoch 0018/0040] 3920/4800, lr:5.0e-05 ∣ avg_100 : 31625.194892 ∣ critic_nllloss : 25707.682812 ∣ critic_ganloss : -252.442679 ∣ generator_nllloss : 5073.664062 ∣ generator_ganloss : 789.917090 ∣  [  std_z : 0.99  real_sub_fake : 843.35 ]
[  epoch 0018/0040] 3930/4800, lr:5.0e-05 ∣ avg_100 : 31622.960355 ∣ critic_nllloss : 26025.787695 ∣ critic_ganloss : -231.285677 ∣ generator_nllloss : 5211.321875 ∣ generator_ganloss : 783.836035 ∣  [  std_z : 0.99  real_sub_fake : 958.43 ]
[  epoch 0018/0040] 3940/4800, lr:5.0e-05 ∣ avg_100 : 31621.772860 ∣ critic_nllloss : 26038.336523 ∣ critic_ganloss : -321.789429 ∣ generator_nllloss : 5125.213867 ∣ generator_ganloss : 781.973462 ∣  [  std_z : 1.00  real_sub_fake : 1058.49 ]
[  epoch 0018/0040] 3950/4800, lr:5.0e-05 ∣ avg_100 : 31624.457326 ∣ critic_nllloss : 26099.026172 ∣ critic_ganloss : -332.430225 ∣ generator_nllloss : 5229.920703 ∣ generator_ganloss : 778.594238 ∣  [  std_z : 1.00  real_sub_fake : 1310.26 ]
[  epoch 0018/0040] 3960/4800, lr:5.0e-05 ∣ avg_100 : 31628.104502 ∣ critic_nllloss : 26150.523438 ∣ critic_ganloss : -296.196063 ∣ generator_nllloss : 5226.806055 ∣ generator_ganloss : 778.850049 ∣  [  std_z : 1.00  real_sub_fake : 1300.03 ]
[  epoch 0018/0040] 3970/4800, lr:5.0e-05 ∣ avg_100 : 31625.443171 ∣ critic_nllloss : 25876.271484 ∣ critic_ganloss : -226.793790 ∣ generator_nllloss : 5136.326758 ∣ generator_ganloss : 825.910791 ∣  [  std_z : 0.99  real_sub_fake : 1007.34 ]
[  epoch 0018/0040] 3980/4800, lr:5.0e-05 ∣ avg_100 : 31625.910439 ∣ critic_nllloss : 26018.429102 ∣ critic_ganloss : -264.898422 ∣ generator_nllloss : 5200.243555 ∣ generator_ganloss : 815.915186 ∣  [  std_z : 1.00  real_sub_fake : 860.92 ]
[  epoch 0018/0040] 3990/4800, lr:5.0e-05 ∣ avg_100 : 31621.596129 ∣ critic_nllloss : 25875.716211 ∣ critic_ganloss : -244.344226 ∣ generator_nllloss : 5158.881641 ∣ generator_ganloss : 814.880518 ∣  [  std_z : 1.00  real_sub_fake : 900.25 ]
[  epoch 0018/0040] 4000/4800, lr:5.0e-05 ∣ avg_100 : 31619.971295 ∣ critic_nllloss : 25947.606055 ∣ critic_ganloss : -308.830771 ∣ generator_nllloss : 5193.636523 ∣ generator_ganloss : 780.712598 ∣  [  std_z : 1.00  real_sub_fake : 1104.81 ]
[  epoch 0018/0040] 4010/4800, lr:5.0e-05 ∣ avg_100 : 31623.118846 ∣ critic_nllloss : 26102.710352 ∣ critic_ganloss : -265.310725 ∣ generator_nllloss : 5259.877930 ∣ generator_ganloss : 827.388037 ∣  [  std_z : 0.99  real_sub_fake : 1093.59 ]
[  epoch 0018/0040] 4020/4800, lr:5.0e-05 ∣ avg_100 : 31622.549009 ∣ critic_nllloss : 26018.511523 ∣ critic_ganloss : -276.700131 ∣ generator_nllloss : 5218.479688 ∣ generator_ganloss : 782.198120 ∣  [  std_z : 0.99  real_sub_fake : 1119.21 ]
[  epoch 0018/0040] 4030/4800, lr:5.0e-05 ∣ avg_100 : 31620.289456 ∣ critic_nllloss : 25936.482031 ∣ critic_ganloss : -314.502824 ∣ generator_nllloss : 5300.167773 ∣ generator_ganloss : 800.009619 ∣  [  std_z : 0.99  real_sub_fake : 979.22 ]
[  epoch 0018/0040] 4040/4800, lr:5.0e-05 ∣ avg_100 : 31619.692265 ∣ critic_nllloss : 26130.014648 ∣ critic_ganloss : -262.845135 ∣ generator_nllloss : 5224.672266 ∣ generator_ganloss : 758.522412 ∣  [  std_z : 1.00  real_sub_fake : 1204.17 ]
[  epoch 0018/0040] 4050/4800, lr:5.0e-05 ∣ avg_100 : 31613.486443 ∣ critic_nllloss : 25754.572656 ∣ critic_ganloss : -338.576723 ∣ generator_nllloss : 5025.177539 ∣ generator_ganloss : 801.223169 ∣  [  std_z : 0.99  real_sub_fake : 1072.40 ]
[  epoch 0018/0040] 4060/4800, lr:5.0e-05 ∣ avg_100 : 31612.943460 ∣ critic_nllloss : 25967.706836 ∣ critic_ganloss : -283.157942 ∣ generator_nllloss : 5157.509766 ∣ generator_ganloss : 753.415649 ∣  [  std_z : 0.99  real_sub_fake : 1052.82 ]
[  epoch 0018/0040] 4070/4800, lr:5.0e-05 ∣ avg_100 : 31614.133797 ∣ critic_nllloss : 25883.488281 ∣ critic_ganloss : -348.863589 ∣ generator_nllloss : 5147.427148 ∣ generator_ganloss : 779.585254 ∣  [  std_z : 0.99  real_sub_fake : 1158.12 ]
[  epoch 0018/0040] 4080/4800, lr:5.0e-05 ∣ avg_100 : 31614.833536 ∣ critic_nllloss : 25917.077344 ∣ critic_ganloss : -332.375754 ∣ generator_nllloss : 5179.398047 ∣ generator_ganloss : 837.744189 ∣  [  std_z : 1.00  real_sub_fake : 1362.71 ]
[  epoch 0018/0040] 4090/4800, lr:5.0e-05 ∣ avg_100 : 31613.285383 ∣ critic_nllloss : 26045.306445 ∣ critic_ganloss : -267.410559 ∣ generator_nllloss : 5215.259570 ∣ generator_ganloss : 870.705127 ∣  [  std_z : 0.99  real_sub_fake : 1249.33 ]
[  epoch 0018/0040] 4100/4800, lr:5.0e-05 ∣ avg_100 : 31609.576492 ∣ critic_nllloss : 25759.744727 ∣ critic_ganloss : -215.625952 ∣ generator_nllloss : 5113.756836 ∣ generator_ganloss : 867.836328 ∣  [  std_z : 0.98  real_sub_fake : 830.20 ]
[  epoch 0018/0040] 4110/4800, lr:5.0e-05 ∣ avg_100 : 31611.730901 ∣ critic_nllloss : 25896.411523 ∣ critic_ganloss : -248.548085 ∣ generator_nllloss : 5220.182813 ∣ generator_ganloss : 830.748145 ∣  [  std_z : 0.99  real_sub_fake : 1001.54 ]
[  epoch 0018/0040] 4120/4800, lr:5.0e-05 ∣ avg_100 : 31609.880038 ∣ critic_nllloss : 25682.368359 ∣ critic_ganloss : -200.528787 ∣ generator_nllloss : 5091.498047 ∣ generator_ganloss : 856.154199 ∣  [  std_z : 1.00  real_sub_fake : 958.27 ]
[  epoch 0018/0040] 4130/4800, lr:5.0e-05 ∣ avg_100 : 31609.554279 ∣ critic_nllloss : 25877.242383 ∣ critic_ganloss : -191.779636 ∣ generator_nllloss : 5174.333398 ∣ generator_ganloss : 831.232568 ∣  [  std_z : 0.99  real_sub_fake : 669.78 ]
[  epoch 0018/0040] 4140/4800, lr:5.0e-05 ∣ avg_100 : 31606.497101 ∣ critic_nllloss : 25615.750586 ∣ critic_ganloss : -200.211322 ∣ generator_nllloss : 5106.156055 ∣ generator_ganloss : 828.147607 ∣  [  std_z : 0.99  real_sub_fake : 678.64 ]
[  epoch 0018/0040] 4150/4800, lr:5.0e-05 ∣ avg_100 : 31608.059085 ∣ critic_nllloss : 26130.546094 ∣ critic_ganloss : -292.572240 ∣ generator_nllloss : 5168.844141 ∣ generator_ganloss : 845.612695 ∣  [  std_z : 1.00  real_sub_fake : 856.17 ]
[  epoch 0018/0040] 4160/4800, lr:5.0e-05 ∣ avg_100 : 31603.561250 ∣ critic_nllloss : 25645.348438 ∣ critic_ganloss : -236.691498 ∣ generator_nllloss : 5088.105078 ∣ generator_ganloss : 824.817603 ∣  [  std_z : 0.99  real_sub_fake : 998.11 ]
[  epoch 0018/0040] 4170/4800, lr:5.0e-05 ∣ avg_100 : 31605.794263 ∣ critic_nllloss : 25862.194922 ∣ critic_ganloss : -290.582436 ∣ generator_nllloss : 5169.714453 ∣ generator_ganloss : 863.551172 ∣  [  std_z : 1.00  real_sub_fake : 949.17 ]
[  epoch 0018/0040] 4180/4800, lr:5.0e-05 ∣ avg_100 : 31608.226183 ∣ critic_nllloss : 25940.213477 ∣ critic_ganloss : -301.152576 ∣ generator_nllloss : 5222.727734 ∣ generator_ganloss : 847.708496 ∣  [  std_z : 1.00  real_sub_fake : 1101.33 ]
[  epoch 0018/0040] 4190/4800, lr:5.0e-05 ∣ avg_100 : 31610.314230 ∣ critic_nllloss : 25871.686133 ∣ critic_ganloss : -230.490097 ∣ generator_nllloss : 5155.615820 ∣ generator_ganloss : 837.345361 ∣  [  std_z : 1.00  real_sub_fake : 1050.48 ]
[  epoch 0018/0040] 4200/4800, lr:5.0e-05 ∣ avg_100 : 31612.249806 ∣ critic_nllloss : 25783.198242 ∣ critic_ganloss : -198.875645 ∣ generator_nllloss : 5145.138672 ∣ generator_ganloss : 822.741650 ∣  [  std_z : 0.99  real_sub_fake : 784.88 ]
[  epoch 0018/0040] 4210/4800, lr:5.0e-05 ∣ avg_100 : 31615.021311 ∣ critic_nllloss : 25989.167383 ∣ critic_ganloss : -333.596552 ∣ generator_nllloss : 5156.969531 ∣ generator_ganloss : 810.298682 ∣  [  std_z : 0.99  real_sub_fake : 990.00 ]
[  epoch 0018/0040] 4220/4800, lr:5.0e-05 ∣ avg_100 : 31617.802387 ∣ critic_nllloss : 26048.088672 ∣ critic_ganloss : -306.109183 ∣ generator_nllloss : 5250.118750 ∣ generator_ganloss : 824.181641 ∣  [  std_z : 1.00  real_sub_fake : 1142.00 ]
[  epoch 0018/0040] 4230/4800, lr:5.0e-05 ∣ avg_100 : 31616.856386 ∣ critic_nllloss : 25979.012695 ∣ critic_ganloss : -249.058884 ∣ generator_nllloss : 5140.058398 ∣ generator_ganloss : 824.538794 ∣  [  std_z : 1.01  real_sub_fake : 1108.54 ]
[  epoch 0018/0040] 4240/4800, lr:5.0e-05 ∣ avg_100 : 31615.187118 ∣ critic_nllloss : 25736.010742 ∣ critic_ganloss : -201.684477 ∣ generator_nllloss : 5061.643555 ∣ generator_ganloss : 804.910376 ∣  [  std_z : 0.99  real_sub_fake : 898.31 ]
[  epoch 0018/0040] 4250/4800, lr:5.0e-05 ∣ avg_100 : 31620.139123 ∣ critic_nllloss : 26193.379688 ∣ critic_ganloss : -280.065775 ∣ generator_nllloss : 5259.207812 ∣ generator_ganloss : 825.314111 ∣  [  std_z : 0.99  real_sub_fake : 895.85 ]
[  epoch 0018/0040] 4260/4800, lr:5.0e-05 ∣ avg_100 : 31620.363354 ∣ critic_nllloss : 25878.875000 ∣ critic_ganloss : -368.783621 ∣ generator_nllloss : 5312.940430 ∣ generator_ganloss : 803.068652 ∣  [  std_z : 0.99  real_sub_fake : 1193.06 ]
[  epoch 0018/0040] 4270/4800, lr:5.0e-05 ∣ avg_100 : 31618.568261 ∣ critic_nllloss : 25887.192383 ∣ critic_ganloss : -233.867792 ∣ generator_nllloss : 5146.568359 ∣ generator_ganloss : 836.464307 ∣  [  std_z : 1.00  real_sub_fake : 1235.73 ]
[  epoch 0018/0040] 4280/4800, lr:5.0e-05 ∣ avg_100 : 31621.441882 ∣ critic_nllloss : 26097.683203 ∣ critic_ganloss : -312.211902 ∣ generator_nllloss : 5238.789844 ∣ generator_ganloss : 806.309961 ∣  [  std_z : 1.01  real_sub_fake : 1111.00 ]
[  epoch 0018/0040] 4290/4800, lr:5.0e-05 ∣ avg_100 : 31617.469159 ∣ critic_nllloss : 25666.654102 ∣ critic_ganloss : -245.398444 ∣ generator_nllloss : 5147.912109 ∣ generator_ganloss : 827.404810 ∣  [  std_z : 1.00  real_sub_fake : 930.25 ]
[  epoch 0018/0040] 4300/4800, lr:5.0e-05 ∣ avg_100 : 31614.072718 ∣ critic_nllloss : 25909.452344 ∣ critic_ganloss : -276.173537 ∣ generator_nllloss : 5112.655078 ∣ generator_ganloss : 842.661523 ∣  [  std_z : 0.99  real_sub_fake : 951.68 ]
[  epoch 0018/0040] 4310/4800, lr:5.0e-05 ∣ avg_100 : 31613.560474 ∣ critic_nllloss : 25809.451562 ∣ critic_ganloss : -301.033508 ∣ generator_nllloss : 5219.065234 ∣ generator_ganloss : 830.524951 ∣  [  std_z : 0.98  real_sub_fake : 1108.18 ]
[  epoch 0018/0040] 4320/4800, lr:5.0e-05 ∣ avg_100 : 31617.360419 ∣ critic_nllloss : 26242.845508 ∣ critic_ganloss : -231.004573 ∣ generator_nllloss : 5222.092773 ∣ generator_ganloss : 863.250537 ∣  [  std_z : 1.00  real_sub_fake : 1098.39 ]
[  epoch 0018/0040] 4330/4800, lr:5.0e-05 ∣ avg_100 : 31617.919676 ∣ critic_nllloss : 25802.153906 ∣ critic_ganloss : -275.745175 ∣ generator_nllloss : 5174.536914 ∣ generator_ganloss : 847.300781 ∣  [  std_z : 1.00  real_sub_fake : 835.58 ]
[  epoch 0018/0040] 4340/4800, lr:5.0e-05 ∣ avg_100 : 31618.018255 ∣ critic_nllloss : 25904.223047 ∣ critic_ganloss : -323.015536 ∣ generator_nllloss : 5187.681641 ∣ generator_ganloss : 857.455615 ∣  [  std_z : 1.00  real_sub_fake : 1075.89 ]
[  epoch 0018/0040] 4350/4800, lr:5.0e-05 ∣ avg_100 : 31621.696125 ∣ critic_nllloss : 26037.818945 ∣ critic_ganloss : -272.925436 ∣ generator_nllloss : 5143.622656 ∣ generator_ganloss : 872.255420 ∣  [  std_z : 0.99  real_sub_fake : 1260.06 ]
[  epoch 0018/0040] 4360/4800, lr:5.0e-05 ∣ avg_100 : 31627.468792 ∣ critic_nllloss : 26096.456250 ∣ critic_ganloss : -203.845026 ∣ generator_nllloss : 5300.652148 ∣ generator_ganloss : 879.326172 ∣  [  std_z : 0.99  real_sub_fake : 895.69 ]
[  epoch 0018/0040] 4370/4800, lr:5.0e-05 ∣ avg_100 : 31625.682143 ∣ critic_nllloss : 25803.051758 ∣ critic_ganloss : -224.126292 ∣ generator_nllloss : 5061.182227 ∣ generator_ganloss : 845.634326 ∣  [  std_z : 1.00  real_sub_fake : 806.81 ]
[  epoch 0018/0040] 4380/4800, lr:5.0e-05 ∣ avg_100 : 31626.918143 ∣ critic_nllloss : 25818.559766 ∣ critic_ganloss : -249.787263 ∣ generator_nllloss : 5183.975000 ∣ generator_ganloss : 858.336914 ∣  [  std_z : 1.00  real_sub_fake : 837.08 ]
[  epoch 0018/0040] 4390/4800, lr:5.0e-05 ∣ avg_100 : 31622.914053 ∣ critic_nllloss : 25753.611523 ∣ critic_ganloss : -300.189653 ∣ generator_nllloss : 5126.933594 ∣ generator_ganloss : 859.892432 ∣  [  std_z : 0.99  real_sub_fake : 961.31 ]
[  epoch 0018/0040] 4400/4800, lr:5.0e-05 ∣ avg_100 : 31626.582848 ∣ critic_nllloss : 25988.365234 ∣ critic_ganloss : -274.208807 ∣ generator_nllloss : 5220.312695 ∣ generator_ganloss : 842.139258 ∣  [  std_z : 0.99  real_sub_fake : 1175.75 ]
[  epoch 0018/0040] 4410/4800, lr:5.0e-05 ∣ avg_100 : 31625.779621 ∣ critic_nllloss : 25989.145313 ∣ critic_ganloss : -329.704547 ∣ generator_nllloss : 5236.617773 ∣ generator_ganloss : 840.536719 ∣  [  std_z : 0.99  real_sub_fake : 1159.54 ]
[  epoch 0018/0040] 4420/4800, lr:5.0e-05 ∣ avg_100 : 31627.172819 ∣ critic_nllloss : 25731.649609 ∣ critic_ganloss : -307.635628 ∣ generator_nllloss : 5176.909766 ∣ generator_ganloss : 842.810547 ∣  [  std_z : 1.00  real_sub_fake : 1136.18 ]
[  epoch 0018/0040] 4430/4800, lr:5.0e-05 ∣ avg_100 : 31624.931779 ∣ critic_nllloss : 25981.316016 ∣ critic_ganloss : -221.412691 ∣ generator_nllloss : 5246.641992 ∣ generator_ganloss : 833.093555 ∣  [  std_z : 1.00  real_sub_fake : 1025.13 ]
[  epoch 0018/0040] 4440/4800, lr:5.0e-05 ∣ avg_100 : 31626.375085 ∣ critic_nllloss : 25889.974023 ∣ critic_ganloss : -245.946190 ∣ generator_nllloss : 5148.377344 ∣ generator_ganloss : 809.010327 ∣  [  std_z : 0.99  real_sub_fake : 759.92 ]
[  epoch 0018/0040] 4450/4800, lr:5.0e-05 ∣ avg_100 : 31627.853618 ∣ critic_nllloss : 25994.096094 ∣ critic_ganloss : -218.616885 ∣ generator_nllloss : 5239.418750 ∣ generator_ganloss : 814.399512 ∣  [  std_z : 0.98  real_sub_fake : 1079.11 ]
[  epoch 0018/0040] 4460/4800, lr:5.0e-05 ∣ avg_100 : 31629.385630 ∣ critic_nllloss : 25857.061914 ∣ critic_ganloss : -322.887265 ∣ generator_nllloss : 5130.565430 ∣ generator_ganloss : 844.358765 ∣  [  std_z : 0.99  real_sub_fake : 1097.04 ]
[  epoch 0018/0040] 4470/4800, lr:5.0e-05 ∣ avg_100 : 31634.236232 ∣ critic_nllloss : 26027.929492 ∣ critic_ganloss : -169.829877 ∣ generator_nllloss : 5272.648828 ∣ generator_ganloss : 865.595410 ∣  [  std_z : 1.00  real_sub_fake : 1049.79 ]
[  epoch 0018/0040] 4480/4800, lr:5.0e-05 ∣ avg_100 : 31639.693761 ∣ critic_nllloss : 26135.657813 ∣ critic_ganloss : -245.381549 ∣ generator_nllloss : 5304.795117 ∣ generator_ganloss : 901.302197 ∣  [  std_z : 0.99  real_sub_fake : 700.34 ]
[  epoch 0018/0040] 4490/4800, lr:5.0e-05 ∣ avg_100 : 31638.935532 ∣ critic_nllloss : 25745.087109 ∣ critic_ganloss : -256.650786 ∣ generator_nllloss : 5024.402539 ∣ generator_ganloss : 880.376709 ∣  [  std_z : 0.99  real_sub_fake : 790.72 ]
[  epoch 0018/0040] 4500/4800, lr:5.0e-05 ∣ avg_100 : 31644.755268 ∣ critic_nllloss : 26147.102930 ∣ critic_ganloss : -333.230768 ∣ generator_nllloss : 5182.606836 ∣ generator_ganloss : 854.622314 ∣  [  std_z : 0.99  real_sub_fake : 1268.57 ]
[  epoch 0018/0040] 4510/4800, lr:5.0e-05 ∣ avg_100 : 31644.762754 ∣ critic_nllloss : 25850.571289 ∣ critic_ganloss : -342.406335 ∣ generator_nllloss : 5168.775000 ∣ generator_ganloss : 862.203760 ∣  [  std_z : 0.99  real_sub_fake : 1201.18 ]
[  epoch 0018/0040] 4520/4800, lr:5.0e-05 ∣ avg_100 : 31650.439411 ∣ critic_nllloss : 26300.977734 ∣ critic_ganloss : -163.020294 ∣ generator_nllloss : 5237.179883 ∣ generator_ganloss : 877.758154 ∣  [  std_z : 1.01  real_sub_fake : 950.72 ]
[  epoch 0018/0040] 4530/4800, lr:5.0e-05 ∣ avg_100 : 31651.255419 ∣ critic_nllloss : 25862.334375 ∣ critic_ganloss : -233.198337 ∣ generator_nllloss : 5184.588867 ∣ generator_ganloss : 855.641553 ∣  [  std_z : 0.99  real_sub_fake : 713.71 ]
[  epoch 0018/0040] 4540/4800, lr:5.0e-05 ∣ avg_100 : 31647.101313 ∣ critic_nllloss : 25479.047461 ∣ critic_ganloss : -258.748476 ∣ generator_nllloss : 5064.461914 ∣ generator_ganloss : 856.960156 ∣  [  std_z : 0.99  real_sub_fake : 846.92 ]
[  epoch 0018/0040] 4550/4800, lr:5.0e-05 ∣ avg_100 : 31646.728400 ∣ critic_nllloss : 25850.936914 ∣ critic_ganloss : -393.109985 ∣ generator_nllloss : 5187.451367 ∣ generator_ganloss : 830.568359 ∣  [  std_z : 0.99  real_sub_fake : 1216.41 ]
[  epoch 0018/0040] 4560/4800, lr:5.0e-05 ∣ avg_100 : 31645.781163 ∣ critic_nllloss : 25774.896289 ∣ critic_ganloss : -228.507455 ∣ generator_nllloss : 5152.257617 ∣ generator_ganloss : 872.591992 ∣  [  std_z : 1.00  real_sub_fake : 1228.48 ]
[  epoch 0018/0040] 4570/4800, lr:5.0e-05 ∣ avg_100 : 31650.493739 ∣ critic_nllloss : 26017.997070 ∣ critic_ganloss : -239.803386 ∣ generator_nllloss : 5157.356641 ∣ generator_ganloss : 835.783203 ∣  [  std_z : 1.00  real_sub_fake : 755.54 ]
[  epoch 0018/0040] 4580/4800, lr:5.0e-05 ∣ avg_100 : 31650.888881 ∣ critic_nllloss : 25803.570508 ∣ critic_ganloss : -216.942751 ∣ generator_nllloss : 5057.481250 ∣ generator_ganloss : 851.325830 ∣  [  std_z : 0.99  real_sub_fake : 765.19 ]
[  epoch 0018/0040] 4590/4800, lr:5.0e-05 ∣ avg_100 : 31654.770251 ∣ critic_nllloss : 25999.463867 ∣ critic_ganloss : -222.112845 ∣ generator_nllloss : 5222.236719 ∣ generator_ganloss : 909.803760 ∣  [  std_z : 0.99  real_sub_fake : 923.74 ]
[  epoch 0018/0040] 4600/4800, lr:5.0e-05 ∣ avg_100 : 31656.257416 ∣ critic_nllloss : 25749.001367 ∣ critic_ganloss : -212.257814 ∣ generator_nllloss : 5223.489844 ∣ generator_ganloss : 936.931006 ∣  [  std_z : 0.99  real_sub_fake : 901.10 ]
[  epoch 0018/0040] 4610/4800, lr:5.0e-05 ∣ avg_100 : 31656.319397 ∣ critic_nllloss : 26005.548047 ∣ critic_ganloss : -258.586011 ∣ generator_nllloss : 5157.217969 ∣ generator_ganloss : 909.969482 ∣  [  std_z : 0.99  real_sub_fake : 866.70 ]
[  epoch 0018/0040] 4620/4800, lr:5.0e-05 ∣ avg_100 : 31657.243313 ∣ critic_nllloss : 26036.942188 ∣ critic_ganloss : -295.557007 ∣ generator_nllloss : 5278.793750 ∣ generator_ganloss : 899.271582 ∣  [  std_z : 1.00  real_sub_fake : 1043.43 ]
[  epoch 0018/0040] 4630/4800, lr:5.0e-05 ∣ avg_100 : 31661.459080 ∣ critic_nllloss : 26009.116602 ∣ critic_ganloss : -245.007904 ∣ generator_nllloss : 5206.704687 ∣ generator_ganloss : 939.636914 ∣  [  std_z : 0.99  real_sub_fake : 1226.45 ]
[  epoch 0018/0040] 4640/4800, lr:5.0e-05 ∣ avg_100 : 31664.514121 ∣ critic_nllloss : 25980.202734 ∣ critic_ganloss : -308.078461 ∣ generator_nllloss : 5220.155469 ∣ generator_ganloss : 956.177881 ∣  [  std_z : 0.98  real_sub_fake : 1069.31 ]
[  epoch 0018/0040] 4650/4800, lr:5.0e-05 ∣ avg_100 : 31666.033915 ∣ critic_nllloss : 26021.099609 ∣ critic_ganloss : -328.887680 ∣ generator_nllloss : 5179.324805 ∣ generator_ganloss : 891.790820 ∣  [  std_z : 0.99  real_sub_fake : 1116.70 ]
[  epoch 0018/0040] 4660/4800, lr:5.0e-05 ∣ avg_100 : 31664.710994 ∣ critic_nllloss : 25915.874805 ∣ critic_ganloss : -304.371475 ∣ generator_nllloss : 5159.490820 ∣ generator_ganloss : 844.769434 ∣  [  std_z : 1.00  real_sub_fake : 1229.85 ]
[  epoch 0018/0040] 4670/4800, lr:5.0e-05 ∣ avg_100 : 31667.181011 ∣ critic_nllloss : 25842.351172 ∣ critic_ganloss : -366.077625 ∣ generator_nllloss : 5138.477930 ∣ generator_ganloss : 842.724902 ∣  [  std_z : 1.00  real_sub_fake : 1213.00 ]
[  epoch 0018/0040] 4680/4800, lr:5.0e-05 ∣ avg_100 : 31667.552910 ∣ critic_nllloss : 25823.593164 ∣ critic_ganloss : -260.312894 ∣ generator_nllloss : 5217.234961 ∣ generator_ganloss : 905.909766 ∣  [  std_z : 0.99  real_sub_fake : 999.89 ]
[  epoch 0018/0040] 4690/4800, lr:5.0e-05 ∣ avg_100 : 31663.808422 ∣ critic_nllloss : 25596.433594 ∣ critic_ganloss : -175.467490 ∣ generator_nllloss : 5009.315430 ∣ generator_ganloss : 862.592871 ∣  [  std_z : 0.98  real_sub_fake : 874.26 ]
[  epoch 0018/0040] 4700/4800, lr:5.0e-05 ∣ avg_100 : 31659.677619 ∣ critic_nllloss : 25579.258203 ∣ critic_ganloss : -275.384598 ∣ generator_nllloss : 5011.509375 ∣ generator_ganloss : 846.596680 ∣  [  std_z : 0.99  real_sub_fake : 954.84 ]
[  epoch 0018/0040] 4710/4800, lr:5.0e-05 ∣ avg_100 : 31658.944436 ∣ critic_nllloss : 25889.361523 ∣ critic_ganloss : -347.549182 ∣ generator_nllloss : 5082.502148 ∣ generator_ganloss : 842.550977 ∣  [  std_z : 1.01  real_sub_fake : 1127.88 ]
[  epoch 0018/0040] 4720/4800, lr:5.0e-05 ∣ avg_100 : 31661.142249 ∣ critic_nllloss : 25949.577734 ∣ critic_ganloss : -263.589148 ∣ generator_nllloss : 5162.314453 ∣ generator_ganloss : 807.767285 ∣  [  std_z : 1.00  real_sub_fake : 1224.56 ]
[  epoch 0018/0040] 4730/4800, lr:5.0e-05 ∣ avg_100 : 31660.867713 ∣ critic_nllloss : 26010.563281 ∣ critic_ganloss : -344.648140 ∣ generator_nllloss : 5236.750781 ∣ generator_ganloss : 829.272266 ∣  [  std_z : 0.98  real_sub_fake : 1071.68 ]
[  epoch 0018/0040] 4740/4800, lr:5.0e-05 ∣ avg_100 : 31657.453853 ∣ critic_nllloss : 25794.639844 ∣ critic_ganloss : -251.600949 ∣ generator_nllloss : 5236.942773 ∣ generator_ganloss : 885.332031 ∣  [  std_z : 0.98  real_sub_fake : 1124.89 ]
[  epoch 0018/0040] 4750/4800, lr:5.0e-05 ∣ avg_100 : 31654.797294 ∣ critic_nllloss : 25796.958594 ∣ critic_ganloss : -302.579794 ∣ generator_nllloss : 5127.587305 ∣ generator_ganloss : 868.417871 ∣  [  std_z : 0.99  real_sub_fake : 1143.74 ]
[  epoch 0018/0040] 4760/4800, lr:5.0e-05 ∣ avg_100 : 31653.993291 ∣ critic_nllloss : 25781.680664 ∣ critic_ganloss : -268.434373 ∣ generator_nllloss : 5156.369922 ∣ generator_ganloss : 919.558105 ∣  [  std_z : 1.01  real_sub_fake : 1013.84 ]
[  epoch 0018/0040] 4770/4800, lr:5.0e-05 ∣ avg_100 : 31660.372416 ∣ critic_nllloss : 26039.269336 ∣ critic_ganloss : -282.049976 ∣ generator_nllloss : 5232.927148 ∣ generator_ganloss : 885.827197 ∣  [  std_z : 1.00  real_sub_fake : 1134.40 ]
[  epoch 0018/0040] 4780/4800, lr:5.0e-05 ∣ avg_100 : 31660.404608 ∣ critic_nllloss : 25948.493359 ∣ critic_ganloss : -327.464111 ∣ generator_nllloss : 5129.359375 ∣ generator_ganloss : 912.913037 ∣  [  std_z : 0.99  real_sub_fake : 1090.56 ]
[  epoch 0018/0040] 4790/4800, lr:5.0e-05 ∣ avg_100 : 31661.411841 ∣ critic_nllloss : 25977.106445 ∣ critic_ganloss : -280.253894 ∣ generator_nllloss : 5196.247852 ∣ generator_ganloss : 908.400977 ∣  [  std_z : 0.99  real_sub_fake : 1274.44 ]
[  epoch 0018/0040] 4800/4800, lr:5.0e-05 ∣ avg_100 : 31659.336039 ∣ critic_nllloss : 25716.620312 ∣ critic_ganloss : -223.565503 ∣ generator_nllloss : 5205.513672 ∣ generator_ganloss : 923.342090 ∣  [  std_z : 1.00  real_sub_fake : 706.62 ]
[    val 018    ] Done! KLD: 0.024712: 0.00822007:24, total: 1 day, 3:29:48                     
[  epoch 0019/0040] 0010/4800, lr:5.0e-05 ∣ avg_100 : 31660.528394 ∣ critic_nllloss : 26051.407422 ∣ critic_ganloss : -241.444368 ∣ generator_nllloss : 5219.807031 ∣ generator_ganloss : 894.887988 ∣  [  std_z : 1.00  real_sub_fake : 814.91 ]
[  epoch 0019/0040] 0020/4800, lr:5.0e-05 ∣ avg_100 : 31657.210345 ∣ critic_nllloss : 25770.067969 ∣ critic_ganloss : -296.049823 ∣ generator_nllloss : 5066.304102 ∣ generator_ganloss : 892.746143 ∣  [  std_z : 1.00  real_sub_fake : 963.49 ]
[  epoch 0019/0040] 0030/4800, lr:5.0e-05 ∣ avg_100 : 31661.399034 ∣ critic_nllloss : 25881.325195 ∣ critic_ganloss : -304.188232 ∣ generator_nllloss : 5199.962695 ∣ generator_ganloss : 892.478271 ∣  [  std_z : 0.99  real_sub_fake : 1407.54 ]
[  epoch 0019/0040] 0040/4800, lr:5.0e-05 ∣ avg_100 : 31655.563839 ∣ critic_nllloss : 25686.982812 ∣ critic_ganloss : -282.028345 ∣ generator_nllloss : 5041.889844 ∣ generator_ganloss : 958.659033 ∣  [  std_z : 0.99  real_sub_fake : 1133.36 ]
[  epoch 0019/0040] 0050/4800, lr:5.0e-05 ∣ avg_100 : 31661.389288 ∣ critic_nllloss : 26083.381641 ∣ critic_ganloss : -173.017397 ∣ generator_nllloss : 5229.266211 ∣ generator_ganloss : 951.427344 ∣  [  std_z : 1.00  real_sub_fake : 925.77 ]
[  epoch 0019/0040] 0060/4800, lr:5.0e-05 ∣ avg_100 : 31664.753806 ∣ critic_nllloss : 26045.179883 ∣ critic_ganloss : -236.842670 ∣ generator_nllloss : 5259.291211 ∣ generator_ganloss : 924.091699 ∣  [  std_z : 1.00  real_sub_fake : 797.69 ]
[  epoch 0019/0040] 0070/4800, lr:5.0e-05 ∣ avg_100 : 31663.463401 ∣ critic_nllloss : 26033.608008 ∣ critic_ganloss : -292.539796 ∣ generator_nllloss : 5194.263086 ∣ generator_ganloss : 887.577832 ∣  [  std_z : 0.99  real_sub_fake : 925.92 ]
[  epoch 0019/0040] 0080/4800, lr:5.0e-05 ∣ avg_100 : 31667.690209 ∣ critic_nllloss : 26125.928906 ∣ critic_ganloss : -258.076401 ∣ generator_nllloss : 5178.106641 ∣ generator_ganloss : 922.627637 ∣  [  std_z : 0.99  real_sub_fake : 943.98 ]
[  epoch 0019/0040] 0090/4800, lr:5.0e-05 ∣ avg_100 : 31670.644960 ∣ critic_nllloss : 25731.630664 ∣ critic_ganloss : -171.830394 ∣ generator_nllloss : 5215.260938 ∣ generator_ganloss : 875.783057 ∣  [  std_z : 1.01  real_sub_fake : 841.21 ]
[  epoch 0019/0040] 0100/4800, lr:5.0e-05 ∣ avg_100 : 31672.227885 ∣ critic_nllloss : 25987.949805 ∣ critic_ganloss : -262.215268 ∣ generator_nllloss : 5120.840430 ∣ generator_ganloss : 916.777246 ∣  [  std_z : 1.00  real_sub_fake : 855.79 ]
[  epoch 0019/0040] 0110/4800, lr:5.0e-05 ∣ avg_100 : 31670.930844 ∣ critic_nllloss : 25808.050977 ∣ critic_ganloss : -292.963435 ∣ generator_nllloss : 5162.973437 ∣ generator_ganloss : 891.719922 ∣  [  std_z : 0.99  real_sub_fake : 952.50 ]
[  epoch 0019/0040] 0120/4800, lr:5.0e-05 ∣ avg_100 : 31674.903150 ∣ critic_nllloss : 25856.690430 ∣ critic_ganloss : -287.600534 ∣ generator_nllloss : 5289.502930 ∣ generator_ganloss : 857.459082 ∣  [  std_z : 0.99  real_sub_fake : 1186.65 ]
[  epoch 0019/0040] 0130/4800, lr:5.0e-05 ∣ avg_100 : 31674.984735 ∣ critic_nllloss : 25905.087891 ∣ critic_ganloss : -210.021158 ∣ generator_nllloss : 5204.729102 ∣ generator_ganloss : 898.022559 ∣  [  std_z : 1.00  real_sub_fake : 900.58 ]
[  epoch 0019/0040] 0140/4800, lr:5.0e-05 ∣ avg_100 : 31675.261968 ∣ critic_nllloss : 25883.100391 ∣ critic_ganloss : -245.344106 ∣ generator_nllloss : 5148.714453 ∣ generator_ganloss : 864.987012 ∣  [  std_z : 1.00  real_sub_fake : 919.51 ]
[  epoch 0019/0040] 0150/4800, lr:5.0e-05 ∣ avg_100 : 31675.534877 ∣ critic_nllloss : 25935.689453 ∣ critic_ganloss : -211.955316 ∣ generator_nllloss : 5179.243555 ∣ generator_ganloss : 899.424121 ∣  [  std_z : 0.99  real_sub_fake : 742.48 ]
[  epoch 0019/0040] 0160/4800, lr:5.0e-05 ∣ avg_100 : 31671.756541 ∣ critic_nllloss : 25729.826953 ∣ critic_ganloss : -214.316867 ∣ generator_nllloss : 5106.135742 ∣ generator_ganloss : 860.504004 ∣  [  std_z : 1.00  real_sub_fake : 956.17 ]
[  epoch 0019/0040] 0170/4800, lr:5.0e-05 ∣ avg_100 : 31670.436392 ∣ critic_nllloss : 25742.950586 ∣ critic_ganloss : -265.164449 ∣ generator_nllloss : 5092.888086 ∣ generator_ganloss : 909.026172 ∣  [  std_z : 0.99  real_sub_fake : 907.44 ]
[  epoch 0019/0040] 0180/4800, lr:5.0e-05 ∣ avg_100 : 31670.309004 ∣ critic_nllloss : 25989.579297 ∣ critic_ganloss : -316.901425 ∣ generator_nllloss : 5230.488477 ∣ generator_ganloss : 853.784229 ∣  [  std_z : 1.00  real_sub_fake : 1193.78 ]
[  epoch 0019/0040] 0190/4800, lr:5.0e-05 ∣ avg_100 : 31671.953738 ∣ critic_nllloss : 26065.630469 ∣ critic_ganloss : -314.522974 ∣ generator_nllloss : 5137.651563 ∣ generator_ganloss : 880.848486 ∣  [  std_z : 1.00  real_sub_fake : 1208.48 ]
[  epoch 0019/0040] 0200/4800, lr:5.0e-05 ∣ avg_100 : 31672.615756 ∣ critic_nllloss : 25884.881445 ∣ critic_ganloss : -322.261917 ∣ generator_nllloss : 5199.722852 ∣ generator_ganloss : 916.983789 ∣  [  std_z : 0.99  real_sub_fake : 1184.18 ]
[  epoch 0019/0040] 0210/4800, lr:5.0e-05 ∣ avg_100 : 31669.412395 ∣ critic_nllloss : 25863.141016 ∣ critic_ganloss : -308.093011 ∣ generator_nllloss : 5148.758789 ∣ generator_ganloss : 900.522705 ∣  [  std_z : 0.98  real_sub_fake : 1275.77 ]
[  epoch 0019/0040] 0220/4800, lr:5.0e-05 ∣ avg_100 : 31670.279220 ∣ critic_nllloss : 25931.914844 ∣ critic_ganloss : -255.482098 ∣ generator_nllloss : 5245.718555 ∣ generator_ganloss : 907.020410 ∣  [  std_z : 0.98  real_sub_fake : 1078.42 ]
[  epoch 0019/0040] 0230/4800, lr:5.0e-05 ∣ avg_100 : 31669.696122 ∣ critic_nllloss : 25924.317188 ∣ critic_ganloss : -273.356679 ∣ generator_nllloss : 5130.245117 ∣ generator_ganloss : 882.641211 ∣  [  std_z : 1.00  real_sub_fake : 919.83 ]
[  epoch 0019/0040] 0240/4800, lr:5.0e-05 ∣ avg_100 : 31671.731883 ∣ critic_nllloss : 26191.669727 ∣ critic_ganloss : -307.043149 ∣ generator_nllloss : 5276.956055 ∣ generator_ganloss : 892.357617 ∣  [  std_z : 1.00  real_sub_fake : 1070.65 ]
[  epoch 0019/0040] 0250/4800, lr:5.0e-05 ∣ avg_100 : 31673.462473 ∣ critic_nllloss : 25750.810937 ∣ critic_ganloss : -341.215491 ∣ generator_nllloss : 5113.827930 ∣ generator_ganloss : 892.032324 ∣  [  std_z : 0.99  real_sub_fake : 1074.91 ]
[  epoch 0019/0040] 0260/4800, lr:5.0e-05 ∣ avg_100 : 31672.280371 ∣ critic_nllloss : 25762.089648 ∣ critic_ganloss : -280.164978 ∣ generator_nllloss : 5120.238281 ∣ generator_ganloss : 875.101172 ∣  [  std_z : 0.99  real_sub_fake : 1278.29 ]
[  epoch 0019/0040] 0270/4800, lr:5.0e-05 ∣ avg_100 : 31673.911930 ∣ critic_nllloss : 25919.708203 ∣ critic_ganloss : -318.393204 ∣ generator_nllloss : 5160.221094 ∣ generator_ganloss : 863.256836 ∣  [  std_z : 0.99  real_sub_fake : 1165.14 ]
[  epoch 0019/0040] 0280/4800, lr:5.0e-05 ∣ avg_100 : 31669.046243 ∣ critic_nllloss : 25520.226172 ∣ critic_ganloss : -355.963211 ∣ generator_nllloss : 5082.343945 ∣ generator_ganloss : 868.668262 ∣  [  std_z : 1.00  real_sub_fake : 1182.97 ]
[  epoch 0019/0040] 0290/4800, lr:5.0e-05 ∣ avg_100 : 31671.159383 ∣ critic_nllloss : 26141.710938 ∣ critic_ganloss : -343.585809 ∣ generator_nllloss : 5373.357813 ∣ generator_ganloss : 903.691650 ∣  [  std_z : 0.99  real_sub_fake : 1302.57 ]
[  epoch 0019/0040] 0300/4800, lr:5.0e-05 ∣ avg_100 : 31674.551422 ∣ critic_nllloss : 26008.363281 ∣ critic_ganloss : -251.469313 ∣ generator_nllloss : 5187.894531 ∣ generator_ganloss : 920.127344 ∣  [  std_z : 0.99  real_sub_fake : 1013.42 ]
[  epoch 0019/0040] 0310/4800, lr:5.0e-05 ∣ avg_100 : 31671.030648 ∣ critic_nllloss : 25659.343555 ∣ critic_ganloss : -305.589340 ∣ generator_nllloss : 5089.751953 ∣ generator_ganloss : 903.210791 ∣  [  std_z : 0.99  real_sub_fake : 941.85 ]
[  epoch 0019/0040] 0320/4800, lr:5.0e-05 ∣ avg_100 : 31676.646464 ∣ critic_nllloss : 26138.620703 ∣ critic_ganloss : -276.956830 ∣ generator_nllloss : 5196.509766 ∣ generator_ganloss : 932.899805 ∣  [  std_z : 1.00  real_sub_fake : 1094.97 ]
[  epoch 0019/0040] 0330/4800, lr:5.0e-05 ∣ avg_100 : 31676.720314 ∣ critic_nllloss : 25855.339062 ∣ critic_ganloss : -234.493030 ∣ generator_nllloss : 5146.522266 ∣ generator_ganloss : 931.045410 ∣  [  std_z : 0.99  real_sub_fake : 1131.25 ]
[  epoch 0019/0040] 0340/4800, lr:5.0e-05 ∣ avg_100 : 31681.100857 ∣ critic_nllloss : 25911.534766 ∣ critic_ganloss : -282.446600 ∣ generator_nllloss : 5213.311914 ∣ generator_ganloss : 945.497119 ∣  [  std_z : 1.00  real_sub_fake : 995.17 ]
[  epoch 0019/0040] 0350/4800, lr:5.0e-05 ∣ avg_100 : 31678.589760 ∣ critic_nllloss : 25935.440430 ∣ critic_ganloss : -386.480130 ∣ generator_nllloss : 5122.704492 ∣ generator_ganloss : 929.656250 ∣  [  std_z : 1.00  real_sub_fake : 1297.98 ]
[  epoch 0019/0040] 0360/4800, lr:5.0e-05 ∣ avg_100 : 31682.287382 ∣ critic_nllloss : 25773.545117 ∣ critic_ganloss : -223.223166 ∣ generator_nllloss : 5199.671680 ∣ generator_ganloss : 941.348145 ∣  [  std_z : 1.00  real_sub_fake : 1314.55 ]
[  epoch 0019/0040] 0370/4800, lr:5.0e-05 ∣ avg_100 : 31685.353359 ∣ critic_nllloss : 26012.153125 ∣ critic_ganloss : -258.976326 ∣ generator_nllloss : 5256.318945 ∣ generator_ganloss : 901.980078 ∣  [  std_z : 1.00  real_sub_fake : 921.62 ]
[  epoch 0019/0040] 0380/4800, lr:5.0e-05 ∣ avg_100 : 31685.801145 ∣ critic_nllloss : 25801.530859 ∣ critic_ganloss : -230.028490 ∣ generator_nllloss : 5257.434766 ∣ generator_ganloss : 925.338623 ∣  [  std_z : 0.99  real_sub_fake : 837.13 ]
[  epoch 0019/0040] 0390/4800, lr:5.0e-05 ∣ avg_100 : 31686.582371 ∣ critic_nllloss : 25903.424219 ∣ critic_ganloss : -295.318187 ∣ generator_nllloss : 5197.076172 ∣ generator_ganloss : 907.097607 ∣  [  std_z : 0.99  real_sub_fake : 916.09 ]
[  epoch 0019/0040] 0400/4800, lr:5.0e-05 ∣ avg_100 : 31689.002047 ∣ critic_nllloss : 25981.441797 ∣ critic_ganloss : -341.496304 ∣ generator_nllloss : 5288.733594 ∣ generator_ganloss : 865.491406 ∣  [  std_z : 1.00  real_sub_fake : 1182.08 ]
[  epoch 0019/0040] 0410/4800, lr:5.0e-05 ∣ avg_100 : 31690.130580 ∣ critic_nllloss : 25903.607422 ∣ critic_ganloss : -230.741518 ∣ generator_nllloss : 5181.928906 ∣ generator_ganloss : 880.897559 ∣  [  std_z : 1.00  real_sub_fake : 1172.85 ]
[  epoch 0019/0040] 0420/4800, lr:5.0e-05 ∣ avg_100 : 31689.716479 ∣ critic_nllloss : 25885.200000 ∣ critic_ganloss : -192.699535 ∣ generator_nllloss : 5196.318750 ∣ generator_ganloss : 886.050537 ∣  [  std_z : 1.00  real_sub_fake : 861.34 ]
[  epoch 0019/0040] 0430/4800, lr:5.0e-05 ∣ avg_100 : 31690.328285 ∣ critic_nllloss : 25880.416406 ∣ critic_ganloss : -214.664247 ∣ generator_nllloss : 5235.324805 ∣ generator_ganloss : 854.654688 ∣  [  std_z : 1.00  real_sub_fake : 758.64 ]
[  epoch 0019/0040] 0440/4800, lr:5.0e-05 ∣ avg_100 : 31694.442257 ∣ critic_nllloss : 26031.964453 ∣ critic_ganloss : -263.730420 ∣ generator_nllloss : 5211.402539 ∣ generator_ganloss : 832.640820 ∣  [  std_z : 0.99  real_sub_fake : 877.03 ]
[  epoch 0019/0040] 0450/4800, lr:5.0e-05 ∣ avg_100 : 31689.529957 ∣ critic_nllloss : 25848.496094 ∣ critic_ganloss : -305.749825 ∣ generator_nllloss : 5129.516016 ∣ generator_ganloss : 834.343555 ∣  [  std_z : 0.99  real_sub_fake : 1115.84 ]
[  epoch 0019/0040] 0460/4800, lr:5.0e-05 ∣ avg_100 : 31689.105123 ∣ critic_nllloss : 25929.833789 ∣ critic_ganloss : -406.569870 ∣ generator_nllloss : 5225.490234 ∣ generator_ganloss : 834.862842 ∣  [  std_z : 1.00  real_sub_fake : 1301.00 ]
[  epoch 0019/0040] 0470/4800, lr:5.0e-05 ∣ avg_100 : 31690.408429 ∣ critic_nllloss : 25925.544922 ∣ critic_ganloss : -164.019856 ∣ generator_nllloss : 5118.620508 ∣ generator_ganloss : 886.542285 ∣  [  std_z : 0.99  real_sub_fake : 1053.44 ]
[  epoch 0019/0040] 0480/4800, lr:5.0e-05 ∣ avg_100 : 31689.553271 ∣ critic_nllloss : 25837.161328 ∣ critic_ganloss : -235.862309 ∣ generator_nllloss : 5272.273633 ∣ generator_ganloss : 871.482715 ∣  [  std_z : 0.99  real_sub_fake : 706.56 ]
[  epoch 0019/0040] 0490/4800, lr:5.0e-05 ∣ avg_100 : 31692.968824 ∣ critic_nllloss : 25886.653125 ∣ critic_ganloss : -225.554788 ∣ generator_nllloss : 5211.887500 ∣ generator_ganloss : 865.142041 ∣  [  std_z : 0.98  real_sub_fake : 869.71 ]
[  epoch 0019/0040] 0500/4800, lr:5.0e-05 ∣ avg_100 : 31694.395751 ∣ critic_nllloss : 25912.470508 ∣ critic_ganloss : -272.942380 ∣ generator_nllloss : 5204.233008 ∣ generator_ganloss : 887.526953 ∣  [  std_z : 1.00  real_sub_fake : 987.94 ]
[  epoch 0019/0040] 0510/4800, lr:5.0e-05 ∣ avg_100 : 31694.906721 ∣ critic_nllloss : 25876.290820 ∣ critic_ganloss : -300.759323 ∣ generator_nllloss : 5134.214063 ∣ generator_ganloss : 899.359668 ∣  [  std_z : 1.00  real_sub_fake : 1164.69 ]
[  epoch 0019/0040] 0520/4800, lr:5.0e-05 ∣ avg_100 : 31691.493401 ∣ critic_nllloss : 26009.190234 ∣ critic_ganloss : -344.895761 ∣ generator_nllloss : 5225.276953 ∣ generator_ganloss : 866.280811 ∣  [  std_z : 0.99  real_sub_fake : 1240.28 ]
[  epoch 0019/0040] 0530/4800, lr:5.0e-05 ∣ avg_100 : 31692.986416 ∣ critic_nllloss : 25905.979492 ∣ critic_ganloss : -288.511905 ∣ generator_nllloss : 5185.377734 ∣ generator_ganloss : 894.702588 ∣  [  std_z : 1.00  real_sub_fake : 1220.63 ]
[  epoch 0019/0040] 0540/4800, lr:5.0e-05 ∣ avg_100 : 31694.081312 ∣ critic_nllloss : 25906.969727 ∣ critic_ganloss : -254.822720 ∣ generator_nllloss : 5198.850000 ∣ generator_ganloss : 884.837402 ∣  [  std_z : 0.99  real_sub_fake : 1013.46 ]
[  epoch 0019/0040] 0550/4800, lr:5.0e-05 ∣ avg_100 : 31692.342098 ∣ critic_nllloss : 25829.457617 ∣ critic_ganloss : -269.655241 ∣ generator_nllloss : 5184.146875 ∣ generator_ganloss : 862.900928 ∣  [  std_z : 0.98  real_sub_fake : 1014.21 ]
[  epoch 0019/0040] 0560/4800, lr:5.0e-05 ∣ avg_100 : 31686.189363 ∣ critic_nllloss : 25828.215039 ∣ critic_ganloss : -330.736905 ∣ generator_nllloss : 5131.203906 ∣ generator_ganloss : 828.634033 ∣  [  std_z : 1.00  real_sub_fake : 1106.96 ]
[  epoch 0019/0040] 0570/4800, lr:5.0e-05 ∣ avg_100 : 31688.279285 ∣ critic_nllloss : 26015.290039 ∣ critic_ganloss : -365.643430 ∣ generator_nllloss : 5215.688477 ∣ generator_ganloss : 829.399121 ∣  [  std_z : 1.00  real_sub_fake : 1317.26 ]
[  epoch 0019/0040] 0580/4800, lr:5.0e-05 ∣ avg_100 : 31687.849423 ∣ critic_nllloss : 25924.781055 ∣ critic_ganloss : -349.949942 ∣ generator_nllloss : 5166.945117 ∣ generator_ganloss : 826.321924 ∣  [  std_z : 1.00  real_sub_fake : 1255.34 ]
[  epoch 0019/0040] 0590/4800, lr:5.0e-05 ∣ avg_100 : 31685.478591 ∣ critic_nllloss : 25625.581445 ∣ critic_ganloss : -290.075409 ∣ generator_nllloss : 5023.410547 ∣ generator_ganloss : 844.248096 ∣  [  std_z : 0.99  real_sub_fake : 1166.39 ]
[  epoch 0019/0040] 0600/4800, lr:5.0e-05 ∣ avg_100 : 31682.806647 ∣ critic_nllloss : 25859.247656 ∣ critic_ganloss : -327.755573 ∣ generator_nllloss : 5135.356055 ∣ generator_ganloss : 842.565918 ∣  [  std_z : 0.99  real_sub_fake : 1254.12 ]
[  epoch 0019/0040] 0610/4800, lr:5.0e-05 ∣ avg_100 : 31681.825531 ∣ critic_nllloss : 25865.668750 ∣ critic_ganloss : -236.959229 ∣ generator_nllloss : 5141.147656 ∣ generator_ganloss : 868.626416 ∣  [  std_z : 1.01  real_sub_fake : 1026.09 ]
[  epoch 0019/0040] 0620/4800, lr:5.0e-05 ∣ avg_100 : 31682.782095 ∣ critic_nllloss : 25729.459766 ∣ critic_ganloss : -256.539824 ∣ generator_nllloss : 5187.479492 ∣ generator_ganloss : 878.991309 ∣  [  std_z : 1.01  real_sub_fake : 752.77 ]
[  epoch 0019/0040] 0630/4800, lr:5.0e-05 ∣ avg_100 : 31680.445283 ∣ critic_nllloss : 25809.995312 ∣ critic_ganloss : -293.739899 ∣ generator_nllloss : 5231.387109 ∣ generator_ganloss : 858.315137 ∣  [  std_z : 0.99  real_sub_fake : 1192.40 ]
[  epoch 0019/0040] 0640/4800, lr:5.0e-05 ∣ avg_100 : 31679.231451 ∣ critic_nllloss : 25735.239063 ∣ critic_ganloss : -270.099829 ∣ generator_nllloss : 5149.365234 ∣ generator_ganloss : 865.527783 ∣  [  std_z : 0.98  real_sub_fake : 1218.59 ]
[  epoch 0019/0040] 0650/4800, lr:5.0e-05 ∣ avg_100 : 31678.069421 ∣ critic_nllloss : 25997.891211 ∣ critic_ganloss : -352.750473 ∣ generator_nllloss : 5187.066797 ∣ generator_ganloss : 880.887012 ∣  [  std_z : 0.99  real_sub_fake : 1267.35 ]
[  epoch 0019/0040] 0660/4800, lr:5.0e-05 ∣ avg_100 : 31678.821927 ∣ critic_nllloss : 25853.959961 ∣ critic_ganloss : -343.213297 ∣ generator_nllloss : 5182.223633 ∣ generator_ganloss : 891.379102 ∣  [  std_z : 1.00  real_sub_fake : 1162.00 ]
[  epoch 0019/0040] 0670/4800, lr:5.0e-05 ∣ avg_100 : 31674.789368 ∣ critic_nllloss : 25790.375391 ∣ critic_ganloss : -270.389465 ∣ generator_nllloss : 5150.448633 ∣ generator_ganloss : 922.653369 ∣  [  std_z : 1.00  real_sub_fake : 1394.98 ]
[  epoch 0019/0040] 0680/4800, lr:5.0e-05 ∣ avg_100 : 31668.643269 ∣ critic_nllloss : 25728.860547 ∣ critic_ganloss : -280.467255 ∣ generator_nllloss : 5103.481055 ∣ generator_ganloss : 929.889404 ∣  [  std_z : 0.99  real_sub_fake : 999.28 ]
[  epoch 0019/0040] 0690/4800, lr:5.0e-05 ∣ avg_100 : 31672.555597 ∣ critic_nllloss : 26025.762695 ∣ critic_ganloss : -262.284909 ∣ generator_nllloss : 5194.023828 ∣ generator_ganloss : 826.946680 ∣  [  std_z : 0.99  real_sub_fake : 1125.41 ]
[  epoch 0019/0040] 0700/4800, lr:5.0e-05 ∣ avg_100 : 31671.728185 ∣ critic_nllloss : 25966.538281 ∣ critic_ganloss : -305.083832 ∣ generator_nllloss : 5240.509961 ∣ generator_ganloss : 866.395703 ∣  [  std_z : 0.99  real_sub_fake : 930.06 ]
[  epoch 0019/0040] 0710/4800, lr:5.0e-05 ∣ avg_100 : 31675.087132 ∣ critic_nllloss : 26044.437695 ∣ critic_ganloss : -254.563593 ∣ generator_nllloss : 5255.395703 ∣ generator_ganloss : 829.768677 ∣  [  std_z : 1.01  real_sub_fake : 983.29 ]
[  epoch 0019/0040] 0720/4800, lr:5.0e-05 ∣ avg_100 : 31669.308326 ∣ critic_nllloss : 25817.988477 ∣ critic_ganloss : -231.909802 ∣ generator_nllloss : 5247.115234 ∣ generator_ganloss : 841.820898 ∣  [  std_z : 0.99  real_sub_fake : 979.75 ]
[  epoch 0019/0040] 0730/4800, lr:5.0e-05 ∣ avg_100 : 31667.185494 ∣ critic_nllloss : 25791.664844 ∣ critic_ganloss : -316.923235 ∣ generator_nllloss : 5165.720312 ∣ generator_ganloss : 816.621362 ∣  [  std_z : 0.98  real_sub_fake : 1070.09 ]
[  epoch 0019/0040] 0740/4800, lr:5.0e-05 ∣ avg_100 : 31673.095615 ∣ critic_nllloss : 25989.518164 ∣ critic_ganloss : -294.030875 ∣ generator_nllloss : 5212.523047 ∣ generator_ganloss : 824.722852 ∣  [  std_z : 0.99  real_sub_fake : 1089.09 ]
[  epoch 0019/0040] 0750/4800, lr:5.0e-05 ∣ avg_100 : 31673.697488 ∣ critic_nllloss : 25806.408398 ∣ critic_ganloss : -347.339227 ∣ generator_nllloss : 5230.472266 ∣ generator_ganloss : 846.492480 ∣  [  std_z : 1.00  real_sub_fake : 1140.66 ]
[  epoch 0019/0040] 0760/4800, lr:5.0e-05 ∣ avg_100 : 31674.824570 ∣ critic_nllloss : 26073.663281 ∣ critic_ganloss : -263.355014 ∣ generator_nllloss : 5027.602148 ∣ generator_ganloss : 846.036230 ∣  [  std_z : 1.00  real_sub_fake : 1389.11 ]
[  epoch 0019/0040] 0770/4800, lr:5.0e-05 ∣ avg_100 : 31674.313955 ∣ critic_nllloss : 25941.342773 ∣ critic_ganloss : -324.067661 ∣ generator_nllloss : 5247.962891 ∣ generator_ganloss : 855.034033 ∣  [  std_z : 1.00  real_sub_fake : 1016.42 ]
[  epoch 0019/0040] 0780/4800, lr:5.0e-05 ∣ avg_100 : 31675.818808 ∣ critic_nllloss : 25942.054883 ∣ critic_ganloss : -359.927472 ∣ generator_nllloss : 5209.057227 ∣ generator_ganloss : 854.735547 ∣  [  std_z : 0.99  real_sub_fake : 1086.93 ]
[  epoch 0019/0040] 0790/4800, lr:5.0e-05 ∣ avg_100 : 31670.831174 ∣ critic_nllloss : 25753.953125 ∣ critic_ganloss : -347.814078 ∣ generator_nllloss : 5127.740820 ∣ generator_ganloss : 876.748242 ∣  [  std_z : 0.99  real_sub_fake : 1339.43 ]
[  epoch 0019/0040] 0800/4800, lr:5.0e-05 ∣ avg_100 : 31669.495837 ∣ critic_nllloss : 25740.192773 ∣ critic_ganloss : -231.509909 ∣ generator_nllloss : 5128.624414 ∣ generator_ganloss : 926.323340 ∣  [  std_z : 0.99  real_sub_fake : 1123.10 ]
[  epoch 0019/0040] 0810/4800, lr:5.0e-05 ∣ avg_100 : 31670.862974 ∣ critic_nllloss : 25947.048047 ∣ critic_ganloss : -183.158511 ∣ generator_nllloss : 5256.437305 ∣ generator_ganloss : 930.536377 ∣  [  std_z : 1.00  real_sub_fake : 829.52 ]
[  epoch 0019/0040] 0820/4800, lr:5.0e-05 ∣ avg_100 : 31669.763625 ∣ critic_nllloss : 25929.857227 ∣ critic_ganloss : -235.877437 ∣ generator_nllloss : 5208.662109 ∣ generator_ganloss : 906.873730 ∣  [  std_z : 1.00  real_sub_fake : 747.68 ]
[  epoch 0019/0040] 0830/4800, lr:5.0e-05 ∣ avg_100 : 31665.440946 ∣ critic_nllloss : 25673.463672 ∣ critic_ganloss : -200.049316 ∣ generator_nllloss : 5123.606250 ∣ generator_ganloss : 881.161768 ∣  [  std_z : 1.00  real_sub_fake : 834.15 ]
[  epoch 0019/0040] 0840/4800, lr:5.0e-05 ∣ avg_100 : 31663.929520 ∣ critic_nllloss : 25959.980859 ∣ critic_ganloss : -307.887509 ∣ generator_nllloss : 5160.837109 ∣ generator_ganloss : 884.384619 ∣  [  std_z : 0.99  real_sub_fake : 954.11 ]
[  epoch 0019/0040] 0850/4800, lr:5.0e-05 ∣ avg_100 : 31663.325337 ∣ critic_nllloss : 25897.779102 ∣ critic_ganloss : -263.625444 ∣ generator_nllloss : 5228.101953 ∣ generator_ganloss : 840.653613 ∣  [  std_z : 0.99  real_sub_fake : 1170.29 ]
[  epoch 0019/0040] 0860/4800, lr:5.0e-05 ∣ avg_100 : 31665.643600 ∣ critic_nllloss : 26041.307812 ∣ critic_ganloss : -264.451523 ∣ generator_nllloss : 5185.277344 ∣ generator_ganloss : 885.456201 ∣  [  std_z : 1.00  real_sub_fake : 1088.08 ]
[  epoch 0019/0040] 0870/4800, lr:5.0e-05 ∣ avg_100 : 31666.632131 ∣ critic_nllloss : 25824.213086 ∣ critic_ganloss : -317.094728 ∣ generator_nllloss : 5172.131641 ∣ generator_ganloss : 877.079492 ∣  [  std_z : 0.99  real_sub_fake : 928.18 ]
[  epoch 0019/0040] 0880/4800, lr:5.0e-05 ∣ avg_100 : 31665.822896 ∣ critic_nllloss : 25935.874609 ∣ critic_ganloss : -375.221692 ∣ generator_nllloss : 5138.535547 ∣ generator_ganloss : 906.313086 ∣  [  std_z : 0.99  real_sub_fake : 1281.09 ]
[  epoch 0019/0040] 0890/4800, lr:5.0e-05 ∣ avg_100 : 31670.869537 ∣ critic_nllloss : 25762.915039 ∣ critic_ganloss : -107.047877 ∣ generator_nllloss : 5210.080273 ∣ generator_ganloss : 931.591016 ∣  [  std_z : 0.99  real_sub_fake : 738.21 ]
[  epoch 0019/0040] 0900/4800, lr:5.0e-05 ∣ avg_100 : 31677.457042 ∣ critic_nllloss : 25914.097266 ∣ critic_ganloss : -151.506319 ∣ generator_nllloss : 5185.015039 ∣ generator_ganloss : 873.124170 ∣  [  std_z : 1.00  real_sub_fake : 602.23 ]
[  epoch 0019/0040] 0910/4800, lr:5.0e-05 ∣ avg_100 : 31679.509158 ∣ critic_nllloss : 25823.844922 ∣ critic_ganloss : -133.546016 ∣ generator_nllloss : 5119.984961 ∣ generator_ganloss : 861.793262 ∣  [  std_z : 0.99  real_sub_fake : 462.79 ]
[  epoch 0019/0040] 0920/4800, lr:5.0e-05 ∣ avg_100 : 31681.480386 ∣ critic_nllloss : 25988.869336 ∣ critic_ganloss : -193.088255 ∣ generator_nllloss : 5240.556250 ∣ generator_ganloss : 816.855811 ∣  [  std_z : 0.99  real_sub_fake : 607.88 ]
[  epoch 0019/0040] 0930/4800, lr:5.0e-05 ∣ avg_100 : 31681.727794 ∣ critic_nllloss : 25804.817969 ∣ critic_ganloss : -128.513096 ∣ generator_nllloss : 5245.417773 ∣ generator_ganloss : 834.956348 ∣  [  std_z : 0.99  real_sub_fake : 542.56 ]
[  epoch 0019/0040] 0940/4800, lr:5.0e-05 ∣ avg_100 : 31681.415003 ∣ critic_nllloss : 25768.808789 ∣ critic_ganloss : -207.044878 ∣ generator_nllloss : 5233.652734 ∣ generator_ganloss : 838.617871 ∣  [  std_z : 1.00  real_sub_fake : 639.85 ]
[  epoch 0019/0040] 0950/4800, lr:5.0e-05 ∣ avg_100 : 31682.910820 ∣ critic_nllloss : 25895.405469 ∣ critic_ganloss : -254.294031 ∣ generator_nllloss : 5156.007812 ∣ generator_ganloss : 842.846484 ∣  [  std_z : 1.00  real_sub_fake : 861.52 ]
[  epoch 0019/0040] 0960/4800, lr:5.0e-05 ∣ avg_100 : 31686.159393 ∣ critic_nllloss : 26076.887109 ∣ critic_ganloss : -319.200716 ∣ generator_nllloss : 5279.508398 ∣ generator_ganloss : 876.836768 ∣  [  std_z : 0.99  real_sub_fake : 1150.96 ]
[  epoch 0019/0040] 0970/4800, lr:5.0e-05 ∣ avg_100 : 31688.542567 ∣ critic_nllloss : 26127.978516 ∣ critic_ganloss : -197.183621 ∣ generator_nllloss : 5288.304297 ∣ generator_ganloss : 895.191943 ∣  [  std_z : 0.99  real_sub_fake : 1007.03 ]
[  epoch 0019/0040] 0980/4800, lr:5.0e-05 ∣ avg_100 : 31688.688040 ∣ critic_nllloss : 25914.653320 ∣ critic_ganloss : -286.425372 ∣ generator_nllloss : 5148.521094 ∣ generator_ganloss : 901.099951 ∣  [  std_z : 0.99  real_sub_fake : 830.93 ]
[  epoch 0019/0040] 0990/4800, lr:5.0e-05 ∣ avg_100 : 31690.496298 ∣ critic_nllloss : 26131.390430 ∣ critic_ganloss : -254.864064 ∣ generator_nllloss : 5185.539453 ∣ generator_ganloss : 920.261377 ∣  [  std_z : 1.00  real_sub_fake : 1035.19 ]
[  epoch 0019/0040] 1000/4800, lr:5.0e-05 ∣ avg_100 : 31688.896261 ∣ critic_nllloss : 25665.318945 ∣ critic_ganloss : -279.265898 ∣ generator_nllloss : 5154.756836 ∣ generator_ganloss : 921.096924 ∣  [  std_z : 0.99  real_sub_fake : 1161.21 ]
[  epoch 0019/0040] 1010/4800, lr:5.0e-05 ∣ avg_100 : 31686.461285 ∣ critic_nllloss : 25833.781445 ∣ critic_ganloss : -260.131107 ∣ generator_nllloss : 5181.634766 ∣ generator_ganloss : 925.875439 ∣  [  std_z : 0.99  real_sub_fake : 1076.61 ]
[  epoch 0019/0040] 1020/4800, lr:5.0e-05 ∣ avg_100 : 31687.815055 ∣ critic_nllloss : 25766.971094 ∣ critic_ganloss : -295.102469 ∣ generator_nllloss : 5189.547266 ∣ generator_ganloss : 907.029492 ∣  [  std_z : 1.00  real_sub_fake : 1039.62 ]
[  epoch 0019/0040] 1030/4800, lr:5.0e-05 ∣ avg_100 : 31689.568948 ∣ critic_nllloss : 26031.510156 ∣ critic_ganloss : -302.721085 ∣ generator_nllloss : 5215.424023 ∣ generator_ganloss : 900.754102 ∣  [  std_z : 0.99  real_sub_fake : 1207.06 ]
[  epoch 0019/0040] 1040/4800, lr:5.0e-05 ∣ avg_100 : 31690.684460 ∣ critic_nllloss : 25708.019336 ∣ critic_ganloss : -221.394394 ∣ generator_nllloss : 5118.086328 ∣ generator_ganloss : 912.343262 ∣  [  std_z : 0.99  real_sub_fake : 1070.26 ]
[  epoch 0019/0040] 1050/4800, lr:5.0e-05 ∣ avg_100 : 31685.739749 ∣ critic_nllloss : 25798.865234 ∣ critic_ganloss : -246.202100 ∣ generator_nllloss : 5125.164844 ∣ generator_ganloss : 918.758691 ∣  [  std_z : 1.00  real_sub_fake : 796.64 ]
[  epoch 0019/0040] 1060/4800, lr:5.0e-05 ∣ avg_100 : 31683.833788 ∣ critic_nllloss : 25953.652539 ∣ critic_ganloss : -215.978941 ∣ generator_nllloss : 5193.749219 ∣ generator_ganloss : 869.701270 ∣  [  std_z : 1.00  real_sub_fake : 825.08 ]
[  epoch 0019/0040] 1070/4800, lr:5.0e-05 ∣ avg_100 : 31682.041664 ∣ critic_nllloss : 25931.854883 ∣ critic_ganloss : -344.761125 ∣ generator_nllloss : 5204.000781 ∣ generator_ganloss : 852.602148 ∣  [  std_z : 1.00  real_sub_fake : 1115.76 ]
[  epoch 0019/0040] 1080/4800, lr:5.0e-05 ∣ avg_100 : 31677.771260 ∣ critic_nllloss : 25816.487500 ∣ critic_ganloss : -255.530597 ∣ generator_nllloss : 5119.735352 ∣ generator_ganloss : 860.854150 ∣  [  std_z : 1.00  real_sub_fake : 1154.31 ]
[  epoch 0019/0040] 1090/4800, lr:5.0e-05 ∣ avg_100 : 31676.000483 ∣ critic_nllloss : 25750.900391 ∣ critic_ganloss : -265.897475 ∣ generator_nllloss : 5115.307813 ∣ generator_ganloss : 873.455859 ∣  [  std_z : 0.99  real_sub_fake : 920.05 ]
[  epoch 0019/0040] 1100/4800, lr:5.0e-05 ∣ avg_100 : 31674.273134 ∣ critic_nllloss : 25896.184961 ∣ critic_ganloss : -310.881801 ∣ generator_nllloss : 5162.920703 ∣ generator_ganloss : 842.393457 ∣  [  std_z : 1.00  real_sub_fake : 1070.34 ]
[  epoch 0019/0040] 1110/4800, lr:5.0e-05 ∣ avg_100 : 31676.476923 ∣ critic_nllloss : 26009.305664 ∣ critic_ganloss : -296.149405 ∣ generator_nllloss : 5160.239844 ∣ generator_ganloss : 916.763672 ∣  [  std_z : 0.99  real_sub_fake : 1083.62 ]
[  epoch 0019/0040] 1120/4800, lr:5.0e-05 ∣ avg_100 : 31676.124309 ∣ critic_nllloss : 25926.344531 ∣ critic_ganloss : -306.455319 ∣ generator_nllloss : 5140.485547 ∣ generator_ganloss : 920.415723 ∣  [  std_z : 0.99  real_sub_fake : 1170.46 ]
[  epoch 0019/0040] 1130/4800, lr:5.0e-05 ∣ avg_100 : 31676.962544 ∣ critic_nllloss : 25981.018750 ∣ critic_ganloss : -213.568625 ∣ generator_nllloss : 5175.222266 ∣ generator_ganloss : 938.969531 ∣  [  std_z : 0.99  real_sub_fake : 1076.54 ]
[  epoch 0019/0040] 1140/4800, lr:5.0e-05 ∣ avg_100 : 31677.246304 ∣ critic_nllloss : 25863.230859 ∣ critic_ganloss : -254.675484 ∣ generator_nllloss : 5127.033984 ∣ generator_ganloss : 944.244385 ∣  [  std_z : 1.00  real_sub_fake : 842.29 ]
[  epoch 0019/0040] 1150/4800, lr:5.0e-05 ∣ avg_100 : 31677.166070 ∣ critic_nllloss : 25907.750586 ∣ critic_ganloss : -242.680927 ∣ generator_nllloss : 5212.936328 ∣ generator_ganloss : 916.372461 ∣  [  std_z : 0.99  real_sub_fake : 976.40 ]
[  epoch 0019/0040] 1160/4800, lr:5.0e-05 ∣ avg_100 : 31678.495416 ∣ critic_nllloss : 25886.229492 ∣ critic_ganloss : -286.383427 ∣ generator_nllloss : 5098.037891 ∣ generator_ganloss : 917.200391 ∣  [  std_z : 0.99  real_sub_fake : 1014.45 ]
[  epoch 0019/0040] 1170/4800, lr:5.0e-05 ∣ avg_100 : 31681.371911 ∣ critic_nllloss : 25872.577344 ∣ critic_ganloss : -270.301198 ∣ generator_nllloss : 5216.191211 ∣ generator_ganloss : 948.882568 ∣  [  std_z : 0.99  real_sub_fake : 1074.07 ]
[  epoch 0019/0040] 1180/4800, lr:5.0e-05 ∣ avg_100 : 31681.163865 ∣ critic_nllloss : 25845.850586 ∣ critic_ganloss : -227.520168 ∣ generator_nllloss : 5189.360156 ∣ generator_ganloss : 928.455420 ∣  [  std_z : 1.00  real_sub_fake : 967.78 ]
[  epoch 0019/0040] 1190/4800, lr:5.0e-05 ∣ avg_100 : 31680.480117 ∣ critic_nllloss : 25876.887695 ∣ critic_ganloss : -306.246129 ∣ generator_nllloss : 5207.207422 ∣ generator_ganloss : 923.383789 ∣  [  std_z : 0.99  real_sub_fake : 986.50 ]
[  epoch 0019/0040] 1200/4800, lr:5.0e-05 ∣ avg_100 : 31677.535833 ∣ critic_nllloss : 25654.415430 ∣ critic_ganloss : -317.508319 ∣ generator_nllloss : 5133.353320 ∣ generator_ganloss : 914.637305 ∣  [  std_z : 0.98  real_sub_fake : 1123.70 ]
[  epoch 0019/0040] 1210/4800, lr:5.0e-05 ∣ avg_100 : 31678.537628 ∣ critic_nllloss : 25809.815625 ∣ critic_ganloss : -324.405008 ∣ generator_nllloss : 5269.722266 ∣ generator_ganloss : 949.376123 ∣  [  std_z : 0.99  real_sub_fake : 1298.56 ]
[  epoch 0019/0040] 1220/4800, lr:5.0e-05 ∣ avg_100 : 31675.244033 ∣ critic_nllloss : 25836.060547 ∣ critic_ganloss : -423.714633 ∣ generator_nllloss : 5176.743164 ∣ generator_ganloss : 910.723096 ∣  [  std_z : 1.00  real_sub_fake : 1270.85 ]
[  epoch 0019/0040] 1230/4800, lr:5.0e-05 ∣ avg_100 : 31675.091510 ∣ critic_nllloss : 25852.418750 ∣ critic_ganloss : -319.574606 ∣ generator_nllloss : 5169.726758 ∣ generator_ganloss : 946.023633 ∣  [  std_z : 1.00  real_sub_fake : 1306.05 ]
[  epoch 0019/0040] 1240/4800, lr:5.0e-05 ∣ avg_100 : 31673.820064 ∣ critic_nllloss : 26102.208008 ∣ critic_ganloss : -283.910464 ∣ generator_nllloss : 5172.089258 ∣ generator_ganloss : 936.408887 ∣  [  std_z : 0.98  real_sub_fake : 1052.78 ]
[  epoch 0019/0040] 1250/4800, lr:5.0e-05 ∣ avg_100 : 31677.231680 ∣ critic_nllloss : 25748.856445 ∣ critic_ganloss : -143.759235 ∣ generator_nllloss : 5202.151563 ∣ generator_ganloss : 949.368555 ∣  [  std_z : 0.99  real_sub_fake : 998.29 ]
[  epoch 0019/0040] 1260/4800, lr:5.0e-05 ∣ avg_100 : 31680.299007 ∣ critic_nllloss : 25750.529687 ∣ critic_ganloss : -120.252387 ∣ generator_nllloss : 5156.151953 ∣ generator_ganloss : 997.567529 ∣  [  std_z : 1.00  real_sub_fake : 431.12 ]
[  epoch 0019/0040] 1270/4800, lr:5.0e-05 ∣ avg_100 : 31683.332643 ∣ critic_nllloss : 25978.548828 ∣ critic_ganloss : -141.167422 ∣ generator_nllloss : 5154.665820 ∣ generator_ganloss : 936.109277 ∣  [  std_z : 1.00  real_sub_fake : 482.28 ]
[  epoch 0019/0040] 1280/4800, lr:5.0e-05 ∣ avg_100 : 31690.536782 ∣ critic_nllloss : 25877.217578 ∣ critic_ganloss : -156.051851 ∣ generator_nllloss : 5190.229492 ∣ generator_ganloss : 924.293848 ∣  [  std_z : 0.99  real_sub_fake : 649.03 ]
[  epoch 0019/0040] 1290/4800, lr:5.0e-05 ∣ avg_100 : 31687.456227 ∣ critic_nllloss : 25854.032813 ∣ critic_ganloss : -198.231981 ∣ generator_nllloss : 5179.637500 ∣ generator_ganloss : 931.680762 ∣  [  std_z : 0.99  real_sub_fake : 636.62 ]
[  epoch 0019/0040] 1300/4800, lr:5.0e-05 ∣ avg_100 : 31686.761764 ∣ critic_nllloss : 25982.578125 ∣ critic_ganloss : -248.851407 ∣ generator_nllloss : 5130.527148 ∣ generator_ganloss : 931.215674 ∣  [  std_z : 1.00  real_sub_fake : 859.73 ]
[  epoch 0019/0040] 1310/4800, lr:5.0e-05 ∣ avg_100 : 31691.362398 ∣ critic_nllloss : 25859.236328 ∣ critic_ganloss : -223.672623 ∣ generator_nllloss : 5212.922266 ∣ generator_ganloss : 958.294434 ∣  [  std_z : 1.00  real_sub_fake : 1022.82 ]
[  epoch 0019/0040] 1320/4800, lr:5.0e-05 ∣ avg_100 : 31688.548170 ∣ critic_nllloss : 25794.266406 ∣ critic_ganloss : -294.758040 ∣ generator_nllloss : 5262.099609 ∣ generator_ganloss : 948.042676 ∣  [  std_z : 1.00  real_sub_fake : 906.65 ]
[  epoch 0019/0040] 1330/4800, lr:5.0e-05 ∣ avg_100 : 31690.669416 ∣ critic_nllloss : 26051.781836 ∣ critic_ganloss : -309.360471 ∣ generator_nllloss : 5230.550000 ∣ generator_ganloss : 937.566943 ∣  [  std_z : 0.99  real_sub_fake : 1188.54 ]
[  epoch 0019/0040] 1340/4800, lr:5.0e-05 ∣ avg_100 : 31689.100714 ∣ critic_nllloss : 25795.617969 ∣ critic_ganloss : -279.035431 ∣ generator_nllloss : 5194.850391 ∣ generator_ganloss : 919.593994 ∣  [  std_z : 0.99  real_sub_fake : 1110.76 ]
[  epoch 0019/0040] 1350/4800, lr:5.0e-05 ∣ avg_100 : 31693.397881 ∣ critic_nllloss : 26075.988672 ∣ critic_ganloss : -293.549240 ∣ generator_nllloss : 5336.538086 ∣ generator_ganloss : 912.060303 ∣  [  std_z : 1.00  real_sub_fake : 1173.62 ]
[  epoch 0019/0040] 1360/4800, lr:5.0e-05 ∣ avg_100 : 31696.821544 ∣ critic_nllloss : 26131.777539 ∣ critic_ganloss : -295.019844 ∣ generator_nllloss : 5281.618555 ∣ generator_ganloss : 915.331787 ∣  [  std_z : 1.00  real_sub_fake : 1112.91 ]
[  epoch 0019/0040] 1370/4800, lr:5.0e-05 ∣ avg_100 : 31694.228513 ∣ critic_nllloss : 25843.176758 ∣ critic_ganloss : -249.301976 ∣ generator_nllloss : 5172.226172 ∣ generator_ganloss : 886.071729 ∣  [  std_z : 1.00  real_sub_fake : 956.24 ]
[  epoch 0019/0040] 1380/4800, lr:5.0e-05 ∣ avg_100 : 31696.504847 ∣ critic_nllloss : 26179.650977 ∣ critic_ganloss : -280.719391 ∣ generator_nllloss : 5232.970117 ∣ generator_ganloss : 850.007471 ∣  [  std_z : 0.99  real_sub_fake : 949.94 ]
[  epoch 0019/0040] 1390/4800, lr:5.0e-05 ∣ avg_100 : 31694.068853 ∣ critic_nllloss : 25754.003125 ∣ critic_ganloss : -265.526888 ∣ generator_nllloss : 5122.776953 ∣ generator_ganloss : 857.427246 ∣  [  std_z : 0.99  real_sub_fake : 1032.36 ]
[  epoch 0019/0040] 1400/4800, lr:5.0e-05 ∣ avg_100 : 31691.390717 ∣ critic_nllloss : 25748.270898 ∣ critic_ganloss : -249.235477 ∣ generator_nllloss : 5122.504687 ∣ generator_ganloss : 904.816748 ∣  [  std_z : 1.00  real_sub_fake : 1086.82 ]
[  epoch 0019/0040] 1410/4800, lr:5.0e-05 ∣ avg_100 : 31692.060455 ∣ critic_nllloss : 25925.928516 ∣ critic_ganloss : -217.436267 ∣ generator_nllloss : 5166.966602 ∣ generator_ganloss : 927.207324 ∣  [  std_z : 1.00  real_sub_fake : 925.62 ]
[  epoch 0019/0040] 1420/4800, lr:5.0e-05 ∣ avg_100 : 31689.762960 ∣ critic_nllloss : 25805.991016 ∣ critic_ganloss : -260.092754 ∣ generator_nllloss : 5123.639648 ∣ generator_ganloss : 875.582373 ∣  [  std_z : 0.99  real_sub_fake : 912.97 ]
[  epoch 0019/0040] 1430/4800, lr:5.0e-05 ∣ avg_100 : 31687.173207 ∣ critic_nllloss : 25808.766406 ∣ critic_ganloss : -303.382504 ∣ generator_nllloss : 5129.271289 ∣ generator_ganloss : 862.101172 ∣  [  std_z : 0.99  real_sub_fake : 958.63 ]
[  epoch 0019/0040] 1440/4800, lr:5.0e-05 ∣ avg_100 : 31685.750015 ∣ critic_nllloss : 25852.392969 ∣ critic_ganloss : -230.024655 ∣ generator_nllloss : 5168.509375 ∣ generator_ganloss : 879.080469 ∣  [  std_z : 1.00  real_sub_fake : 1146.46 ]
[  epoch 0019/0040] 1450/4800, lr:5.0e-05 ∣ avg_100 : 31689.644022 ∣ critic_nllloss : 25980.305273 ∣ critic_ganloss : -202.770454 ∣ generator_nllloss : 5235.812695 ∣ generator_ganloss : 882.659033 ∣  [  std_z : 1.00  real_sub_fake : 719.43 ]
[  epoch 0019/0040] 1460/4800, lr:5.0e-05 ∣ avg_100 : 31691.801334 ∣ critic_nllloss : 25915.156445 ∣ critic_ganloss : -241.600681 ∣ generator_nllloss : 5272.522266 ∣ generator_ganloss : 853.270215 ∣  [  std_z : 0.99  real_sub_fake : 789.67 ]
[  epoch 0019/0040] 1470/4800, lr:5.0e-05 ∣ avg_100 : 31689.812752 ∣ critic_nllloss : 25790.726367 ∣ critic_ganloss : -219.897047 ∣ generator_nllloss : 5137.641992 ∣ generator_ganloss : 859.358350 ∣  [  std_z : 1.00  real_sub_fake : 814.94 ]
[  epoch 0019/0040] 1480/4800, lr:5.0e-05 ∣ avg_100 : 31688.892330 ∣ critic_nllloss : 25895.307812 ∣ critic_ganloss : -218.812604 ∣ generator_nllloss : 5109.716406 ∣ generator_ganloss : 866.801563 ∣  [  std_z : 0.99  real_sub_fake : 873.33 ]
[  epoch 0019/0040] 1490/4800, lr:5.0e-05 ∣ avg_100 : 31691.011932 ∣ critic_nllloss : 26071.164648 ∣ critic_ganloss : -267.961937 ∣ generator_nllloss : 5271.419531 ∣ generator_ganloss : 875.465820 ∣  [  std_z : 1.00  real_sub_fake : 936.00 ]
[  epoch 0019/0040] 1500/4800, lr:5.0e-05 ∣ avg_100 : 31689.668588 ∣ critic_nllloss : 25884.289453 ∣ critic_ganloss : -319.481775 ∣ generator_nllloss : 5171.866406 ∣ generator_ganloss : 860.279590 ∣  [  std_z : 1.00  real_sub_fake : 1152.62 ]
[  epoch 0019/0040] 1510/4800, lr:5.0e-05 ∣ avg_100 : 31687.662482 ∣ critic_nllloss : 25755.009180 ∣ critic_ganloss : -315.572986 ∣ generator_nllloss : 5106.586914 ∣ generator_ganloss : 862.471533 ∣  [  std_z : 0.98  real_sub_fake : 1278.75 ]
[  epoch 0019/0040] 1520/4800, lr:5.0e-05 ∣ avg_100 : 31685.817983 ∣ critic_nllloss : 25772.157617 ∣ critic_ganloss : -315.950613 ∣ generator_nllloss : 5249.371875 ∣ generator_ganloss : 865.823437 ∣  [  std_z : 0.98  real_sub_fake : 1139.35 ]
[  epoch 0019/0040] 1530/4800, lr:5.0e-05 ∣ avg_100 : 31684.174273 ∣ critic_nllloss : 25816.061523 ∣ critic_ganloss : -319.485968 ∣ generator_nllloss : 5176.480664 ∣ generator_ganloss : 860.120654 ∣  [  std_z : 1.00  real_sub_fake : 1142.27 ]
[  epoch 0019/0040] 1540/4800, lr:5.0e-05 ∣ avg_100 : 31683.594935 ∣ critic_nllloss : 25853.458789 ∣ critic_ganloss : -268.420053 ∣ generator_nllloss : 5186.747461 ∣ generator_ganloss : 906.114404 ∣  [  std_z : 1.01  real_sub_fake : 1034.09 ]
[  epoch 0019/0040] 1550/4800, lr:5.0e-05 ∣ avg_100 : 31684.737061 ∣ critic_nllloss : 25894.044141 ∣ critic_ganloss : -244.886401 ∣ generator_nllloss : 5187.669727 ∣ generator_ganloss : 884.235352 ∣  [  std_z : 0.99  real_sub_fake : 1134.29 ]
[  epoch 0019/0040] 1560/4800, lr:5.0e-05 ∣ avg_100 : 31691.865543 ∣ critic_nllloss : 26215.679492 ∣ critic_ganloss : -255.869490 ∣ generator_nllloss : 5307.920313 ∣ generator_ganloss : 902.433936 ∣  [  std_z : 0.98  real_sub_fake : 968.78 ]
[  epoch 0019/0040] 1570/4800, lr:5.0e-05 ∣ avg_100 : 31692.383222 ∣ critic_nllloss : 25825.626172 ∣ critic_ganloss : -136.848181 ∣ generator_nllloss : 5121.911328 ∣ generator_ganloss : 935.812793 ∣  [  std_z : 0.99  real_sub_fake : 683.86 ]
[  epoch 0019/0040] 1580/4800, lr:5.0e-05 ∣ avg_100 : 31692.109095 ∣ critic_nllloss : 25716.565430 ∣ critic_ganloss : -249.420422 ∣ generator_nllloss : 5181.878711 ∣ generator_ganloss : 891.661719 ∣  [  std_z : 1.01  real_sub_fake : 722.12 ]
[  epoch 0019/0040] 1590/4800, lr:5.0e-05 ∣ avg_100 : 31696.037953 ∣ critic_nllloss : 25924.063672 ∣ critic_ganloss : -354.420338 ∣ generator_nllloss : 5163.678906 ∣ generator_ganloss : 862.728223 ∣  [  std_z : 1.00  real_sub_fake : 1042.72 ]
[  epoch 0019/0040] 1600/4800, lr:5.0e-05 ∣ avg_100 : 31696.040341 ∣ critic_nllloss : 25798.635156 ∣ critic_ganloss : -304.063666 ∣ generator_nllloss : 5113.967969 ∣ generator_ganloss : 901.113477 ∣  [  std_z : 0.98  real_sub_fake : 1295.32 ]
[  epoch 0019/0040] 1610/4800, lr:5.0e-05 ∣ avg_100 : 31697.975412 ∣ critic_nllloss : 25992.965820 ∣ critic_ganloss : -216.048824 ∣ generator_nllloss : 5133.579492 ∣ generator_ganloss : 921.494141 ∣  [  std_z : 0.99  real_sub_fake : 1018.03 ]
[  epoch 0019/0040] 1620/4800, lr:5.0e-05 ∣ avg_100 : 31701.838003 ∣ critic_nllloss : 26024.144531 ∣ critic_ganloss : -249.849699 ∣ generator_nllloss : 5246.885547 ∣ generator_ganloss : 904.469482 ∣  [  std_z : 1.00  real_sub_fake : 943.79 ]
[  epoch 0019/0040] 1630/4800, lr:5.0e-05 ∣ avg_100 : 31702.507401 ∣ critic_nllloss : 25821.951562 ∣ critic_ganloss : -271.367848 ∣ generator_nllloss : 5203.903125 ∣ generator_ganloss : 918.410596 ∣  [  std_z : 1.00  real_sub_fake : 954.63 ]
[  epoch 0019/0040] 1640/4800, lr:5.0e-05 ∣ avg_100 : 31704.872815 ∣ critic_nllloss : 25882.515430 ∣ critic_ganloss : -256.056790 ∣ generator_nllloss : 5160.742773 ∣ generator_ganloss : 929.372314 ∣  [  std_z : 1.00  real_sub_fake : 1008.43 ]
[  epoch 0019/0040] 1650/4800, lr:5.0e-05 ∣ avg_100 : 31705.325225 ∣ critic_nllloss : 25912.479102 ∣ critic_ganloss : -325.404121 ∣ generator_nllloss : 5262.303516 ∣ generator_ganloss : 908.957031 ∣  [  std_z : 1.00  real_sub_fake : 1028.54 ]
[  epoch 0019/0040] 1660/4800, lr:5.0e-05 ∣ avg_100 : 31707.545156 ∣ critic_nllloss : 26102.664648 ∣ critic_ganloss : -396.144547 ∣ generator_nllloss : 5212.100391 ∣ generator_ganloss : 887.721973 ∣  [  std_z : 0.99  real_sub_fake : 1391.08 ]
[  epoch 0019/0040] 1670/4800, lr:5.0e-05 ∣ avg_100 : 31707.439421 ∣ critic_nllloss : 25710.293945 ∣ critic_ganloss : -296.773691 ∣ generator_nllloss : 5219.461133 ∣ generator_ganloss : 949.533008 ∣  [  std_z : 0.99  real_sub_fake : 1364.27 ]
[  epoch 0019/0040] 1680/4800, lr:5.0e-05 ∣ avg_100 : 31711.842897 ∣ critic_nllloss : 26006.148828 ∣ critic_ganloss : -216.232623 ∣ generator_nllloss : 5211.707031 ∣ generator_ganloss : 920.488184 ∣  [  std_z : 0.99  real_sub_fake : 981.99 ]
[  epoch 0019/0040] 1690/4800, lr:5.0e-05 ∣ avg_100 : 31715.932985 ∣ critic_nllloss : 26151.677734 ∣ critic_ganloss : -234.502235 ∣ generator_nllloss : 5321.962109 ∣ generator_ganloss : 954.319434 ∣  [  std_z : 0.99  real_sub_fake : 825.93 ]
[  epoch 0019/0040] 1700/4800, lr:5.0e-05 ∣ avg_100 : 31714.872424 ∣ critic_nllloss : 25819.356641 ∣ critic_ganloss : -261.366951 ∣ generator_nllloss : 5246.203320 ∣ generator_ganloss : 858.111084 ∣  [  std_z : 0.99  real_sub_fake : 853.75 ]
[  epoch 0019/0040] 1710/4800, lr:5.0e-05 ∣ avg_100 : 31710.522803 ∣ critic_nllloss : 25590.503516 ∣ critic_ganloss : -157.916245 ∣ generator_nllloss : 5118.312500 ∣ generator_ganloss : 889.176611 ∣  [  std_z : 0.99  real_sub_fake : 903.94 ]
[  epoch 0019/0040] 1720/4800, lr:5.0e-05 ∣ avg_100 : 31712.244244 ∣ critic_nllloss : 25994.801758 ∣ critic_ganloss : -246.280106 ∣ generator_nllloss : 5205.667578 ∣ generator_ganloss : 892.969580 ∣  [  std_z : 0.99  real_sub_fake : 864.50 ]
[  epoch 0019/0040] 1730/4800, lr:5.0e-05 ∣ avg_100 : 31714.370011 ∣ critic_nllloss : 25894.798828 ∣ critic_ganloss : -280.301245 ∣ generator_nllloss : 5189.831641 ∣ generator_ganloss : 865.330859 ∣  [  std_z : 0.99  real_sub_fake : 870.80 ]
[  epoch 0019/0040] 1740/4800, lr:5.0e-05 ∣ avg_100 : 31715.083913 ∣ critic_nllloss : 26015.383984 ∣ critic_ganloss : -274.457108 ∣ generator_nllloss : 5193.100195 ∣ generator_ganloss : 870.096240 ∣  [  std_z : 0.99  real_sub_fake : 1158.16 ]
[  epoch 0019/0040] 1750/4800, lr:5.0e-05 ∣ avg_100 : 31715.722370 ∣ critic_nllloss : 25906.427734 ∣ critic_ganloss : -317.835025 ∣ generator_nllloss : 5124.869922 ∣ generator_ganloss : 886.416992 ∣  [  std_z : 0.99  real_sub_fake : 1147.62 ]
[  epoch 0019/0040] 1760/4800, lr:5.0e-05 ∣ avg_100 : 31714.346546 ∣ critic_nllloss : 25883.551758 ∣ critic_ganloss : -315.902679 ∣ generator_nllloss : 5064.513086 ∣ generator_ganloss : 914.202148 ∣  [  std_z : 1.00  real_sub_fake : 1160.43 ]
[  epoch 0019/0040] 1770/4800, lr:5.0e-05 ∣ avg_100 : 31710.711044 ∣ critic_nllloss : 25739.785156 ∣ critic_ganloss : -311.984206 ∣ generator_nllloss : 5057.811133 ∣ generator_ganloss : 871.109668 ∣  [  std_z : 1.00  real_sub_fake : 1125.63 ]
[  epoch 0019/0040] 1780/4800, lr:5.0e-05 ∣ avg_100 : 31710.260769 ∣ critic_nllloss : 25808.195703 ∣ critic_ganloss : -322.392540 ∣ generator_nllloss : 5222.933789 ∣ generator_ganloss : 892.155762 ∣  [  std_z : 0.99  real_sub_fake : 1215.54 ]
[  epoch 0019/0040] 1790/4800, lr:5.0e-05 ∣ avg_100 : 31713.096729 ∣ critic_nllloss : 25929.852148 ∣ critic_ganloss : -266.143851 ∣ generator_nllloss : 5158.249609 ∣ generator_ganloss : 872.266211 ∣  [  std_z : 0.98  real_sub_fake : 1096.17 ]
[  epoch 0019/0040] 1800/4800, lr:5.0e-05 ∣ avg_100 : 31712.570109 ∣ critic_nllloss : 25766.501953 ∣ critic_ganloss : -276.035861 ∣ generator_nllloss : 5140.070898 ∣ generator_ganloss : 880.431641 ∣  [  std_z : 0.99  real_sub_fake : 981.25 ]
[  epoch 0019/0040] 1810/4800, lr:5.0e-05 ∣ avg_100 : 31708.494982 ∣ critic_nllloss : 25696.906445 ∣ critic_ganloss : -128.682443 ∣ generator_nllloss : 5117.891406 ∣ generator_ganloss : 857.235059 ∣  [  std_z : 1.00  real_sub_fake : 865.86 ]
[  epoch 0019/0040] 1820/4800, lr:5.0e-05 ∣ avg_100 : 31705.559369 ∣ critic_nllloss : 25704.493164 ∣ critic_ganloss : -197.946605 ∣ generator_nllloss : 5161.816211 ∣ generator_ganloss : 847.591602 ∣  [  std_z : 1.00  real_sub_fake : 568.10 ]
[  epoch 0019/0040] 1830/4800, lr:5.0e-05 ∣ avg_100 : 31709.684253 ∣ critic_nllloss : 26033.923828 ∣ critic_ganloss : -229.573975 ∣ generator_nllloss : 5260.063086 ∣ generator_ganloss : 826.257788 ∣  [  std_z : 0.99  real_sub_fake : 727.79 ]
[  epoch 0019/0040] 1840/4800, lr:5.0e-05 ∣ avg_100 : 31711.022602 ∣ critic_nllloss : 25975.146094 ∣ critic_ganloss : -234.386702 ∣ generator_nllloss : 5240.621680 ∣ generator_ganloss : 849.768994 ∣  [  std_z : 0.99  real_sub_fake : 790.03 ]
[  epoch 0019/0040] 1850/4800, lr:5.0e-05 ∣ avg_100 : 31710.422740 ∣ critic_nllloss : 25854.147852 ∣ critic_ganloss : -225.159116 ∣ generator_nllloss : 5203.829492 ∣ generator_ganloss : 810.104712 ∣  [  std_z : 1.00  real_sub_fake : 1004.90 ]
[  epoch 0019/0040] 1860/4800, lr:5.0e-05 ∣ avg_100 : 31707.256616 ∣ critic_nllloss : 25786.473828 ∣ critic_ganloss : -268.674603 ∣ generator_nllloss : 5129.335547 ∣ generator_ganloss : 883.842676 ∣  [  std_z : 0.99  real_sub_fake : 1017.81 ]
[  epoch 0019/0040] 1870/4800, lr:5.0e-05 ∣ avg_100 : 31707.118391 ∣ critic_nllloss : 25817.323437 ∣ critic_ganloss : -294.338072 ∣ generator_nllloss : 5127.315820 ∣ generator_ganloss : 892.205859 ∣  [  std_z : 0.99  real_sub_fake : 976.00 ]
[  epoch 0019/0040] 1880/4800, lr:5.0e-05 ∣ avg_100 : 31707.557384 ∣ critic_nllloss : 25947.992383 ∣ critic_ganloss : -342.308194 ∣ generator_nllloss : 5152.066602 ∣ generator_ganloss : 891.650049 ∣  [  std_z : 1.00  real_sub_fake : 1176.56 ]
[  epoch 0019/0040] 1890/4800, lr:5.0e-05 ∣ avg_100 : 31707.249899 ∣ critic_nllloss : 25979.066406 ∣ critic_ganloss : -224.862662 ∣ generator_nllloss : 5092.875000 ∣ generator_ganloss : 919.711182 ∣  [  std_z : 0.99  real_sub_fake : 984.64 ]
[  epoch 0019/0040] 1900/4800, lr:5.0e-05 ∣ avg_100 : 31704.891991 ∣ critic_nllloss : 25738.867188 ∣ critic_ganloss : -237.567271 ∣ generator_nllloss : 5159.220117 ∣ generator_ganloss : 924.419336 ∣  [  std_z : 0.99  real_sub_fake : 862.62 ]
[  epoch 0019/0040] 1910/4800, lr:5.0e-05 ∣ avg_100 : 31707.884489 ∣ critic_nllloss : 26060.006055 ∣ critic_ganloss : -234.945627 ∣ generator_nllloss : 5212.913867 ∣ generator_ganloss : 933.352637 ∣  [  std_z : 0.99  real_sub_fake : 918.95 ]
[  epoch 0019/0040] 1920/4800, lr:5.0e-05 ∣ avg_100 : 31706.903443 ∣ critic_nllloss : 26026.811914 ∣ critic_ganloss : -353.099814 ∣ generator_nllloss : 5166.970898 ∣ generator_ganloss : 914.405518 ∣  [  std_z : 0.99  real_sub_fake : 1224.84 ]
[  epoch 0019/0040] 1930/4800, lr:5.0e-05 ∣ avg_100 : 31706.760277 ∣ critic_nllloss : 25776.403516 ∣ critic_ganloss : -213.652182 ∣ generator_nllloss : 5221.000391 ∣ generator_ganloss : 958.610693 ∣  [  std_z : 1.00  real_sub_fake : 1091.41 ]
[  epoch 0019/0040] 1940/4800, lr:5.0e-05 ∣ avg_100 : 31709.226645 ∣ critic_nllloss : 25936.139844 ∣ critic_ganloss : -153.571275 ∣ generator_nllloss : 5172.015039 ∣ generator_ganloss : 926.087744 ∣  [  std_z : 1.00  real_sub_fake : 432.93 ]
[  epoch 0019/0040] 1950/4800, lr:5.0e-05 ∣ avg_100 : 31711.850244 ∣ critic_nllloss : 25954.330078 ∣ critic_ganloss : -87.539789 ∣ generator_nllloss : 5165.237305 ∣ generator_ganloss : 870.298047 ∣   [  std_z : 1.00  real_sub_fake : 704.19 ]
[  epoch 0019/0040] 1960/4800, lr:5.0e-05 ∣ avg_100 : 31714.868996 ∣ critic_nllloss : 26205.514648 ∣ critic_ganloss : -231.945145 ∣ generator_nllloss : 5298.020117 ∣ generator_ganloss : 944.317139 ∣  [  std_z : 0.99  real_sub_fake : 651.27 ]
[  epoch 0019/0040] 1970/4800, lr:5.0e-05 ∣ avg_100 : 31711.926825 ∣ critic_nllloss : 25986.025586 ∣ critic_ganloss : -223.036049 ∣ generator_nllloss : 5151.567187 ∣ generator_ganloss : 905.517285 ∣  [  std_z : 0.99  real_sub_fake : 768.88 ]
[  epoch 0019/0040] 1980/4800, lr:5.0e-05 ∣ avg_100 : 31713.669164 ∣ critic_nllloss : 25987.972461 ∣ critic_ganloss : -279.188177 ∣ generator_nllloss : 5250.744727 ∣ generator_ganloss : 892.553857 ∣  [  std_z : 0.99  real_sub_fake : 1006.75 ]
[  epoch 0019/0040] 1990/4800, lr:5.0e-05 ∣ avg_100 : 31709.606491 ∣ critic_nllloss : 25814.038281 ∣ critic_ganloss : -265.925529 ∣ generator_nllloss : 5114.212891 ∣ generator_ganloss : 913.734229 ∣  [  std_z : 1.00  real_sub_fake : 951.39 ]
[  epoch 0019/0040] 2000/4800, lr:5.0e-05 ∣ avg_100 : 31709.852619 ∣ critic_nllloss : 25829.758789 ∣ critic_ganloss : -282.539511 ∣ generator_nllloss : 5050.295508 ∣ generator_ganloss : 889.004883 ∣  [  std_z : 1.00  real_sub_fake : 1044.39 ]
[  epoch 0019/0040] 2010/4800, lr:5.0e-05 ∣ avg_100 : 31712.541810 ∣ critic_nllloss : 25927.227930 ∣ critic_ganloss : -200.788443 ∣ generator_nllloss : 5309.443359 ∣ generator_ganloss : 914.196729 ∣  [  std_z : 1.00  real_sub_fake : 1027.20 ]
[  epoch 0019/0040] 2020/4800, lr:5.0e-05 ∣ avg_100 : 31713.410463 ∣ critic_nllloss : 26022.776953 ∣ critic_ganloss : -303.683994 ∣ generator_nllloss : 5064.713086 ∣ generator_ganloss : 871.504688 ∣  [  std_z : 1.00  real_sub_fake : 969.44 ]
[  epoch 0019/0040] 2030/4800, lr:5.0e-05 ∣ avg_100 : 31710.974544 ∣ critic_nllloss : 25769.303516 ∣ critic_ganloss : -272.877710 ∣ generator_nllloss : 5204.238281 ∣ generator_ganloss : 900.711182 ∣  [  std_z : 0.99  real_sub_fake : 1082.34 ]
[  epoch 0019/0040] 2040/4800, lr:5.0e-05 ∣ avg_100 : 31711.825159 ∣ critic_nllloss : 25811.885937 ∣ critic_ganloss : -300.140923 ∣ generator_nllloss : 5225.676758 ∣ generator_ganloss : 864.694238 ∣  [  std_z : 0.98  real_sub_fake : 1149.99 ]
[  epoch 0019/0040] 2050/4800, lr:5.0e-05 ∣ avg_100 : 31711.327395 ∣ critic_nllloss : 25782.352148 ∣ critic_ganloss : -278.347809 ∣ generator_nllloss : 5168.363672 ∣ generator_ganloss : 874.442285 ∣  [  std_z : 0.98  real_sub_fake : 1045.05 ]
[  epoch 0019/0040] 2060/4800, lr:5.0e-05 ∣ avg_100 : 31709.071354 ∣ critic_nllloss : 25843.262891 ∣ critic_ganloss : -286.917062 ∣ generator_nllloss : 5140.091992 ∣ generator_ganloss : 879.082129 ∣  [  std_z : 1.00  real_sub_fake : 1046.52 ]
[  epoch 0019/0040] 2070/4800, lr:5.0e-05 ∣ avg_100 : 31709.755614 ∣ critic_nllloss : 25911.959180 ∣ critic_ganloss : -251.258795 ∣ generator_nllloss : 5171.664453 ∣ generator_ganloss : 879.757861 ∣  [  std_z : 1.00  real_sub_fake : 1014.26 ]
[  epoch 0019/0040] 2080/4800, lr:5.0e-05 ∣ avg_100 : 31710.955494 ∣ critic_nllloss : 25928.227930 ∣ critic_ganloss : -333.836548 ∣ generator_nllloss : 5222.253516 ∣ generator_ganloss : 844.889502 ∣  [  std_z : 0.99  real_sub_fake : 1086.51 ]
[  epoch 0019/0040] 2090/4800, lr:5.0e-05 ∣ avg_100 : 31711.407502 ∣ critic_nllloss : 25845.821289 ∣ critic_ganloss : -354.065680 ∣ generator_nllloss : 5173.769531 ∣ generator_ganloss : 853.442334 ∣  [  std_z : 0.99  real_sub_fake : 1319.32 ]
[  epoch 0019/0040] 2100/4800, lr:5.0e-05 ∣ avg_100 : 31711.182771 ∣ critic_nllloss : 25943.982812 ∣ critic_ganloss : -324.223447 ∣ generator_nllloss : 5091.400000 ∣ generator_ganloss : 856.984766 ∣  [  std_z : 1.00  real_sub_fake : 1361.96 ]
[  epoch 0019/0040] 2110/4800, lr:5.0e-05 ∣ avg_100 : 31711.080564 ∣ critic_nllloss : 25924.838867 ∣ critic_ganloss : -176.152049 ∣ generator_nllloss : 5152.226172 ∣ generator_ganloss : 879.026172 ∣  [  std_z : 1.00  real_sub_fake : 965.25 ]
[  epoch 0019/0040] 2120/4800, lr:5.0e-05 ∣ avg_100 : 31713.005050 ∣ critic_nllloss : 25957.839258 ∣ critic_ganloss : -214.424852 ∣ generator_nllloss : 5253.225000 ∣ generator_ganloss : 876.599609 ∣  [  std_z : 1.00  real_sub_fake : 815.69 ]
[  epoch 0019/0040] 2130/4800, lr:5.0e-05 ∣ avg_100 : 31712.738872 ∣ critic_nllloss : 25982.436719 ∣ critic_ganloss : -212.050438 ∣ generator_nllloss : 5243.287500 ∣ generator_ganloss : 841.350342 ∣  [  std_z : 0.99  real_sub_fake : 851.92 ]
[  epoch 0019/0040] 2140/4800, lr:5.0e-05 ∣ avg_100 : 31712.912836 ∣ critic_nllloss : 25834.400781 ∣ critic_ganloss : -240.935751 ∣ generator_nllloss : 5201.890625 ∣ generator_ganloss : 901.874463 ∣  [  std_z : 0.98  real_sub_fake : 810.50 ]
[  epoch 0019/0040] 2150/4800, lr:5.0e-05 ∣ avg_100 : 31712.829437 ∣ critic_nllloss : 25942.626172 ∣ critic_ganloss : -255.699307 ∣ generator_nllloss : 5226.505469 ∣ generator_ganloss : 872.606299 ∣  [  std_z : 1.00  real_sub_fake : 896.74 ]
[  epoch 0019/0040] 2160/4800, lr:5.0e-05 ∣ avg_100 : 31710.136251 ∣ critic_nllloss : 25656.301758 ∣ critic_ganloss : -272.669171 ∣ generator_nllloss : 5113.718945 ∣ generator_ganloss : 848.414160 ∣  [  std_z : 1.00  real_sub_fake : 1014.34 ]
[  epoch 0019/0040] 2170/4800, lr:5.0e-05 ∣ avg_100 : 31707.724034 ∣ critic_nllloss : 25824.560156 ∣ critic_ganloss : -281.784988 ∣ generator_nllloss : 5121.261914 ∣ generator_ganloss : 862.091113 ∣  [  std_z : 0.99  real_sub_fake : 1018.34 ]
[  epoch 0019/0040] 2180/4800, lr:5.0e-05 ∣ avg_100 : 31703.115707 ∣ critic_nllloss : 25601.948047 ∣ critic_ganloss : -298.273734 ∣ generator_nllloss : 5148.375977 ∣ generator_ganloss : 823.263037 ∣  [  std_z : 0.99  real_sub_fake : 1097.17 ]
[  epoch 0019/0040] 2190/4800, lr:5.0e-05 ∣ avg_100 : 31702.324488 ∣ critic_nllloss : 25896.449023 ∣ critic_ganloss : -278.287419 ∣ generator_nllloss : 5140.259766 ∣ generator_ganloss : 863.689551 ∣  [  std_z : 0.99  real_sub_fake : 1073.78 ]
[  epoch 0019/0040] 2200/4800, lr:5.0e-05 ∣ avg_100 : 31702.065218 ∣ critic_nllloss : 25714.645117 ∣ critic_ganloss : -287.822028 ∣ generator_nllloss : 5100.385156 ∣ generator_ganloss : 831.762451 ∣  [  std_z : 1.00  real_sub_fake : 1082.01 ]
[  epoch 0019/0040] 2210/4800, lr:5.0e-05 ∣ avg_100 : 31700.479409 ∣ critic_nllloss : 25715.048438 ∣ critic_ganloss : -260.640460 ∣ generator_nllloss : 5197.950000 ∣ generator_ganloss : 893.570117 ∣  [  std_z : 1.00  real_sub_fake : 1061.88 ]
[  epoch 0019/0040] 2220/4800, lr:5.0e-05 ∣ avg_100 : 31701.064978 ∣ critic_nllloss : 25800.856055 ∣ critic_ganloss : -230.051080 ∣ generator_nllloss : 5080.874219 ∣ generator_ganloss : 906.689941 ∣  [  std_z : 0.99  real_sub_fake : 813.99 ]
[  epoch 0019/0040] 2230/4800, lr:5.0e-05 ∣ avg_100 : 31699.005906 ∣ critic_nllloss : 25657.973047 ∣ critic_ganloss : -204.936674 ∣ generator_nllloss : 5124.786328 ∣ generator_ganloss : 864.864551 ∣  [  std_z : 1.00  real_sub_fake : 911.53 ]
[  epoch 0019/0040] 2240/4800, lr:5.0e-05 ∣ avg_100 : 31695.351375 ∣ critic_nllloss : 25797.959766 ∣ critic_ganloss : -232.893654 ∣ generator_nllloss : 5128.710938 ∣ generator_ganloss : 867.565576 ∣  [  std_z : 1.00  real_sub_fake : 860.45 ]
[  epoch 0019/0040] 2250/4800, lr:5.0e-05 ∣ avg_100 : 31692.372700 ∣ critic_nllloss : 25818.062695 ∣ critic_ganloss : -327.119318 ∣ generator_nllloss : 5087.734570 ∣ generator_ganloss : 880.071875 ∣  [  std_z : 0.99  real_sub_fake : 1019.23 ]
[  epoch 0019/0040] 2260/4800, lr:5.0e-05 ∣ avg_100 : 31691.934874 ∣ critic_nllloss : 25956.623437 ∣ critic_ganloss : -254.473859 ∣ generator_nllloss : 5161.730273 ∣ generator_ganloss : 876.334375 ∣  [  std_z : 0.99  real_sub_fake : 1122.53 ]
[  epoch 0019/0040] 2270/4800, lr:5.0e-05 ∣ avg_100 : 31691.470926 ∣ critic_nllloss : 25999.722070 ∣ critic_ganloss : -245.017537 ∣ generator_nllloss : 5238.625391 ∣ generator_ganloss : 888.431738 ∣  [  std_z : 1.00  real_sub_fake : 985.24 ]
[  epoch 0019/0040] 2280/4800, lr:5.0e-05 ∣ avg_100 : 31690.201209 ∣ critic_nllloss : 25934.506250 ∣ critic_ganloss : -266.655164 ∣ generator_nllloss : 5196.934180 ∣ generator_ganloss : 843.932080 ∣  [  std_z : 1.00  real_sub_fake : 1039.64 ]
[  epoch 0019/0040] 2290/4800, lr:5.0e-05 ∣ avg_100 : 31688.070956 ∣ critic_nllloss : 25865.675000 ∣ critic_ganloss : -321.920447 ∣ generator_nllloss : 5147.783594 ∣ generator_ganloss : 862.555664 ∣  [  std_z : 1.00  real_sub_fake : 1102.67 ]
[  epoch 0019/0040] 2300/4800, lr:5.0e-05 ∣ avg_100 : 31687.813055 ∣ critic_nllloss : 25970.638086 ∣ critic_ganloss : -248.022516 ∣ generator_nllloss : 5183.837109 ∣ generator_ganloss : 863.226807 ∣  [  std_z : 1.00  real_sub_fake : 1138.16 ]
[  epoch 0019/0040] 2310/4800, lr:5.0e-05 ∣ avg_100 : 31686.367421 ∣ critic_nllloss : 25931.181836 ∣ critic_ganloss : -294.809500 ∣ generator_nllloss : 5148.211133 ∣ generator_ganloss : 877.633496 ∣  [  std_z : 0.99  real_sub_fake : 1032.39 ]
[  epoch 0019/0040] 2320/4800, lr:5.0e-05 ∣ avg_100 : 31683.207771 ∣ critic_nllloss : 25780.644922 ∣ critic_ganloss : -302.299408 ∣ generator_nllloss : 5062.041406 ∣ generator_ganloss : 853.298779 ∣  [  std_z : 0.99  real_sub_fake : 998.73 ]
[  epoch 0019/0040] 2330/4800, lr:5.0e-05 ∣ avg_100 : 31678.141938 ∣ critic_nllloss : 25715.449609 ∣ critic_ganloss : -260.132687 ∣ generator_nllloss : 5094.463672 ∣ generator_ganloss : 854.174414 ∣  [  std_z : 0.99  real_sub_fake : 1128.65 ]
[  epoch 0019/0040] 2340/4800, lr:5.0e-05 ∣ avg_100 : 31680.125191 ∣ critic_nllloss : 26117.167383 ∣ critic_ganloss : -361.140402 ∣ generator_nllloss : 5242.284375 ∣ generator_ganloss : 831.040869 ∣  [  std_z : 1.00  real_sub_fake : 1199.86 ]
[  epoch 0019/0040] 2350/4800, lr:5.0e-05 ∣ avg_100 : 31675.807876 ∣ critic_nllloss : 25816.859375 ∣ critic_ganloss : -265.619962 ∣ generator_nllloss : 5191.602539 ∣ generator_ganloss : 856.464355 ∣  [  std_z : 1.00  real_sub_fake : 1232.61 ]
[  epoch 0019/0040] 2360/4800, lr:5.0e-05 ∣ avg_100 : 31672.770297 ∣ critic_nllloss : 25909.063672 ∣ critic_ganloss : -237.320956 ∣ generator_nllloss : 5185.428906 ∣ generator_ganloss : 872.778516 ∣  [  std_z : 0.99  real_sub_fake : 868.68 ]
[  epoch 0019/0040] 2370/4800, lr:5.0e-05 ∣ avg_100 : 31673.293152 ∣ critic_nllloss : 25863.284766 ∣ critic_ganloss : -191.846219 ∣ generator_nllloss : 5156.373828 ∣ generator_ganloss : 876.645801 ∣  [  std_z : 0.98  real_sub_fake : 857.92 ]
[  epoch 0019/0040] 2380/4800, lr:5.0e-05 ∣ avg_100 : 31671.372020 ∣ critic_nllloss : 25938.578906 ∣ critic_ganloss : -282.271053 ∣ generator_nllloss : 5238.581641 ∣ generator_ganloss : 894.906445 ∣  [  std_z : 0.99  real_sub_fake : 935.22 ]
[  epoch 0019/0040] 2390/4800, lr:5.0e-05 ∣ avg_100 : 31672.736758 ∣ critic_nllloss : 25768.862305 ∣ critic_ganloss : -177.020374 ∣ generator_nllloss : 5118.483398 ∣ generator_ganloss : 894.828906 ∣  [  std_z : 1.00  real_sub_fake : 890.31 ]
[  epoch 0019/0040] 2400/4800, lr:5.0e-05 ∣ avg_100 : 31672.262887 ∣ critic_nllloss : 25762.128711 ∣ critic_ganloss : -216.269061 ∣ generator_nllloss : 5051.384961 ∣ generator_ganloss : 881.725195 ∣  [  std_z : 1.00  real_sub_fake : 776.30 ]
[  epoch 0019/0040] 2410/4800, lr:5.0e-05 ∣ avg_100 : 31670.895476 ∣ critic_nllloss : 25841.346484 ∣ critic_ganloss : -281.970583 ∣ generator_nllloss : 5219.933984 ∣ generator_ganloss : 886.615137 ∣  [  std_z : 0.99  real_sub_fake : 882.81 ]
[  epoch 0019/0040] 2420/4800, lr:5.0e-05 ∣ avg_100 : 31673.806268 ∣ critic_nllloss : 26086.209961 ∣ critic_ganloss : -314.499200 ∣ generator_nllloss : 5214.448242 ∣ generator_ganloss : 850.040527 ∣  [  std_z : 0.98  real_sub_fake : 1090.87 ]
[  epoch 0019/0040] 2430/4800, lr:5.0e-05 ∣ avg_100 : 31676.261711 ∣ critic_nllloss : 26052.232617 ∣ critic_ganloss : -310.893771 ∣ generator_nllloss : 5149.481055 ∣ generator_ganloss : 851.480713 ∣  [  std_z : 0.99  real_sub_fake : 1170.99 ]
[  epoch 0019/0040] 2440/4800, lr:5.0e-05 ∣ avg_100 : 31678.110713 ∣ critic_nllloss : 26116.472461 ∣ critic_ganloss : -302.895731 ∣ generator_nllloss : 5203.690234 ∣ generator_ganloss : 837.591357 ∣  [  std_z : 1.00  real_sub_fake : 1169.57 ]
[  epoch 0019/0040] 2450/4800, lr:5.0e-05 ∣ avg_100 : 31673.264539 ∣ critic_nllloss : 25658.958594 ∣ critic_ganloss : -248.915643 ∣ generator_nllloss : 5153.580664 ∣ generator_ganloss : 847.765625 ∣  [  std_z : 1.00  real_sub_fake : 1143.90 ]
[  epoch 0019/0040] 2460/4800, lr:5.0e-05 ∣ avg_100 : 31670.657324 ∣ critic_nllloss : 25829.531055 ∣ critic_ganloss : -233.402254 ∣ generator_nllloss : 5094.401172 ∣ generator_ganloss : 848.096729 ∣  [  std_z : 0.98  real_sub_fake : 759.28 ]
[  epoch 0019/0040] 2470/4800, lr:5.0e-05 ∣ avg_100 : 31671.387458 ∣ critic_nllloss : 25972.436523 ∣ critic_ganloss : -228.472641 ∣ generator_nllloss : 5087.306641 ∣ generator_ganloss : 809.572510 ∣  [  std_z : 0.99  real_sub_fake : 1000.18 ]
[  epoch 0019/0040] 2480/4800, lr:5.0e-05 ∣ avg_100 : 31670.211966 ∣ critic_nllloss : 25744.757812 ∣ critic_ganloss : -220.579016 ∣ generator_nllloss : 5165.962305 ∣ generator_ganloss : 845.322900 ∣  [  std_z : 1.01  real_sub_fake : 796.88 ]
[  epoch 0019/0040] 2490/4800, lr:5.0e-05 ∣ avg_100 : 31669.553456 ∣ critic_nllloss : 26084.198242 ∣ critic_ganloss : -210.673601 ∣ generator_nllloss : 5171.787500 ∣ generator_ganloss : 838.924976 ∣  [  std_z : 1.00  real_sub_fake : 902.21 ]
[  epoch 0019/0040] 2500/4800, lr:5.0e-05 ∣ avg_100 : 31670.154208 ∣ critic_nllloss : 25916.482617 ∣ critic_ganloss : -243.853581 ∣ generator_nllloss : 5119.281836 ∣ generator_ganloss : 865.117969 ∣  [  std_z : 0.99  real_sub_fake : 755.28 ]
[  epoch 0019/0040] 2510/4800, lr:5.0e-05 ∣ avg_100 : 31671.055852 ∣ critic_nllloss : 25775.189063 ∣ critic_ganloss : -250.523767 ∣ generator_nllloss : 5128.136328 ∣ generator_ganloss : 845.857373 ∣  [  std_z : 0.99  real_sub_fake : 945.08 ]
[  epoch 0019/0040] 2520/4800, lr:5.0e-05 ∣ avg_100 : 31670.991263 ∣ critic_nllloss : 25766.038867 ∣ critic_ganloss : -273.774158 ∣ generator_nllloss : 5215.883398 ∣ generator_ganloss : 856.795313 ∣  [  std_z : 1.00  real_sub_fake : 936.39 ]
[  epoch 0019/0040] 2530/4800, lr:5.0e-05 ∣ avg_100 : 31669.986114 ∣ critic_nllloss : 25699.560742 ∣ critic_ganloss : -274.733023 ∣ generator_nllloss : 5139.254102 ∣ generator_ganloss : 868.580176 ∣  [  std_z : 1.00  real_sub_fake : 1098.44 ]
[  epoch 0019/0040] 2540/4800, lr:5.0e-05 ∣ avg_100 : 31668.717747 ∣ critic_nllloss : 25759.644727 ∣ critic_ganloss : -230.569971 ∣ generator_nllloss : 5148.392578 ∣ generator_ganloss : 873.596582 ∣  [  std_z : 0.99  real_sub_fake : 1106.07 ]
[  epoch 0019/0040] 2550/4800, lr:5.0e-05 ∣ avg_100 : 31668.313316 ∣ critic_nllloss : 25934.732812 ∣ critic_ganloss : -309.894330 ∣ generator_nllloss : 5204.577930 ∣ generator_ganloss : 851.203320 ∣  [  std_z : 0.99  real_sub_fake : 1030.00 ]
[  epoch 0019/0040] 2560/4800, lr:5.0e-05 ∣ avg_100 : 31664.578722 ∣ critic_nllloss : 25948.675586 ∣ critic_ganloss : -227.663098 ∣ generator_nllloss : 5213.409375 ∣ generator_ganloss : 862.282910 ∣  [  std_z : 1.00  real_sub_fake : 983.68 ]
[  epoch 0019/0040] 2570/4800, lr:5.0e-05 ∣ avg_100 : 31662.611198 ∣ critic_nllloss : 25763.979687 ∣ critic_ganloss : -146.065645 ∣ generator_nllloss : 5066.498438 ∣ generator_ganloss : 865.337256 ∣  [  std_z : 0.99  real_sub_fake : 632.09 ]
[  epoch 0019/0040] 2580/4800, lr:5.0e-05 ∣ avg_100 : 31664.332740 ∣ critic_nllloss : 25868.985547 ∣ critic_ganloss : -167.302742 ∣ generator_nllloss : 5198.741016 ∣ generator_ganloss : 812.415820 ∣  [  std_z : 0.99  real_sub_fake : 555.08 ]
[  epoch 0019/0040] 2590/4800, lr:5.0e-05 ∣ avg_100 : 31664.812651 ∣ critic_nllloss : 25904.914844 ∣ critic_ganloss : -223.367435 ∣ generator_nllloss : 5162.508203 ∣ generator_ganloss : 799.985962 ∣  [  std_z : 0.99  real_sub_fake : 704.12 ]
[  epoch 0019/0040] 2600/4800, lr:5.0e-05 ∣ avg_100 : 31664.600921 ∣ critic_nllloss : 25732.846875 ∣ critic_ganloss : -319.719041 ∣ generator_nllloss : 5282.811328 ∣ generator_ganloss : 792.540771 ∣  [  std_z : 1.00  real_sub_fake : 1031.64 ]
[  epoch 0019/0040] 2610/4800, lr:5.0e-05 ∣ avg_100 : 31663.201710 ∣ critic_nllloss : 26079.984570 ∣ critic_ganloss : -345.793320 ∣ generator_nllloss : 5136.546875 ∣ generator_ganloss : 821.331372 ∣  [  std_z : 1.01  real_sub_fake : 1333.37 ]
[  epoch 0019/0040] 2620/4800, lr:5.0e-05 ∣ avg_100 : 31659.594925 ∣ critic_nllloss : 25801.000391 ∣ critic_ganloss : -289.746213 ∣ generator_nllloss : 5212.063672 ∣ generator_ganloss : 841.653516 ∣  [  std_z : 0.98  real_sub_fake : 1220.87 ]
[  epoch 0019/0040] 2630/4800, lr:5.0e-05 ∣ avg_100 : 31659.123833 ∣ critic_nllloss : 25887.537305 ∣ critic_ganloss : -256.004424 ∣ generator_nllloss : 5141.757031 ∣ generator_ganloss : 852.498389 ∣  [  std_z : 0.98  real_sub_fake : 981.12 ]
[  epoch 0019/0040] 2640/4800, lr:5.0e-05 ∣ avg_100 : 31656.904279 ∣ critic_nllloss : 25827.279883 ∣ critic_ganloss : -280.982089 ∣ generator_nllloss : 5079.520508 ∣ generator_ganloss : 868.800049 ∣  [  std_z : 1.00  real_sub_fake : 1007.92 ]
[  epoch 0019/0040] 2650/4800, lr:5.0e-05 ∣ avg_100 : 31653.978672 ∣ critic_nllloss : 25800.962500 ∣ critic_ganloss : -333.523103 ∣ generator_nllloss : 5114.622266 ∣ generator_ganloss : 883.713135 ∣  [  std_z : 1.01  real_sub_fake : 1093.68 ]
[  epoch 0019/0040] 2660/4800, lr:5.0e-05 ∣ avg_100 : 31654.637308 ∣ critic_nllloss : 25975.475781 ∣ critic_ganloss : -251.216089 ∣ generator_nllloss : 5237.179883 ∣ generator_ganloss : 910.766504 ∣  [  std_z : 1.00  real_sub_fake : 1259.48 ]
[  epoch 0019/0040] 2670/4800, lr:5.0e-05 ∣ avg_100 : 31659.834891 ∣ critic_nllloss : 26088.823242 ∣ critic_ganloss : -269.923123 ∣ generator_nllloss : 5347.548633 ∣ generator_ganloss : 935.823877 ∣  [  std_z : 0.99  real_sub_fake : 1012.78 ]
[  epoch 0019/0040] 2680/4800, lr:5.0e-05 ∣ avg_100 : 31655.204598 ∣ critic_nllloss : 25756.070508 ∣ critic_ganloss : -324.817999 ∣ generator_nllloss : 5133.336914 ∣ generator_ganloss : 894.492725 ∣  [  std_z : 0.99  real_sub_fake : 1078.05 ]
[  epoch 0019/0040] 2690/4800, lr:5.0e-05 ∣ avg_100 : 31650.984236 ∣ critic_nllloss : 25919.402539 ∣ critic_ganloss : -219.940408 ∣ generator_nllloss : 5169.833594 ∣ generator_ganloss : 902.125098 ∣  [  std_z : 1.00  real_sub_fake : 967.68 ]
[  epoch 0019/0040] 2700/4800, lr:5.0e-05 ∣ avg_100 : 31654.395252 ∣ critic_nllloss : 26127.910547 ∣ critic_ganloss : -282.149556 ∣ generator_nllloss : 5252.374805 ∣ generator_ganloss : 905.269971 ∣  [  std_z : 1.00  real_sub_fake : 1015.87 ]
[  epoch 0019/0040] 2710/4800, lr:5.0e-05 ∣ avg_100 : 31659.002669 ∣ critic_nllloss : 26132.890234 ∣ critic_ganloss : -292.817197 ∣ generator_nllloss : 5172.787695 ∣ generator_ganloss : 887.957275 ∣  [  std_z : 0.99  real_sub_fake : 1027.74 ]
[  epoch 0019/0040] 2720/4800, lr:5.0e-05 ∣ avg_100 : 31658.847529 ∣ critic_nllloss : 25890.471289 ∣ critic_ganloss : -226.002222 ∣ generator_nllloss : 5265.909766 ∣ generator_ganloss : 901.266016 ∣  [  std_z : 0.99  real_sub_fake : 967.77 ]
[  epoch 0019/0040] 2730/4800, lr:5.0e-05 ∣ avg_100 : 31657.728683 ∣ critic_nllloss : 25780.545117 ∣ critic_ganloss : -258.840759 ∣ generator_nllloss : 5174.750781 ∣ generator_ganloss : 861.320312 ∣  [  std_z : 0.99  real_sub_fake : 965.29 ]
[  epoch 0019/0040] 2740/4800, lr:5.0e-05 ∣ avg_100 : 31657.094659 ∣ critic_nllloss : 25848.044727 ∣ critic_ganloss : -169.429196 ∣ generator_nllloss : 5194.490820 ∣ generator_ganloss : 867.614600 ∣  [  std_z : 1.00  real_sub_fake : 840.17 ]
[  epoch 0019/0040] 2750/4800, lr:5.0e-05 ∣ avg_100 : 31659.590747 ∣ critic_nllloss : 26050.031055 ∣ critic_ganloss : -204.791873 ∣ generator_nllloss : 5131.145898 ∣ generator_ganloss : 873.103369 ∣  [  std_z : 0.99  real_sub_fake : 684.17 ]
[  epoch 0019/0040] 2760/4800, lr:5.0e-05 ∣ avg_100 : 31659.544231 ∣ critic_nllloss : 25902.109570 ∣ critic_ganloss : -258.700711 ∣ generator_nllloss : 5059.710938 ∣ generator_ganloss : 838.592871 ∣  [  std_z : 0.99  real_sub_fake : 894.59 ]
[  epoch 0019/0040] 2770/4800, lr:5.0e-05 ∣ avg_100 : 31661.342984 ∣ critic_nllloss : 25853.550586 ∣ critic_ganloss : -292.269142 ∣ generator_nllloss : 5153.122070 ∣ generator_ganloss : 822.193555 ∣  [  std_z : 0.99  real_sub_fake : 1048.52 ]
[  epoch 0019/0040] 2780/4800, lr:5.0e-05 ∣ avg_100 : 31660.424458 ∣ critic_nllloss : 25836.124805 ∣ critic_ganloss : -296.285423 ∣ generator_nllloss : 5148.512695 ∣ generator_ganloss : 820.688013 ∣  [  std_z : 1.00  real_sub_fake : 1094.63 ]
[  epoch 0019/0040] 2790/4800, lr:5.0e-05 ∣ avg_100 : 31662.707361 ∣ critic_nllloss : 26145.542187 ∣ critic_ganloss : -378.481967 ∣ generator_nllloss : 5308.626367 ∣ generator_ganloss : 846.827881 ∣  [  std_z : 1.00  real_sub_fake : 1264.50 ]
[  epoch 0019/0040] 2800/4800, lr:5.0e-05 ∣ avg_100 : 31664.142512 ∣ critic_nllloss : 25866.564258 ∣ critic_ganloss : -319.269498 ∣ generator_nllloss : 5242.239453 ∣ generator_ganloss : 864.949463 ∣  [  std_z : 0.99  real_sub_fake : 1316.39 ]
[  epoch 0019/0040] 2810/4800, lr:5.0e-05 ∣ avg_100 : 31664.502065 ∣ critic_nllloss : 25827.557031 ∣ critic_ganloss : -283.689394 ∣ generator_nllloss : 5132.619922 ∣ generator_ganloss : 902.818262 ∣  [  std_z : 0.99  real_sub_fake : 1164.72 ]
[  epoch 0019/0040] 2820/4800, lr:5.0e-05 ∣ avg_100 : 31664.216518 ∣ critic_nllloss : 25758.024023 ∣ critic_ganloss : -291.608636 ∣ generator_nllloss : 5139.957812 ∣ generator_ganloss : 881.026465 ∣  [  std_z : 1.00  real_sub_fake : 1089.75 ]
[  epoch 0019/0040] 2830/4800, lr:5.0e-05 ∣ avg_100 : 31661.374784 ∣ critic_nllloss : 25864.522852 ∣ critic_ganloss : -331.368213 ∣ generator_nllloss : 5180.422070 ∣ generator_ganloss : 892.920557 ∣  [  std_z : 1.01  real_sub_fake : 1112.14 ]
[  epoch 0019/0040] 2840/4800, lr:5.0e-05 ∣ avg_100 : 31660.142622 ∣ critic_nllloss : 25764.211133 ∣ critic_ganloss : -108.620651 ∣ generator_nllloss : 5207.052930 ∣ generator_ganloss : 845.290479 ∣  [  std_z : 0.99  real_sub_fake : 946.00 ]
[  epoch 0019/0040] 2850/4800, lr:5.0e-05 ∣ avg_100 : 31659.075997 ∣ critic_nllloss : 25718.136523 ∣ critic_ganloss : -269.007355 ∣ generator_nllloss : 5204.675000 ∣ generator_ganloss : 882.456250 ∣  [  std_z : 0.98  real_sub_fake : 814.34 ]
[  epoch 0019/0040] 2860/4800, lr:5.0e-05 ∣ avg_100 : 31662.786922 ∣ critic_nllloss : 26046.846094 ∣ critic_ganloss : -302.621913 ∣ generator_nllloss : 5272.549609 ∣ generator_ganloss : 885.296191 ∣  [  std_z : 0.98  real_sub_fake : 1012.54 ]
[  epoch 0019/0040] 2870/4800, lr:5.0e-05 ∣ avg_100 : 31665.171342 ∣ critic_nllloss : 25945.448633 ∣ critic_ganloss : -240.601523 ∣ generator_nllloss : 5230.623633 ∣ generator_ganloss : 845.478271 ∣  [  std_z : 0.99  real_sub_fake : 919.58 ]
[  epoch 0019/0040] 2880/4800, lr:5.0e-05 ∣ avg_100 : 31666.540553 ∣ critic_nllloss : 25972.648633 ∣ critic_ganloss : -264.046323 ∣ generator_nllloss : 5227.525977 ∣ generator_ganloss : 850.193652 ∣  [  std_z : 1.01  real_sub_fake : 908.75 ]
[  epoch 0019/0040] 2890/4800, lr:5.0e-05 ∣ avg_100 : 31664.671042 ∣ critic_nllloss : 25835.509570 ∣ critic_ganloss : -303.876047 ∣ generator_nllloss : 5207.576758 ∣ generator_ganloss : 840.628613 ∣  [  std_z : 1.00  real_sub_fake : 1089.99 ]
[  epoch 0019/0040] 2900/4800, lr:5.0e-05 ∣ avg_100 : 31665.487813 ∣ critic_nllloss : 25830.225586 ∣ critic_ganloss : -220.860759 ∣ generator_nllloss : 5208.960938 ∣ generator_ganloss : 848.290625 ∣  [  std_z : 0.98  real_sub_fake : 1009.42 ]
[  epoch 0019/0040] 2910/4800, lr:5.0e-05 ∣ avg_100 : 31664.246348 ∣ critic_nllloss : 26110.864258 ∣ critic_ganloss : -273.851186 ∣ generator_nllloss : 5181.112109 ∣ generator_ganloss : 829.055273 ∣  [  std_z : 0.99  real_sub_fake : 957.79 ]
[  epoch 0019/0040] 2920/4800, lr:5.0e-05 ∣ avg_100 : 31666.444441 ∣ critic_nllloss : 26119.449023 ∣ critic_ganloss : -263.428687 ∣ generator_nllloss : 5289.702734 ∣ generator_ganloss : 829.174707 ∣  [  std_z : 1.00  real_sub_fake : 1017.66 ]
[  epoch 0019/0040] 2930/4800, lr:5.0e-05 ∣ avg_100 : 31664.769732 ∣ critic_nllloss : 25800.592383 ∣ critic_ganloss : -287.228035 ∣ generator_nllloss : 5240.244531 ∣ generator_ganloss : 821.282715 ∣  [  std_z : 1.00  real_sub_fake : 1089.18 ]
[  epoch 0019/0040] 2940/4800, lr:5.0e-05 ∣ avg_100 : 31664.490790 ∣ critic_nllloss : 25998.026172 ∣ critic_ganloss : -251.713889 ∣ generator_nllloss : 5229.482031 ∣ generator_ganloss : 876.982764 ∣  [  std_z : 0.99  real_sub_fake : 1008.54 ]
[  epoch 0019/0040] 2950/4800, lr:5.0e-05 ∣ avg_100 : 31661.915543 ∣ critic_nllloss : 25908.077344 ∣ critic_ganloss : -251.989774 ∣ generator_nllloss : 5128.607227 ∣ generator_ganloss : 860.106201 ∣  [  std_z : 0.99  real_sub_fake : 965.03 ]
[  epoch 0019/0040] 2960/4800, lr:5.0e-05 ∣ avg_100 : 31653.030475 ∣ critic_nllloss : 25684.032031 ∣ critic_ganloss : -326.537259 ∣ generator_nllloss : 5114.735156 ∣ generator_ganloss : 855.170020 ∣  [  std_z : 1.00  real_sub_fake : 1057.88 ]
[  epoch 0019/0040] 2970/4800, lr:5.0e-05 ∣ avg_100 : 31653.851167 ∣ critic_nllloss : 26073.320117 ∣ critic_ganloss : -331.980090 ∣ generator_nllloss : 5314.179688 ∣ generator_ganloss : 846.623535 ∣  [  std_z : 1.00  real_sub_fake : 1266.72 ]
[  epoch 0019/0040] 2980/4800, lr:5.0e-05 ∣ avg_100 : 31651.227449 ∣ critic_nllloss : 25853.584766 ∣ critic_ganloss : -271.653714 ∣ generator_nllloss : 5155.212109 ∣ generator_ganloss : 852.567822 ∣  [  std_z : 0.98  real_sub_fake : 1201.66 ]
[  epoch 0019/0040] 2990/4800, lr:5.0e-05 ∣ avg_100 : 31652.004727 ∣ critic_nllloss : 25912.280469 ∣ critic_ganloss : -241.604449 ∣ generator_nllloss : 5110.595703 ∣ generator_ganloss : 872.515967 ∣  [  std_z : 0.98  real_sub_fake : 958.42 ]
[  epoch 0019/0040] 3000/4800, lr:5.0e-05 ∣ avg_100 : 31652.405708 ∣ critic_nllloss : 25841.504492 ∣ critic_ganloss : -353.866641 ∣ generator_nllloss : 5171.801562 ∣ generator_ganloss : 867.178369 ∣  [  std_z : 0.99  real_sub_fake : 1025.64 ]
[  epoch 0019/0040] 3010/4800, lr:5.0e-05 ∣ avg_100 : 31646.987148 ∣ critic_nllloss : 25728.396289 ∣ critic_ganloss : -228.035889 ∣ generator_nllloss : 5091.893555 ∣ generator_ganloss : 815.969629 ∣  [  std_z : 1.01  real_sub_fake : 1192.63 ]
[  epoch 0019/0040] 3020/4800, lr:5.0e-05 ∣ avg_100 : 31645.261567 ∣ critic_nllloss : 25855.250781 ∣ critic_ganloss : -246.420644 ∣ generator_nllloss : 5075.256250 ∣ generator_ganloss : 798.666260 ∣  [  std_z : 1.00  real_sub_fake : 885.67 ]
[  epoch 0019/0040] 3030/4800, lr:5.0e-05 ∣ avg_100 : 31644.146628 ∣ critic_nllloss : 25844.330469 ∣ critic_ganloss : -258.201953 ∣ generator_nllloss : 5163.465234 ∣ generator_ganloss : 740.287622 ∣  [  std_z : 0.98  real_sub_fake : 975.08 ]
[  epoch 0019/0040] 3040/4800, lr:5.0e-05 ∣ avg_100 : 31642.924256 ∣ critic_nllloss : 25831.626563 ∣ critic_ganloss : -327.011945 ∣ generator_nllloss : 5186.726172 ∣ generator_ganloss : 788.538037 ∣  [  std_z : 0.99  real_sub_fake : 1001.45 ]
[  epoch 0019/0040] 3050/4800, lr:5.0e-05 ∣ avg_100 : 31646.363339 ∣ critic_nllloss : 26137.569922 ∣ critic_ganloss : -315.102731 ∣ generator_nllloss : 5282.609766 ∣ generator_ganloss : 785.641602 ∣  [  std_z : 1.01  real_sub_fake : 1260.79 ]
[  epoch 0019/0040] 3060/4800, lr:5.0e-05 ∣ avg_100 : 31643.795108 ∣ critic_nllloss : 25674.456445 ∣ critic_ganloss : -303.287865 ∣ generator_nllloss : 5098.726953 ∣ generator_ganloss : 848.801367 ∣  [  std_z : 1.00  real_sub_fake : 1123.66 ]
[  epoch 0019/0040] 3070/4800, lr:5.0e-05 ∣ avg_100 : 31639.497727 ∣ critic_nllloss : 25527.365234 ∣ critic_ganloss : -226.145551 ∣ generator_nllloss : 5154.122266 ∣ generator_ganloss : 827.042578 ∣  [  std_z : 0.99  real_sub_fake : 777.40 ]
[  epoch 0019/0040] 3080/4800, lr:5.0e-05 ∣ avg_100 : 31642.774828 ∣ critic_nllloss : 26154.427930 ∣ critic_ganloss : -282.906639 ∣ generator_nllloss : 5295.818945 ∣ generator_ganloss : 821.904297 ∣  [  std_z : 1.00  real_sub_fake : 921.13 ]
[  epoch 0019/0040] 3090/4800, lr:5.0e-05 ∣ avg_100 : 31643.137618 ∣ critic_nllloss : 25861.145703 ∣ critic_ganloss : -259.770343 ∣ generator_nllloss : 5103.289844 ∣ generator_ganloss : 850.581299 ∣  [  std_z : 1.00  real_sub_fake : 1187.67 ]
[  epoch 0019/0040] 3100/4800, lr:5.0e-05 ∣ avg_100 : 31644.365095 ∣ critic_nllloss : 25907.038281 ∣ critic_ganloss : -199.450020 ∣ generator_nllloss : 5115.676367 ∣ generator_ganloss : 867.627197 ∣  [  std_z : 0.99  real_sub_fake : 783.70 ]
[  epoch 0019/0040] 3110/4800, lr:5.0e-05 ∣ avg_100 : 31644.366522 ∣ critic_nllloss : 25922.822266 ∣ critic_ganloss : -257.176300 ∣ generator_nllloss : 5247.800391 ∣ generator_ganloss : 866.635449 ∣  [  std_z : 0.99  real_sub_fake : 1074.00 ]
[  epoch 0019/0040] 3120/4800, lr:5.0e-05 ∣ avg_100 : 31642.919550 ∣ critic_nllloss : 25954.135742 ∣ critic_ganloss : -270.329338 ∣ generator_nllloss : 5148.273633 ∣ generator_ganloss : 896.461816 ∣  [  std_z : 1.00  real_sub_fake : 808.26 ]
[  epoch 0019/0040] 3130/4800, lr:5.0e-05 ∣ avg_100 : 31641.712230 ∣ critic_nllloss : 26044.290039 ∣ critic_ganloss : -292.021973 ∣ generator_nllloss : 5140.194531 ∣ generator_ganloss : 841.829492 ∣  [  std_z : 1.00  real_sub_fake : 1074.41 ]
[  epoch 0019/0040] 3140/4800, lr:5.0e-05 ∣ avg_100 : 31639.458446 ∣ critic_nllloss : 25735.599414 ∣ critic_ganloss : -254.965186 ∣ generator_nllloss : 5125.299219 ∣ generator_ganloss : 865.918262 ∣  [  std_z : 0.99  real_sub_fake : 1112.54 ]
[  epoch 0019/0040] 3150/4800, lr:5.0e-05 ∣ avg_100 : 31638.584502 ∣ critic_nllloss : 25926.891211 ∣ critic_ganloss : -278.338535 ∣ generator_nllloss : 5144.508203 ∣ generator_ganloss : 905.583350 ∣  [  std_z : 0.99  real_sub_fake : 1059.52 ]
[  epoch 0019/0040] 3160/4800, lr:5.0e-05 ∣ avg_100 : 31645.145717 ∣ critic_nllloss : 26077.168945 ∣ critic_ganloss : -237.999091 ∣ generator_nllloss : 5270.130859 ∣ generator_ganloss : 892.586475 ∣  [  std_z : 1.00  real_sub_fake : 925.31 ]
[  epoch 0019/0040] 3170/4800, lr:5.0e-05 ∣ avg_100 : 31646.032288 ∣ critic_nllloss : 25819.581250 ∣ critic_ganloss : -223.361903 ∣ generator_nllloss : 5130.850000 ∣ generator_ganloss : 887.716016 ∣  [  std_z : 1.00  real_sub_fake : 885.14 ]
[  epoch 0019/0040] 3180/4800, lr:5.0e-05 ∣ avg_100 : 31649.073528 ∣ critic_nllloss : 25835.905078 ∣ critic_ganloss : -306.372888 ∣ generator_nllloss : 5183.216992 ∣ generator_ganloss : 866.688135 ∣  [  std_z : 1.00  real_sub_fake : 1059.01 ]
[  epoch 0019/0040] 3190/4800, lr:5.0e-05 ∣ avg_100 : 31651.927982 ∣ critic_nllloss : 26021.112109 ∣ critic_ganloss : -273.356628 ∣ generator_nllloss : 5252.487109 ∣ generator_ganloss : 907.313721 ∣  [  std_z : 0.99  real_sub_fake : 1074.66 ]
[  epoch 0019/0040] 3200/4800, lr:5.0e-05 ∣ avg_100 : 31653.698966 ∣ critic_nllloss : 25824.302930 ∣ critic_ganloss : -350.906845 ∣ generator_nllloss : 5218.897656 ∣ generator_ganloss : 843.775391 ∣  [  std_z : 0.99  real_sub_fake : 1165.04 ]
[  epoch 0019/0040] 3210/4800, lr:5.0e-05 ∣ avg_100 : 31655.375819 ∣ critic_nllloss : 25809.241016 ∣ critic_ganloss : -153.267070 ∣ generator_nllloss : 5190.623633 ∣ generator_ganloss : 867.015820 ∣  [  std_z : 0.99  real_sub_fake : 725.41 ]
[  epoch 0019/0040] 3220/4800, lr:5.0e-05 ∣ avg_100 : 31656.109755 ∣ critic_nllloss : 25858.404492 ∣ critic_ganloss : -218.740511 ∣ generator_nllloss : 5164.808594 ∣ generator_ganloss : 827.290088 ∣  [  std_z : 1.00  real_sub_fake : 868.75 ]
[  epoch 0019/0040] 3230/4800, lr:5.0e-05 ∣ avg_100 : 31656.697039 ∣ critic_nllloss : 25805.196875 ∣ critic_ganloss : -322.632635 ∣ generator_nllloss : 5177.808984 ∣ generator_ganloss : 841.042480 ∣  [  std_z : 1.00  real_sub_fake : 988.85 ]
[  epoch 0019/0040] 3240/4800, lr:5.0e-05 ∣ avg_100 : 31660.285574 ∣ critic_nllloss : 26182.951172 ∣ critic_ganloss : -294.176141 ∣ generator_nllloss : 5162.754883 ∣ generator_ganloss : 868.666211 ∣  [  std_z : 0.99  real_sub_fake : 1255.57 ]
[  epoch 0019/0040] 3250/4800, lr:5.0e-05 ∣ avg_100 : 31661.926795 ∣ critic_nllloss : 25812.676953 ∣ critic_ganloss : -315.494611 ∣ generator_nllloss : 5222.939844 ∣ generator_ganloss : 902.749707 ∣  [  std_z : 0.98  real_sub_fake : 1103.52 ]
[  epoch 0019/0040] 3260/4800, lr:5.0e-05 ∣ avg_100 : 31662.321602 ∣ critic_nllloss : 25995.137891 ∣ critic_ganloss : -230.985721 ∣ generator_nllloss : 5148.617969 ∣ generator_ganloss : 866.924756 ∣  [  std_z : 0.99  real_sub_fake : 1097.53 ]
[  epoch 0019/0040] 3270/4800, lr:5.0e-05 ∣ avg_100 : 31662.988192 ∣ critic_nllloss : 26079.105078 ∣ critic_ganloss : -291.087671 ∣ generator_nllloss : 5271.328906 ∣ generator_ganloss : 889.074414 ∣  [  std_z : 1.00  real_sub_fake : 1017.53 ]
[  epoch 0019/0040] 3280/4800, lr:5.0e-05 ∣ avg_100 : 31663.589359 ∣ critic_nllloss : 26027.574805 ∣ critic_ganloss : -256.447221 ∣ generator_nllloss : 5094.639258 ∣ generator_ganloss : 903.067188 ∣  [  std_z : 1.00  real_sub_fake : 1014.27 ]
[  epoch 0019/0040] 3290/4800, lr:5.0e-05 ∣ avg_100 : 31669.684949 ∣ critic_nllloss : 26129.452539 ∣ critic_ganloss : -227.429024 ∣ generator_nllloss : 5347.457227 ∣ generator_ganloss : 914.172070 ∣  [  std_z : 0.99  real_sub_fake : 874.97 ]
[  epoch 0019/0040] 3300/4800, lr:5.0e-05 ∣ avg_100 : 31669.049216 ∣ critic_nllloss : 25942.088477 ∣ critic_ganloss : -282.287595 ∣ generator_nllloss : 5167.324219 ∣ generator_ganloss : 878.981055 ∣  [  std_z : 0.99  real_sub_fake : 1024.75 ]
[  epoch 0019/0040] 3310/4800, lr:5.0e-05 ∣ avg_100 : 31669.002027 ∣ critic_nllloss : 25916.565234 ∣ critic_ganloss : -287.750551 ∣ generator_nllloss : 5131.251953 ∣ generator_ganloss : 897.431445 ∣  [  std_z : 1.00  real_sub_fake : 1015.99 ]
[  epoch 0019/0040] 3320/4800, lr:5.0e-05 ∣ avg_100 : 31671.292636 ∣ critic_nllloss : 25857.677539 ∣ critic_ganloss : -241.573184 ∣ generator_nllloss : 5093.025000 ∣ generator_ganloss : 913.617236 ∣  [  std_z : 1.00  real_sub_fake : 1041.82 ]
[  epoch 0019/0040] 3330/4800, lr:5.0e-05 ∣ avg_100 : 31674.136656 ∣ critic_nllloss : 25792.585352 ∣ critic_ganloss : -239.168784 ∣ generator_nllloss : 5207.558008 ∣ generator_ganloss : 927.382422 ∣  [  std_z : 0.99  real_sub_fake : 865.80 ]
[  epoch 0019/0040] 3340/4800, lr:5.0e-05 ∣ avg_100 : 31672.504433 ∣ critic_nllloss : 25907.500781 ∣ critic_ganloss : -290.118707 ∣ generator_nllloss : 5147.095117 ∣ generator_ganloss : 901.652734 ∣  [  std_z : 0.99  real_sub_fake : 993.83 ]
[  epoch 0019/0040] 3350/4800, lr:5.0e-05 ∣ avg_100 : 31674.465939 ∣ critic_nllloss : 25899.302148 ∣ critic_ganloss : -242.506720 ∣ generator_nllloss : 5233.171484 ∣ generator_ganloss : 905.490039 ∣  [  std_z : 1.00  real_sub_fake : 987.07 ]
[  epoch 0019/0040] 3360/4800, lr:5.0e-05 ∣ avg_100 : 31671.414071 ∣ critic_nllloss : 25648.932812 ∣ critic_ganloss : -272.059050 ∣ generator_nllloss : 5169.654492 ∣ generator_ganloss : 878.235059 ∣  [  std_z : 1.00  real_sub_fake : 997.79 ]
[  epoch 0019/0040] 3370/4800, lr:5.0e-05 ∣ avg_100 : 31670.810077 ∣ critic_nllloss : 25784.918945 ∣ critic_ganloss : -253.876048 ∣ generator_nllloss : 5192.670117 ∣ generator_ganloss : 920.345801 ∣  [  std_z : 0.99  real_sub_fake : 1008.26 ]
[  epoch 0019/0040] 3380/4800, lr:5.0e-05 ∣ avg_100 : 31670.549656 ∣ critic_nllloss : 25930.114453 ∣ critic_ganloss : -281.192180 ∣ generator_nllloss : 5178.406055 ∣ generator_ganloss : 936.425488 ∣  [  std_z : 1.00  real_sub_fake : 1068.67 ]
[  epoch 0019/0040] 3390/4800, lr:5.0e-05 ∣ avg_100 : 31670.418793 ∣ critic_nllloss : 25828.342969 ∣ critic_ganloss : -251.773419 ∣ generator_nllloss : 5107.740625 ∣ generator_ganloss : 907.757715 ∣  [  std_z : 0.99  real_sub_fake : 1003.50 ]
[  epoch 0019/0040] 3400/4800, lr:5.0e-05 ∣ avg_100 : 31670.604794 ∣ critic_nllloss : 25777.873633 ∣ critic_ganloss : -272.809377 ∣ generator_nllloss : 5094.287891 ∣ generator_ganloss : 898.217822 ∣  [  std_z : 1.00  real_sub_fake : 982.31 ]
[  epoch 0019/0040] 3410/4800, lr:5.0e-05 ∣ avg_100 : 31670.810276 ∣ critic_nllloss : 25948.797070 ∣ critic_ganloss : -342.159438 ∣ generator_nllloss : 5187.461719 ∣ generator_ganloss : 892.373828 ∣  [  std_z : 0.99  real_sub_fake : 1122.67 ]
[  epoch 0019/0040] 3420/4800, lr:5.0e-05 ∣ avg_100 : 31668.464052 ∣ critic_nllloss : 25846.131836 ∣ critic_ganloss : -396.464752 ∣ generator_nllloss : 5246.452539 ∣ generator_ganloss : 905.457471 ∣  [  std_z : 0.98  real_sub_fake : 1329.35 ]
[  epoch 0019/0040] 3430/4800, lr:5.0e-05 ∣ avg_100 : 31670.659888 ∣ critic_nllloss : 25963.852734 ∣ critic_ganloss : -135.630928 ∣ generator_nllloss : 5180.214648 ∣ generator_ganloss : 953.447754 ∣  [  std_z : 0.99  real_sub_fake : 951.87 ]
[  epoch 0019/0040] 3440/4800, lr:5.0e-05 ∣ avg_100 : 31670.029566 ∣ critic_nllloss : 25985.544336 ∣ critic_ganloss : -253.852737 ∣ generator_nllloss : 5208.622266 ∣ generator_ganloss : 851.512354 ∣  [  std_z : 1.01  real_sub_fake : 840.94 ]
[  epoch 0019/0040] 3450/4800, lr:5.0e-05 ∣ avg_100 : 31672.870521 ∣ critic_nllloss : 25904.219531 ∣ critic_ganloss : -225.201511 ∣ generator_nllloss : 5120.150977 ∣ generator_ganloss : 896.315723 ∣  [  std_z : 1.00  real_sub_fake : 881.94 ]
[  epoch 0019/0040] 3460/4800, lr:5.0e-05 ∣ avg_100 : 31673.382056 ∣ critic_nllloss : 25812.119531 ∣ critic_ganloss : -281.712854 ∣ generator_nllloss : 5160.344727 ∣ generator_ganloss : 899.028809 ∣  [  std_z : 0.99  real_sub_fake : 965.15 ]
[  epoch 0019/0040] 3470/4800, lr:5.0e-05 ∣ avg_100 : 31675.198247 ∣ critic_nllloss : 26078.799609 ∣ critic_ganloss : -359.430011 ∣ generator_nllloss : 5221.944336 ∣ generator_ganloss : 881.148145 ∣  [  std_z : 0.98  real_sub_fake : 1241.90 ]
[  epoch 0019/0040] 3480/4800, lr:5.0e-05 ∣ avg_100 : 31674.910634 ∣ critic_nllloss : 25772.891211 ∣ critic_ganloss : -209.844913 ∣ generator_nllloss : 5055.415039 ∣ generator_ganloss : 888.241406 ∣  [  std_z : 0.99  real_sub_fake : 1082.67 ]
[  epoch 0019/0040] 3490/4800, lr:5.0e-05 ∣ avg_100 : 31674.004946 ∣ critic_nllloss : 25986.042969 ∣ critic_ganloss : -297.023401 ∣ generator_nllloss : 5227.800977 ∣ generator_ganloss : 876.847754 ∣  [  std_z : 1.00  real_sub_fake : 892.53 ]
[  epoch 0019/0040] 3500/4800, lr:5.0e-05 ∣ avg_100 : 31673.764575 ∣ critic_nllloss : 25775.384570 ∣ critic_ganloss : -218.759256 ∣ generator_nllloss : 5190.109375 ∣ generator_ganloss : 886.257080 ∣  [  std_z : 1.00  real_sub_fake : 1010.73 ]
[  epoch 0019/0040] 3510/4800, lr:5.0e-05 ∣ avg_100 : 31674.267648 ∣ critic_nllloss : 25685.887695 ∣ critic_ganloss : -264.826689 ∣ generator_nllloss : 5205.598828 ∣ generator_ganloss : 922.306445 ∣  [  std_z : 0.98  real_sub_fake : 940.64 ]
[  epoch 0019/0040] 3520/4800, lr:5.0e-05 ∣ avg_100 : 31675.796591 ∣ critic_nllloss : 25900.746680 ∣ critic_ganloss : -265.268333 ∣ generator_nllloss : 5188.316016 ∣ generator_ganloss : 894.043311 ∣  [  std_z : 0.98  real_sub_fake : 1033.74 ]
[  epoch 0019/0040] 3530/4800, lr:5.0e-05 ∣ avg_100 : 31678.278347 ∣ critic_nllloss : 25854.656836 ∣ critic_ganloss : -223.714304 ∣ generator_nllloss : 5096.909766 ∣ generator_ganloss : 952.985352 ∣  [  std_z : 1.00  real_sub_fake : 877.06 ]
[  epoch 0019/0040] 3540/4800, lr:5.0e-05 ∣ avg_100 : 31681.988947 ∣ critic_nllloss : 25992.919141 ∣ critic_ganloss : -187.317049 ∣ generator_nllloss : 5235.783984 ∣ generator_ganloss : 880.737793 ∣  [  std_z : 1.01  real_sub_fake : 828.03 ]
[  epoch 0019/0040] 3550/4800, lr:5.0e-05 ∣ avg_100 : 31683.454686 ∣ critic_nllloss : 26022.643555 ∣ critic_ganloss : -221.748383 ∣ generator_nllloss : 5162.633594 ∣ generator_ganloss : 863.664844 ∣  [  std_z : 0.99  real_sub_fake : 901.80 ]
[  epoch 0019/0040] 3560/4800, lr:5.0e-05 ∣ avg_100 : 31682.136843 ∣ critic_nllloss : 25893.471875 ∣ critic_ganloss : -299.107457 ∣ generator_nllloss : 5131.093164 ∣ generator_ganloss : 939.462939 ∣  [  std_z : 0.99  real_sub_fake : 892.89 ]
[  epoch 0019/0040] 3570/4800, lr:5.0e-05 ∣ avg_100 : 31683.960301 ∣ critic_nllloss : 25865.690039 ∣ critic_ganloss : -253.339731 ∣ generator_nllloss : 5231.794141 ∣ generator_ganloss : 887.951123 ∣  [  std_z : 1.01  real_sub_fake : 1104.57 ]
[  epoch 0019/0040] 3580/4800, lr:5.0e-05 ∣ avg_100 : 31685.336611 ∣ critic_nllloss : 25965.484180 ∣ critic_ganloss : -270.094508 ∣ generator_nllloss : 5230.337695 ∣ generator_ganloss : 924.743213 ∣  [  std_z : 1.00  real_sub_fake : 984.07 ]
[  epoch 0019/0040] 3590/4800, lr:5.0e-05 ∣ avg_100 : 31684.158382 ∣ critic_nllloss : 25730.079297 ∣ critic_ganloss : -303.822861 ∣ generator_nllloss : 5196.866602 ∣ generator_ganloss : 903.095703 ∣  [  std_z : 0.99  real_sub_fake : 1054.23 ]
[  epoch 0019/0040] 3600/4800, lr:5.0e-05 ∣ avg_100 : 31687.843965 ∣ critic_nllloss : 25967.367383 ∣ critic_ganloss : -212.601648 ∣ generator_nllloss : 5191.565625 ∣ generator_ganloss : 910.706787 ∣  [  std_z : 0.99  real_sub_fake : 1057.36 ]
[  epoch 0019/0040] 3610/4800, lr:5.0e-05 ∣ avg_100 : 31690.427039 ∣ critic_nllloss : 26065.175586 ∣ critic_ganloss : -251.496040 ∣ generator_nllloss : 5243.366406 ∣ generator_ganloss : 893.330957 ∣  [  std_z : 1.00  real_sub_fake : 907.25 ]
[  epoch 0019/0040] 3620/4800, lr:5.0e-05 ∣ avg_100 : 31694.314998 ∣ critic_nllloss : 26032.968164 ∣ critic_ganloss : -250.520772 ∣ generator_nllloss : 5303.159375 ∣ generator_ganloss : 868.160547 ∣  [  std_z : 0.99  real_sub_fake : 882.53 ]
[  epoch 0019/0040] 3630/4800, lr:5.0e-05 ∣ avg_100 : 31693.130731 ∣ critic_nllloss : 25745.808203 ∣ critic_ganloss : -282.195621 ∣ generator_nllloss : 5200.336719 ∣ generator_ganloss : 843.412305 ∣  [  std_z : 0.99  real_sub_fake : 1000.40 ]
[  epoch 0019/0040] 3640/4800, lr:5.0e-05 ∣ avg_100 : 31693.712113 ∣ critic_nllloss : 25766.501758 ∣ critic_ganloss : -247.695404 ∣ generator_nllloss : 5168.503906 ∣ generator_ganloss : 865.446240 ∣  [  std_z : 0.99  real_sub_fake : 948.37 ]
[  epoch 0019/0040] 3650/4800, lr:5.0e-05 ∣ avg_100 : 31693.921102 ∣ critic_nllloss : 25734.160938 ∣ critic_ganloss : -271.219247 ∣ generator_nllloss : 5219.391797 ∣ generator_ganloss : 804.340186 ∣  [  std_z : 1.00  real_sub_fake : 1087.46 ]
[  epoch 0019/0040] 3660/4800, lr:5.0e-05 ∣ avg_100 : 31693.841759 ∣ critic_nllloss : 26006.020117 ∣ critic_ganloss : -238.165950 ∣ generator_nllloss : 5254.176953 ∣ generator_ganloss : 842.240674 ∣  [  std_z : 1.00  real_sub_fake : 1050.02 ]
[  epoch 0019/0040] 3670/4800, lr:5.0e-05 ∣ avg_100 : 31690.243305 ∣ critic_nllloss : 25895.144336 ∣ critic_ganloss : -253.668834 ∣ generator_nllloss : 5234.057227 ∣ generator_ganloss : 866.894531 ∣  [  std_z : 0.99  real_sub_fake : 893.41 ]
[  epoch 0019/0040] 3680/4800, lr:5.0e-05 ∣ avg_100 : 31691.207089 ∣ critic_nllloss : 25878.215234 ∣ critic_ganloss : -309.442708 ∣ generator_nllloss : 5116.508594 ∣ generator_ganloss : 870.179443 ∣  [  std_z : 0.99  real_sub_fake : 969.98 ]
[  epoch 0019/0040] 3690/4800, lr:5.0e-05 ∣ avg_100 : 31690.147440 ∣ critic_nllloss : 25849.760547 ∣ critic_ganloss : -275.521988 ∣ generator_nllloss : 5246.767383 ∣ generator_ganloss : 844.449951 ∣  [  std_z : 1.00  real_sub_fake : 1228.06 ]
[  epoch 0019/0040] 3700/4800, lr:5.0e-05 ∣ avg_100 : 31685.861186 ∣ critic_nllloss : 25724.791992 ∣ critic_ganloss : -224.119559 ∣ generator_nllloss : 5164.394922 ∣ generator_ganloss : 909.712988 ∣  [  std_z : 1.00  real_sub_fake : 883.63 ]
[  epoch 0019/0040] 3710/4800, lr:5.0e-05 ∣ avg_100 : 31684.280944 ∣ critic_nllloss : 25895.677734 ∣ critic_ganloss : -248.124384 ∣ generator_nllloss : 5237.519727 ∣ generator_ganloss : 857.720801 ∣  [  std_z : 0.99  real_sub_fake : 865.82 ]
[  epoch 0019/0040] 3720/4800, lr:5.0e-05 ∣ avg_100 : 31682.551920 ∣ critic_nllloss : 25944.530078 ∣ critic_ganloss : -311.793158 ∣ generator_nllloss : 5145.742969 ∣ generator_ganloss : 880.262500 ∣  [  std_z : 0.98  real_sub_fake : 978.32 ]
[  epoch 0019/0040] 3730/4800, lr:5.0e-05 ∣ avg_100 : 31684.702810 ∣ critic_nllloss : 26023.378906 ∣ critic_ganloss : -290.172235 ∣ generator_nllloss : 5169.822266 ∣ generator_ganloss : 869.835547 ∣  [  std_z : 1.00  real_sub_fake : 1177.00 ]
[  epoch 0019/0040] 3740/4800, lr:5.0e-05 ∣ avg_100 : 31686.284579 ∣ critic_nllloss : 26057.216992 ∣ critic_ganloss : -250.626544 ∣ generator_nllloss : 5223.607422 ∣ generator_ganloss : 868.700000 ∣  [  std_z : 1.00  real_sub_fake : 1190.34 ]
[  epoch 0019/0040] 3750/4800, lr:5.0e-05 ∣ avg_100 : 31684.656763 ∣ critic_nllloss : 25939.556641 ∣ critic_ganloss : -267.344893 ∣ generator_nllloss : 5118.917383 ∣ generator_ganloss : 895.577734 ∣  [  std_z : 1.00  real_sub_fake : 942.59 ]
[  epoch 0019/0040] 3760/4800, lr:5.0e-05 ∣ avg_100 : 31686.152030 ∣ critic_nllloss : 25988.277148 ∣ critic_ganloss : -329.319127 ∣ generator_nllloss : 5151.963867 ∣ generator_ganloss : 880.317480 ∣  [  std_z : 0.99  real_sub_fake : 994.26 ]
[  epoch 0019/0040] 3770/4800, lr:5.0e-05 ∣ avg_100 : 31688.936071 ∣ critic_nllloss : 26059.312891 ∣ critic_ganloss : -267.303946 ∣ generator_nllloss : 5160.151367 ∣ generator_ganloss : 862.840771 ∣  [  std_z : 0.99  real_sub_fake : 1141.39 ]
[  epoch 0019/0040] 3780/4800, lr:5.0e-05 ∣ avg_100 : 31693.679587 ∣ critic_nllloss : 26047.296875 ∣ critic_ganloss : -214.748022 ∣ generator_nllloss : 5259.797070 ∣ generator_ganloss : 891.045801 ∣  [  std_z : 1.00  real_sub_fake : 994.71 ]
[  epoch 0019/0040] 3790/4800, lr:5.0e-05 ∣ avg_100 : 31690.617368 ∣ critic_nllloss : 25823.760547 ∣ critic_ganloss : -273.336319 ∣ generator_nllloss : 5203.157227 ∣ generator_ganloss : 862.711133 ∣  [  std_z : 0.99  real_sub_fake : 897.41 ]
[  epoch 0019/0040] 3800/4800, lr:5.0e-05 ∣ avg_100 : 31690.094633 ∣ critic_nllloss : 25773.088477 ∣ critic_ganloss : -194.294646 ∣ generator_nllloss : 5158.121289 ∣ generator_ganloss : 865.295068 ∣  [  std_z : 0.99  real_sub_fake : 898.61 ]
[  epoch 0019/0040] 3810/4800, lr:5.0e-05 ∣ avg_100 : 31693.896358 ∣ critic_nllloss : 26088.529297 ∣ critic_ganloss : -200.904552 ∣ generator_nllloss : 5191.825586 ∣ generator_ganloss : 880.027930 ∣  [  std_z : 1.00  real_sub_fake : 752.52 ]
[  epoch 0019/0040] 3820/4800, lr:5.0e-05 ∣ avg_100 : 31697.628363 ∣ critic_nllloss : 25987.584766 ∣ critic_ganloss : -307.694672 ∣ generator_nllloss : 5330.814648 ∣ generator_ganloss : 849.895508 ∣  [  std_z : 1.00  real_sub_fake : 927.02 ]
[  epoch 0019/0040] 3830/4800, lr:5.0e-05 ∣ avg_100 : 31697.524358 ∣ critic_nllloss : 25769.727344 ∣ critic_ganloss : -204.820963 ∣ generator_nllloss : 5147.409180 ∣ generator_ganloss : 883.781152 ∣  [  std_z : 1.00  real_sub_fake : 948.48 ]
[  epoch 0019/0040] 3840/4800, lr:5.0e-05 ∣ avg_100 : 31696.146390 ∣ critic_nllloss : 25828.118555 ∣ critic_ganloss : -268.673447 ∣ generator_nllloss : 5118.201172 ∣ generator_ganloss : 892.490771 ∣  [  std_z : 0.99  real_sub_fake : 946.06 ]
[  epoch 0019/0040] 3850/4800, lr:5.0e-05 ∣ avg_100 : 31696.362134 ∣ critic_nllloss : 25747.618555 ∣ critic_ganloss : -269.501297 ∣ generator_nllloss : 5170.798633 ∣ generator_ganloss : 908.918945 ∣  [  std_z : 0.99  real_sub_fake : 1003.32 ]
[  epoch 0019/0040] 3860/4800, lr:5.0e-05 ∣ avg_100 : 31692.483750 ∣ critic_nllloss : 25758.530469 ∣ critic_ganloss : -268.859991 ∣ generator_nllloss : 5113.781055 ∣ generator_ganloss : 910.780078 ∣  [  std_z : 0.99  real_sub_fake : 1096.77 ]
[  epoch 0019/0040] 3870/4800, lr:5.0e-05 ∣ avg_100 : 31690.869496 ∣ critic_nllloss : 25768.898828 ∣ critic_ganloss : -231.651120 ∣ generator_nllloss : 5209.421875 ∣ generator_ganloss : 872.854004 ∣  [  std_z : 1.01  real_sub_fake : 699.64 ]
[  epoch 0019/0040] 3880/4800, lr:5.0e-05 ∣ avg_100 : 31688.856570 ∣ critic_nllloss : 25850.131055 ∣ critic_ganloss : -225.957092 ∣ generator_nllloss : 5138.839844 ∣ generator_ganloss : 822.015601 ∣  [  std_z : 1.01  real_sub_fake : 962.38 ]
[  epoch 0019/0040] 3890/4800, lr:5.0e-05 ∣ avg_100 : 31688.751652 ∣ critic_nllloss : 25800.952930 ∣ critic_ganloss : -237.375658 ∣ generator_nllloss : 5151.562695 ∣ generator_ganloss : 854.207129 ∣  [  std_z : 0.99  real_sub_fake : 774.15 ]
[  epoch 0019/0040] 3900/4800, lr:5.0e-05 ∣ avg_100 : 31687.217303 ∣ critic_nllloss : 25807.897656 ∣ critic_ganloss : -346.088776 ∣ generator_nllloss : 5197.938672 ∣ generator_ganloss : 853.433887 ∣  [  std_z : 0.98  real_sub_fake : 1133.59 ]
[  epoch 0019/0040] 3910/4800, lr:5.0e-05 ∣ avg_100 : 31685.596763 ∣ critic_nllloss : 25947.635937 ∣ critic_ganloss : -312.144360 ∣ generator_nllloss : 5173.243359 ∣ generator_ganloss : 876.391504 ∣  [  std_z : 0.99  real_sub_fake : 1218.59 ]
[  epoch 0019/0040] 3920/4800, lr:5.0e-05 ∣ avg_100 : 31685.601092 ∣ critic_nllloss : 26023.397656 ∣ critic_ganloss : -197.220001 ∣ generator_nllloss : 5295.991992 ∣ generator_ganloss : 853.161084 ∣  [  std_z : 1.01  real_sub_fake : 909.26 ]
[  epoch 0019/0040] 3930/4800, lr:5.0e-05 ∣ avg_100 : 31685.042263 ∣ critic_nllloss : 25647.446289 ∣ critic_ganloss : -181.923225 ∣ generator_nllloss : 5196.535937 ∣ generator_ganloss : 856.949707 ∣  [  std_z : 1.00  real_sub_fake : 750.86 ]
[  epoch 0019/0040] 3940/4800, lr:5.0e-05 ∣ avg_100 : 31684.076889 ∣ critic_nllloss : 25915.553516 ∣ critic_ganloss : -198.011638 ∣ generator_nllloss : 5188.348242 ∣ generator_ganloss : 850.349512 ∣  [  std_z : 0.99  real_sub_fake : 689.13 ]
[  epoch 0019/0040] 3950/4800, lr:5.0e-05 ∣ avg_100 : 31684.578809 ∣ critic_nllloss : 25861.334961 ∣ critic_ganloss : -249.155522 ∣ generator_nllloss : 5238.799414 ∣ generator_ganloss : 844.014160 ∣  [  std_z : 0.98  real_sub_fake : 910.44 ]
[  epoch 0019/0040] 3960/4800, lr:5.0e-05 ∣ avg_100 : 31692.343141 ∣ critic_nllloss : 26169.070117 ∣ critic_ganloss : -303.388696 ∣ generator_nllloss : 5358.806641 ∣ generator_ganloss : 879.345117 ∣  [  std_z : 1.00  real_sub_fake : 1110.68 ]
[  epoch 0019/0040] 3970/4800, lr:5.0e-05 ∣ avg_100 : 31689.740736 ∣ critic_nllloss : 25904.601172 ∣ critic_ganloss : -274.954868 ∣ generator_nllloss : 5158.676953 ∣ generator_ganloss : 853.579492 ∣  [  std_z : 1.00  real_sub_fake : 1118.71 ]
[  epoch 0019/0040] 3980/4800, lr:5.0e-05 ∣ avg_100 : 31688.169841 ∣ critic_nllloss : 25708.546875 ∣ critic_ganloss : -305.594347 ∣ generator_nllloss : 5151.658203 ∣ generator_ganloss : 878.010693 ∣  [  std_z : 1.00  real_sub_fake : 1035.74 ]
[  epoch 0019/0040] 3990/4800, lr:5.0e-05 ∣ avg_100 : 31689.277635 ∣ critic_nllloss : 25950.924609 ∣ critic_ganloss : -218.823019 ∣ generator_nllloss : 5133.936328 ∣ generator_ganloss : 898.529150 ∣  [  std_z : 1.00  real_sub_fake : 1086.34 ]
[  epoch 0019/0040] 4000/4800, lr:5.0e-05 ∣ avg_100 : 31690.408132 ∣ critic_nllloss : 25923.563867 ∣ critic_ganloss : -298.744434 ∣ generator_nllloss : 5119.428516 ∣ generator_ganloss : 895.419531 ∣  [  std_z : 0.99  real_sub_fake : 991.34 ]
[  epoch 0019/0040] 4010/4800, lr:5.0e-05 ∣ avg_100 : 31693.228651 ∣ critic_nllloss : 25840.285547 ∣ critic_ganloss : -203.171649 ∣ generator_nllloss : 5154.496484 ∣ generator_ganloss : 898.665137 ∣  [  std_z : 0.99  real_sub_fake : 1096.04 ]
[  epoch 0019/0040] 4020/4800, lr:5.0e-05 ∣ avg_100 : 31697.756649 ∣ critic_nllloss : 26034.819336 ∣ critic_ganloss : -186.117667 ∣ generator_nllloss : 5180.322266 ∣ generator_ganloss : 906.528564 ∣  [  std_z : 1.00  real_sub_fake : 719.31 ]
[  epoch 0019/0040] 4030/4800, lr:5.0e-05 ∣ avg_100 : 31702.047587 ∣ critic_nllloss : 26059.857812 ∣ critic_ganloss : -231.201308 ∣ generator_nllloss : 5214.595508 ∣ generator_ganloss : 875.723145 ∣  [  std_z : 0.99  real_sub_fake : 812.15 ]
[  epoch 0019/0040] 4040/4800, lr:5.0e-05 ∣ avg_100 : 31703.651060 ∣ critic_nllloss : 25932.033398 ∣ critic_ganloss : -322.034689 ∣ generator_nllloss : 5166.507422 ∣ generator_ganloss : 863.719971 ∣  [  std_z : 0.98  real_sub_fake : 942.42 ]
[  epoch 0019/0040] 4050/4800, lr:5.0e-05 ∣ avg_100 : 31699.885849 ∣ critic_nllloss : 25841.223438 ∣ critic_ganloss : -342.278986 ∣ generator_nllloss : 5155.746289 ∣ generator_ganloss : 859.506738 ∣  [  std_z : 1.00  real_sub_fake : 1245.05 ]
[  epoch 0019/0040] 4060/4800, lr:5.0e-05 ∣ avg_100 : 31704.573055 ∣ critic_nllloss : 25947.226172 ∣ critic_ganloss : -332.978360 ∣ generator_nllloss : 5300.051172 ∣ generator_ganloss : 873.118457 ∣  [  std_z : 1.01  real_sub_fake : 1329.87 ]
[  epoch 0019/0040] 4070/4800, lr:5.0e-05 ∣ avg_100 : 31707.761229 ∣ critic_nllloss : 25852.903711 ∣ critic_ganloss : -252.453072 ∣ generator_nllloss : 5146.875586 ∣ generator_ganloss : 853.875684 ∣  [  std_z : 1.00  real_sub_fake : 1202.91 ]
[  epoch 0019/0040] 4080/4800, lr:5.0e-05 ∣ avg_100 : 31702.662998 ∣ critic_nllloss : 25787.647070 ∣ critic_ganloss : -284.558142 ∣ generator_nllloss : 5110.991211 ∣ generator_ganloss : 865.341357 ∣  [  std_z : 0.99  real_sub_fake : 916.55 ]
[  epoch 0019/0040] 4090/4800, lr:5.0e-05 ∣ avg_100 : 31706.253089 ∣ critic_nllloss : 26035.779687 ∣ critic_ganloss : -210.771080 ∣ generator_nllloss : 5244.763867 ∣ generator_ganloss : 844.483154 ∣  [  std_z : 1.00  real_sub_fake : 837.36 ]
[  epoch 0019/0040] 4100/4800, lr:5.0e-05 ∣ avg_100 : 31704.888768 ∣ critic_nllloss : 25766.344922 ∣ critic_ganloss : -284.489412 ∣ generator_nllloss : 5235.000781 ∣ generator_ganloss : 837.603418 ∣  [  std_z : 1.00  real_sub_fake : 912.37 ]
[  epoch 0019/0040] 4110/4800, lr:5.0e-05 ∣ avg_100 : 31704.104140 ∣ critic_nllloss : 25971.173633 ∣ critic_ganloss : -301.101300 ∣ generator_nllloss : 5183.336719 ∣ generator_ganloss : 848.209912 ∣  [  std_z : 0.99  real_sub_fake : 1125.95 ]
[  epoch 0019/0040] 4120/4800, lr:5.0e-05 ∣ avg_100 : 31700.104700 ∣ critic_nllloss : 25765.279297 ∣ critic_ganloss : -353.478186 ∣ generator_nllloss : 5059.658203 ∣ generator_ganloss : 857.138525 ∣  [  std_z : 0.98  real_sub_fake : 1224.04 ]
[  epoch 0019/0040] 4130/4800, lr:5.0e-05 ∣ avg_100 : 31696.479968 ∣ critic_nllloss : 25640.311719 ∣ critic_ganloss : -232.691919 ∣ generator_nllloss : 5113.574023 ∣ generator_ganloss : 850.625049 ∣  [  std_z : 1.00  real_sub_fake : 1204.42 ]
[  epoch 0019/0040] 4140/4800, lr:5.0e-05 ∣ avg_100 : 31695.945393 ∣ critic_nllloss : 25806.510156 ∣ critic_ganloss : -326.313528 ∣ generator_nllloss : 5062.000586 ∣ generator_ganloss : 876.197070 ∣  [  std_z : 1.00  real_sub_fake : 1106.12 ]
[  epoch 0019/0040] 4150/4800, lr:5.0e-05 ∣ avg_100 : 31694.725749 ∣ critic_nllloss : 25840.255078 ∣ critic_ganloss : -349.093835 ∣ generator_nllloss : 5212.103711 ∣ generator_ganloss : 873.414844 ∣  [  std_z : 1.00  real_sub_fake : 1230.51 ]
[  epoch 0019/0040] 4160/4800, lr:5.0e-05 ∣ avg_100 : 31694.187448 ∣ critic_nllloss : 26039.698437 ∣ critic_ganloss : -179.377890 ∣ generator_nllloss : 5148.391797 ∣ generator_ganloss : 939.344727 ∣  [  std_z : 1.00  real_sub_fake : 916.22 ]
[  epoch 0019/0040] 4170/4800, lr:5.0e-05 ∣ avg_100 : 31697.023858 ∣ critic_nllloss : 25932.768164 ∣ critic_ganloss : -145.371560 ∣ generator_nllloss : 5237.110547 ∣ generator_ganloss : 873.919238 ∣  [  std_z : 0.99  real_sub_fake : 525.85 ]
[  epoch 0019/0040] 4180/4800, lr:5.0e-05 ∣ avg_100 : 31697.275069 ∣ critic_nllloss : 25798.993359 ∣ critic_ganloss : -213.362602 ∣ generator_nllloss : 5158.208789 ∣ generator_ganloss : 860.718896 ∣  [  std_z : 0.99  real_sub_fake : 686.67 ]
[  epoch 0019/0040] 4190/4800, lr:5.0e-05 ∣ avg_100 : 31695.122952 ∣ critic_nllloss : 25896.578711 ∣ critic_ganloss : -263.395027 ∣ generator_nllloss : 5181.933594 ∣ generator_ganloss : 877.227344 ∣  [  std_z : 1.00  real_sub_fake : 866.86 ]
[  epoch 0019/0040] 4200/4800, lr:5.0e-05 ∣ avg_100 : 31696.928318 ∣ critic_nllloss : 25900.204297 ∣ critic_ganloss : -256.166537 ∣ generator_nllloss : 5177.961914 ∣ generator_ganloss : 894.606055 ∣  [  std_z : 0.99  real_sub_fake : 1189.16 ]
[  epoch 0019/0040] 4210/4800, lr:5.0e-05 ∣ avg_100 : 31694.444490 ∣ critic_nllloss : 25660.856445 ∣ critic_ganloss : -237.994971 ∣ generator_nllloss : 5108.066211 ∣ generator_ganloss : 934.302881 ∣  [  std_z : 0.99  real_sub_fake : 892.27 ]
[  epoch 0019/0040] 4220/4800, lr:5.0e-05 ∣ avg_100 : 31697.896037 ∣ critic_nllloss : 26106.263281 ∣ critic_ganloss : -234.441545 ∣ generator_nllloss : 5214.493750 ∣ generator_ganloss : 890.601855 ∣  [  std_z : 1.00  real_sub_fake : 793.19 ]
[  epoch 0019/0040] 4230/4800, lr:5.0e-05 ∣ avg_100 : 31699.324303 ∣ critic_nllloss : 25693.545508 ∣ critic_ganloss : -150.959123 ∣ generator_nllloss : 5205.288672 ∣ generator_ganloss : 896.367236 ∣  [  std_z : 1.00  real_sub_fake : 704.50 ]
[  epoch 0019/0040] 4240/4800, lr:5.0e-05 ∣ avg_100 : 31698.546359 ∣ critic_nllloss : 25989.533984 ∣ critic_ganloss : -236.011632 ∣ generator_nllloss : 5211.264063 ∣ generator_ganloss : 877.615381 ∣  [  std_z : 1.00  real_sub_fake : 823.98 ]
[  epoch 0019/0040] 4250/4800, lr:5.0e-05 ∣ avg_100 : 31699.618332 ∣ critic_nllloss : 25933.998242 ∣ critic_ganloss : -275.944389 ∣ generator_nllloss : 5192.337109 ∣ generator_ganloss : 879.678174 ∣  [  std_z : 0.99  real_sub_fake : 1001.90 ]
[  epoch 0019/0040] 4260/4800, lr:5.0e-05 ∣ avg_100 : 31699.189158 ∣ critic_nllloss : 25845.387109 ∣ critic_ganloss : -288.990912 ∣ generator_nllloss : 5314.268164 ∣ generator_ganloss : 866.113184 ∣  [  std_z : 0.99  real_sub_fake : 1057.82 ]
[  epoch 0019/0040] 4270/4800, lr:5.0e-05 ∣ avg_100 : 31698.005431 ∣ critic_nllloss : 26099.885156 ∣ critic_ganloss : -260.184085 ∣ generator_nllloss : 5101.072656 ∣ generator_ganloss : 889.274219 ∣  [  std_z : 1.00  real_sub_fake : 1043.65 ]
[  epoch 0019/0040] 4280/4800, lr:5.0e-05 ∣ avg_100 : 31698.165358 ∣ critic_nllloss : 25973.316211 ∣ critic_ganloss : -305.332300 ∣ generator_nllloss : 5218.395312 ∣ generator_ganloss : 898.447559 ∣  [  std_z : 1.00  real_sub_fake : 1026.15 ]
[  epoch 0019/0040] 4290/4800, lr:5.0e-05 ∣ avg_100 : 31694.635070 ∣ critic_nllloss : 25988.425000 ∣ critic_ganloss : -319.372162 ∣ generator_nllloss : 5236.385742 ∣ generator_ganloss : 905.185400 ∣  [  std_z : 0.99  real_sub_fake : 1218.11 ]
[  epoch 0019/0040] 4300/4800, lr:5.0e-05 ∣ avg_100 : 31691.718013 ∣ critic_nllloss : 25662.591211 ∣ critic_ganloss : -301.547682 ∣ generator_nllloss : 5158.068555 ∣ generator_ganloss : 895.288379 ∣  [  std_z : 0.99  real_sub_fake : 1117.98 ]
[  epoch 0019/0040] 4310/4800, lr:5.0e-05 ∣ avg_100 : 31694.708118 ∣ critic_nllloss : 26002.267578 ∣ critic_ganloss : -159.026611 ∣ generator_nllloss : 5233.267773 ∣ generator_ganloss : 879.999902 ∣  [  std_z : 0.99  real_sub_fake : 677.10 ]
[  epoch 0019/0040] 4320/4800, lr:5.0e-05 ∣ avg_100 : 31693.108446 ∣ critic_nllloss : 25690.073633 ∣ critic_ganloss : -179.445895 ∣ generator_nllloss : 5125.616211 ∣ generator_ganloss : 826.535425 ∣  [  std_z : 1.00  real_sub_fake : 714.00 ]
[  epoch 0019/0040] 4330/4800, lr:5.0e-05 ∣ avg_100 : 31692.385224 ∣ critic_nllloss : 25882.709961 ∣ critic_ganloss : -204.179974 ∣ generator_nllloss : 5106.845312 ∣ generator_ganloss : 830.659473 ∣  [  std_z : 1.00  real_sub_fake : 717.72 ]
[  epoch 0019/0040] 4340/4800, lr:5.0e-05 ∣ avg_100 : 31694.102470 ∣ critic_nllloss : 25902.245312 ∣ critic_ganloss : -137.652596 ∣ generator_nllloss : 5250.797266 ∣ generator_ganloss : 822.464551 ∣  [  std_z : 0.99  real_sub_fake : 817.72 ]
[  epoch 0019/0040] 4350/4800, lr:5.0e-05 ∣ avg_100 : 31693.565047 ∣ critic_nllloss : 25857.246484 ∣ critic_ganloss : -178.160413 ∣ generator_nllloss : 5192.574219 ∣ generator_ganloss : 870.054346 ∣  [  std_z : 0.99  real_sub_fake : 587.70 ]
[  epoch 0019/0040] 4360/4800, lr:5.0e-05 ∣ avg_100 : 31698.130230 ∣ critic_nllloss : 26007.916797 ∣ critic_ganloss : -235.237703 ∣ generator_nllloss : 5314.833789 ∣ generator_ganloss : 793.768701 ∣  [  std_z : 0.99  real_sub_fake : 728.08 ]
[  epoch 0019/0040] 4370/4800, lr:5.0e-05 ∣ avg_100 : 31698.006948 ∣ critic_nllloss : 25988.559766 ∣ critic_ganloss : -274.181775 ∣ generator_nllloss : 5122.749414 ∣ generator_ganloss : 794.603296 ∣  [  std_z : 1.00  real_sub_fake : 932.19 ]
[  epoch 0019/0040] 4380/4800, lr:5.0e-05 ∣ avg_100 : 31694.857605 ∣ critic_nllloss : 25714.897656 ∣ critic_ganloss : -282.889764 ∣ generator_nllloss : 5170.685742 ∣ generator_ganloss : 846.125879 ∣  [  std_z : 1.00  real_sub_fake : 1084.45 ]
[  epoch 0019/0040] 4390/4800, lr:5.0e-05 ∣ avg_100 : 31694.411037 ∣ critic_nllloss : 25785.268164 ∣ critic_ganloss : -280.087701 ∣ generator_nllloss : 5171.477930 ∣ generator_ganloss : 870.752637 ∣  [  std_z : 0.98  real_sub_fake : 1087.94 ]
[  epoch 0019/0040] 4400/4800, lr:5.0e-05 ∣ avg_100 : 31700.520424 ∣ critic_nllloss : 26125.070898 ∣ critic_ganloss : -174.181128 ∣ generator_nllloss : 5221.278125 ∣ generator_ganloss : 936.340820 ∣  [  std_z : 1.00  real_sub_fake : 978.54 ]
[  epoch 0019/0040] 4410/4800, lr:5.0e-05 ∣ avg_100 : 31701.003281 ∣ critic_nllloss : 25924.712695 ∣ critic_ganloss : -276.014117 ∣ generator_nllloss : 5198.538672 ∣ generator_ganloss : 887.521631 ∣  [  std_z : 1.00  real_sub_fake : 853.97 ]
[  epoch 0019/0040] 4420/4800, lr:5.0e-05 ∣ avg_100 : 31700.866174 ∣ critic_nllloss : 25791.089648 ∣ critic_ganloss : -302.537057 ∣ generator_nllloss : 5196.286523 ∣ generator_ganloss : 903.027246 ∣  [  std_z : 0.99  real_sub_fake : 1004.31 ]
[  epoch 0019/0040] 4430/4800, lr:5.0e-05 ∣ avg_100 : 31699.649168 ∣ critic_nllloss : 25969.031836 ∣ critic_ganloss : -247.546445 ∣ generator_nllloss : 5183.818359 ∣ generator_ganloss : 934.879883 ∣  [  std_z : 0.99  real_sub_fake : 980.14 ]
[  epoch 0019/0040] 4440/4800, lr:5.0e-05 ∣ avg_100 : 31697.412512 ∣ critic_nllloss : 25775.141016 ∣ critic_ganloss : -324.016037 ∣ generator_nllloss : 5238.848047 ∣ generator_ganloss : 878.187598 ∣  [  std_z : 0.99  real_sub_fake : 1177.50 ]
[  epoch 0019/0040] 4450/4800, lr:5.0e-05 ∣ avg_100 : 31698.286936 ∣ critic_nllloss : 25891.214453 ∣ critic_ganloss : -282.809631 ∣ generator_nllloss : 5245.663281 ∣ generator_ganloss : 928.858984 ∣  [  std_z : 0.99  real_sub_fake : 1186.44 ]
[  epoch 0019/0040] 4460/4800, lr:5.0e-05 ∣ avg_100 : 31699.849361 ∣ critic_nllloss : 26041.683594 ∣ critic_ganloss : -317.825360 ∣ generator_nllloss : 5146.150391 ∣ generator_ganloss : 876.014063 ∣  [  std_z : 1.00  real_sub_fake : 1238.46 ]
[  epoch 0019/0040] 4470/4800, lr:5.0e-05 ∣ avg_100 : 31696.473860 ∣ critic_nllloss : 25703.000781 ∣ critic_ganloss : -287.262741 ∣ generator_nllloss : 5157.831250 ∣ generator_ganloss : 911.342676 ∣  [  std_z : 1.00  real_sub_fake : 1184.41 ]
[  epoch 0019/0040] 4480/4800, lr:5.0e-05 ∣ avg_100 : 31697.863734 ∣ critic_nllloss : 25835.943164 ∣ critic_ganloss : -207.960222 ∣ generator_nllloss : 5107.277539 ∣ generator_ganloss : 910.429736 ∣  [  std_z : 0.99  real_sub_fake : 808.31 ]
[  epoch 0019/0040] 4490/4800, lr:5.0e-05 ∣ avg_100 : 31696.604949 ∣ critic_nllloss : 25798.544727 ∣ critic_ganloss : -236.089305 ∣ generator_nllloss : 5215.395703 ∣ generator_ganloss : 889.938672 ∣  [  std_z : 0.99  real_sub_fake : 731.54 ]
[  epoch 0019/0040] 4500/4800, lr:5.0e-05 ∣ avg_100 : 31699.602362 ∣ critic_nllloss : 26055.615430 ∣ critic_ganloss : -245.946082 ∣ generator_nllloss : 5233.190625 ∣ generator_ganloss : 889.873047 ∣  [  std_z : 0.99  real_sub_fake : 988.54 ]
[  epoch 0019/0040] 4510/4800, lr:5.0e-05 ∣ avg_100 : 31697.649153 ∣ critic_nllloss : 25633.724609 ∣ critic_ganloss : -249.618224 ∣ generator_nllloss : 5075.967188 ∣ generator_ganloss : 893.571826 ∣  [  std_z : 0.99  real_sub_fake : 1090.74 ]
[  epoch 0019/0040] 4520/4800, lr:5.0e-05 ∣ avg_100 : 31696.375599 ∣ critic_nllloss : 25733.487305 ∣ critic_ganloss : -248.395671 ∣ generator_nllloss : 5196.869727 ∣ generator_ganloss : 908.520947 ∣  [  std_z : 1.00  real_sub_fake : 862.01 ]
[  epoch 0019/0040] 4530/4800, lr:5.0e-05 ∣ avg_100 : 31695.669795 ∣ critic_nllloss : 25801.819336 ∣ critic_ganloss : -270.010696 ∣ generator_nllloss : 5189.260352 ∣ generator_ganloss : 889.188232 ∣  [  std_z : 1.00  real_sub_fake : 1003.05 ]
[  epoch 0019/0040] 4540/4800, lr:5.0e-05 ∣ avg_100 : 31694.079319 ∣ critic_nllloss : 25934.053320 ∣ critic_ganloss : -233.102844 ∣ generator_nllloss : 5150.418359 ∣ generator_ganloss : 911.707373 ∣  [  std_z : 0.99  real_sub_fake : 967.87 ]
[  epoch 0019/0040] 4550/4800, lr:5.0e-05 ∣ avg_100 : 31691.691678 ∣ critic_nllloss : 25741.868164 ∣ critic_ganloss : -273.519348 ∣ generator_nllloss : 5188.599219 ∣ generator_ganloss : 931.481494 ∣  [  std_z : 0.99  real_sub_fake : 890.76 ]
[  epoch 0019/0040] 4560/4800, lr:5.0e-05 ∣ avg_100 : 31690.940280 ∣ critic_nllloss : 25766.264648 ∣ critic_ganloss : -235.508676 ∣ generator_nllloss : 5164.068359 ∣ generator_ganloss : 894.956396 ∣  [  std_z : 0.99  real_sub_fake : 1085.36 ]
[  epoch 0019/0040] 4570/4800, lr:5.0e-05 ∣ avg_100 : 31691.349990 ∣ critic_nllloss : 25966.566406 ∣ critic_ganloss : -234.063028 ∣ generator_nllloss : 5133.911719 ∣ generator_ganloss : 906.651465 ∣  [  std_z : 1.00  real_sub_fake : 977.75 ]
[  epoch 0019/0040] 4580/4800, lr:5.0e-05 ∣ avg_100 : 31689.419123 ∣ critic_nllloss : 25994.438086 ∣ critic_ganloss : -352.290894 ∣ generator_nllloss : 5152.749023 ∣ generator_ganloss : 862.487695 ∣  [  std_z : 1.00  real_sub_fake : 1008.51 ]
[  epoch 0019/0040] 4590/4800, lr:5.0e-05 ∣ avg_100 : 31691.383741 ∣ critic_nllloss : 25981.034180 ∣ critic_ganloss : -257.123521 ∣ generator_nllloss : 5126.767969 ∣ generator_ganloss : 872.001904 ∣  [  std_z : 0.99  real_sub_fake : 1218.48 ]
[  epoch 0019/0040] 4600/4800, lr:5.0e-05 ∣ avg_100 : 31689.039825 ∣ critic_nllloss : 25825.374805 ∣ critic_ganloss : -268.023828 ∣ generator_nllloss : 5177.747852 ∣ generator_ganloss : 887.547705 ∣  [  std_z : 0.99  real_sub_fake : 968.59 ]
[  epoch 0019/0040] 4610/4800, lr:5.0e-05 ∣ avg_100 : 31688.218272 ∣ critic_nllloss : 25984.044922 ∣ critic_ganloss : -231.390080 ∣ generator_nllloss : 5204.200781 ∣ generator_ganloss : 911.365967 ∣  [  std_z : 0.99  real_sub_fake : 937.23 ]
[  epoch 0019/0040] 4620/4800, lr:5.0e-05 ∣ avg_100 : 31685.405202 ∣ critic_nllloss : 25943.746875 ∣ critic_ganloss : -274.720093 ∣ generator_nllloss : 5151.374805 ∣ generator_ganloss : 852.058740 ∣  [  std_z : 1.00  real_sub_fake : 829.40 ]
[  epoch 0019/0040] 4630/4800, lr:5.0e-05 ∣ avg_100 : 31688.686008 ∣ critic_nllloss : 26024.025781 ∣ critic_ganloss : -261.137219 ∣ generator_nllloss : 5202.668750 ∣ generator_ganloss : 869.884961 ∣  [  std_z : 1.00  real_sub_fake : 1059.56 ]
[  epoch 0019/0040] 4640/4800, lr:5.0e-05 ∣ avg_100 : 31692.744854 ∣ critic_nllloss : 26085.536133 ∣ critic_ganloss : -259.461758 ∣ generator_nllloss : 5230.683789 ∣ generator_ganloss : 901.882910 ∣  [  std_z : 0.99  real_sub_fake : 1138.54 ]
[  epoch 0019/0040] 4650/4800, lr:5.0e-05 ∣ avg_100 : 31691.198735 ∣ critic_nllloss : 25706.806445 ∣ critic_ganloss : -314.387228 ∣ generator_nllloss : 5076.306250 ∣ generator_ganloss : 863.336279 ∣  [  std_z : 0.99  real_sub_fake : 984.86 ]
[  epoch 0019/0040] 4660/4800, lr:5.0e-05 ∣ avg_100 : 31690.160640 ∣ critic_nllloss : 25953.920703 ∣ critic_ganloss : -275.992473 ∣ generator_nllloss : 5162.945312 ∣ generator_ganloss : 919.588818 ∣  [  std_z : 0.99  real_sub_fake : 1109.28 ]
[  epoch 0019/0040] 4670/4800, lr:5.0e-05 ∣ avg_100 : 31690.030873 ∣ critic_nllloss : 25905.632617 ∣ critic_ganloss : -212.006235 ∣ generator_nllloss : 5106.623633 ∣ generator_ganloss : 929.200488 ∣  [  std_z : 1.00  real_sub_fake : 886.28 ]
[  epoch 0019/0040] 4680/4800, lr:5.0e-05 ∣ avg_100 : 31693.827217 ∣ critic_nllloss : 26003.635937 ∣ critic_ganloss : -208.998114 ∣ generator_nllloss : 5241.799023 ∣ generator_ganloss : 898.658105 ∣  [  std_z : 1.01  real_sub_fake : 773.97 ]
[  epoch 0019/0040] 4690/4800, lr:5.0e-05 ∣ avg_100 : 31693.915851 ∣ critic_nllloss : 25924.190625 ∣ critic_ganloss : -261.155136 ∣ generator_nllloss : 5151.775391 ∣ generator_ganloss : 859.508447 ∣  [  std_z : 0.99  real_sub_fake : 828.97 ]
[  epoch 0019/0040] 4700/4800, lr:5.0e-05 ∣ avg_100 : 31693.067300 ∣ critic_nllloss : 25737.278125 ∣ critic_ganloss : -290.338336 ∣ generator_nllloss : 5169.657812 ∣ generator_ganloss : 873.327637 ∣  [  std_z : 0.98  real_sub_fake : 1098.24 ]
[  epoch 0019/0040] 4710/4800, lr:5.0e-05 ∣ avg_100 : 31691.854743 ∣ critic_nllloss : 25919.063867 ∣ critic_ganloss : -260.209087 ∣ generator_nllloss : 5061.419922 ∣ generator_ganloss : 901.263477 ∣  [  std_z : 0.99  real_sub_fake : 1031.94 ]
[  epoch 0019/0040] 4720/4800, lr:5.0e-05 ∣ avg_100 : 31689.214292 ∣ critic_nllloss : 25763.003906 ∣ critic_ganloss : -372.677112 ∣ generator_nllloss : 5125.904297 ∣ generator_ganloss : 878.466211 ∣  [  std_z : 1.01  real_sub_fake : 1249.12 ]
[  epoch 0019/0040] 4730/4800, lr:5.0e-05 ∣ avg_100 : 31689.804564 ∣ critic_nllloss : 25945.837891 ∣ critic_ganloss : -274.619278 ∣ generator_nllloss : 5220.386914 ∣ generator_ganloss : 940.286133 ∣  [  std_z : 1.01  real_sub_fake : 1328.74 ]
[  epoch 0019/0040] 4740/4800, lr:5.0e-05 ∣ avg_100 : 31685.638799 ∣ critic_nllloss : 25592.490039 ∣ critic_ganloss : -186.170216 ∣ generator_nllloss : 5124.925195 ∣ generator_ganloss : 951.076367 ∣  [  std_z : 0.98  real_sub_fake : 759.72 ]
[  epoch 0019/0040] 4750/4800, lr:5.0e-05 ∣ avg_100 : 31685.557005 ∣ critic_nllloss : 25750.421484 ∣ critic_ganloss : -244.447952 ∣ generator_nllloss : 5220.313281 ∣ generator_ganloss : 952.240674 ∣  [  std_z : 0.98  real_sub_fake : 759.03 ]
[  epoch 0019/0040] 4760/4800, lr:5.0e-05 ∣ avg_100 : 31681.437382 ∣ critic_nllloss : 25530.438672 ∣ critic_ganloss : -264.065292 ∣ generator_nllloss : 5051.819727 ∣ generator_ganloss : 961.083936 ∣  [  std_z : 1.00  real_sub_fake : 931.36 ]
[  epoch 0019/0040] 4770/4800, lr:5.0e-05 ∣ avg_100 : 31683.032660 ∣ critic_nllloss : 26038.882617 ∣ critic_ganloss : -174.978229 ∣ generator_nllloss : 5164.633203 ∣ generator_ganloss : 945.991260 ∣  [  std_z : 1.01  real_sub_fake : 977.89 ]
[  epoch 0019/0040] 4780/4800, lr:5.0e-05 ∣ avg_100 : 31682.844452 ∣ critic_nllloss : 26011.845313 ∣ critic_ganloss : -209.782423 ∣ generator_nllloss : 5219.248047 ∣ generator_ganloss : 943.260059 ∣  [  std_z : 1.00  real_sub_fake : 792.29 ]
[  epoch 0019/0040] 4790/4800, lr:5.0e-05 ∣ avg_100 : 31686.742568 ∣ critic_nllloss : 26116.006836 ∣ critic_ganloss : -237.751216 ∣ generator_nllloss : 5189.744336 ∣ generator_ganloss : 938.104199 ∣  [  std_z : 0.99  real_sub_fake : 759.63 ]
[  epoch 0019/0040] 4800/4800, lr:5.0e-05 ∣ avg_100 : 31688.522219 ∣ critic_nllloss : 25932.364844 ∣ critic_ganloss : -297.609641 ∣ generator_nllloss : 5244.879883 ∣ generator_ganloss : 900.540234 ∣  [  std_z : 0.99  real_sub_fake : 998.04 ]
[    val 019    ] Done! KLD: 0.031246: 0.02052626:16, total: 1 day, 3:30:02                     
[  epoch 0020/0040] 0010/4800, lr:5.0e-05 ∣ avg_100 : 31687.181933 ∣ critic_nllloss : 26080.763281 ∣ critic_ganloss : -303.913858 ∣ generator_nllloss : 5169.614062 ∣ generator_ganloss : 878.986084 ∣  [  std_z : 1.00  real_sub_fake : 1162.24 ]
[  epoch 0020/0040] 0020/4800, lr:5.0e-05 ∣ avg_100 : 31685.855505 ∣ critic_nllloss : 25889.837500 ∣ critic_ganloss : -202.523268 ∣ generator_nllloss : 5114.687305 ∣ generator_ganloss : 925.955957 ∣  [  std_z : 1.00  real_sub_fake : 871.42 ]
[  epoch 0020/0040] 0030/4800, lr:5.0e-05 ∣ avg_100 : 31689.523218 ∣ critic_nllloss : 26208.610938 ∣ critic_ganloss : -268.173117 ∣ generator_nllloss : 5157.332812 ∣ generator_ganloss : 865.097412 ∣  [  std_z : 1.00  real_sub_fake : 1025.10 ]
[  epoch 0020/0040] 0040/4800, lr:5.0e-05 ∣ avg_100 : 31689.566787 ∣ critic_nllloss : 25910.949023 ∣ critic_ganloss : -327.850356 ∣ generator_nllloss : 5104.240430 ∣ generator_ganloss : 887.154834 ∣  [  std_z : 0.99  real_sub_fake : 1065.37 ]
[  epoch 0020/0040] 0050/4800, lr:5.0e-05 ∣ avg_100 : 31692.171047 ∣ critic_nllloss : 25997.927148 ∣ critic_ganloss : -300.901941 ∣ generator_nllloss : 5224.704687 ∣ generator_ganloss : 896.530957 ∣  [  std_z : 1.00  real_sub_fake : 1192.96 ]
[  epoch 0020/0040] 0060/4800, lr:5.0e-05 ∣ avg_100 : 31693.449070 ∣ critic_nllloss : 25851.786719 ∣ critic_ganloss : -278.118222 ∣ generator_nllloss : 5170.861719 ∣ generator_ganloss : 897.503662 ∣  [  std_z : 1.00  real_sub_fake : 1152.83 ]
[  epoch 0020/0040] 0070/4800, lr:5.0e-05 ∣ avg_100 : 31695.078383 ∣ critic_nllloss : 25886.602734 ∣ critic_ganloss : -246.425851 ∣ generator_nllloss : 5223.822656 ∣ generator_ganloss : 918.455371 ∣  [  std_z : 0.99  real_sub_fake : 1046.38 ]
[  epoch 0020/0040] 0080/4800, lr:5.0e-05 ∣ avg_100 : 31697.798260 ∣ critic_nllloss : 25963.512500 ∣ critic_ganloss : -200.100043 ∣ generator_nllloss : 5185.178125 ∣ generator_ganloss : 908.426465 ∣  [  std_z : 0.99  real_sub_fake : 859.07 ]
[  epoch 0020/0040] 0090/4800, lr:5.0e-05 ∣ avg_100 : 31699.466621 ∣ critic_nllloss : 25855.466016 ∣ critic_ganloss : -246.715407 ∣ generator_nllloss : 5199.587695 ∣ generator_ganloss : 927.844922 ∣  [  std_z : 0.99  real_sub_fake : 781.89 ]
[  epoch 0020/0040] 0100/4800, lr:5.0e-05 ∣ avg_100 : 31699.998465 ∣ critic_nllloss : 25833.813086 ∣ critic_ganloss : -292.162090 ∣ generator_nllloss : 5159.291992 ∣ generator_ganloss : 865.422852 ∣  [  std_z : 1.00  real_sub_fake : 967.59 ]
[  epoch 0020/0040] 0110/4800, lr:5.0e-05 ∣ avg_100 : 31699.256648 ∣ critic_nllloss : 25807.791992 ∣ critic_ganloss : -246.412537 ∣ generator_nllloss : 5119.151367 ∣ generator_ganloss : 930.413916 ∣  [  std_z : 1.00  real_sub_fake : 1016.65 ]
[  epoch 0020/0040] 0120/4800, lr:5.0e-05 ∣ avg_100 : 31697.165998 ∣ critic_nllloss : 25946.241797 ∣ critic_ganloss : -269.272226 ∣ generator_nllloss : 5207.159570 ∣ generator_ganloss : 882.136621 ∣  [  std_z : 1.00  real_sub_fake : 1024.24 ]
[  epoch 0020/0040] 0130/4800, lr:5.0e-05 ∣ avg_100 : 31695.718707 ∣ critic_nllloss : 25626.055664 ∣ critic_ganloss : -229.320175 ∣ generator_nllloss : 5085.502344 ∣ generator_ganloss : 892.041748 ∣  [  std_z : 0.99  real_sub_fake : 889.10 ]
[  epoch 0020/0040] 0140/4800, lr:5.0e-05 ∣ avg_100 : 31692.683290 ∣ critic_nllloss : 25741.499414 ∣ critic_ganloss : -320.078122 ∣ generator_nllloss : 5139.710352 ∣ generator_ganloss : 891.566260 ∣  [  std_z : 1.00  real_sub_fake : 974.28 ]
[  epoch 0020/0040] 0150/4800, lr:5.0e-05 ∣ avg_100 : 31693.411947 ∣ critic_nllloss : 25952.753320 ∣ critic_ganloss : -223.390488 ∣ generator_nllloss : 5147.723828 ∣ generator_ganloss : 890.772119 ∣  [  std_z : 1.00  real_sub_fake : 980.31 ]
[  epoch 0020/0040] 0160/4800, lr:5.0e-05 ∣ avg_100 : 31692.280275 ∣ critic_nllloss : 26124.316406 ∣ critic_ganloss : -215.624101 ∣ generator_nllloss : 5215.176367 ∣ generator_ganloss : 866.797266 ∣  [  std_z : 0.99  real_sub_fake : 938.59 ]
[  epoch 0020/0040] 0170/4800, lr:5.0e-05 ∣ avg_100 : 31696.214783 ∣ critic_nllloss : 26135.663281 ∣ critic_ganloss : -263.574837 ∣ generator_nllloss : 5333.416602 ∣ generator_ganloss : 829.848511 ∣  [  std_z : 0.99  real_sub_fake : 993.77 ]
[  epoch 0020/0040] 0180/4800, lr:5.0e-05 ∣ avg_100 : 31697.560934 ∣ critic_nllloss : 25786.614063 ∣ critic_ganloss : -255.935591 ∣ generator_nllloss : 5164.084375 ∣ generator_ganloss : 872.473682 ∣  [  std_z : 1.00  real_sub_fake : 990.69 ]
[  epoch 0020/0040] 0190/4800, lr:5.0e-05 ∣ avg_100 : 31697.328624 ∣ critic_nllloss : 25938.214844 ∣ critic_ganloss : -285.382010 ∣ generator_nllloss : 5201.621094 ∣ generator_ganloss : 886.882129 ∣  [  std_z : 1.00  real_sub_fake : 931.27 ]
[  epoch 0020/0040] 0200/4800, lr:5.0e-05 ∣ avg_100 : 31696.311650 ∣ critic_nllloss : 25890.995898 ∣ critic_ganloss : -395.797412 ∣ generator_nllloss : 5146.541992 ∣ generator_ganloss : 896.229590 ∣  [  std_z : 1.00  real_sub_fake : 1213.89 ]
[  epoch 0020/0040] 0210/4800, lr:5.0e-05 ∣ avg_100 : 31697.558471 ∣ critic_nllloss : 26044.143945 ∣ critic_ganloss : -383.317068 ∣ generator_nllloss : 5222.298437 ∣ generator_ganloss : 931.832373 ∣  [  std_z : 0.99  real_sub_fake : 1450.39 ]
[  epoch 0020/0040] 0220/4800, lr:5.0e-05 ∣ avg_100 : 31695.446627 ∣ critic_nllloss : 25729.093164 ∣ critic_ganloss : -172.561249 ∣ generator_nllloss : 5242.269922 ∣ generator_ganloss : 925.566260 ∣  [  std_z : 0.99  real_sub_fake : 978.73 ]
[  epoch 0020/0040] 0230/4800, lr:5.0e-05 ∣ avg_100 : 31694.158964 ∣ critic_nllloss : 25896.124805 ∣ critic_ganloss : -239.207240 ∣ generator_nllloss : 5204.206250 ∣ generator_ganloss : 929.085010 ∣  [  std_z : 1.00  real_sub_fake : 752.40 ]
[  epoch 0020/0040] 0240/4800, lr:5.0e-05 ∣ avg_100 : 31693.432295 ∣ critic_nllloss : 25808.842773 ∣ critic_ganloss : -250.944058 ∣ generator_nllloss : 5082.466016 ∣ generator_ganloss : 927.194482 ∣  [  std_z : 1.00  real_sub_fake : 1052.96 ]
[  epoch 0020/0040] 0250/4800, lr:5.0e-05 ∣ avg_100 : 31696.803646 ∣ critic_nllloss : 25919.709180 ∣ critic_ganloss : -290.823901 ∣ generator_nllloss : 5282.376367 ∣ generator_ganloss : 940.070947 ∣  [  std_z : 0.99  real_sub_fake : 1125.21 ]
[  epoch 0020/0040] 0260/4800, lr:5.0e-05 ∣ avg_100 : 31695.081175 ∣ critic_nllloss : 25822.274023 ∣ critic_ganloss : -301.400705 ∣ generator_nllloss : 5177.895508 ∣ generator_ganloss : 916.401465 ∣  [  std_z : 0.99  real_sub_fake : 1130.23 ]
[  epoch 0020/0040] 0270/4800, lr:5.0e-05 ∣ avg_100 : 31695.801366 ∣ critic_nllloss : 25874.107227 ∣ critic_ganloss : -272.033977 ∣ generator_nllloss : 5164.049219 ∣ generator_ganloss : 907.098584 ∣  [  std_z : 0.99  real_sub_fake : 972.42 ]
[  epoch 0020/0040] 0280/4800, lr:5.0e-05 ∣ avg_100 : 31698.508915 ∣ critic_nllloss : 25882.978711 ∣ critic_ganloss : -238.782037 ∣ generator_nllloss : 5200.561719 ∣ generator_ganloss : 905.417969 ∣  [  std_z : 1.01  real_sub_fake : 997.37 ]
[  epoch 0020/0040] 0290/4800, lr:5.0e-05 ∣ avg_100 : 31699.880860 ∣ critic_nllloss : 26151.042578 ∣ critic_ganloss : -258.132202 ∣ generator_nllloss : 5262.225195 ∣ generator_ganloss : 896.314600 ∣  [  std_z : 0.99  real_sub_fake : 1003.92 ]
[  epoch 0020/0040] 0300/4800, lr:5.0e-05 ∣ avg_100 : 31702.829324 ∣ critic_nllloss : 25958.284180 ∣ critic_ganloss : -231.073906 ∣ generator_nllloss : 5190.778125 ∣ generator_ganloss : 931.317676 ∣  [  std_z : 0.98  real_sub_fake : 969.35 ]
[  epoch 0020/0040] 0310/4800, lr:5.0e-05 ∣ avg_100 : 31703.659563 ∣ critic_nllloss : 25867.391406 ∣ critic_ganloss : -276.808633 ∣ generator_nllloss : 5274.761328 ∣ generator_ganloss : 919.298730 ∣  [  std_z : 0.99  real_sub_fake : 980.03 ]
[  epoch 0020/0040] 0320/4800, lr:5.0e-05 ∣ avg_100 : 31708.565711 ∣ critic_nllloss : 25979.169727 ∣ critic_ganloss : -362.003250 ∣ generator_nllloss : 5308.036523 ∣ generator_ganloss : 894.009668 ∣  [  std_z : 1.01  real_sub_fake : 1109.19 ]
[  epoch 0020/0040] 0330/4800, lr:5.0e-05 ∣ avg_100 : 31709.907157 ∣ critic_nllloss : 25842.424219 ∣ critic_ganloss : -362.051254 ∣ generator_nllloss : 5170.986914 ∣ generator_ganloss : 854.603613 ∣  [  std_z : 1.00  real_sub_fake : 1344.02 ]
[  epoch 0020/0040] 0340/4800, lr:5.0e-05 ∣ avg_100 : 31714.923208 ∣ critic_nllloss : 26032.330273 ∣ critic_ganloss : -262.195401 ∣ generator_nllloss : 5209.783203 ∣ generator_ganloss : 940.081299 ∣  [  std_z : 0.99  real_sub_fake : 1330.99 ]
[  epoch 0020/0040] 0350/4800, lr:5.0e-05 ∣ avg_100 : 31713.395518 ∣ critic_nllloss : 25679.307031 ∣ critic_ganloss : -297.830434 ∣ generator_nllloss : 5117.178125 ∣ generator_ganloss : 925.256055 ∣  [  std_z : 0.99  real_sub_fake : 1052.45 ]
[  epoch 0020/0040] 0360/4800, lr:5.0e-05 ∣ avg_100 : 31714.780813 ∣ critic_nllloss : 26187.040039 ∣ critic_ganloss : -300.008813 ∣ generator_nllloss : 5266.183008 ∣ generator_ganloss : 933.372314 ∣  [  std_z : 0.99  real_sub_fake : 1094.92 ]
[  epoch 0020/0040] 0370/4800, lr:5.0e-05 ∣ avg_100 : 31711.376984 ∣ critic_nllloss : 25743.372266 ∣ critic_ganloss : -209.103506 ∣ generator_nllloss : 5105.612695 ∣ generator_ganloss : 918.162109 ∣  [  std_z : 0.99  real_sub_fake : 948.45 ]
[  epoch 0020/0040] 0380/4800, lr:5.0e-05 ∣ avg_100 : 31711.976359 ∣ critic_nllloss : 25937.590039 ∣ critic_ganloss : -308.222475 ∣ generator_nllloss : 5152.025195 ∣ generator_ganloss : 883.103174 ∣  [  std_z : 0.99  real_sub_fake : 962.95 ]
[  epoch 0020/0040] 0390/4800, lr:5.0e-05 ∣ avg_100 : 31713.217430 ∣ critic_nllloss : 25861.963477 ∣ critic_ganloss : -261.051511 ∣ generator_nllloss : 5311.242578 ∣ generator_ganloss : 904.297119 ∣  [  std_z : 1.00  real_sub_fake : 992.70 ]
[  epoch 0020/0040] 0400/4800, lr:5.0e-05 ∣ avg_100 : 31710.429726 ∣ critic_nllloss : 25696.399023 ∣ critic_ganloss : -299.169846 ∣ generator_nllloss : 5133.342578 ∣ generator_ganloss : 907.263574 ∣  [  std_z : 1.00  real_sub_fake : 1065.82 ]
[  epoch 0020/0040] 0410/4800, lr:5.0e-05 ∣ avg_100 : 31715.355022 ∣ critic_nllloss : 26070.346484 ∣ critic_ganloss : -267.083682 ∣ generator_nllloss : 5263.581055 ∣ generator_ganloss : 890.916357 ∣  [  std_z : 1.00  real_sub_fake : 1158.51 ]
[  epoch 0020/0040] 0420/4800, lr:5.0e-05 ∣ avg_100 : 31712.489035 ∣ critic_nllloss : 25828.654883 ∣ critic_ganloss : -350.994611 ∣ generator_nllloss : 5328.904688 ∣ generator_ganloss : 883.753613 ∣  [  std_z : 0.99  real_sub_fake : 1250.91 ]
[  epoch 0020/0040] 0430/4800, lr:5.0e-05 ∣ avg_100 : 31712.212519 ∣ critic_nllloss : 25887.258008 ∣ critic_ganloss : -363.084705 ∣ generator_nllloss : 5215.498242 ∣ generator_ganloss : 876.919189 ∣  [  std_z : 0.99  real_sub_fake : 1247.52 ]
[  epoch 0020/0040] 0440/4800, lr:5.0e-05 ∣ avg_100 : 31711.505059 ∣ critic_nllloss : 25978.501367 ∣ critic_ganloss : -312.777130 ∣ generator_nllloss : 5219.229688 ∣ generator_ganloss : 886.701904 ∣  [  std_z : 1.00  real_sub_fake : 1349.53 ]
[  epoch 0020/0040] 0450/4800, lr:5.0e-05 ∣ avg_100 : 31710.139492 ∣ critic_nllloss : 25734.227148 ∣ critic_ganloss : -237.604050 ∣ generator_nllloss : 5145.236133 ∣ generator_ganloss : 951.653174 ∣  [  std_z : 1.00  real_sub_fake : 965.01 ]
[  epoch 0020/0040] 0460/4800, lr:5.0e-05 ∣ avg_100 : 31708.890355 ∣ critic_nllloss : 25821.155664 ∣ critic_ganloss : -292.082779 ∣ generator_nllloss : 5178.473437 ∣ generator_ganloss : 904.317480 ∣  [  std_z : 1.00  real_sub_fake : 960.67 ]
[  epoch 0020/0040] 0470/4800, lr:5.0e-05 ∣ avg_100 : 31706.742550 ∣ critic_nllloss : 25728.497070 ∣ critic_ganloss : -223.689027 ∣ generator_nllloss : 5186.564844 ∣ generator_ganloss : 923.894629 ∣  [  std_z : 0.98  real_sub_fake : 894.70 ]
[  epoch 0020/0040] 0480/4800, lr:5.0e-05 ∣ avg_100 : 31706.637619 ∣ critic_nllloss : 25934.113477 ∣ critic_ganloss : -332.000412 ∣ generator_nllloss : 5250.707617 ∣ generator_ganloss : 921.512939 ∣  [  std_z : 0.99  real_sub_fake : 1106.85 ]
[  epoch 0020/0040] 0490/4800, lr:5.0e-05 ∣ avg_100 : 31708.373788 ∣ critic_nllloss : 26176.870312 ∣ critic_ganloss : -267.254575 ∣ generator_nllloss : 5143.069922 ∣ generator_ganloss : 931.555225 ∣  [  std_z : 1.00  real_sub_fake : 1188.90 ]
[  epoch 0020/0040] 0500/4800, lr:5.0e-05 ∣ avg_100 : 31711.614236 ∣ critic_nllloss : 25884.793164 ∣ critic_ganloss : -309.409872 ∣ generator_nllloss : 5248.007031 ∣ generator_ganloss : 915.054932 ∣  [  std_z : 1.00  real_sub_fake : 1044.83 ]
[  epoch 0020/0040] 0510/4800, lr:5.0e-05 ∣ avg_100 : 31706.978054 ∣ critic_nllloss : 25797.639648 ∣ critic_ganloss : -326.849152 ∣ generator_nllloss : 5114.841211 ∣ generator_ganloss : 907.258789 ∣  [  std_z : 1.00  real_sub_fake : 1293.12 ]
[  epoch 0020/0040] 0520/4800, lr:5.0e-05 ∣ avg_100 : 31709.711485 ∣ critic_nllloss : 25847.940039 ∣ critic_ganloss : -262.616089 ∣ generator_nllloss : 5203.301562 ∣ generator_ganloss : 947.496973 ∣  [  std_z : 0.99  real_sub_fake : 1149.03 ]
[  epoch 0020/0040] 0530/4800, lr:5.0e-05 ∣ avg_100 : 31711.877164 ∣ critic_nllloss : 26008.260156 ∣ critic_ganloss : -301.776974 ∣ generator_nllloss : 5199.409570 ∣ generator_ganloss : 926.709863 ∣  [  std_z : 0.99  real_sub_fake : 1070.14 ]
[  epoch 0020/0040] 0540/4800, lr:5.0e-05 ∣ avg_100 : 31709.608472 ∣ critic_nllloss : 25868.265430 ∣ critic_ganloss : -281.345651 ∣ generator_nllloss : 5079.494922 ∣ generator_ganloss : 944.570654 ∣  [  std_z : 0.99  real_sub_fake : 1011.14 ]
[  epoch 0020/0040] 0550/4800, lr:5.0e-05 ∣ avg_100 : 31707.174501 ∣ critic_nllloss : 25610.389844 ∣ critic_ganloss : -151.263123 ∣ generator_nllloss : 5138.087109 ∣ generator_ganloss : 901.103711 ∣  [  std_z : 1.00  real_sub_fake : 854.84 ]
[  epoch 0020/0040] 0560/4800, lr:5.0e-05 ∣ avg_100 : 31706.908905 ∣ critic_nllloss : 25945.935547 ∣ critic_ganloss : -188.221306 ∣ generator_nllloss : 5155.862109 ∣ generator_ganloss : 941.145654 ∣  [  std_z : 1.00  real_sub_fake : 651.21 ]
[  epoch 0020/0040] 0570/4800, lr:5.0e-05 ∣ avg_100 : 31707.357051 ∣ critic_nllloss : 25804.469922 ∣ critic_ganloss : -178.477069 ∣ generator_nllloss : 5104.540234 ∣ generator_ganloss : 946.012158 ∣  [  std_z : 0.99  real_sub_fake : 690.45 ]
[  epoch 0020/0040] 0580/4800, lr:5.0e-05 ∣ avg_100 : 31710.359905 ∣ critic_nllloss : 25876.203320 ∣ critic_ganloss : -152.907469 ∣ generator_nllloss : 5097.736719 ∣ generator_ganloss : 928.072363 ∣  [  std_z : 0.99  real_sub_fake : 677.00 ]
[  epoch 0020/0040] 0590/4800, lr:5.0e-05 ∣ avg_100 : 31712.099493 ∣ critic_nllloss : 25787.236133 ∣ critic_ganloss : -213.154907 ∣ generator_nllloss : 5224.435352 ∣ generator_ganloss : 922.853320 ∣  [  std_z : 1.00  real_sub_fake : 726.98 ]
[  epoch 0020/0040] 0600/4800, lr:5.0e-05 ∣ avg_100 : 31710.610297 ∣ critic_nllloss : 26008.779102 ∣ critic_ganloss : -220.334886 ∣ generator_nllloss : 5235.988672 ∣ generator_ganloss : 935.156201 ∣  [  std_z : 1.01  real_sub_fake : 836.51 ]
[  epoch 0020/0040] 0610/4800, lr:5.0e-05 ∣ avg_100 : 31711.424687 ∣ critic_nllloss : 25934.616992 ∣ critic_ganloss : -250.986890 ∣ generator_nllloss : 5218.958203 ∣ generator_ganloss : 913.609570 ∣  [  std_z : 0.99  real_sub_fake : 891.43 ]
[  epoch 0020/0040] 0620/4800, lr:5.0e-05 ∣ avg_100 : 31712.626783 ∣ critic_nllloss : 25930.897070 ∣ critic_ganloss : -290.545590 ∣ generator_nllloss : 5160.245313 ∣ generator_ganloss : 907.479150 ∣  [  std_z : 0.98  real_sub_fake : 998.10 ]
[  epoch 0020/0040] 0630/4800, lr:5.0e-05 ∣ avg_100 : 31711.594318 ∣ critic_nllloss : 26015.813281 ∣ critic_ganloss : -308.044748 ∣ generator_nllloss : 5171.584961 ∣ generator_ganloss : 857.583594 ∣  [  std_z : 1.00  real_sub_fake : 1164.75 ]
[  epoch 0020/0040] 0640/4800, lr:5.0e-05 ∣ avg_100 : 31711.839170 ∣ critic_nllloss : 25875.583203 ∣ critic_ganloss : -261.902205 ∣ generator_nllloss : 5067.094531 ∣ generator_ganloss : 911.870361 ∣  [  std_z : 1.01  real_sub_fake : 940.24 ]
[  epoch 0020/0040] 0650/4800, lr:5.0e-05 ∣ avg_100 : 31713.503888 ∣ critic_nllloss : 26112.375586 ∣ critic_ganloss : -291.436383 ∣ generator_nllloss : 5224.774609 ∣ generator_ganloss : 903.685059 ∣  [  std_z : 1.00  real_sub_fake : 1042.59 ]
[  epoch 0020/0040] 0660/4800, lr:5.0e-05 ∣ avg_100 : 31710.613615 ∣ critic_nllloss : 25746.192578 ∣ critic_ganloss : -301.053568 ∣ generator_nllloss : 5088.315625 ∣ generator_ganloss : 923.540771 ∣  [  std_z : 0.99  real_sub_fake : 990.77 ]
[  epoch 0020/0040] 0670/4800, lr:5.0e-05 ∣ avg_100 : 31714.882834 ∣ critic_nllloss : 26018.777930 ∣ critic_ganloss : -252.954355 ∣ generator_nllloss : 5234.428516 ∣ generator_ganloss : 911.581787 ∣  [  std_z : 0.99  real_sub_fake : 1104.06 ]
[  epoch 0020/0040] 0680/4800, lr:5.0e-05 ∣ avg_100 : 31716.118885 ∣ critic_nllloss : 25854.261328 ∣ critic_ganloss : -193.988608 ∣ generator_nllloss : 5197.694922 ∣ generator_ganloss : 911.327637 ∣  [  std_z : 1.01  real_sub_fake : 1041.01 ]
[  epoch 0020/0040] 0690/4800, lr:5.0e-05 ∣ avg_100 : 31721.302375 ∣ critic_nllloss : 26187.882812 ∣ critic_ganloss : -195.776144 ∣ generator_nllloss : 5255.261914 ∣ generator_ganloss : 938.770215 ∣  [  std_z : 1.00  real_sub_fake : 741.00 ]
[  epoch 0020/0040] 0700/4800, lr:5.0e-05 ∣ avg_100 : 31721.107167 ∣ critic_nllloss : 26037.848633 ∣ critic_ganloss : -267.695226 ∣ generator_nllloss : 5240.428125 ∣ generator_ganloss : 902.630664 ∣  [  std_z : 0.98  real_sub_fake : 790.00 ]
[  epoch 0020/0040] 0710/4800, lr:5.0e-05 ∣ avg_100 : 31721.675420 ∣ critic_nllloss : 25770.481836 ∣ critic_ganloss : -305.854019 ∣ generator_nllloss : 5068.721484 ∣ generator_ganloss : 877.121387 ∣  [  std_z : 0.99  real_sub_fake : 961.16 ]
[  epoch 0020/0040] 0720/4800, lr:5.0e-05 ∣ avg_100 : 31723.221592 ∣ critic_nllloss : 25923.289062 ∣ critic_ganloss : -282.476974 ∣ generator_nllloss : 5235.778906 ∣ generator_ganloss : 868.508545 ∣  [  std_z : 1.00  real_sub_fake : 1243.19 ]
[  epoch 0020/0040] 0730/4800, lr:5.0e-05 ∣ avg_100 : 31721.965516 ∣ critic_nllloss : 25684.086914 ∣ critic_ganloss : -278.913412 ∣ generator_nllloss : 5193.019531 ∣ generator_ganloss : 886.456592 ∣  [  std_z : 1.00  real_sub_fake : 1027.52 ]
[  epoch 0020/0040] 0740/4800, lr:5.0e-05 ∣ avg_100 : 31720.988391 ∣ critic_nllloss : 25848.759375 ∣ critic_ganloss : -280.428802 ∣ generator_nllloss : 5193.322656 ∣ generator_ganloss : 903.710449 ∣  [  std_z : 1.00  real_sub_fake : 1019.34 ]
[  epoch 0020/0040] 0750/4800, lr:5.0e-05 ∣ avg_100 : 31718.724757 ∣ critic_nllloss : 25660.130273 ∣ critic_ganloss : -337.596024 ∣ generator_nllloss : 5151.769141 ∣ generator_ganloss : 887.762744 ∣  [  std_z : 0.99  real_sub_fake : 1152.27 ]
[  epoch 0020/0040] 0760/4800, lr:5.0e-05 ∣ avg_100 : 31718.644314 ∣ critic_nllloss : 25697.423828 ∣ critic_ganloss : -162.130914 ∣ generator_nllloss : 5101.125781 ∣ generator_ganloss : 945.317773 ∣  [  std_z : 0.99  real_sub_fake : 886.59 ]
[  epoch 0020/0040] 0770/4800, lr:5.0e-05 ∣ avg_100 : 31716.941739 ∣ critic_nllloss : 25719.061719 ∣ critic_ganloss : -156.140556 ∣ generator_nllloss : 5153.109961 ∣ generator_ganloss : 886.777930 ∣  [  std_z : 1.00  real_sub_fake : 505.56 ]
[  epoch 0020/0040] 0780/4800, lr:5.0e-05 ∣ avg_100 : 31717.006555 ∣ critic_nllloss : 25847.392578 ∣ critic_ganloss : -214.647266 ∣ generator_nllloss : 5176.289453 ∣ generator_ganloss : 854.830713 ∣  [  std_z : 1.00  real_sub_fake : 663.17 ]
[  epoch 0020/0040] 0790/4800, lr:5.0e-05 ∣ avg_100 : 31715.593431 ∣ critic_nllloss : 25771.250195 ∣ critic_ganloss : -198.289102 ∣ generator_nllloss : 5125.910156 ∣ generator_ganloss : 882.496875 ∣  [  std_z : 1.00  real_sub_fake : 844.32 ]
[  epoch 0020/0040] 0800/4800, lr:5.0e-05 ∣ avg_100 : 31716.010348 ∣ critic_nllloss : 25793.869922 ∣ critic_ganloss : -205.902470 ∣ generator_nllloss : 5145.149219 ∣ generator_ganloss : 931.221582 ∣  [  std_z : 1.00  real_sub_fake : 806.61 ]
[  epoch 0020/0040] 0810/4800, lr:5.0e-05 ∣ avg_100 : 31713.502977 ∣ critic_nllloss : 25821.005859 ∣ critic_ganloss : -285.774689 ∣ generator_nllloss : 5162.779102 ∣ generator_ganloss : 919.474219 ∣  [  std_z : 0.99  real_sub_fake : 904.71 ]
[  epoch 0020/0040] 0820/4800, lr:5.0e-05 ∣ avg_100 : 31711.050361 ∣ critic_nllloss : 25558.710156 ∣ critic_ganloss : -264.256476 ∣ generator_nllloss : 5171.409180 ∣ generator_ganloss : 961.335840 ∣  [  std_z : 0.99  real_sub_fake : 1155.75 ]
[  epoch 0020/0040] 0830/4800, lr:5.0e-05 ∣ avg_100 : 31709.597719 ∣ critic_nllloss : 25811.227930 ∣ critic_ganloss : -267.218472 ∣ generator_nllloss : 5166.629297 ∣ generator_ganloss : 979.539404 ∣  [  std_z : 1.00  real_sub_fake : 947.23 ]
[  epoch 0020/0040] 0840/4800, lr:5.0e-05 ∣ avg_100 : 31707.582206 ∣ critic_nllloss : 25844.130664 ∣ critic_ganloss : -224.588171 ∣ generator_nllloss : 5183.988477 ∣ generator_ganloss : 953.558789 ∣  [  std_z : 1.00  real_sub_fake : 1031.59 ]
[  epoch 0020/0040] 0850/4800, lr:5.0e-05 ∣ avg_100 : 31715.353628 ∣ critic_nllloss : 26224.303906 ∣ critic_ganloss : -279.577510 ∣ generator_nllloss : 5195.844141 ∣ generator_ganloss : 968.633398 ∣  [  std_z : 0.99  real_sub_fake : 957.93 ]
[  epoch 0020/0040] 0860/4800, lr:5.0e-05 ∣ avg_100 : 31715.493070 ∣ critic_nllloss : 25891.062500 ∣ critic_ganloss : -261.444196 ∣ generator_nllloss : 5168.763477 ∣ generator_ganloss : 976.024805 ∣  [  std_z : 0.98  real_sub_fake : 958.79 ]
[  epoch 0020/0040] 0870/4800, lr:5.0e-05 ∣ avg_100 : 31714.797621 ∣ critic_nllloss : 25779.276172 ∣ critic_ganloss : -271.327007 ∣ generator_nllloss : 5178.554102 ∣ generator_ganloss : 973.402246 ∣  [  std_z : 0.98  real_sub_fake : 1020.91 ]
[  epoch 0020/0040] 0880/4800, lr:5.0e-05 ∣ avg_100 : 31713.426364 ∣ critic_nllloss : 25760.803906 ∣ critic_ganloss : -176.016479 ∣ generator_nllloss : 5221.368555 ∣ generator_ganloss : 991.813330 ∣  [  std_z : 1.00  real_sub_fake : 917.62 ]
[  epoch 0020/0040] 0890/4800, lr:5.0e-05 ∣ avg_100 : 31713.883155 ∣ critic_nllloss : 25876.550781 ∣ critic_ganloss : -267.410205 ∣ generator_nllloss : 5126.533984 ∣ generator_ganloss : 984.323828 ∣  [  std_z : 1.01  real_sub_fake : 795.55 ]
[  epoch 0020/0040] 0900/4800, lr:5.0e-05 ∣ avg_100 : 31715.448356 ∣ critic_nllloss : 25843.355859 ∣ critic_ganloss : -320.387039 ∣ generator_nllloss : 5174.083789 ∣ generator_ganloss : 949.392773 ∣  [  std_z : 1.00  real_sub_fake : 1049.09 ]
[  epoch 0020/0040] 0910/4800, lr:5.0e-05 ∣ avg_100 : 31715.755650 ∣ critic_nllloss : 25888.337891 ∣ critic_ganloss : -349.749588 ∣ generator_nllloss : 5148.230078 ∣ generator_ganloss : 965.449170 ∣  [  std_z : 0.99  real_sub_fake : 1240.76 ]
[  epoch 0020/0040] 0920/4800, lr:5.0e-05 ∣ avg_100 : 31716.599016 ∣ critic_nllloss : 25687.868359 ∣ critic_ganloss : -244.584933 ∣ generator_nllloss : 5076.575781 ∣ generator_ganloss : 959.174707 ∣  [  std_z : 0.99  real_sub_fake : 1345.47 ]
[  epoch 0020/0040] 0930/4800, lr:5.0e-05 ∣ avg_100 : 31714.146728 ∣ critic_nllloss : 25686.986523 ∣ critic_ganloss : -241.784546 ∣ generator_nllloss : 5169.266016 ∣ generator_ganloss : 972.194824 ∣  [  std_z : 0.99  real_sub_fake : 900.92 ]
[  epoch 0020/0040] 0940/4800, lr:5.0e-05 ∣ avg_100 : 31715.989650 ∣ critic_nllloss : 25770.230664 ∣ critic_ganloss : -260.034927 ∣ generator_nllloss : 5226.423633 ∣ generator_ganloss : 929.994238 ∣  [  std_z : 1.00  real_sub_fake : 850.73 ]
[  epoch 0020/0040] 0950/4800, lr:5.0e-05 ∣ avg_100 : 31716.120865 ∣ critic_nllloss : 25950.836914 ∣ critic_ganloss : -355.378003 ∣ generator_nllloss : 5160.466406 ∣ generator_ganloss : 935.723682 ∣  [  std_z : 1.00  real_sub_fake : 1116.69 ]
[  epoch 0020/0040] 0960/4800, lr:5.0e-05 ∣ avg_100 : 31721.765491 ∣ critic_nllloss : 25972.379102 ∣ critic_ganloss : -236.812784 ∣ generator_nllloss : 5159.650781 ∣ generator_ganloss : 948.522559 ∣  [  std_z : 0.99  real_sub_fake : 1196.71 ]
[  epoch 0020/0040] 0970/4800, lr:5.0e-05 ∣ avg_100 : 31717.499893 ∣ critic_nllloss : 25690.137891 ∣ critic_ganloss : -200.427596 ∣ generator_nllloss : 5161.062109 ∣ generator_ganloss : 897.196680 ∣  [  std_z : 1.00  real_sub_fake : 994.75 ]
[  epoch 0020/0040] 0980/4800, lr:5.0e-05 ∣ avg_100 : 31717.283761 ∣ critic_nllloss : 26103.369531 ∣ critic_ganloss : -243.982756 ∣ generator_nllloss : 5132.270117 ∣ generator_ganloss : 951.300879 ∣  [  std_z : 1.01  real_sub_fake : 772.06 ]
[  epoch 0020/0040] 0990/4800, lr:5.0e-05 ∣ avg_100 : 31716.083810 ∣ critic_nllloss : 25953.643164 ∣ critic_ganloss : -283.149658 ∣ generator_nllloss : 5281.199219 ∣ generator_ganloss : 934.416309 ∣  [  std_z : 0.99  real_sub_fake : 872.06 ]
[  epoch 0020/0040] 1000/4800, lr:5.0e-05 ∣ avg_100 : 31714.647319 ∣ critic_nllloss : 25764.594727 ∣ critic_ganloss : -255.062132 ∣ generator_nllloss : 5194.051172 ∣ generator_ganloss : 932.942480 ∣  [  std_z : 0.98  real_sub_fake : 955.67 ]
[  epoch 0020/0040] 1010/4800, lr:5.0e-05 ∣ avg_100 : 31711.445022 ∣ critic_nllloss : 25841.212305 ∣ critic_ganloss : -299.973285 ∣ generator_nllloss : 5070.916406 ∣ generator_ganloss : 893.064404 ∣  [  std_z : 0.99  real_sub_fake : 1218.14 ]
[  epoch 0020/0040] 1020/4800, lr:5.0e-05 ∣ avg_100 : 31711.989921 ∣ critic_nllloss : 25806.095703 ∣ critic_ganloss : -172.204669 ∣ generator_nllloss : 5184.673437 ∣ generator_ganloss : 963.882959 ∣  [  std_z : 1.00  real_sub_fake : 811.71 ]
[  epoch 0020/0040] 1030/4800, lr:5.0e-05 ∣ avg_100 : 31709.098663 ∣ critic_nllloss : 25904.546289 ∣ critic_ganloss : -291.445860 ∣ generator_nllloss : 5177.219727 ∣ generator_ganloss : 883.422119 ∣  [  std_z : 1.00  real_sub_fake : 955.92 ]
[  epoch 0020/0040] 1040/4800, lr:5.0e-05 ∣ avg_100 : 31710.985064 ∣ critic_nllloss : 25917.891992 ∣ critic_ganloss : -301.226788 ∣ generator_nllloss : 5232.072266 ∣ generator_ganloss : 914.396484 ∣  [  std_z : 0.99  real_sub_fake : 1156.05 ]
[  epoch 0020/0040] 1050/4800, lr:5.0e-05 ∣ avg_100 : 31710.414363 ∣ critic_nllloss : 25970.372461 ∣ critic_ganloss : -350.306686 ∣ generator_nllloss : 5217.042578 ∣ generator_ganloss : 924.082422 ∣  [  std_z : 0.99  real_sub_fake : 1239.42 ]
[  epoch 0020/0040] 1060/4800, lr:5.0e-05 ∣ avg_100 : 31711.041670 ∣ critic_nllloss : 25889.044141 ∣ critic_ganloss : -285.221362 ∣ generator_nllloss : 5136.616797 ∣ generator_ganloss : 964.325000 ∣  [  std_z : 1.00  real_sub_fake : 1124.97 ]
[  epoch 0020/0040] 1070/4800, lr:5.0e-05 ∣ avg_100 : 31711.422198 ∣ critic_nllloss : 25978.723633 ∣ critic_ganloss : -300.428702 ∣ generator_nllloss : 5214.825977 ∣ generator_ganloss : 927.386816 ∣  [  std_z : 1.00  real_sub_fake : 1065.59 ]
[  epoch 0020/0040] 1080/4800, lr:5.0e-05 ∣ avg_100 : 31711.621192 ∣ critic_nllloss : 25968.122070 ∣ critic_ganloss : -224.965602 ∣ generator_nllloss : 5183.052148 ∣ generator_ganloss : 950.707813 ∣  [  std_z : 0.99  real_sub_fake : 1005.89 ]
[  epoch 0020/0040] 1090/4800, lr:5.0e-05 ∣ avg_100 : 31713.015422 ∣ critic_nllloss : 25889.793359 ∣ critic_ganloss : -180.844702 ∣ generator_nllloss : 5154.876367 ∣ generator_ganloss : 1011.781201 ∣     [  std_z : 0.99  real_sub_fake : 696.02 ]
[  epoch 0020/0040] 1100/4800, lr:5.0e-05 ∣ avg_100 : 31716.610076 ∣ critic_nllloss : 25962.206836 ∣ critic_ganloss : -225.489481 ∣ generator_nllloss : 5246.514063 ∣ generator_ganloss : 942.599805 ∣  [  std_z : 0.99  real_sub_fake : 825.92 ]
[  epoch 0020/0040] 1110/4800, lr:5.0e-05 ∣ avg_100 : 31720.104895 ∣ critic_nllloss : 25970.031250 ∣ critic_ganloss : -201.788115 ∣ generator_nllloss : 5185.756445 ∣ generator_ganloss : 1006.427051 ∣     [  std_z : 0.99  real_sub_fake : 783.83 ]
[  epoch 0020/0040] 1120/4800, lr:5.0e-05 ∣ avg_100 : 31721.970002 ∣ critic_nllloss : 26118.190039 ∣ critic_ganloss : -309.804837 ∣ generator_nllloss : 5185.970117 ∣ generator_ganloss : 958.421143 ∣  [  std_z : 1.00  real_sub_fake : 998.71 ]
[  epoch 0020/0040] 1130/4800, lr:5.0e-05 ∣ avg_100 : 31725.267921 ∣ critic_nllloss : 25963.288086 ∣ critic_ganloss : -339.970560 ∣ generator_nllloss : 5106.421289 ∣ generator_ganloss : 974.332666 ∣  [  std_z : 1.00  real_sub_fake : 1136.06 ]
[  epoch 0020/0040] 1140/4800, lr:5.0e-05 ∣ avg_100 : 31726.298686 ∣ critic_nllloss : 25779.517383 ∣ critic_ganloss : -322.212003 ∣ generator_nllloss : 5145.959375 ∣ generator_ganloss : 952.509668 ∣  [  std_z : 0.99  real_sub_fake : 1309.79 ]
[  epoch 0020/0040] 1150/4800, lr:5.0e-05 ∣ avg_100 : 31728.329678 ∣ critic_nllloss : 26111.038086 ∣ critic_ganloss : -277.110181 ∣ generator_nllloss : 5190.514844 ∣ generator_ganloss : 946.515234 ∣  [  std_z : 0.99  real_sub_fake : 1213.89 ]
[  epoch 0020/0040] 1160/4800, lr:5.0e-05 ∣ avg_100 : 31724.643885 ∣ critic_nllloss : 25880.689258 ∣ critic_ganloss : -285.349341 ∣ generator_nllloss : 5096.864258 ∣ generator_ganloss : 929.882471 ∣  [  std_z : 1.00  real_sub_fake : 1056.91 ]
[  epoch 0020/0040] 1170/4800, lr:5.0e-05 ∣ avg_100 : 31723.566393 ∣ critic_nllloss : 26075.960352 ∣ critic_ganloss : -306.876463 ∣ generator_nllloss : 5222.375195 ∣ generator_ganloss : 936.145264 ∣  [  std_z : 1.00  real_sub_fake : 967.32 ]
[  epoch 0020/0040] 1180/4800, lr:5.0e-05 ∣ avg_100 : 31723.983021 ∣ critic_nllloss : 25905.520117 ∣ critic_ganloss : -369.589510 ∣ generator_nllloss : 5179.353711 ∣ generator_ganloss : 893.615039 ∣  [  std_z : 0.99  real_sub_fake : 1164.90 ]
[  epoch 0020/0040] 1190/4800, lr:5.0e-05 ∣ avg_100 : 31726.721656 ∣ critic_nllloss : 26126.760742 ∣ critic_ganloss : -227.785989 ∣ generator_nllloss : 5165.495313 ∣ generator_ganloss : 950.729492 ∣  [  std_z : 0.99  real_sub_fake : 1299.05 ]
[  epoch 0020/0040] 1200/4800, lr:5.0e-05 ∣ avg_100 : 31729.134060 ∣ critic_nllloss : 25933.438672 ∣ critic_ganloss : -287.177502 ∣ generator_nllloss : 5200.674023 ∣ generator_ganloss : 932.275244 ∣  [  std_z : 0.99  real_sub_fake : 1034.71 ]
[  epoch 0020/0040] 1210/4800, lr:5.0e-05 ∣ avg_100 : 31727.344470 ∣ critic_nllloss : 25876.389258 ∣ critic_ganloss : -332.852687 ∣ generator_nllloss : 5144.291992 ∣ generator_ganloss : 948.170117 ∣  [  std_z : 1.00  real_sub_fake : 1089.26 ]
[  epoch 0020/0040] 1220/4800, lr:5.0e-05 ∣ avg_100 : 31727.841308 ∣ critic_nllloss : 26037.178125 ∣ critic_ganloss : -330.660852 ∣ generator_nllloss : 5158.004883 ∣ generator_ganloss : 909.529736 ∣  [  std_z : 1.00  real_sub_fake : 1140.20 ]
[  epoch 0020/0040] 1230/4800, lr:5.0e-05 ∣ avg_100 : 31727.753713 ∣ critic_nllloss : 25949.144922 ∣ critic_ganloss : -313.580832 ∣ generator_nllloss : 5189.282617 ∣ generator_ganloss : 956.602686 ∣  [  std_z : 1.00  real_sub_fake : 1270.02 ]
[  epoch 0020/0040] 1240/4800, lr:5.0e-05 ∣ avg_100 : 31728.535360 ∣ critic_nllloss : 25864.323047 ∣ critic_ganloss : -261.127533 ∣ generator_nllloss : 5114.938672 ∣ generator_ganloss : 927.589697 ∣  [  std_z : 0.99  real_sub_fake : 1237.21 ]
[  epoch 0020/0040] 1250/4800, lr:5.0e-05 ∣ avg_100 : 31725.678773 ∣ critic_nllloss : 25847.232227 ∣ critic_ganloss : -274.214423 ∣ generator_nllloss : 5053.197852 ∣ generator_ganloss : 939.458203 ∣  [  std_z : 0.99  real_sub_fake : 972.27 ]
[  epoch 0020/0040] 1260/4800, lr:5.0e-05 ∣ avg_100 : 31727.521836 ∣ critic_nllloss : 25833.189844 ∣ critic_ganloss : -235.496275 ∣ generator_nllloss : 5256.810352 ∣ generator_ganloss : 944.972705 ∣  [  std_z : 1.00  real_sub_fake : 916.33 ]
[  epoch 0020/0040] 1270/4800, lr:5.0e-05 ∣ avg_100 : 31725.898870 ∣ critic_nllloss : 25708.183789 ∣ critic_ganloss : -231.945210 ∣ generator_nllloss : 5086.603125 ∣ generator_ganloss : 948.082715 ∣  [  std_z : 1.00  real_sub_fake : 792.40 ]
[  epoch 0020/0040] 1280/4800, lr:5.0e-05 ∣ avg_100 : 31724.492164 ∣ critic_nllloss : 25828.972852 ∣ critic_ganloss : -242.413574 ∣ generator_nllloss : 5106.950977 ∣ generator_ganloss : 915.995557 ∣  [  std_z : 0.99  real_sub_fake : 1040.94 ]
[  epoch 0020/0040] 1290/4800, lr:5.0e-05 ∣ avg_100 : 31718.850272 ∣ critic_nllloss : 25707.918945 ∣ critic_ganloss : -205.928923 ∣ generator_nllloss : 5067.709375 ∣ generator_ganloss : 917.561572 ∣  [  std_z : 0.99  real_sub_fake : 862.61 ]
[  epoch 0020/0040] 1300/4800, lr:5.0e-05 ∣ avg_100 : 31719.263309 ∣ critic_nllloss : 25994.599023 ∣ critic_ganloss : -277.500333 ∣ generator_nllloss : 5265.478906 ∣ generator_ganloss : 908.032129 ∣  [  std_z : 1.00  real_sub_fake : 867.30 ]
[  epoch 0020/0040] 1310/4800, lr:5.0e-05 ∣ avg_100 : 31717.210942 ∣ critic_nllloss : 25873.996484 ∣ critic_ganloss : -278.101538 ∣ generator_nllloss : 5052.766406 ∣ generator_ganloss : 930.744824 ∣  [  std_z : 1.00  real_sub_fake : 994.90 ]
[  epoch 0020/0040] 1320/4800, lr:5.0e-05 ∣ avg_100 : 31716.729525 ∣ critic_nllloss : 25966.052930 ∣ critic_ganloss : -265.346046 ∣ generator_nllloss : 5140.126367 ∣ generator_ganloss : 930.237695 ∣  [  std_z : 0.99  real_sub_fake : 1079.24 ]
[  epoch 0020/0040] 1330/4800, lr:5.0e-05 ∣ avg_100 : 31719.438664 ∣ critic_nllloss : 26003.433789 ∣ critic_ganloss : -372.656546 ∣ generator_nllloss : 5222.052344 ∣ generator_ganloss : 924.047852 ∣  [  std_z : 0.99  real_sub_fake : 1222.79 ]
[  epoch 0020/0040] 1340/4800, lr:5.0e-05 ∣ avg_100 : 31717.900068 ∣ critic_nllloss : 25957.543945 ∣ critic_ganloss : -300.868588 ∣ generator_nllloss : 5179.749414 ∣ generator_ganloss : 929.714941 ∣  [  std_z : 0.99  real_sub_fake : 1211.85 ]
[  epoch 0020/0040] 1350/4800, lr:5.0e-05 ∣ avg_100 : 31718.521097 ∣ critic_nllloss : 25856.598438 ∣ critic_ganloss : -333.802731 ∣ generator_nllloss : 5065.081250 ∣ generator_ganloss : 898.136719 ∣  [  std_z : 1.00  real_sub_fake : 1144.91 ]
[  epoch 0020/0040] 1360/4800, lr:5.0e-05 ∣ avg_100 : 31714.324378 ∣ critic_nllloss : 25785.091797 ∣ critic_ganloss : -225.260139 ∣ generator_nllloss : 5121.247070 ∣ generator_ganloss : 985.835938 ∣  [  std_z : 1.00  real_sub_fake : 1081.54 ]
[  epoch 0020/0040] 1370/4800, lr:5.0e-05 ∣ avg_100 : 31714.647867 ∣ critic_nllloss : 25773.716406 ∣ critic_ganloss : -226.348994 ∣ generator_nllloss : 5081.970703 ∣ generator_ganloss : 961.054395 ∣  [  std_z : 1.00  real_sub_fake : 940.16 ]
[  epoch 0020/0040] 1380/4800, lr:5.0e-05 ∣ avg_100 : 31715.002849 ∣ critic_nllloss : 25804.018945 ∣ critic_ganloss : -289.253539 ∣ generator_nllloss : 5206.641406 ∣ generator_ganloss : 978.587305 ∣  [  std_z : 0.98  real_sub_fake : 858.45 ]
[  epoch 0020/0040] 1390/4800, lr:5.0e-05 ∣ avg_100 : 31713.501403 ∣ critic_nllloss : 25786.096289 ∣ critic_ganloss : -200.119188 ∣ generator_nllloss : 5127.887109 ∣ generator_ganloss : 952.442822 ∣  [  std_z : 0.98  real_sub_fake : 984.65 ]
[  epoch 0020/0040] 1400/4800, lr:5.0e-05 ∣ avg_100 : 31716.720114 ∣ critic_nllloss : 25906.323633 ∣ critic_ganloss : -270.774701 ∣ generator_nllloss : 5152.158203 ∣ generator_ganloss : 971.999316 ∣  [  std_z : 0.99  real_sub_fake : 966.26 ]
[  epoch 0020/0040] 1410/4800, lr:5.0e-05 ∣ avg_100 : 31714.369114 ∣ critic_nllloss : 25885.608594 ∣ critic_ganloss : -259.798938 ∣ generator_nllloss : 5129.998047 ∣ generator_ganloss : 966.852539 ∣  [  std_z : 1.01  real_sub_fake : 1024.24 ]
[  epoch 0020/0040] 1420/4800, lr:5.0e-05 ∣ avg_100 : 31713.195539 ∣ critic_nllloss : 25736.982617 ∣ critic_ganloss : -274.231729 ∣ generator_nllloss : 5157.616406 ∣ generator_ganloss : 952.593750 ∣  [  std_z : 1.00  real_sub_fake : 1078.32 ]
[  epoch 0020/0040] 1430/4800, lr:5.0e-05 ∣ avg_100 : 31715.797554 ∣ critic_nllloss : 25968.990625 ∣ critic_ganloss : -311.757516 ∣ generator_nllloss : 5257.286328 ∣ generator_ganloss : 962.272754 ∣  [  std_z : 0.99  real_sub_fake : 1086.24 ]
[  epoch 0020/0040] 1440/4800, lr:5.0e-05 ∣ avg_100 : 31709.939264 ∣ critic_nllloss : 25542.785742 ∣ critic_ganloss : -309.055206 ∣ generator_nllloss : 5016.753516 ∣ generator_ganloss : 935.342822 ∣  [  std_z : 0.98  real_sub_fake : 1038.62 ]
[  epoch 0020/0040] 1450/4800, lr:5.0e-05 ∣ avg_100 : 31710.951050 ∣ critic_nllloss : 25893.274805 ∣ critic_ganloss : -386.267761 ∣ generator_nllloss : 5241.616406 ∣ generator_ganloss : 946.067578 ∣  [  std_z : 0.99  real_sub_fake : 1291.88 ]
[  epoch 0020/0040] 1460/4800, lr:5.0e-05 ∣ avg_100 : 31712.302173 ∣ critic_nllloss : 25924.180859 ∣ critic_ganloss : -251.332416 ∣ generator_nllloss : 5112.470703 ∣ generator_ganloss : 961.656934 ∣  [  std_z : 1.01  real_sub_fake : 1221.33 ]
[  epoch 0020/0040] 1470/4800, lr:5.0e-05 ∣ avg_100 : 31715.504704 ∣ critic_nllloss : 26110.019531 ∣ critic_ganloss : -316.114230 ∣ generator_nllloss : 5272.850000 ∣ generator_ganloss : 868.765283 ∣  [  std_z : 1.01  real_sub_fake : 1297.16 ]
[  epoch 0020/0040] 1480/4800, lr:5.0e-05 ∣ avg_100 : 31715.133372 ∣ critic_nllloss : 25957.682031 ∣ critic_ganloss : -301.767227 ∣ generator_nllloss : 5165.677148 ∣ generator_ganloss : 915.608496 ∣  [  std_z : 0.98  real_sub_fake : 1194.52 ]
[  epoch 0020/0040] 1490/4800, lr:5.0e-05 ∣ avg_100 : 31711.394957 ∣ critic_nllloss : 25822.602539 ∣ critic_ganloss : -308.497134 ∣ generator_nllloss : 5175.880859 ∣ generator_ganloss : 920.413135 ∣  [  std_z : 0.97  real_sub_fake : 1184.17 ]
[  epoch 0020/0040] 1500/4800, lr:5.0e-05 ∣ avg_100 : 31713.196601 ∣ critic_nllloss : 26124.196680 ∣ critic_ganloss : -383.554367 ∣ generator_nllloss : 5283.736719 ∣ generator_ganloss : 894.230566 ∣  [  std_z : 1.00  real_sub_fake : 1415.75 ]
[  epoch 0020/0040] 1510/4800, lr:5.0e-05 ∣ avg_100 : 31714.372659 ∣ critic_nllloss : 25840.252734 ∣ critic_ganloss : -268.737201 ∣ generator_nllloss : 5135.209766 ∣ generator_ganloss : 903.771045 ∣  [  std_z : 1.02  real_sub_fake : 1218.04 ]
[  epoch 0020/0040] 1520/4800, lr:5.0e-05 ∣ avg_100 : 31714.635724 ∣ critic_nllloss : 25892.351953 ∣ critic_ganloss : -243.127686 ∣ generator_nllloss : 5157.626953 ∣ generator_ganloss : 955.577783 ∣  [  std_z : 1.00  real_sub_fake : 872.23 ]
[  epoch 0020/0040] 1530/4800, lr:5.0e-05 ∣ avg_100 : 31713.740400 ∣ critic_nllloss : 25919.049805 ∣ critic_ganloss : -247.316684 ∣ generator_nllloss : 5160.058594 ∣ generator_ganloss : 911.278418 ∣  [  std_z : 0.98  real_sub_fake : 979.94 ]
[  epoch 0020/0040] 1540/4800, lr:5.0e-05 ∣ avg_100 : 31711.636970 ∣ critic_nllloss : 25654.335742 ∣ critic_ganloss : -271.288406 ∣ generator_nllloss : 5072.668750 ∣ generator_ganloss : 944.926270 ∣  [  std_z : 0.98  real_sub_fake : 892.40 ]
[  epoch 0020/0040] 1550/4800, lr:5.0e-05 ∣ avg_100 : 31713.449052 ∣ critic_nllloss : 25956.893164 ∣ critic_ganloss : -325.594162 ∣ generator_nllloss : 5147.001562 ∣ generator_ganloss : 901.225195 ∣  [  std_z : 1.00  real_sub_fake : 1128.12 ]
[  epoch 0020/0040] 1560/4800, lr:5.0e-05 ∣ avg_100 : 31712.887252 ∣ critic_nllloss : 25954.271094 ∣ critic_ganloss : -257.026779 ∣ generator_nllloss : 5191.637109 ∣ generator_ganloss : 909.660645 ∣  [  std_z : 1.01  real_sub_fake : 1132.32 ]
[  epoch 0020/0040] 1570/4800, lr:5.0e-05 ∣ avg_100 : 31716.002103 ∣ critic_nllloss : 26080.286914 ∣ critic_ganloss : -292.163358 ∣ generator_nllloss : 5283.999805 ∣ generator_ganloss : 915.906934 ∣  [  std_z : 1.00  real_sub_fake : 1051.79 ]
[  epoch 0020/0040] 1580/4800, lr:5.0e-05 ∣ avg_100 : 31716.081528 ∣ critic_nllloss : 25963.820703 ∣ critic_ganloss : -303.727493 ∣ generator_nllloss : 5182.113477 ∣ generator_ganloss : 914.840723 ∣  [  std_z : 0.98  real_sub_fake : 1083.21 ]
[  epoch 0020/0040] 1590/4800, lr:5.0e-05 ∣ avg_100 : 31715.868454 ∣ critic_nllloss : 25845.607227 ∣ critic_ganloss : -225.203807 ∣ generator_nllloss : 5179.577344 ∣ generator_ganloss : 900.081738 ∣  [  std_z : 0.99  real_sub_fake : 1008.23 ]
[  epoch 0020/0040] 1600/4800, lr:5.0e-05 ∣ avg_100 : 31713.442175 ∣ critic_nllloss : 25853.937695 ∣ critic_ganloss : -242.497809 ∣ generator_nllloss : 5209.927539 ∣ generator_ganloss : 895.593750 ∣  [  std_z : 1.00  real_sub_fake : 923.53 ]
[  epoch 0020/0040] 1610/4800, lr:5.0e-05 ∣ avg_100 : 31710.390742 ∣ critic_nllloss : 25753.527734 ∣ critic_ganloss : -311.611383 ∣ generator_nllloss : 5193.772266 ∣ generator_ganloss : 875.366016 ∣  [  std_z : 1.00  real_sub_fake : 1023.43 ]
[  epoch 0020/0040] 1620/4800, lr:5.0e-05 ∣ avg_100 : 31709.160296 ∣ critic_nllloss : 25940.656641 ∣ critic_ganloss : -390.011627 ∣ generator_nllloss : 5160.575000 ∣ generator_ganloss : 873.811279 ∣  [  std_z : 0.99  real_sub_fake : 1276.88 ]
[  epoch 0020/0040] 1630/4800, lr:5.0e-05 ∣ avg_100 : 31710.570930 ∣ critic_nllloss : 25920.082031 ∣ critic_ganloss : -257.033444 ∣ generator_nllloss : 5325.675000 ∣ generator_ganloss : 889.276904 ∣  [  std_z : 0.99  real_sub_fake : 1326.39 ]
[  epoch 0020/0040] 1640/4800, lr:5.0e-05 ∣ avg_100 : 31713.781649 ∣ critic_nllloss : 25874.581250 ∣ critic_ganloss : -99.288006 ∣ generator_nllloss : 5196.442773 ∣ generator_ganloss : 941.981787 ∣   [  std_z : 0.99  real_sub_fake : 712.32 ]
[  epoch 0020/0040] 1650/4800, lr:5.0e-05 ∣ avg_100 : 31717.559893 ∣ critic_nllloss : 26230.158008 ∣ critic_ganloss : -56.671371 ∣ generator_nllloss : 5219.709375 ∣ generator_ganloss : 934.027295 ∣   [  std_z : 0.99  real_sub_fake : 158.02 ]
[  epoch 0020/0040] 1660/4800, lr:5.0e-05 ∣ avg_100 : 31720.036286 ∣ critic_nllloss : 25807.086133 ∣ critic_ganloss : -66.949214 ∣ generator_nllloss : 5065.406836 ∣ generator_ganloss : 899.090918 ∣   [  std_z : 1.00  real_sub_fake : 162.02 ]
[  epoch 0020/0040] 1670/4800, lr:5.0e-05 ∣ avg_100 : 31719.489268 ∣ critic_nllloss : 25830.865625 ∣ critic_ganloss : -74.949358 ∣ generator_nllloss : 5231.477344 ∣ generator_ganloss : 869.738477 ∣   [  std_z : 1.01  real_sub_fake : 218.90 ]
[  epoch 0020/0040] 1680/4800, lr:5.0e-05 ∣ avg_100 : 31719.376511 ∣ critic_nllloss : 25804.377539 ∣ critic_ganloss : -106.548422 ∣ generator_nllloss : 5209.167969 ∣ generator_ganloss : 851.022461 ∣  [  std_z : 0.99  real_sub_fake : 271.43 ]
[  epoch 0020/0040] 1690/4800, lr:5.0e-05 ∣ avg_100 : 31714.348670 ∣ critic_nllloss : 25752.283398 ∣ critic_ganloss : -107.451418 ∣ generator_nllloss : 5198.000781 ∣ generator_ganloss : 840.522021 ∣  [  std_z : 0.99  real_sub_fake : 345.44 ]
[  epoch 0020/0040] 1700/4800, lr:5.0e-05 ∣ avg_100 : 31709.156639 ∣ critic_nllloss : 25491.419922 ∣ critic_ganloss : -117.703125 ∣ generator_nllloss : 5147.355859 ∣ generator_ganloss : 872.936426 ∣  [  std_z : 1.00  real_sub_fake : 371.45 ]
[  epoch 0020/0040] 1710/4800, lr:5.0e-05 ∣ avg_100 : 31710.559420 ∣ critic_nllloss : 25670.228516 ∣ critic_ganloss : -139.692327 ∣ generator_nllloss : 5137.990039 ∣ generator_ganloss : 882.222559 ∣  [  std_z : 1.01  real_sub_fake : 434.97 ]
[  epoch 0020/0040] 1720/4800, lr:5.0e-05 ∣ avg_100 : 31712.076364 ∣ critic_nllloss : 26035.752539 ∣ critic_ganloss : -190.836243 ∣ generator_nllloss : 5177.841211 ∣ generator_ganloss : 874.036426 ∣  [  std_z : 1.00  real_sub_fake : 610.87 ]
[  epoch 0020/0040] 1730/4800, lr:5.0e-05 ∣ avg_100 : 31716.675002 ∣ critic_nllloss : 26044.418750 ∣ critic_ganloss : -176.248087 ∣ generator_nllloss : 5176.638867 ∣ generator_ganloss : 899.703906 ∣  [  std_z : 0.99  real_sub_fake : 687.91 ]
[  epoch 0020/0040] 1740/4800, lr:5.0e-05 ∣ avg_100 : 31716.757966 ∣ critic_nllloss : 25719.779687 ∣ critic_ganloss : -181.014534 ∣ generator_nllloss : 5210.742773 ∣ generator_ganloss : 924.152148 ∣  [  std_z : 0.98  real_sub_fake : 682.21 ]
[  epoch 0020/0040] 1750/4800, lr:5.0e-05 ∣ avg_100 : 31719.054846 ∣ critic_nllloss : 25785.925195 ∣ critic_ganloss : -203.965486 ∣ generator_nllloss : 5130.358008 ∣ generator_ganloss : 879.436377 ∣  [  std_z : 0.99  real_sub_fake : 739.31 ]
[  epoch 0020/0040] 1760/4800, lr:5.0e-05 ∣ avg_100 : 31720.120289 ∣ critic_nllloss : 25755.969336 ∣ critic_ganloss : -211.516776 ∣ generator_nllloss : 5230.972070 ∣ generator_ganloss : 912.856104 ∣  [  std_z : 1.00  real_sub_fake : 790.91 ]
[  epoch 0020/0040] 1770/4800, lr:5.0e-05 ∣ avg_100 : 31722.938256 ∣ critic_nllloss : 25992.388281 ∣ critic_ganloss : -187.965921 ∣ generator_nllloss : 5155.874219 ∣ generator_ganloss : 924.309180 ∣  [  std_z : 0.99  real_sub_fake : 774.65 ]
[  epoch 0020/0040] 1780/4800, lr:5.0e-05 ∣ avg_100 : 31724.908493 ∣ critic_nllloss : 25917.195312 ∣ critic_ganloss : -193.103799 ∣ generator_nllloss : 5181.949023 ∣ generator_ganloss : 954.848682 ∣  [  std_z : 0.99  real_sub_fake : 741.16 ]
[  epoch 0020/0040] 1790/4800, lr:5.0e-05 ∣ avg_100 : 31724.148127 ∣ critic_nllloss : 25669.657813 ∣ critic_ganloss : -264.387802 ∣ generator_nllloss : 5165.370313 ∣ generator_ganloss : 934.691162 ∣  [  std_z : 0.99  real_sub_fake : 867.27 ]
[  epoch 0020/0040] 1800/4800, lr:5.0e-05 ∣ avg_100 : 31725.886173 ∣ critic_nllloss : 25873.498828 ∣ critic_ganloss : -197.225348 ∣ generator_nllloss : 5208.472852 ∣ generator_ganloss : 953.396533 ∣  [  std_z : 1.00  real_sub_fake : 793.54 ]
[  epoch 0020/0040] 1810/4800, lr:5.0e-05 ∣ avg_100 : 31729.327906 ∣ critic_nllloss : 26164.715820 ∣ critic_ganloss : -271.877531 ∣ generator_nllloss : 5174.320898 ∣ generator_ganloss : 894.498633 ∣  [  std_z : 1.00  real_sub_fake : 986.50 ]
[  epoch 0020/0040] 1820/4800, lr:5.0e-05 ∣ avg_100 : 31732.678378 ∣ critic_nllloss : 25977.048438 ∣ critic_ganloss : -180.220860 ∣ generator_nllloss : 5015.438477 ∣ generator_ganloss : 949.979883 ∣  [  std_z : 0.99  real_sub_fake : 773.56 ]
[  epoch 0020/0040] 1830/4800, lr:5.0e-05 ∣ avg_100 : 31735.871727 ∣ critic_nllloss : 26012.137891 ∣ critic_ganloss : -206.827347 ∣ generator_nllloss : 5248.843750 ∣ generator_ganloss : 955.358740 ∣  [  std_z : 0.99  real_sub_fake : 766.64 ]
[  epoch 0020/0040] 1840/4800, lr:5.0e-05 ∣ avg_100 : 31735.914276 ∣ critic_nllloss : 25833.193164 ∣ critic_ganloss : -203.933572 ∣ generator_nllloss : 5178.611914 ∣ generator_ganloss : 953.473145 ∣  [  std_z : 0.99  real_sub_fake : 805.36 ]
[  epoch 0020/0040] 1850/4800, lr:5.0e-05 ∣ avg_100 : 31731.399184 ∣ critic_nllloss : 25766.226562 ∣ critic_ganloss : -255.759003 ∣ generator_nllloss : 5198.649414 ∣ generator_ganloss : 948.577783 ∣  [  std_z : 0.99  real_sub_fake : 854.87 ]
[  epoch 0020/0040] 1860/4800, lr:5.0e-05 ∣ avg_100 : 31731.707995 ∣ critic_nllloss : 25905.688672 ∣ critic_ganloss : -268.364511 ∣ generator_nllloss : 5213.814062 ∣ generator_ganloss : 954.149414 ∣  [  std_z : 0.99  real_sub_fake : 935.06 ]
[  epoch 0020/0040] 1870/4800, lr:5.0e-05 ∣ avg_100 : 31737.234677 ∣ critic_nllloss : 26185.800586 ∣ critic_ganloss : -250.380991 ∣ generator_nllloss : 5328.187109 ∣ generator_ganloss : 948.966992 ∣  [  std_z : 1.00  real_sub_fake : 1064.84 ]
[  epoch 0020/0040] 1880/4800, lr:5.0e-05 ∣ avg_100 : 31738.701520 ∣ critic_nllloss : 25975.398047 ∣ critic_ganloss : -191.620122 ∣ generator_nllloss : 5230.006250 ∣ generator_ganloss : 930.869482 ∣  [  std_z : 1.01  real_sub_fake : 879.05 ]
[  epoch 0020/0040] 1890/4800, lr:5.0e-05 ∣ avg_100 : 31736.192490 ∣ critic_nllloss : 25813.939453 ∣ critic_ganloss : -296.935646 ∣ generator_nllloss : 5032.786719 ∣ generator_ganloss : 919.304883 ∣  [  std_z : 1.00  real_sub_fake : 847.71 ]
[  epoch 0020/0040] 1900/4800, lr:5.0e-05 ∣ avg_100 : 31735.005089 ∣ critic_nllloss : 25798.901367 ∣ critic_ganloss : -245.406161 ∣ generator_nllloss : 5078.022070 ∣ generator_ganloss : 896.187939 ∣  [  std_z : 0.98  real_sub_fake : 975.47 ]
[  epoch 0020/0040] 1910/4800, lr:5.0e-05 ∣ avg_100 : 31738.608315 ∣ critic_nllloss : 26125.273438 ∣ critic_ganloss : -275.470081 ∣ generator_nllloss : 5267.926172 ∣ generator_ganloss : 894.860645 ∣  [  std_z : 0.99  real_sub_fake : 1114.62 ]
[  epoch 0020/0040] 1920/4800, lr:5.0e-05 ∣ avg_100 : 31741.828203 ∣ critic_nllloss : 25833.226367 ∣ critic_ganloss : -148.392601 ∣ generator_nllloss : 5227.110937 ∣ generator_ganloss : 889.078027 ∣  [  std_z : 1.01  real_sub_fake : 778.82 ]
[  epoch 0020/0040] 1930/4800, lr:5.0e-05 ∣ avg_100 : 31745.262309 ∣ critic_nllloss : 25952.132031 ∣ critic_ganloss : -151.465338 ∣ generator_nllloss : 5247.185742 ∣ generator_ganloss : 882.220947 ∣  [  std_z : 1.00  real_sub_fake : 664.90 ]
[  epoch 0020/0040] 1940/4800, lr:5.0e-05 ∣ avg_100 : 31748.206118 ∣ critic_nllloss : 26044.234180 ∣ critic_ganloss : -191.999313 ∣ generator_nllloss : 5214.449414 ∣ generator_ganloss : 894.310254 ∣  [  std_z : 0.98  real_sub_fake : 586.82 ]
[  epoch 0020/0040] 1950/4800, lr:5.0e-05 ∣ avg_100 : 31747.832110 ∣ critic_nllloss : 25814.830664 ∣ critic_ganloss : -205.278437 ∣ generator_nllloss : 5167.547656 ∣ generator_ganloss : 877.148340 ∣  [  std_z : 0.98  real_sub_fake : 647.42 ]
[  epoch 0020/0040] 1960/4800, lr:5.0e-05 ∣ avg_100 : 31747.502744 ∣ critic_nllloss : 25969.323633 ∣ critic_ganloss : -255.112349 ∣ generator_nllloss : 5214.344922 ∣ generator_ganloss : 882.246875 ∣  [  std_z : 1.00  real_sub_fake : 895.73 ]
[  epoch 0020/0040] 1970/4800, lr:5.0e-05 ∣ avg_100 : 31749.022205 ∣ critic_nllloss : 25770.600391 ∣ critic_ganloss : -246.932433 ∣ generator_nllloss : 5236.289453 ∣ generator_ganloss : 939.957715 ∣  [  std_z : 1.01  real_sub_fake : 984.61 ]
[  epoch 0020/0040] 1980/4800, lr:5.0e-05 ∣ avg_100 : 31745.542016 ∣ critic_nllloss : 25829.692383 ∣ critic_ganloss : -318.446014 ∣ generator_nllloss : 5144.373828 ∣ generator_ganloss : 939.318701 ∣  [  std_z : 1.00  real_sub_fake : 1062.59 ]
[  epoch 0020/0040] 1990/4800, lr:5.0e-05 ∣ avg_100 : 31739.900485 ∣ critic_nllloss : 25644.550586 ∣ critic_ganloss : -327.565210 ∣ generator_nllloss : 5047.534570 ∣ generator_ganloss : 957.435986 ∣  [  std_z : 0.99  real_sub_fake : 1182.77 ]
[  epoch 0020/0040] 2000/4800, lr:5.0e-05 ∣ avg_100 : 31742.369508 ∣ critic_nllloss : 25998.431250 ∣ critic_ganloss : -219.617068 ∣ generator_nllloss : 5149.099023 ∣ generator_ganloss : 955.515332 ∣  [  std_z : 1.00  real_sub_fake : 1270.07 ]
[  epoch 0020/0040] 2010/4800, lr:5.0e-05 ∣ avg_100 : 31746.026621 ∣ critic_nllloss : 25973.042773 ∣ critic_ganloss : -186.832752 ∣ generator_nllloss : 5101.041406 ∣ generator_ganloss : 983.679688 ∣  [  std_z : 1.00  real_sub_fake : 612.48 ]
[  epoch 0020/0040] 2020/4800, lr:5.0e-05 ∣ avg_100 : 31741.994085 ∣ critic_nllloss : 25688.563867 ∣ critic_ganloss : -261.695105 ∣ generator_nllloss : 5050.230078 ∣ generator_ganloss : 902.094971 ∣  [  std_z : 0.99  real_sub_fake : 811.05 ]
[  epoch 0020/0040] 2030/4800, lr:5.0e-05 ∣ avg_100 : 31743.962672 ∣ critic_nllloss : 25944.449219 ∣ critic_ganloss : -316.483429 ∣ generator_nllloss : 5343.195703 ∣ generator_ganloss : 899.439551 ∣  [  std_z : 1.00  real_sub_fake : 1115.61 ]
[  epoch 0020/0040] 2040/4800, lr:5.0e-05 ∣ avg_100 : 31742.491998 ∣ critic_nllloss : 25804.787500 ∣ critic_ganloss : -288.121796 ∣ generator_nllloss : 5162.462891 ∣ generator_ganloss : 936.937891 ∣  [  std_z : 1.00  real_sub_fake : 1049.66 ]
[  epoch 0020/0040] 2050/4800, lr:5.0e-05 ∣ avg_100 : 31744.911518 ∣ critic_nllloss : 26038.330469 ∣ critic_ganloss : -259.125000 ∣ generator_nllloss : 5300.563477 ∣ generator_ganloss : 923.373877 ∣  [  std_z : 0.99  real_sub_fake : 1095.95 ]
[  epoch 0020/0040] 2060/4800, lr:5.0e-05 ∣ avg_100 : 31746.123251 ∣ critic_nllloss : 25917.862891 ∣ critic_ganloss : -211.608319 ∣ generator_nllloss : 5141.225977 ∣ generator_ganloss : 978.457324 ∣  [  std_z : 0.98  real_sub_fake : 846.05 ]
[  epoch 0020/0040] 2070/4800, lr:5.0e-05 ∣ avg_100 : 31744.095258 ∣ critic_nllloss : 25691.588281 ∣ critic_ganloss : -187.247124 ∣ generator_nllloss : 5149.042969 ∣ generator_ganloss : 964.324316 ∣  [  std_z : 0.99  real_sub_fake : 752.34 ]
[  epoch 0020/0040] 2080/4800, lr:5.0e-05 ∣ avg_100 : 31744.118821 ∣ critic_nllloss : 25957.476953 ∣ critic_ganloss : -287.590965 ∣ generator_nllloss : 5281.574219 ∣ generator_ganloss : 927.812500 ∣  [  std_z : 1.01  real_sub_fake : 952.57 ]
[  epoch 0020/0040] 2090/4800, lr:5.0e-05 ∣ avg_100 : 31741.580500 ∣ critic_nllloss : 25871.798047 ∣ critic_ganloss : -322.121069 ∣ generator_nllloss : 5130.146484 ∣ generator_ganloss : 941.950635 ∣  [  std_z : 1.00  real_sub_fake : 1193.12 ]
[  epoch 0020/0040] 2100/4800, lr:5.0e-05 ∣ avg_100 : 31742.006070 ∣ critic_nllloss : 26017.546680 ∣ critic_ganloss : -271.709412 ∣ generator_nllloss : 5255.529688 ∣ generator_ganloss : 967.021240 ∣  [  std_z : 0.98  real_sub_fake : 1135.59 ]
[  epoch 0020/0040] 2110/4800, lr:5.0e-05 ∣ avg_100 : 31741.629858 ∣ critic_nllloss : 25944.737305 ∣ critic_ganloss : -253.612674 ∣ generator_nllloss : 5259.938086 ∣ generator_ganloss : 971.742773 ∣  [  std_z : 0.98  real_sub_fake : 982.13 ]
[  epoch 0020/0040] 2120/4800, lr:5.0e-05 ∣ avg_100 : 31741.328811 ∣ critic_nllloss : 25933.160742 ∣ critic_ganloss : -243.189073 ∣ generator_nllloss : 5229.722656 ∣ generator_ganloss : 1002.977393 ∣     [  std_z : 1.00  real_sub_fake : 882.25 ]
[  epoch 0020/0040] 2130/4800, lr:5.0e-05 ∣ avg_100 : 31743.429922 ∣ critic_nllloss : 25957.614453 ∣ critic_ganloss : -261.875929 ∣ generator_nllloss : 5218.886133 ∣ generator_ganloss : 999.557959 ∣  [  std_z : 1.00  real_sub_fake : 867.57 ]
[  epoch 0020/0040] 2140/4800, lr:5.0e-05 ∣ avg_100 : 31747.505409 ∣ critic_nllloss : 25951.501758 ∣ critic_ganloss : -222.466779 ∣ generator_nllloss : 5244.553125 ∣ generator_ganloss : 989.735010 ∣  [  std_z : 0.99  real_sub_fake : 978.32 ]
[  epoch 0020/0040] 2150/4800, lr:5.0e-05 ∣ avg_100 : 31744.566168 ∣ critic_nllloss : 25827.874219 ∣ critic_ganloss : -284.834227 ∣ generator_nllloss : 5175.425586 ∣ generator_ganloss : 958.568359 ∣  [  std_z : 0.99  real_sub_fake : 893.64 ]
[  epoch 0020/0040] 2160/4800, lr:5.0e-05 ∣ avg_100 : 31744.960575 ∣ critic_nllloss : 25820.243555 ∣ critic_ganloss : -266.898218 ∣ generator_nllloss : 5145.860937 ∣ generator_ganloss : 962.320996 ∣  [  std_z : 0.99  real_sub_fake : 1034.61 ]
[  epoch 0020/0040] 2170/4800, lr:5.0e-05 ∣ avg_100 : 31746.105586 ∣ critic_nllloss : 25987.769531 ∣ critic_ganloss : -268.151196 ∣ generator_nllloss : 5360.119336 ∣ generator_ganloss : 962.367773 ∣  [  std_z : 1.00  real_sub_fake : 1040.37 ]
[  epoch 0020/0040] 2180/4800, lr:5.0e-05 ∣ avg_100 : 31748.548772 ∣ critic_nllloss : 25940.134570 ∣ critic_ganloss : -292.457486 ∣ generator_nllloss : 5284.185938 ∣ generator_ganloss : 921.354932 ∣  [  std_z : 1.00  real_sub_fake : 1096.45 ]
[  epoch 0020/0040] 2190/4800, lr:5.0e-05 ∣ avg_100 : 31745.888854 ∣ critic_nllloss : 25965.925000 ∣ critic_ganloss : -306.235214 ∣ generator_nllloss : 5159.474609 ∣ generator_ganloss : 930.043359 ∣  [  std_z : 1.00  real_sub_fake : 989.90 ]
[  epoch 0020/0040] 2200/4800, lr:5.0e-05 ∣ avg_100 : 31745.975764 ∣ critic_nllloss : 25983.772656 ∣ critic_ganloss : -278.364548 ∣ generator_nllloss : 5133.996289 ∣ generator_ganloss : 948.497119 ∣  [  std_z : 0.99  real_sub_fake : 1122.22 ]
[  epoch 0020/0040] 2210/4800, lr:5.0e-05 ∣ avg_100 : 31750.023666 ∣ critic_nllloss : 26137.680664 ∣ critic_ganloss : -298.213391 ∣ generator_nllloss : 5230.040625 ∣ generator_ganloss : 971.280957 ∣  [  std_z : 0.98  real_sub_fake : 1157.68 ]
[  epoch 0020/0040] 2220/4800, lr:5.0e-05 ∣ avg_100 : 31750.366070 ∣ critic_nllloss : 25926.083594 ∣ critic_ganloss : -308.204343 ∣ generator_nllloss : 5188.154688 ∣ generator_ganloss : 1002.258301 ∣     [  std_z : 0.98  real_sub_fake : 1109.83 ]
[  epoch 0020/0040] 2230/4800, lr:5.0e-05 ∣ avg_100 : 31748.990763 ∣ critic_nllloss : 25796.903125 ∣ critic_ganloss : -318.828387 ∣ generator_nllloss : 5190.533203 ∣ generator_ganloss : 975.310840 ∣  [  std_z : 0.99  real_sub_fake : 1159.73 ]
[  epoch 0020/0040] 2240/4800, lr:5.0e-05 ∣ avg_100 : 31750.725774 ∣ critic_nllloss : 25816.451953 ∣ critic_ganloss : -202.970573 ∣ generator_nllloss : 5165.411328 ∣ generator_ganloss : 1040.332178 ∣     [  std_z : 1.01  real_sub_fake : 1053.02 ]
[  epoch 0020/0040] 2250/4800, lr:5.0e-05 ∣ avg_100 : 31753.298508 ∣ critic_nllloss : 25981.979492 ∣ critic_ganloss : -214.617679 ∣ generator_nllloss : 5113.229688 ∣ generator_ganloss : 942.355811 ∣  [  std_z : 1.00  real_sub_fake : 996.99 ]
[  epoch 0020/0040] 2260/4800, lr:5.0e-05 ∣ avg_100 : 31756.018013 ∣ critic_nllloss : 26100.362500 ∣ critic_ganloss : -206.109076 ∣ generator_nllloss : 5227.655859 ∣ generator_ganloss : 949.517871 ∣  [  std_z : 0.99  real_sub_fake : 805.80 ]
[  epoch 0020/0040] 2270/4800, lr:5.0e-05 ∣ avg_100 : 31758.965405 ∣ critic_nllloss : 25925.131250 ∣ critic_ganloss : -214.193108 ∣ generator_nllloss : 5128.297070 ∣ generator_ganloss : 966.428418 ∣  [  std_z : 0.98  real_sub_fake : 720.01 ]
[  epoch 0020/0040] 2280/4800, lr:5.0e-05 ∣ avg_100 : 31760.258366 ∣ critic_nllloss : 25892.800000 ∣ critic_ganloss : -249.139490 ∣ generator_nllloss : 5141.323242 ∣ generator_ganloss : 953.818115 ∣  [  std_z : 0.99  real_sub_fake : 882.59 ]
[  epoch 0020/0040] 2290/4800, lr:5.0e-05 ∣ avg_100 : 31766.213110 ∣ critic_nllloss : 26221.484961 ∣ critic_ganloss : -311.424644 ∣ generator_nllloss : 5209.957812 ∣ generator_ganloss : 962.717236 ∣  [  std_z : 1.00  real_sub_fake : 979.61 ]
[  epoch 0020/0040] 2300/4800, lr:5.0e-05 ∣ avg_100 : 31764.723415 ∣ critic_nllloss : 25832.699414 ∣ critic_ganloss : -262.021446 ∣ generator_nllloss : 5217.843359 ∣ generator_ganloss : 953.118945 ∣  [  std_z : 0.99  real_sub_fake : 1099.11 ]
[  epoch 0020/0040] 2310/4800, lr:5.0e-05 ∣ avg_100 : 31766.398321 ∣ critic_nllloss : 25810.974219 ∣ critic_ganloss : -224.794257 ∣ generator_nllloss : 5190.027148 ∣ generator_ganloss : 970.689648 ∣  [  std_z : 0.99  real_sub_fake : 1048.29 ]
[  epoch 0020/0040] 2320/4800, lr:5.0e-05 ∣ avg_100 : 31763.615164 ∣ critic_nllloss : 25623.221289 ∣ critic_ganloss : -266.915642 ∣ generator_nllloss : 5149.973633 ∣ generator_ganloss : 986.475928 ∣  [  std_z : 1.00  real_sub_fake : 896.40 ]
[  epoch 0020/0040] 2330/4800, lr:5.0e-05 ∣ avg_100 : 31764.475149 ∣ critic_nllloss : 25944.926367 ∣ critic_ganloss : -234.207315 ∣ generator_nllloss : 5210.454687 ∣ generator_ganloss : 941.702246 ∣  [  std_z : 1.00  real_sub_fake : 1027.66 ]
[  epoch 0020/0040] 2340/4800, lr:5.0e-05 ∣ avg_100 : 31763.515726 ∣ critic_nllloss : 25810.768750 ∣ critic_ganloss : -258.009975 ∣ generator_nllloss : 5136.658203 ∣ generator_ganloss : 980.780420 ∣  [  std_z : 0.99  real_sub_fake : 907.03 ]
[  epoch 0020/0040] 2350/4800, lr:5.0e-05 ∣ avg_100 : 31766.821926 ∣ critic_nllloss : 25957.291016 ∣ critic_ganloss : -274.856628 ∣ generator_nllloss : 5170.035742 ∣ generator_ganloss : 964.163477 ∣  [  std_z : 0.99  real_sub_fake : 1022.90 ]
[  epoch 0020/0040] 2360/4800, lr:5.0e-05 ∣ avg_100 : 31765.511889 ∣ critic_nllloss : 25804.595117 ∣ critic_ganloss : -319.622046 ∣ generator_nllloss : 5105.877930 ∣ generator_ganloss : 945.060059 ∣  [  std_z : 0.99  real_sub_fake : 1125.39 ]
[  epoch 0020/0040] 2370/4800, lr:5.0e-05 ∣ avg_100 : 31768.789986 ∣ critic_nllloss : 25987.951172 ∣ critic_ganloss : -227.284506 ∣ generator_nllloss : 5181.605078 ∣ generator_ganloss : 975.930371 ∣  [  std_z : 1.00  real_sub_fake : 1010.29 ]
[  epoch 0020/0040] 2380/4800, lr:5.0e-05 ∣ avg_100 : 31768.466612 ∣ critic_nllloss : 25809.562891 ∣ critic_ganloss : -248.106589 ∣ generator_nllloss : 5145.811523 ∣ generator_ganloss : 960.388916 ∣  [  std_z : 1.00  real_sub_fake : 800.24 ]
[  epoch 0020/0040] 2390/4800, lr:5.0e-05 ∣ avg_100 : 31772.086630 ∣ critic_nllloss : 26085.887500 ∣ critic_ganloss : -239.457518 ∣ generator_nllloss : 5232.530469 ∣ generator_ganloss : 949.348438 ∣  [  std_z : 0.99  real_sub_fake : 926.38 ]
[  epoch 0020/0040] 2400/4800, lr:5.0e-05 ∣ avg_100 : 31772.060500 ∣ critic_nllloss : 25770.756836 ∣ critic_ganloss : -299.303372 ∣ generator_nllloss : 5327.528906 ∣ generator_ganloss : 958.111084 ∣  [  std_z : 0.99  real_sub_fake : 965.02 ]
[  epoch 0020/0040] 2410/4800, lr:5.0e-05 ∣ avg_100 : 31773.426597 ∣ critic_nllloss : 26039.724219 ∣ critic_ganloss : -291.484662 ∣ generator_nllloss : 5140.256641 ∣ generator_ganloss : 970.773682 ∣  [  std_z : 1.00  real_sub_fake : 1156.90 ]
[  epoch 0020/0040] 2420/4800, lr:5.0e-05 ∣ avg_100 : 31775.594786 ∣ critic_nllloss : 25915.321680 ∣ critic_ganloss : -222.108125 ∣ generator_nllloss : 5114.537500 ∣ generator_ganloss : 982.028955 ∣  [  std_z : 1.00  real_sub_fake : 1024.29 ]
[  epoch 0020/0040] 2430/4800, lr:5.0e-05 ∣ avg_100 : 31774.359716 ∣ critic_nllloss : 25884.805273 ∣ critic_ganloss : -232.014331 ∣ generator_nllloss : 5075.885547 ∣ generator_ganloss : 1024.608691 ∣     [  std_z : 0.99  real_sub_fake : 813.80 ]
[  epoch 0020/0040] 2440/4800, lr:5.0e-05 ∣ avg_100 : 31779.307499 ∣ critic_nllloss : 25901.451172 ∣ critic_ganloss : -255.036356 ∣ generator_nllloss : 5061.585938 ∣ generator_ganloss : 972.604395 ∣  [  std_z : 0.99  real_sub_fake : 937.85 ]
[  epoch 0020/0040] 2450/4800, lr:5.0e-05 ∣ avg_100 : 31780.596683 ∣ critic_nllloss : 25948.726953 ∣ critic_ganloss : -275.271307 ∣ generator_nllloss : 5188.264648 ∣ generator_ganloss : 961.889160 ∣  [  std_z : 1.00  real_sub_fake : 1053.69 ]
[  epoch 0020/0040] 2460/4800, lr:5.0e-05 ∣ avg_100 : 31779.402591 ∣ critic_nllloss : 25782.319141 ∣ critic_ganloss : -254.766528 ∣ generator_nllloss : 5125.045703 ∣ generator_ganloss : 974.968555 ∣  [  std_z : 0.99  real_sub_fake : 1118.86 ]
[  epoch 0020/0040] 2470/4800, lr:5.0e-05 ∣ avg_100 : 31774.697690 ∣ critic_nllloss : 25648.124219 ∣ critic_ganloss : -229.536166 ∣ generator_nllloss : 5084.034961 ∣ generator_ganloss : 962.407422 ∣  [  std_z : 1.00  real_sub_fake : 835.98 ]
[  epoch 0020/0040] 2480/4800, lr:5.0e-05 ∣ avg_100 : 31775.212705 ∣ critic_nllloss : 25859.074023 ∣ critic_ganloss : -275.750342 ∣ generator_nllloss : 5232.390039 ∣ generator_ganloss : 972.988232 ∣  [  std_z : 1.00  real_sub_fake : 918.06 ]
[  epoch 0020/0040] 2490/4800, lr:5.0e-05 ∣ avg_100 : 31776.578357 ∣ critic_nllloss : 25797.427148 ∣ critic_ganloss : -211.862370 ∣ generator_nllloss : 5176.420703 ∣ generator_ganloss : 984.979102 ∣  [  std_z : 0.99  real_sub_fake : 996.41 ]
[  epoch 0020/0040] 2500/4800, lr:5.0e-05 ∣ avg_100 : 31775.741657 ∣ critic_nllloss : 26048.572461 ∣ critic_ganloss : -284.695868 ∣ generator_nllloss : 5118.621680 ∣ generator_ganloss : 952.441406 ∣  [  std_z : 0.99  real_sub_fake : 1067.96 ]
[  epoch 0020/0040] 2510/4800, lr:5.0e-05 ∣ avg_100 : 31777.047060 ∣ critic_nllloss : 25866.447656 ∣ critic_ganloss : -238.782416 ∣ generator_nllloss : 5160.665430 ∣ generator_ganloss : 952.705957 ∣  [  std_z : 0.99  real_sub_fake : 903.80 ]
[  epoch 0020/0040] 2520/4800, lr:5.0e-05 ∣ avg_100 : 31773.479353 ∣ critic_nllloss : 25630.192383 ∣ critic_ganloss : -310.411418 ∣ generator_nllloss : 5168.742969 ∣ generator_ganloss : 917.134375 ∣  [  std_z : 0.99  real_sub_fake : 982.12 ]
[  epoch 0020/0040] 2530/4800, lr:5.0e-05 ∣ avg_100 : 31773.599873 ∣ critic_nllloss : 25906.350391 ∣ critic_ganloss : -301.359317 ∣ generator_nllloss : 5236.959766 ∣ generator_ganloss : 913.171240 ∣  [  std_z : 0.99  real_sub_fake : 1209.58 ]
[  epoch 0020/0040] 2540/4800, lr:5.0e-05 ∣ avg_100 : 31775.844753 ∣ critic_nllloss : 25911.868945 ∣ critic_ganloss : -331.766226 ∣ generator_nllloss : 5179.616602 ∣ generator_ganloss : 865.411084 ∣  [  std_z : 1.00  real_sub_fake : 1305.43 ]
[  epoch 0020/0040] 2550/4800, lr:5.0e-05 ∣ avg_100 : 31776.674567 ∣ critic_nllloss : 25991.428125 ∣ critic_ganloss : -291.361609 ∣ generator_nllloss : 5132.819336 ∣ generator_ganloss : 929.621240 ∣  [  std_z : 1.00  real_sub_fake : 941.47 ]
[  epoch 0020/0040] 2560/4800, lr:5.0e-05 ∣ avg_100 : 31771.620455 ∣ critic_nllloss : 25622.912305 ∣ critic_ganloss : -278.169113 ∣ generator_nllloss : 5035.029883 ∣ generator_ganloss : 913.357813 ∣  [  std_z : 0.99  real_sub_fake : 1079.86 ]
[  epoch 0020/0040] 2570/4800, lr:5.0e-05 ∣ avg_100 : 31771.958093 ∣ critic_nllloss : 26127.812891 ∣ critic_ganloss : -280.402475 ∣ generator_nllloss : 5212.168555 ∣ generator_ganloss : 962.215137 ∣  [  std_z : 0.99  real_sub_fake : 1247.65 ]
[  epoch 0020/0040] 2580/4800, lr:5.0e-05 ∣ avg_100 : 31772.309621 ∣ critic_nllloss : 25873.225000 ∣ critic_ganloss : -278.242218 ∣ generator_nllloss : 5208.674805 ∣ generator_ganloss : 988.542676 ∣  [  std_z : 0.99  real_sub_fake : 1001.55 ]
[  epoch 0020/0040] 2590/4800, lr:5.0e-05 ∣ avg_100 : 31776.453971 ∣ critic_nllloss : 26065.076172 ∣ critic_ganloss : -176.732689 ∣ generator_nllloss : 5218.533789 ∣ generator_ganloss : 1007.620166 ∣     [  std_z : 0.99  real_sub_fake : 790.31 ]
[  epoch 0020/0040] 2600/4800, lr:5.0e-05 ∣ avg_100 : 31777.807240 ∣ critic_nllloss : 25882.315039 ∣ critic_ganloss : -196.282004 ∣ generator_nllloss : 5172.562891 ∣ generator_ganloss : 993.692188 ∣  [  std_z : 0.99  real_sub_fake : 644.42 ]
[  epoch 0020/0040] 2610/4800, lr:5.0e-05 ∣ avg_100 : 31783.684681 ∣ critic_nllloss : 26215.382617 ∣ critic_ganloss : -280.052649 ∣ generator_nllloss : 5195.966406 ∣ generator_ganloss : 967.502295 ∣  [  std_z : 1.00  real_sub_fake : 940.12 ]
[  epoch 0020/0040] 2620/4800, lr:5.0e-05 ∣ avg_100 : 31784.674453 ∣ critic_nllloss : 25962.294727 ∣ critic_ganloss : -377.189699 ∣ generator_nllloss : 5108.519922 ∣ generator_ganloss : 990.383594 ∣  [  std_z : 1.00  real_sub_fake : 1196.93 ]
[  epoch 0020/0040] 2630/4800, lr:5.0e-05 ∣ avg_100 : 31785.492513 ∣ critic_nllloss : 25963.867383 ∣ critic_ganloss : -142.966235 ∣ generator_nllloss : 5121.746680 ∣ generator_ganloss : 1017.158643 ∣     [  std_z : 0.99  real_sub_fake : 1171.99 ]
[  epoch 0020/0040] 2640/4800, lr:5.0e-05 ∣ avg_100 : 31784.906658 ∣ critic_nllloss : 25851.566406 ∣ critic_ganloss : -245.397998 ∣ generator_nllloss : 5275.256250 ∣ generator_ganloss : 973.707617 ∣  [  std_z : 0.99  real_sub_fake : 849.57 ]
[  epoch 0020/0040] 2650/4800, lr:5.0e-05 ∣ avg_100 : 31781.648652 ∣ critic_nllloss : 26043.957813 ∣ critic_ganloss : -251.283022 ∣ generator_nllloss : 5229.503516 ∣ generator_ganloss : 979.244482 ∣  [  std_z : 1.00  real_sub_fake : 722.23 ]
[  epoch 0020/0040] 2660/4800, lr:5.0e-05 ∣ avg_100 : 31781.025847 ∣ critic_nllloss : 25764.992578 ∣ critic_ganloss : -262.866190 ∣ generator_nllloss : 5180.679102 ∣ generator_ganloss : 959.548633 ∣  [  std_z : 1.00  real_sub_fake : 913.51 ]
[  epoch 0020/0040] 2670/4800, lr:5.0e-05 ∣ avg_100 : 31773.454410 ∣ critic_nllloss : 25470.359961 ∣ critic_ganloss : -288.735332 ∣ generator_nllloss : 4961.025781 ∣ generator_ganloss : 957.337988 ∣  [  std_z : 0.99  real_sub_fake : 989.29 ]
[  epoch 0020/0040] 2680/4800, lr:5.0e-05 ∣ avg_100 : 31775.837885 ∣ critic_nllloss : 26047.499023 ∣ critic_ganloss : -305.166202 ∣ generator_nllloss : 5290.738672 ∣ generator_ganloss : 963.295605 ∣  [  std_z : 0.99  real_sub_fake : 1229.78 ]
[  epoch 0020/0040] 2690/4800, lr:5.0e-05 ∣ avg_100 : 31776.637413 ∣ critic_nllloss : 25888.112500 ∣ critic_ganloss : -306.946030 ∣ generator_nllloss : 5211.434570 ∣ generator_ganloss : 970.706494 ∣  [  std_z : 1.00  real_sub_fake : 1181.63 ]
[  epoch 0020/0040] 2700/4800, lr:5.0e-05 ∣ avg_100 : 31781.823741 ∣ critic_nllloss : 26041.540234 ∣ critic_ganloss : -258.390324 ∣ generator_nllloss : 5160.424805 ∣ generator_ganloss : 969.067139 ∣  [  std_z : 1.00  real_sub_fake : 1102.88 ]
[  epoch 0020/0040] 2710/4800, lr:5.0e-05 ∣ avg_100 : 31783.250402 ∣ critic_nllloss : 25823.063281 ∣ critic_ganloss : -249.128596 ∣ generator_nllloss : 5176.082031 ∣ generator_ganloss : 943.398242 ∣  [  std_z : 0.99  real_sub_fake : 948.19 ]
[  epoch 0020/0040] 2720/4800, lr:5.0e-05 ∣ avg_100 : 31779.335962 ∣ critic_nllloss : 25673.129297 ∣ critic_ganloss : -253.342784 ∣ generator_nllloss : 5162.752930 ∣ generator_ganloss : 922.810449 ∣  [  std_z : 0.99  real_sub_fake : 918.29 ]
[  epoch 0020/0040] 2730/4800, lr:5.0e-05 ∣ avg_100 : 31776.754649 ∣ critic_nllloss : 25909.767773 ∣ critic_ganloss : -286.938654 ∣ generator_nllloss : 5129.685156 ∣ generator_ganloss : 933.867822 ∣  [  std_z : 0.99  real_sub_fake : 996.43 ]
[  epoch 0020/0040] 2740/4800, lr:5.0e-05 ∣ avg_100 : 31778.289763 ∣ critic_nllloss : 25879.214258 ∣ critic_ganloss : -259.812041 ∣ generator_nllloss : 5256.844531 ∣ generator_ganloss : 950.924756 ∣  [  std_z : 1.00  real_sub_fake : 961.69 ]
[  epoch 0020/0040] 2750/4800, lr:5.0e-05 ∣ avg_100 : 31779.386464 ∣ critic_nllloss : 25851.846094 ∣ critic_ganloss : -338.827826 ∣ generator_nllloss : 5244.828516 ∣ generator_ganloss : 943.577441 ∣  [  std_z : 1.00  real_sub_fake : 1136.58 ]
[  epoch 0020/0040] 2760/4800, lr:5.0e-05 ∣ avg_100 : 31782.640998 ∣ critic_nllloss : 25886.993750 ∣ critic_ganloss : -171.074197 ∣ generator_nllloss : 5273.759375 ∣ generator_ganloss : 1024.055176 ∣     [  std_z : 0.99  real_sub_fake : 1064.46 ]
[  epoch 0020/0040] 2770/4800, lr:5.0e-05 ∣ avg_100 : 31784.318458 ∣ critic_nllloss : 26014.135156 ∣ critic_ganloss : -187.680305 ∣ generator_nllloss : 5182.901758 ∣ generator_ganloss : 1042.995166 ∣     [  std_z : 0.99  real_sub_fake : 756.65 ]
[  epoch 0020/0040] 2780/4800, lr:5.0e-05 ∣ avg_100 : 31783.416941 ∣ critic_nllloss : 25780.371875 ∣ critic_ganloss : -262.153725 ∣ generator_nllloss : 5238.530469 ∣ generator_ganloss : 1013.988916 ∣     [  std_z : 1.00  real_sub_fake : 738.09 ]
[  epoch 0020/0040] 2790/4800, lr:5.0e-05 ∣ avg_100 : 31785.193383 ∣ critic_nllloss : 25875.395703 ∣ critic_ganloss : -278.189305 ∣ generator_nllloss : 5130.508008 ∣ generator_ganloss : 955.261230 ∣  [  std_z : 1.00  real_sub_fake : 1049.93 ]
[  epoch 0020/0040] 2800/4800, lr:5.0e-05 ∣ avg_100 : 31786.348169 ∣ critic_nllloss : 25994.032617 ∣ critic_ganloss : -233.763361 ∣ generator_nllloss : 5230.928711 ∣ generator_ganloss : 962.423535 ∣  [  std_z : 1.00  real_sub_fake : 1049.51 ]
[  epoch 0020/0040] 2810/4800, lr:5.0e-05 ∣ avg_100 : 31784.380656 ∣ critic_nllloss : 25882.385352 ∣ critic_ganloss : -287.691327 ∣ generator_nllloss : 5190.686133 ∣ generator_ganloss : 979.526367 ∣  [  std_z : 1.00  real_sub_fake : 983.90 ]
[  epoch 0020/0040] 2820/4800, lr:5.0e-05 ∣ avg_100 : 31784.763637 ∣ critic_nllloss : 25900.144727 ∣ critic_ganloss : -206.495166 ∣ generator_nllloss : 5179.434375 ∣ generator_ganloss : 927.460059 ∣  [  std_z : 1.00  real_sub_fake : 1048.65 ]
[  epoch 0020/0040] 2830/4800, lr:5.0e-05 ∣ avg_100 : 31783.630686 ∣ critic_nllloss : 25970.029687 ∣ critic_ganloss : -297.133003 ∣ generator_nllloss : 5289.556250 ∣ generator_ganloss : 933.764990 ∣  [  std_z : 1.00  real_sub_fake : 912.08 ]
[  epoch 0020/0040] 2840/4800, lr:5.0e-05 ∣ avg_100 : 31780.847170 ∣ critic_nllloss : 25747.536133 ∣ critic_ganloss : -382.260001 ∣ generator_nllloss : 5242.068359 ∣ generator_ganloss : 875.648633 ∣  [  std_z : 0.99  real_sub_fake : 1197.58 ]
[  epoch 0020/0040] 2850/4800, lr:5.0e-05 ∣ avg_100 : 31784.284270 ∣ critic_nllloss : 26189.427734 ∣ critic_ganloss : -334.679492 ∣ generator_nllloss : 5273.602344 ∣ generator_ganloss : 873.054102 ∣  [  std_z : 0.99  real_sub_fake : 1523.02 ]
[  epoch 0020/0040] 2860/4800, lr:5.0e-05 ∣ avg_100 : 31787.611454 ∣ critic_nllloss : 26060.181641 ∣ critic_ganloss : -189.470901 ∣ generator_nllloss : 5281.789844 ∣ generator_ganloss : 985.505469 ∣  [  std_z : 1.00  real_sub_fake : 926.86 ]
[  epoch 0020/0040] 2870/4800, lr:5.0e-05 ∣ avg_100 : 31780.673169 ∣ critic_nllloss : 25691.002344 ∣ critic_ganloss : -250.366997 ∣ generator_nllloss : 5173.443945 ∣ generator_ganloss : 904.665918 ∣  [  std_z : 0.99  real_sub_fake : 874.24 ]
[  epoch 0020/0040] 2880/4800, lr:5.0e-05 ∣ avg_100 : 31775.581516 ∣ critic_nllloss : 25676.692773 ∣ critic_ganloss : -271.871443 ∣ generator_nllloss : 5089.305859 ∣ generator_ganloss : 941.361133 ∣  [  std_z : 0.98  real_sub_fake : 794.81 ]
[  epoch 0020/0040] 2890/4800, lr:5.0e-05 ∣ avg_100 : 31779.035069 ∣ critic_nllloss : 25783.309570 ∣ critic_ganloss : -151.103632 ∣ generator_nllloss : 5234.443945 ∣ generator_ganloss : 947.800879 ∣  [  std_z : 1.00  real_sub_fake : 793.58 ]
[  epoch 0020/0040] 2900/4800, lr:5.0e-05 ∣ avg_100 : 31782.238059 ∣ critic_nllloss : 25917.195703 ∣ critic_ganloss : -260.971376 ∣ generator_nllloss : 5254.170703 ∣ generator_ganloss : 937.609131 ∣  [  std_z : 1.00  real_sub_fake : 899.28 ]
[  epoch 0020/0040] 2910/4800, lr:5.0e-05 ∣ avg_100 : 31778.712232 ∣ critic_nllloss : 25737.850781 ∣ critic_ganloss : -244.394418 ∣ generator_nllloss : 5206.633008 ∣ generator_ganloss : 959.918164 ∣  [  std_z : 0.99  real_sub_fake : 933.36 ]
[  epoch 0020/0040] 2920/4800, lr:5.0e-05 ∣ avg_100 : 31776.565264 ∣ critic_nllloss : 25720.665820 ∣ critic_ganloss : -225.107753 ∣ generator_nllloss : 5117.416016 ∣ generator_ganloss : 973.351855 ∣  [  std_z : 0.98  real_sub_fake : 897.53 ]
[  epoch 0020/0040] 2930/4800, lr:5.0e-05 ∣ avg_100 : 31772.787145 ∣ critic_nllloss : 25739.915430 ∣ critic_ganloss : -313.089197 ∣ generator_nllloss : 5180.630273 ∣ generator_ganloss : 944.804932 ∣  [  std_z : 0.99  real_sub_fake : 1029.67 ]
[  epoch 0020/0040] 2940/4800, lr:5.0e-05 ∣ avg_100 : 31772.665031 ∣ critic_nllloss : 25989.059375 ∣ critic_ganloss : -276.663068 ∣ generator_nllloss : 5302.014063 ∣ generator_ganloss : 934.372754 ∣  [  std_z : 1.01  real_sub_fake : 1230.84 ]
[  epoch 0020/0040] 2950/4800, lr:5.0e-05 ∣ avg_100 : 31770.065408 ∣ critic_nllloss : 25600.003125 ∣ critic_ganloss : -271.119507 ∣ generator_nllloss : 5106.028320 ∣ generator_ganloss : 959.374023 ∣  [  std_z : 1.00  real_sub_fake : 1000.56 ]
[  epoch 0020/0040] 2960/4800, lr:5.0e-05 ∣ avg_100 : 31768.156273 ∣ critic_nllloss : 25817.277539 ∣ critic_ganloss : -264.340999 ∣ generator_nllloss : 5119.297656 ∣ generator_ganloss : 947.655371 ∣  [  std_z : 0.99  real_sub_fake : 996.18 ]
[  epoch 0020/0040] 2970/4800, lr:5.0e-05 ∣ avg_100 : 31768.149880 ∣ critic_nllloss : 25905.527734 ∣ critic_ganloss : -281.703934 ∣ generator_nllloss : 5113.423828 ∣ generator_ganloss : 962.028223 ∣  [  std_z : 0.99  real_sub_fake : 1129.92 ]
[  epoch 0020/0040] 2980/4800, lr:5.0e-05 ∣ avg_100 : 31771.328867 ∣ critic_nllloss : 26021.725391 ∣ critic_ganloss : -267.354330 ∣ generator_nllloss : 5177.372656 ∣ generator_ganloss : 981.093848 ∣  [  std_z : 0.99  real_sub_fake : 1003.56 ]
[  epoch 0020/0040] 2990/4800, lr:5.0e-05 ∣ avg_100 : 31776.563287 ∣ critic_nllloss : 25993.300000 ∣ critic_ganloss : -290.938969 ∣ generator_nllloss : 5195.187109 ∣ generator_ganloss : 947.849756 ∣  [  std_z : 0.99  real_sub_fake : 963.97 ]
[  epoch 0020/0040] 3000/4800, lr:5.0e-05 ∣ avg_100 : 31776.359553 ∣ critic_nllloss : 26061.597656 ∣ critic_ganloss : -329.010324 ∣ generator_nllloss : 5215.361914 ∣ generator_ganloss : 915.105908 ∣  [  std_z : 0.99  real_sub_fake : 1281.86 ]
[  epoch 0020/0040] 3010/4800, lr:5.0e-05 ∣ avg_100 : 31774.042070 ∣ critic_nllloss : 25726.175781 ∣ critic_ganloss : -224.276826 ∣ generator_nllloss : 5223.763477 ∣ generator_ganloss : 913.520410 ∣  [  std_z : 1.00  real_sub_fake : 958.65 ]
[  epoch 0020/0040] 3020/4800, lr:5.0e-05 ∣ avg_100 : 31776.900300 ∣ critic_nllloss : 25815.319922 ∣ critic_ganloss : -286.597049 ∣ generator_nllloss : 5238.648633 ∣ generator_ganloss : 897.645313 ∣  [  std_z : 1.00  real_sub_fake : 1093.04 ]
[  epoch 0020/0040] 3030/4800, lr:5.0e-05 ∣ avg_100 : 31774.754332 ∣ critic_nllloss : 25907.840430 ∣ critic_ganloss : -325.148508 ∣ generator_nllloss : 5170.472656 ∣ generator_ganloss : 902.839697 ∣  [  std_z : 0.99  real_sub_fake : 1060.68 ]
[  epoch 0020/0040] 3040/4800, lr:5.0e-05 ∣ avg_100 : 31775.410029 ∣ critic_nllloss : 25798.594922 ∣ critic_ganloss : -202.104947 ∣ generator_nllloss : 5180.831836 ∣ generator_ganloss : 904.314355 ∣  [  std_z : 0.99  real_sub_fake : 1145.97 ]
[  epoch 0020/0040] 3050/4800, lr:5.0e-05 ∣ avg_100 : 31771.617376 ∣ critic_nllloss : 25863.855273 ∣ critic_ganloss : -249.461420 ∣ generator_nllloss : 5130.785156 ∣ generator_ganloss : 878.698486 ∣  [  std_z : 0.99  real_sub_fake : 882.64 ]
[  epoch 0020/0040] 3060/4800, lr:5.0e-05 ∣ avg_100 : 31769.073662 ∣ critic_nllloss : 25829.796875 ∣ critic_ganloss : -310.087616 ∣ generator_nllloss : 5189.768945 ∣ generator_ganloss : 862.088281 ∣  [  std_z : 0.99  real_sub_fake : 964.68 ]
[  epoch 0020/0040] 3070/4800, lr:5.0e-05 ∣ avg_100 : 31769.710510 ∣ critic_nllloss : 25868.167578 ∣ critic_ganloss : -295.362042 ∣ generator_nllloss : 5256.814844 ∣ generator_ganloss : 851.772852 ∣  [  std_z : 1.00  real_sub_fake : 1135.92 ]
[  epoch 0020/0040] 3080/4800, lr:5.0e-05 ∣ avg_100 : 31769.072490 ∣ critic_nllloss : 25972.999609 ∣ critic_ganloss : -317.023090 ∣ generator_nllloss : 5301.958203 ∣ generator_ganloss : 857.535938 ∣  [  std_z : 1.00  real_sub_fake : 1220.21 ]
[  epoch 0020/0040] 3090/4800, lr:5.0e-05 ∣ avg_100 : 31771.823855 ∣ critic_nllloss : 25970.404687 ∣ critic_ganloss : -196.318427 ∣ generator_nllloss : 5231.684766 ∣ generator_ganloss : 891.139648 ∣  [  std_z : 0.98  real_sub_fake : 956.08 ]
[  epoch 0020/0040] 3100/4800, lr:5.0e-05 ∣ avg_100 : 31770.269270 ∣ critic_nllloss : 26003.306055 ∣ critic_ganloss : -216.568507 ∣ generator_nllloss : 5136.124023 ∣ generator_ganloss : 890.068115 ∣  [  std_z : 0.98  real_sub_fake : 787.28 ]
[  epoch 0020/0040] 3110/4800, lr:5.0e-05 ∣ avg_100 : 31767.617747 ∣ critic_nllloss : 25874.536719 ∣ critic_ganloss : -251.637779 ∣ generator_nllloss : 5157.780078 ∣ generator_ganloss : 876.974170 ∣  [  std_z : 1.00  real_sub_fake : 746.77 ]
[  epoch 0020/0040] 3120/4800, lr:5.0e-05 ∣ avg_100 : 31765.488223 ∣ critic_nllloss : 25897.987109 ∣ critic_ganloss : -261.085527 ∣ generator_nllloss : 5201.460156 ∣ generator_ganloss : 871.357568 ∣  [  std_z : 1.00  real_sub_fake : 920.90 ]
[  epoch 0020/0040] 3130/4800, lr:5.0e-05 ∣ avg_100 : 31764.261456 ∣ critic_nllloss : 25951.175586 ∣ critic_ganloss : -270.653865 ∣ generator_nllloss : 5232.586328 ∣ generator_ganloss : 878.397852 ∣  [  std_z : 0.99  real_sub_fake : 999.48 ]
[  epoch 0020/0040] 3140/4800, lr:5.0e-05 ∣ avg_100 : 31762.768260 ∣ critic_nllloss : 25970.974414 ∣ critic_ganloss : -284.567493 ∣ generator_nllloss : 5216.946680 ∣ generator_ganloss : 910.649902 ∣  [  std_z : 0.98  real_sub_fake : 1118.28 ]
[  epoch 0020/0040] 3150/4800, lr:5.0e-05 ∣ avg_100 : 31761.615236 ∣ critic_nllloss : 25782.898047 ∣ critic_ganloss : -277.895493 ∣ generator_nllloss : 5129.068945 ∣ generator_ganloss : 927.660107 ∣  [  std_z : 0.99  real_sub_fake : 1121.41 ]
[  epoch 0020/0040] 3160/4800, lr:5.0e-05 ∣ avg_100 : 31761.644966 ∣ critic_nllloss : 25813.748437 ∣ critic_ganloss : -297.406578 ∣ generator_nllloss : 5189.467773 ∣ generator_ganloss : 958.690576 ∣  [  std_z : 0.99  real_sub_fake : 1100.82 ]
[  epoch 0020/0040] 3170/4800, lr:5.0e-05 ∣ avg_100 : 31759.405140 ∣ critic_nllloss : 25904.220703 ∣ critic_ganloss : -331.476566 ∣ generator_nllloss : 5314.634375 ∣ generator_ganloss : 930.744336 ∣  [  std_z : 1.00  real_sub_fake : 1276.55 ]
[  epoch 0020/0040] 3180/4800, lr:5.0e-05 ∣ avg_100 : 31763.515682 ∣ critic_nllloss : 26102.580664 ∣ critic_ganloss : -147.675543 ∣ generator_nllloss : 5277.185156 ∣ generator_ganloss : 1032.181836 ∣     [  std_z : 0.99  real_sub_fake : 783.76 ]
[  epoch 0020/0040] 3190/4800, lr:5.0e-05 ∣ avg_100 : 31765.375475 ∣ critic_nllloss : 25939.695312 ∣ critic_ganloss : -224.632457 ∣ generator_nllloss : 5212.957031 ∣ generator_ganloss : 1007.167236 ∣     [  std_z : 0.99  real_sub_fake : 726.75 ]
[  epoch 0020/0040] 3200/4800, lr:5.0e-05 ∣ avg_100 : 31765.619388 ∣ critic_nllloss : 25855.344336 ∣ critic_ganloss : -243.082681 ∣ generator_nllloss : 5222.033789 ∣ generator_ganloss : 977.997314 ∣  [  std_z : 1.00  real_sub_fake : 889.86 ]
[  epoch 0020/0040] 3210/4800, lr:5.0e-05 ∣ avg_100 : 31763.917633 ∣ critic_nllloss : 25933.604102 ∣ critic_ganloss : -294.284825 ∣ generator_nllloss : 5216.153125 ∣ generator_ganloss : 1015.140967 ∣     [  std_z : 0.99  real_sub_fake : 931.97 ]
[  epoch 0020/0040] 3220/4800, lr:5.0e-05 ∣ avg_100 : 31761.219316 ∣ critic_nllloss : 25622.729883 ∣ critic_ganloss : -121.210031 ∣ generator_nllloss : 5072.307031 ∣ generator_ganloss : 964.633643 ∣  [  std_z : 0.99  real_sub_fake : 906.89 ]
[  epoch 0020/0040] 3230/4800, lr:5.0e-05 ∣ avg_100 : 31765.315328 ∣ critic_nllloss : 25942.567969 ∣ critic_ganloss : -141.407101 ∣ generator_nllloss : 5251.012305 ∣ generator_ganloss : 1001.346826 ∣     [  std_z : 0.99  real_sub_fake : 540.47 ]
[  epoch 0020/0040] 3240/4800, lr:5.0e-05 ∣ avg_100 : 31763.688161 ∣ critic_nllloss : 25766.491016 ∣ critic_ganloss : -187.575270 ∣ generator_nllloss : 5131.599219 ∣ generator_ganloss : 945.993213 ∣  [  std_z : 1.00  real_sub_fake : 612.53 ]
[  epoch 0020/0040] 3250/4800, lr:5.0e-05 ∣ avg_100 : 31762.843144 ∣ critic_nllloss : 25928.604883 ∣ critic_ganloss : -257.249071 ∣ generator_nllloss : 5153.483789 ∣ generator_ganloss : 913.606006 ∣  [  std_z : 1.00  real_sub_fake : 766.12 ]
[  epoch 0020/0040] 3260/4800, lr:5.0e-05 ∣ avg_100 : 31763.873614 ∣ critic_nllloss : 26248.469922 ∣ critic_ganloss : -245.963078 ∣ generator_nllloss : 5280.248828 ∣ generator_ganloss : 891.718506 ∣  [  std_z : 0.99  real_sub_fake : 1053.50 ]
[  epoch 0020/0040] 3270/4800, lr:5.0e-05 ∣ avg_100 : 31763.461291 ∣ critic_nllloss : 25945.537109 ∣ critic_ganloss : -266.299484 ∣ generator_nllloss : 5158.223242 ∣ generator_ganloss : 926.970459 ∣  [  std_z : 0.99  real_sub_fake : 912.26 ]
[  epoch 0020/0040] 3280/4800, lr:5.0e-05 ∣ avg_100 : 31761.147017 ∣ critic_nllloss : 25683.940625 ∣ critic_ganloss : -229.067615 ∣ generator_nllloss : 5167.680664 ∣ generator_ganloss : 884.820850 ∣  [  std_z : 0.99  real_sub_fake : 934.89 ]
[  epoch 0020/0040] 3290/4800, lr:5.0e-05 ∣ avg_100 : 31755.835112 ∣ critic_nllloss : 25758.261914 ∣ critic_ganloss : -290.685756 ∣ generator_nllloss : 5188.636914 ∣ generator_ganloss : 895.331738 ∣  [  std_z : 1.00  real_sub_fake : 910.80 ]
[  epoch 0020/0040] 3300/4800, lr:5.0e-05 ∣ avg_100 : 31753.982312 ∣ critic_nllloss : 25759.591211 ∣ critic_ganloss : -256.899309 ∣ generator_nllloss : 5133.783203 ∣ generator_ganloss : 919.885205 ∣  [  std_z : 0.99  real_sub_fake : 1065.14 ]
[  epoch 0020/0040] 3310/4800, lr:5.0e-05 ∣ avg_100 : 31757.197484 ∣ critic_nllloss : 26168.534570 ∣ critic_ganloss : -296.654446 ∣ generator_nllloss : 5241.018750 ∣ generator_ganloss : 955.515039 ∣  [  std_z : 0.99  real_sub_fake : 1067.62 ]
[  epoch 0020/0040] 3320/4800, lr:5.0e-05 ∣ avg_100 : 31759.339232 ∣ critic_nllloss : 25761.145313 ∣ critic_ganloss : -277.151089 ∣ generator_nllloss : 5277.353516 ∣ generator_ganloss : 945.582324 ∣  [  std_z : 0.99  real_sub_fake : 1134.56 ]
[  epoch 0020/0040] 3330/4800, lr:5.0e-05 ∣ avg_100 : 31758.717374 ∣ critic_nllloss : 25881.518555 ∣ critic_ganloss : -261.225369 ∣ generator_nllloss : 5219.845898 ∣ generator_ganloss : 960.551074 ∣  [  std_z : 0.99  real_sub_fake : 959.82 ]
[  epoch 0020/0040] 3340/4800, lr:5.0e-05 ∣ avg_100 : 31761.118616 ∣ critic_nllloss : 25986.875000 ∣ critic_ganloss : -214.182410 ∣ generator_nllloss : 5185.693359 ∣ generator_ganloss : 951.935596 ∣  [  std_z : 0.99  real_sub_fake : 981.51 ]
[  epoch 0020/0040] 3350/4800, lr:5.0e-05 ∣ avg_100 : 31759.583129 ∣ critic_nllloss : 25791.114453 ∣ critic_ganloss : -226.815961 ∣ generator_nllloss : 5141.561719 ∣ generator_ganloss : 957.224707 ∣  [  std_z : 1.00  real_sub_fake : 722.21 ]
[  epoch 0020/0040] 3360/4800, lr:5.0e-05 ∣ avg_100 : 31760.503658 ∣ critic_nllloss : 25801.310547 ∣ critic_ganloss : -302.347108 ∣ generator_nllloss : 5216.060547 ∣ generator_ganloss : 912.940039 ∣  [  std_z : 1.00  real_sub_fake : 1021.27 ]
[  epoch 0020/0040] 3370/4800, lr:5.0e-05 ∣ avg_100 : 31758.267820 ∣ critic_nllloss : 25910.567578 ∣ critic_ganloss : -326.796069 ∣ generator_nllloss : 5183.983398 ∣ generator_ganloss : 926.863428 ∣  [  std_z : 0.99  real_sub_fake : 1183.26 ]
[  epoch 0020/0040] 3380/4800, lr:5.0e-05 ∣ avg_100 : 31757.627364 ∣ critic_nllloss : 25710.427930 ∣ critic_ganloss : -232.773514 ∣ generator_nllloss : 5180.507031 ∣ generator_ganloss : 945.449609 ∣  [  std_z : 0.98  real_sub_fake : 1046.97 ]
[  epoch 0020/0040] 3390/4800, lr:5.0e-05 ∣ avg_100 : 31758.208137 ∣ critic_nllloss : 26099.195117 ∣ critic_ganloss : -223.443472 ∣ generator_nllloss : 5233.011914 ∣ generator_ganloss : 977.622656 ∣  [  std_z : 0.99  real_sub_fake : 862.55 ]
[  epoch 0020/0040] 3400/4800, lr:5.0e-05 ∣ avg_100 : 31763.387803 ∣ critic_nllloss : 26171.546094 ∣ critic_ganloss : -129.744072 ∣ generator_nllloss : 5298.799805 ∣ generator_ganloss : 934.458203 ∣  [  std_z : 1.00  real_sub_fake : 711.34 ]
[  epoch 0020/0040] 3410/4800, lr:5.0e-05 ∣ avg_100 : 31763.708095 ∣ critic_nllloss : 25945.242383 ∣ critic_ganloss : -187.881090 ∣ generator_nllloss : 5176.406836 ∣ generator_ganloss : 957.530957 ∣  [  std_z : 1.00  real_sub_fake : 592.49 ]
[  epoch 0020/0040] 3420/4800, lr:5.0e-05 ∣ avg_100 : 31768.301261 ∣ critic_nllloss : 26228.203711 ∣ critic_ganloss : -200.034584 ∣ generator_nllloss : 5272.051172 ∣ generator_ganloss : 948.876318 ∣  [  std_z : 0.99  real_sub_fake : 625.04 ]
[  epoch 0020/0040] 3430/4800, lr:5.0e-05 ∣ avg_100 : 31766.910408 ∣ critic_nllloss : 25607.893750 ∣ critic_ganloss : -186.009512 ∣ generator_nllloss : 5262.829883 ∣ generator_ganloss : 929.485791 ∣  [  std_z : 0.98  real_sub_fake : 760.15 ]
[  epoch 0020/0040] 3440/4800, lr:5.0e-05 ∣ avg_100 : 31765.809850 ∣ critic_nllloss : 25711.840820 ∣ critic_ganloss : -223.549873 ∣ generator_nllloss : 5161.265234 ∣ generator_ganloss : 920.993115 ∣  [  std_z : 1.00  real_sub_fake : 882.22 ]
[  epoch 0020/0040] 3450/4800, lr:5.0e-05 ∣ avg_100 : 31764.211243 ∣ critic_nllloss : 25800.790234 ∣ critic_ganloss : -253.996645 ∣ generator_nllloss : 5194.492383 ∣ generator_ganloss : 922.462793 ∣  [  std_z : 1.01  real_sub_fake : 929.08 ]
[  epoch 0020/0040] 3460/4800, lr:5.0e-05 ∣ avg_100 : 31763.450270 ∣ critic_nllloss : 25800.747656 ∣ critic_ganloss : -283.374979 ∣ generator_nllloss : 5133.205078 ∣ generator_ganloss : 900.891797 ∣  [  std_z : 0.99  real_sub_fake : 937.84 ]
[  epoch 0020/0040] 3470/4800, lr:5.0e-05 ∣ avg_100 : 31766.847114 ∣ critic_nllloss : 25928.596680 ∣ critic_ganloss : -284.866811 ∣ generator_nllloss : 5236.605078 ∣ generator_ganloss : 924.379932 ∣  [  std_z : 0.98  real_sub_fake : 1089.96 ]
[  epoch 0020/0040] 3480/4800, lr:5.0e-05 ∣ avg_100 : 31765.686542 ∣ critic_nllloss : 25906.930078 ∣ critic_ganloss : -296.354843 ∣ generator_nllloss : 5075.234375 ∣ generator_ganloss : 986.835156 ∣  [  std_z : 0.99  real_sub_fake : 1094.79 ]
[  epoch 0020/0040] 3490/4800, lr:5.0e-05 ∣ avg_100 : 31764.877714 ∣ critic_nllloss : 25866.584961 ∣ critic_ganloss : -291.012714 ∣ generator_nllloss : 5128.109961 ∣ generator_ganloss : 962.399609 ∣  [  std_z : 1.00  real_sub_fake : 1099.13 ]
[  epoch 0020/0040] 3500/4800, lr:5.0e-05 ∣ avg_100 : 31763.428652 ∣ critic_nllloss : 25765.207422 ∣ critic_ganloss : -262.193242 ∣ generator_nllloss : 5229.806250 ∣ generator_ganloss : 957.212988 ∣  [  std_z : 1.00  real_sub_fake : 1012.35 ]
[  epoch 0020/0040] 3510/4800, lr:5.0e-05 ∣ avg_100 : 31763.170400 ∣ critic_nllloss : 25849.902734 ∣ critic_ganloss : -288.869583 ∣ generator_nllloss : 5233.572852 ∣ generator_ganloss : 920.605420 ∣  [  std_z : 0.98  real_sub_fake : 1207.70 ]
[  epoch 0020/0040] 3520/4800, lr:5.0e-05 ∣ avg_100 : 31769.868324 ∣ critic_nllloss : 26088.597070 ∣ critic_ganloss : -238.265399 ∣ generator_nllloss : 5291.892773 ∣ generator_ganloss : 933.226318 ∣  [  std_z : 0.98  real_sub_fake : 1015.36 ]
[  epoch 0020/0040] 3530/4800, lr:5.0e-05 ∣ avg_100 : 31768.617869 ∣ critic_nllloss : 25772.333984 ∣ critic_ganloss : -210.048984 ∣ generator_nllloss : 5169.379883 ∣ generator_ganloss : 898.411670 ∣  [  std_z : 1.00  real_sub_fake : 896.93 ]
[  epoch 0020/0040] 3540/4800, lr:5.0e-05 ∣ avg_100 : 31766.144080 ∣ critic_nllloss : 25630.123437 ∣ critic_ganloss : -263.757915 ∣ generator_nllloss : 5091.287305 ∣ generator_ganloss : 920.098682 ∣  [  std_z : 1.00  real_sub_fake : 868.52 ]
[  epoch 0020/0040] 3550/4800, lr:5.0e-05 ∣ avg_100 : 31764.163347 ∣ critic_nllloss : 25816.712305 ∣ critic_ganloss : -255.019783 ∣ generator_nllloss : 5095.680273 ∣ generator_ganloss : 907.060938 ∣  [  std_z : 1.01  real_sub_fake : 963.92 ]
[  epoch 0020/0040] 3560/4800, lr:5.0e-05 ∣ avg_100 : 31768.544019 ∣ critic_nllloss : 25834.447266 ∣ critic_ganloss : -188.335466 ∣ generator_nllloss : 5153.773438 ∣ generator_ganloss : 931.312939 ∣  [  std_z : 1.00  real_sub_fake : 814.73 ]
[  epoch 0020/0040] 3570/4800, lr:5.0e-05 ∣ avg_100 : 31763.761466 ∣ critic_nllloss : 25709.418359 ∣ critic_ganloss : -162.281111 ∣ generator_nllloss : 5123.205664 ∣ generator_ganloss : 873.195850 ∣  [  std_z : 0.99  real_sub_fake : 544.93 ]
[  epoch 0020/0040] 3580/4800, lr:5.0e-05 ∣ avg_100 : 31762.069415 ∣ critic_nllloss : 25835.435352 ∣ critic_ganloss : -226.878917 ∣ generator_nllloss : 5173.429492 ∣ generator_ganloss : 841.009229 ∣  [  std_z : 0.99  real_sub_fake : 724.36 ]
[  epoch 0020/0040] 3590/4800, lr:5.0e-05 ∣ avg_100 : 31755.136287 ∣ critic_nllloss : 25720.590820 ∣ critic_ganloss : -317.526730 ∣ generator_nllloss : 5176.227930 ∣ generator_ganloss : 841.892578 ∣  [  std_z : 1.00  real_sub_fake : 1017.36 ]
[  epoch 0020/0040] 3600/4800, lr:5.0e-05 ∣ avg_100 : 31752.705694 ∣ critic_nllloss : 25921.342187 ∣ critic_ganloss : -375.972025 ∣ generator_nllloss : 5175.665625 ∣ generator_ganloss : 888.193066 ∣  [  std_z : 1.00  real_sub_fake : 1336.93 ]
[  epoch 0020/0040] 3610/4800, lr:5.0e-05 ∣ avg_100 : 31748.476129 ∣ critic_nllloss : 25699.252539 ∣ critic_ganloss : -162.663173 ∣ generator_nllloss : 5173.183789 ∣ generator_ganloss : 966.068994 ∣  [  std_z : 1.00  real_sub_fake : 949.84 ]
[  epoch 0020/0040] 3620/4800, lr:5.0e-05 ∣ avg_100 : 31747.919219 ∣ critic_nllloss : 25746.096875 ∣ critic_ganloss : -200.855690 ∣ generator_nllloss : 5167.684766 ∣ generator_ganloss : 915.391602 ∣  [  std_z : 0.98  real_sub_fake : 745.40 ]
[  epoch 0020/0040] 3630/4800, lr:5.0e-05 ∣ avg_100 : 31744.356050 ∣ critic_nllloss : 25762.662500 ∣ critic_ganloss : -229.183727 ∣ generator_nllloss : 5168.868164 ∣ generator_ganloss : 901.142627 ∣  [  std_z : 0.99  real_sub_fake : 873.11 ]
[  epoch 0020/0040] 3640/4800, lr:5.0e-05 ∣ avg_100 : 31743.743610 ∣ critic_nllloss : 25940.456641 ∣ critic_ganloss : -333.262128 ∣ generator_nllloss : 5270.161328 ∣ generator_ganloss : 916.532471 ∣  [  std_z : 1.00  real_sub_fake : 1107.37 ]
[  epoch 0020/0040] 3650/4800, lr:5.0e-05 ∣ avg_100 : 31743.655545 ∣ critic_nllloss : 26052.505664 ∣ critic_ganloss : -241.400209 ∣ generator_nllloss : 5226.614062 ∣ generator_ganloss : 954.896729 ∣  [  std_z : 1.00  real_sub_fake : 1123.42 ]
[  epoch 0020/0040] 3660/4800, lr:5.0e-05 ∣ avg_100 : 31744.390417 ∣ critic_nllloss : 25836.150391 ∣ critic_ganloss : -292.456387 ∣ generator_nllloss : 5210.885352 ∣ generator_ganloss : 961.261963 ∣  [  std_z : 0.99  real_sub_fake : 1017.92 ]
[  epoch 0020/0040] 3670/4800, lr:5.0e-05 ∣ avg_100 : 31749.778434 ∣ critic_nllloss : 25785.808398 ∣ critic_ganloss : -249.210672 ∣ generator_nllloss : 5112.235547 ∣ generator_ganloss : 989.956836 ∣  [  std_z : 0.98  real_sub_fake : 1095.04 ]
[  epoch 0020/0040] 3680/4800, lr:5.0e-05 ∣ avg_100 : 31746.465519 ∣ critic_nllloss : 25841.550977 ∣ critic_ganloss : -325.671094 ∣ generator_nllloss : 5205.879102 ∣ generator_ganloss : 943.316602 ∣  [  std_z : 0.99  real_sub_fake : 1067.19 ]
[  epoch 0020/0040] 3690/4800, lr:5.0e-05 ∣ avg_100 : 31746.495340 ∣ critic_nllloss : 25919.284375 ∣ critic_ganloss : -298.452448 ∣ generator_nllloss : 5171.321875 ∣ generator_ganloss : 974.135889 ∣  [  std_z : 0.99  real_sub_fake : 1086.28 ]
[  epoch 0020/0040] 3700/4800, lr:5.0e-05 ∣ avg_100 : 31745.304348 ∣ critic_nllloss : 25996.586914 ∣ critic_ganloss : -302.570908 ∣ generator_nllloss : 5156.996484 ∣ generator_ganloss : 942.530127 ∣  [  std_z : 0.99  real_sub_fake : 1272.96 ]
[  epoch 0020/0040] 3710/4800, lr:5.0e-05 ∣ avg_100 : 31747.210663 ∣ critic_nllloss : 26057.304297 ∣ critic_ganloss : -318.911934 ∣ generator_nllloss : 5185.684766 ∣ generator_ganloss : 959.969385 ∣  [  std_z : 1.00  real_sub_fake : 1197.97 ]
[  epoch 0020/0040] 3720/4800, lr:5.0e-05 ∣ avg_100 : 31747.740805 ∣ critic_nllloss : 25747.909766 ∣ critic_ganloss : -263.097621 ∣ generator_nllloss : 5110.245703 ∣ generator_ganloss : 963.306250 ∣  [  std_z : 1.00  real_sub_fake : 881.13 ]
[  epoch 0020/0040] 3730/4800, lr:5.0e-05 ∣ avg_100 : 31746.905236 ∣ critic_nllloss : 25857.685547 ∣ critic_ganloss : -341.543512 ∣ generator_nllloss : 5138.240039 ∣ generator_ganloss : 948.443066 ∣  [  std_z : 0.99  real_sub_fake : 1151.00 ]
[  epoch 0020/0040] 3740/4800, lr:5.0e-05 ∣ avg_100 : 31747.037943 ∣ critic_nllloss : 25908.626563 ∣ critic_ganloss : -270.861255 ∣ generator_nllloss : 5232.875781 ∣ generator_ganloss : 969.801123 ∣  [  std_z : 0.99  real_sub_fake : 1140.06 ]
[  epoch 0020/0040] 3750/4800, lr:5.0e-05 ∣ avg_100 : 31746.770372 ∣ critic_nllloss : 25745.410547 ∣ critic_ganloss : -190.026894 ∣ generator_nllloss : 5109.824805 ∣ generator_ganloss : 1009.458691 ∣     [  std_z : 0.99  real_sub_fake : 914.92 ]
[  epoch 0020/0040] 3760/4800, lr:5.0e-05 ∣ avg_100 : 31743.149887 ∣ critic_nllloss : 25786.823437 ∣ critic_ganloss : -306.108548 ∣ generator_nllloss : 5172.749609 ∣ generator_ganloss : 998.221094 ∣  [  std_z : 0.99  real_sub_fake : 900.63 ]
[  epoch 0020/0040] 3770/4800, lr:5.0e-05 ∣ avg_100 : 31742.240289 ∣ critic_nllloss : 26047.090430 ∣ critic_ganloss : -336.908661 ∣ generator_nllloss : 5296.580859 ∣ generator_ganloss : 954.629297 ∣  [  std_z : 1.00  real_sub_fake : 1319.00 ]
[  epoch 0020/0040] 3780/4800, lr:5.0e-05 ∣ avg_100 : 31743.673076 ∣ critic_nllloss : 26003.243164 ∣ critic_ganloss : -361.572556 ∣ generator_nllloss : 5281.760156 ∣ generator_ganloss : 990.585547 ∣  [  std_z : 1.00  real_sub_fake : 1280.47 ]
[  epoch 0020/0040] 3790/4800, lr:5.0e-05 ∣ avg_100 : 31743.950429 ∣ critic_nllloss : 25804.283398 ∣ critic_ganloss : -301.130890 ∣ generator_nllloss : 5243.750195 ∣ generator_ganloss : 963.808154 ∣  [  std_z : 0.99  real_sub_fake : 1224.72 ]
[  epoch 0020/0040] 3800/4800, lr:5.0e-05 ∣ avg_100 : 31740.652977 ∣ critic_nllloss : 25827.214062 ∣ critic_ganloss : -287.154172 ∣ generator_nllloss : 5102.225781 ∣ generator_ganloss : 981.590723 ∣  [  std_z : 0.98  real_sub_fake : 1201.72 ]
[  epoch 0020/0040] 3810/4800, lr:5.0e-05 ∣ avg_100 : 31740.554488 ∣ critic_nllloss : 25840.952344 ∣ critic_ganloss : -215.412361 ∣ generator_nllloss : 5104.534766 ∣ generator_ganloss : 1024.982812 ∣     [  std_z : 0.99  real_sub_fake : 799.93 ]
[  epoch 0020/0040] 3820/4800, lr:5.0e-05 ∣ avg_100 : 31737.531071 ∣ critic_nllloss : 25696.941992 ∣ critic_ganloss : -228.814403 ∣ generator_nllloss : 5114.624609 ∣ generator_ganloss : 915.450098 ∣  [  std_z : 1.01  real_sub_fake : 919.98 ]
[  epoch 0020/0040] 3830/4800, lr:5.0e-05 ∣ avg_100 : 31734.005953 ∣ critic_nllloss : 25742.549609 ∣ critic_ganloss : -237.913031 ∣ generator_nllloss : 5127.281250 ∣ generator_ganloss : 911.788281 ∣  [  std_z : 1.00  real_sub_fake : 976.83 ]
[  epoch 0020/0040] 3840/4800, lr:5.0e-05 ∣ avg_100 : 31734.217560 ∣ critic_nllloss : 25628.649219 ∣ critic_ganloss : -209.588379 ∣ generator_nllloss : 5162.666797 ∣ generator_ganloss : 922.426172 ∣  [  std_z : 0.98  real_sub_fake : 768.28 ]
[  epoch 0020/0040] 3850/4800, lr:5.0e-05 ∣ avg_100 : 31731.719692 ∣ critic_nllloss : 25843.370312 ∣ critic_ganloss : -235.998718 ∣ generator_nllloss : 5242.018750 ∣ generator_ganloss : 902.227588 ∣  [  std_z : 0.99  real_sub_fake : 927.59 ]
[  epoch 0020/0040] 3860/4800, lr:5.0e-05 ∣ avg_100 : 31727.529397 ∣ critic_nllloss : 25840.888477 ∣ critic_ganloss : -292.120647 ∣ generator_nllloss : 5251.447070 ∣ generator_ganloss : 918.761621 ∣  [  std_z : 1.00  real_sub_fake : 965.92 ]
[  epoch 0020/0040] 3870/4800, lr:5.0e-05 ∣ avg_100 : 31729.227735 ∣ critic_nllloss : 25877.095898 ∣ critic_ganloss : -320.069112 ∣ generator_nllloss : 5201.290430 ∣ generator_ganloss : 930.261816 ∣  [  std_z : 1.00  real_sub_fake : 1123.01 ]
[  epoch 0020/0040] 3880/4800, lr:5.0e-05 ∣ avg_100 : 31732.261154 ∣ critic_nllloss : 25925.573047 ∣ critic_ganloss : -337.199115 ∣ generator_nllloss : 5194.370313 ∣ generator_ganloss : 956.085938 ∣  [  std_z : 0.99  real_sub_fake : 1228.31 ]
[  epoch 0020/0040] 3890/4800, lr:5.0e-05 ∣ avg_100 : 31732.500492 ∣ critic_nllloss : 25944.437109 ∣ critic_ganloss : -220.856818 ∣ generator_nllloss : 5144.880078 ∣ generator_ganloss : 969.924219 ∣  [  std_z : 0.99  real_sub_fake : 1275.37 ]
[  epoch 0020/0040] 3900/4800, lr:5.0e-05 ∣ avg_100 : 31733.931739 ∣ critic_nllloss : 26038.885742 ∣ critic_ganloss : -219.262793 ∣ generator_nllloss : 5219.068555 ∣ generator_ganloss : 952.437354 ∣  [  std_z : 1.00  real_sub_fake : 880.85 ]
[  epoch 0020/0040] 3910/4800, lr:5.0e-05 ∣ avg_100 : 31736.322246 ∣ critic_nllloss : 26002.863867 ∣ critic_ganloss : -219.957233 ∣ generator_nllloss : 5133.990234 ∣ generator_ganloss : 982.161426 ∣  [  std_z : 1.00  real_sub_fake : 686.60 ]
[  epoch 0020/0040] 3920/4800, lr:5.0e-05 ∣ avg_100 : 31737.291433 ∣ critic_nllloss : 25931.341992 ∣ critic_ganloss : -267.850230 ∣ generator_nllloss : 5085.721484 ∣ generator_ganloss : 934.031396 ∣  [  std_z : 0.99  real_sub_fake : 810.23 ]
[  epoch 0020/0040] 3930/4800, lr:5.0e-05 ∣ avg_100 : 31740.365501 ∣ critic_nllloss : 26032.668359 ∣ critic_ganloss : -295.840356 ∣ generator_nllloss : 5195.410547 ∣ generator_ganloss : 927.429639 ∣  [  std_z : 0.98  real_sub_fake : 1096.72 ]
[  epoch 0020/0040] 3940/4800, lr:5.0e-05 ∣ avg_100 : 31737.948189 ∣ critic_nllloss : 25838.951172 ∣ critic_ganloss : -196.915689 ∣ generator_nllloss : 5148.841406 ∣ generator_ganloss : 916.175049 ∣  [  std_z : 1.00  real_sub_fake : 1143.68 ]
[  epoch 0020/0040] 3950/4800, lr:5.0e-05 ∣ avg_100 : 31741.802811 ∣ critic_nllloss : 25945.586133 ∣ critic_ganloss : -250.477191 ∣ generator_nllloss : 5191.645703 ∣ generator_ganloss : 892.993555 ∣  [  std_z : 1.00  real_sub_fake : 769.66 ]
[  epoch 0020/0040] 3960/4800, lr:5.0e-05 ∣ avg_100 : 31742.703661 ∣ critic_nllloss : 25840.955469 ∣ critic_ganloss : -274.931552 ∣ generator_nllloss : 5275.301367 ∣ generator_ganloss : 868.649268 ∣  [  std_z : 0.99  real_sub_fake : 862.35 ]
[  epoch 0020/0040] 3970/4800, lr:5.0e-05 ∣ avg_100 : 31742.295323 ∣ critic_nllloss : 25779.287891 ∣ critic_ganloss : -191.033078 ∣ generator_nllloss : 5172.471875 ∣ generator_ganloss : 897.715332 ∣  [  std_z : 0.99  real_sub_fake : 808.90 ]
[  epoch 0020/0040] 3980/4800, lr:5.0e-05 ∣ avg_100 : 31739.736939 ∣ critic_nllloss : 25841.604687 ∣ critic_ganloss : -271.956326 ∣ generator_nllloss : 5201.338867 ∣ generator_ganloss : 886.011963 ∣  [  std_z : 1.00  real_sub_fake : 922.74 ]
[  epoch 0020/0040] 3990/4800, lr:5.0e-05 ∣ avg_100 : 31741.802290 ∣ critic_nllloss : 26107.244141 ∣ critic_ganloss : -262.316122 ∣ generator_nllloss : 5301.102539 ∣ generator_ganloss : 905.902441 ∣  [  std_z : 1.00  real_sub_fake : 1057.56 ]
[  epoch 0020/0040] 4000/4800, lr:5.0e-05 ∣ avg_100 : 31743.719494 ∣ critic_nllloss : 26125.377734 ∣ critic_ganloss : -279.856137 ∣ generator_nllloss : 5325.490820 ∣ generator_ganloss : 883.763086 ∣  [  std_z : 1.00  real_sub_fake : 1032.44 ]
[  epoch 0020/0040] 4010/4800, lr:5.0e-05 ∣ avg_100 : 31742.754058 ∣ critic_nllloss : 25824.255664 ∣ critic_ganloss : -324.936746 ∣ generator_nllloss : 5168.646484 ∣ generator_ganloss : 874.673828 ∣  [  std_z : 1.00  real_sub_fake : 1099.24 ]
[  epoch 0020/0040] 4020/4800, lr:5.0e-05 ∣ avg_100 : 31743.322117 ∣ critic_nllloss : 25864.045898 ∣ critic_ganloss : -268.011055 ∣ generator_nllloss : 5226.458984 ∣ generator_ganloss : 899.328955 ∣  [  std_z : 0.99  real_sub_fake : 1088.05 ]
[  epoch 0020/0040] 4030/4800, lr:5.0e-05 ∣ avg_100 : 31744.956870 ∣ critic_nllloss : 26059.899219 ∣ critic_ganloss : -337.412022 ∣ generator_nllloss : 5224.337109 ∣ generator_ganloss : 872.655273 ∣  [  std_z : 0.99  real_sub_fake : 1073.09 ]
[  epoch 0020/0040] 4040/4800, lr:5.0e-05 ∣ avg_100 : 31746.046014 ∣ critic_nllloss : 25867.900000 ∣ critic_ganloss : -222.255106 ∣ generator_nllloss : 5199.231445 ∣ generator_ganloss : 945.674170 ∣  [  std_z : 0.99  real_sub_fake : 1235.44 ]
[  epoch 0020/0040] 4050/4800, lr:5.0e-05 ∣ avg_100 : 31745.278628 ∣ critic_nllloss : 25794.241992 ∣ critic_ganloss : -298.421027 ∣ generator_nllloss : 5143.453320 ∣ generator_ganloss : 907.864648 ∣  [  std_z : 1.00  real_sub_fake : 991.51 ]
[  epoch 0020/0040] 4060/4800, lr:5.0e-05 ∣ avg_100 : 31746.416127 ∣ critic_nllloss : 25832.745117 ∣ critic_ganloss : -250.482755 ∣ generator_nllloss : 5213.920117 ∣ generator_ganloss : 889.133887 ∣  [  std_z : 1.00  real_sub_fake : 1050.53 ]
[  epoch 0020/0040] 4070/4800, lr:5.0e-05 ∣ avg_100 : 31745.984264 ∣ critic_nllloss : 25950.454883 ∣ critic_ganloss : -296.922653 ∣ generator_nllloss : 5086.646289 ∣ generator_ganloss : 898.028467 ∣  [  std_z : 0.99  real_sub_fake : 1131.37 ]
[  epoch 0020/0040] 4080/4800, lr:5.0e-05 ∣ avg_100 : 31743.070494 ∣ critic_nllloss : 25865.518750 ∣ critic_ganloss : -329.953674 ∣ generator_nllloss : 5132.194141 ∣ generator_ganloss : 856.334424 ∣  [  std_z : 0.99  real_sub_fake : 1200.21 ]
[  epoch 0020/0040] 4090/4800, lr:5.0e-05 ∣ avg_100 : 31739.173321 ∣ critic_nllloss : 25806.278711 ∣ critic_ganloss : -343.463962 ∣ generator_nllloss : 5163.884766 ∣ generator_ganloss : 880.493848 ∣  [  std_z : 1.00  real_sub_fake : 1316.15 ]
[  epoch 0020/0040] 4100/4800, lr:5.0e-05 ∣ avg_100 : 31737.939236 ∣ critic_nllloss : 25933.297070 ∣ critic_ganloss : -275.530943 ∣ generator_nllloss : 5162.360547 ∣ generator_ganloss : 869.394482 ∣  [  std_z : 0.99  real_sub_fake : 1216.00 ]
[  epoch 0020/0040] 4110/4800, lr:5.0e-05 ∣ avg_100 : 31740.401002 ∣ critic_nllloss : 26035.651367 ∣ critic_ganloss : -263.004651 ∣ generator_nllloss : 5260.992773 ∣ generator_ganloss : 870.190332 ∣  [  std_z : 0.99  real_sub_fake : 1090.54 ]
[  epoch 0020/0040] 4120/4800, lr:5.0e-05 ∣ avg_100 : 31738.515796 ∣ critic_nllloss : 25857.273828 ∣ critic_ganloss : -305.720428 ∣ generator_nllloss : 5101.368164 ∣ generator_ganloss : 868.277148 ∣  [  std_z : 1.00  real_sub_fake : 1002.39 ]
[  epoch 0020/0040] 4130/4800, lr:5.0e-05 ∣ avg_100 : 31739.081216 ∣ critic_nllloss : 26055.034570 ∣ critic_ganloss : -310.791263 ∣ generator_nllloss : 5247.309180 ∣ generator_ganloss : 856.495410 ∣  [  std_z : 1.00  real_sub_fake : 1087.44 ]
[  epoch 0020/0040] 4140/4800, lr:5.0e-05 ∣ avg_100 : 31737.190358 ∣ critic_nllloss : 25934.953125 ∣ critic_ganloss : -387.997519 ∣ generator_nllloss : 5245.695703 ∣ generator_ganloss : 832.266357 ∣  [  std_z : 1.00  real_sub_fake : 1274.21 ]
[  epoch 0020/0040] 4150/4800, lr:5.0e-05 ∣ avg_100 : 31741.792883 ∣ critic_nllloss : 26157.355469 ∣ critic_ganloss : -251.788356 ∣ generator_nllloss : 5241.057031 ∣ generator_ganloss : 875.359961 ∣  [  std_z : 1.00  real_sub_fake : 1147.34 ]
[  epoch 0020/0040] 4160/4800, lr:5.0e-05 ∣ avg_100 : 31740.992391 ∣ critic_nllloss : 25804.694141 ∣ critic_ganloss : -247.169077 ∣ generator_nllloss : 5138.385352 ∣ generator_ganloss : 888.540625 ∣  [  std_z : 1.00  real_sub_fake : 918.06 ]
[  epoch 0020/0040] 4170/4800, lr:5.0e-05 ∣ avg_100 : 31739.400781 ∣ critic_nllloss : 25775.631836 ∣ critic_ganloss : -248.236298 ∣ generator_nllloss : 5238.027148 ∣ generator_ganloss : 893.539160 ∣  [  std_z : 1.00  real_sub_fake : 959.47 ]
[  epoch 0020/0040] 4180/4800, lr:5.0e-05 ∣ avg_100 : 31733.189280 ∣ critic_nllloss : 25850.530273 ∣ critic_ganloss : -321.716713 ∣ generator_nllloss : 5191.105273 ∣ generator_ganloss : 923.203174 ∣  [  std_z : 0.99  real_sub_fake : 1031.96 ]
[  epoch 0020/0040] 4190/4800, lr:5.0e-05 ∣ avg_100 : 31730.739742 ∣ critic_nllloss : 25809.860938 ∣ critic_ganloss : -226.499098 ∣ generator_nllloss : 5185.216406 ∣ generator_ganloss : 921.655029 ∣  [  std_z : 1.00  real_sub_fake : 984.66 ]
[  epoch 0020/0040] 4200/4800, lr:5.0e-05 ∣ avg_100 : 31727.821647 ∣ critic_nllloss : 25712.460547 ∣ critic_ganloss : -246.585501 ∣ generator_nllloss : 5128.296875 ∣ generator_ganloss : 926.311426 ∣  [  std_z : 0.99  real_sub_fake : 1042.51 ]
[  epoch 0020/0040] 4210/4800, lr:5.0e-05 ∣ avg_100 : 31723.427706 ∣ critic_nllloss : 25758.568945 ∣ critic_ganloss : -303.758998 ∣ generator_nllloss : 5067.758008 ∣ generator_ganloss : 908.651221 ∣  [  std_z : 0.99  real_sub_fake : 1025.01 ]
[  epoch 0020/0040] 4220/4800, lr:5.0e-05 ∣ avg_100 : 31726.575271 ∣ critic_nllloss : 26033.743555 ∣ critic_ganloss : -271.534241 ∣ generator_nllloss : 5178.576758 ∣ generator_ganloss : 912.430957 ∣  [  std_z : 0.99  real_sub_fake : 1107.10 ]
[  epoch 0020/0040] 4230/4800, lr:5.0e-05 ∣ avg_100 : 31725.643307 ∣ critic_nllloss : 26112.968945 ∣ critic_ganloss : -370.115182 ∣ generator_nllloss : 5300.159961 ∣ generator_ganloss : 917.309912 ∣  [  std_z : 1.00  real_sub_fake : 1143.59 ]
[  epoch 0020/0040] 4240/4800, lr:5.0e-05 ∣ avg_100 : 31724.789923 ∣ critic_nllloss : 25777.019922 ∣ critic_ganloss : -300.752939 ∣ generator_nllloss : 5160.620508 ∣ generator_ganloss : 934.282275 ∣  [  std_z : 1.00  real_sub_fake : 1304.78 ]
[  epoch 0020/0040] 4250/4800, lr:5.0e-05 ∣ avg_100 : 31723.820662 ∣ critic_nllloss : 25862.892969 ∣ critic_ganloss : -231.913760 ∣ generator_nllloss : 5100.564453 ∣ generator_ganloss : 909.975830 ∣  [  std_z : 0.99  real_sub_fake : 1184.02 ]
[  epoch 0020/0040] 4260/4800, lr:5.0e-05 ∣ avg_100 : 31720.741186 ∣ critic_nllloss : 26008.849219 ∣ critic_ganloss : -294.914081 ∣ generator_nllloss : 5212.433594 ∣ generator_ganloss : 940.157910 ∣  [  std_z : 0.99  real_sub_fake : 888.02 ]
[  epoch 0020/0040] 4270/4800, lr:5.0e-05 ∣ avg_100 : 31721.967803 ∣ critic_nllloss : 25951.332617 ∣ critic_ganloss : -200.277765 ∣ generator_nllloss : 5273.616406 ∣ generator_ganloss : 862.421777 ∣  [  std_z : 0.99  real_sub_fake : 809.40 ]
[  epoch 0020/0040] 4280/4800, lr:5.0e-05 ∣ avg_100 : 31723.506439 ∣ critic_nllloss : 25894.195898 ∣ critic_ganloss : -259.231577 ∣ generator_nllloss : 5166.176953 ∣ generator_ganloss : 860.096777 ∣  [  std_z : 0.99  real_sub_fake : 1007.14 ]
[  epoch 0020/0040] 4290/4800, lr:5.0e-05 ∣ avg_100 : 31724.000086 ∣ critic_nllloss : 25741.005078 ∣ critic_ganloss : -190.476074 ∣ generator_nllloss : 5154.736719 ∣ generator_ganloss : 895.643848 ∣  [  std_z : 1.00  real_sub_fake : 770.67 ]
[  epoch 0020/0040] 4300/4800, lr:5.0e-05 ∣ avg_100 : 31725.132588 ∣ critic_nllloss : 25812.097266 ∣ critic_ganloss : -229.252879 ∣ generator_nllloss : 5239.844922 ∣ generator_ganloss : 846.921191 ∣  [  std_z : 1.00  real_sub_fake : 773.02 ]
[  epoch 0020/0040] 4310/4800, lr:5.0e-05 ∣ avg_100 : 31720.626559 ∣ critic_nllloss : 25898.379297 ∣ critic_ganloss : -246.582269 ∣ generator_nllloss : 5140.696875 ∣ generator_ganloss : 825.317090 ∣  [  std_z : 1.00  real_sub_fake : 1005.07 ]
[  epoch 0020/0040] 4320/4800, lr:5.0e-05 ∣ avg_100 : 31719.888436 ∣ critic_nllloss : 25794.214648 ∣ critic_ganloss : -220.528433 ∣ generator_nllloss : 5182.977148 ∣ generator_ganloss : 876.454443 ∣  [  std_z : 1.00  real_sub_fake : 855.05 ]
[  epoch 0020/0040] 4330/4800, lr:5.0e-05 ∣ avg_100 : 31721.239419 ∣ critic_nllloss : 25946.061523 ∣ critic_ganloss : -235.918521 ∣ generator_nllloss : 5349.000391 ∣ generator_ganloss : 876.645068 ∣  [  std_z : 0.99  real_sub_fake : 931.91 ]
[  epoch 0020/0040] 4340/4800, lr:5.0e-05 ∣ avg_100 : 31719.512036 ∣ critic_nllloss : 25901.709766 ∣ critic_ganloss : -221.304271 ∣ generator_nllloss : 5173.880469 ∣ generator_ganloss : 883.297266 ∣  [  std_z : 0.99  real_sub_fake : 877.09 ]
[  epoch 0020/0040] 4350/4800, lr:5.0e-05 ∣ avg_100 : 31721.394120 ∣ critic_nllloss : 26032.363867 ∣ critic_ganloss : -304.863843 ∣ generator_nllloss : 5275.358984 ∣ generator_ganloss : 848.434277 ∣  [  std_z : 1.00  real_sub_fake : 956.99 ]
[  epoch 0020/0040] 4360/4800, lr:5.0e-05 ∣ avg_100 : 31719.944025 ∣ critic_nllloss : 25742.985352 ∣ critic_ganloss : -245.020663 ∣ generator_nllloss : 5115.817578 ∣ generator_ganloss : 869.172266 ∣  [  std_z : 1.00  real_sub_fake : 1020.57 ]
[  epoch 0020/0040] 4370/4800, lr:5.0e-05 ∣ avg_100 : 31720.293330 ∣ critic_nllloss : 25913.981055 ∣ critic_ganloss : -253.399588 ∣ generator_nllloss : 5192.050977 ∣ generator_ganloss : 876.916406 ∣  [  std_z : 1.00  real_sub_fake : 1023.85 ]
[  epoch 0020/0040] 4380/4800, lr:5.0e-05 ∣ avg_100 : 31720.096786 ∣ critic_nllloss : 25837.166992 ∣ critic_ganloss : -273.593456 ∣ generator_nllloss : 5123.823047 ∣ generator_ganloss : 896.560010 ∣  [  std_z : 1.00  real_sub_fake : 871.49 ]
[  epoch 0020/0040] 4390/4800, lr:5.0e-05 ∣ avg_100 : 31714.505560 ∣ critic_nllloss : 25873.981445 ∣ critic_ganloss : -405.175433 ∣ generator_nllloss : 5196.937500 ∣ generator_ganloss : 861.520166 ∣  [  std_z : 0.99  real_sub_fake : 1198.38 ]
[  epoch 0020/0040] 4400/4800, lr:5.0e-05 ∣ avg_100 : 31707.273703 ∣ critic_nllloss : 25755.215625 ∣ critic_ganloss : -228.586725 ∣ generator_nllloss : 5152.187109 ∣ generator_ganloss : 873.058350 ∣  [  std_z : 0.99  real_sub_fake : 1279.89 ]
[  epoch 0020/0040] 4410/4800, lr:5.0e-05 ∣ avg_100 : 31707.266422 ∣ critic_nllloss : 26059.399219 ∣ critic_ganloss : -204.974352 ∣ generator_nllloss : 5145.103711 ∣ generator_ganloss : 891.042334 ∣  [  std_z : 0.99  real_sub_fake : 817.23 ]
[  epoch 0020/0040] 4420/4800, lr:5.0e-05 ∣ avg_100 : 31702.525807 ∣ critic_nllloss : 25890.084766 ∣ critic_ganloss : -189.842496 ∣ generator_nllloss : 5183.686523 ∣ generator_ganloss : 891.106396 ∣  [  std_z : 1.00  real_sub_fake : 626.76 ]
[  epoch 0020/0040] 4430/4800, lr:5.0e-05 ∣ avg_100 : 31705.367545 ∣ critic_nllloss : 25987.401953 ∣ critic_ganloss : -213.180321 ∣ generator_nllloss : 5244.955469 ∣ generator_ganloss : 879.196582 ∣  [  std_z : 1.00  real_sub_fake : 776.81 ]
[  epoch 0020/0040] 4440/4800, lr:5.0e-05 ∣ avg_100 : 31705.197484 ∣ critic_nllloss : 25685.936523 ∣ critic_ganloss : -211.327039 ∣ generator_nllloss : 5196.713477 ∣ generator_ganloss : 882.220264 ∣  [  std_z : 0.99  real_sub_fake : 847.08 ]
[  epoch 0020/0040] 4450/4800, lr:5.0e-05 ∣ avg_100 : 31704.420942 ∣ critic_nllloss : 25791.614063 ∣ critic_ganloss : -218.621326 ∣ generator_nllloss : 5114.020703 ∣ generator_ganloss : 899.081104 ∣  [  std_z : 0.99  real_sub_fake : 953.53 ]
[  epoch 0020/0040] 4460/4800, lr:5.0e-05 ∣ avg_100 : 31705.671198 ∣ critic_nllloss : 25952.704688 ∣ critic_ganloss : -326.890173 ∣ generator_nllloss : 5159.611328 ∣ generator_ganloss : 891.069238 ∣  [  std_z : 0.99  real_sub_fake : 1072.74 ]
[  epoch 0020/0040] 4470/4800, lr:5.0e-05 ∣ avg_100 : 31703.429150 ∣ critic_nllloss : 25855.399805 ∣ critic_ganloss : -335.977512 ∣ generator_nllloss : 5158.881836 ∣ generator_ganloss : 902.205957 ∣  [  std_z : 1.00  real_sub_fake : 1214.19 ]
[  epoch 0020/0040] 4480/4800, lr:5.0e-05 ∣ avg_100 : 31707.248003 ∣ critic_nllloss : 26168.872461 ∣ critic_ganloss : -234.967865 ∣ generator_nllloss : 5210.527930 ∣ generator_ganloss : 910.097559 ∣  [  std_z : 0.99  real_sub_fake : 1117.27 ]
[  epoch 0020/0040] 4490/4800, lr:5.0e-05 ∣ avg_100 : 31706.371552 ∣ critic_nllloss : 25654.700781 ∣ critic_ganloss : -265.253500 ∣ generator_nllloss : 5250.291211 ∣ generator_ganloss : 938.698291 ∣  [  std_z : 0.99  real_sub_fake : 939.58 ]
[  epoch 0020/0040] 4500/4800, lr:5.0e-05 ∣ avg_100 : 31706.292080 ∣ critic_nllloss : 25891.447070 ∣ critic_ganloss : -288.396036 ∣ generator_nllloss : 5226.574219 ∣ generator_ganloss : 852.460938 ∣  [  std_z : 1.00  real_sub_fake : 1040.82 ]
[  epoch 0020/0040] 4510/4800, lr:5.0e-05 ∣ avg_100 : 31701.994357 ∣ critic_nllloss : 25618.944531 ∣ critic_ganloss : -289.593018 ∣ generator_nllloss : 5113.273438 ∣ generator_ganloss : 842.814111 ∣  [  std_z : 1.00  real_sub_fake : 997.54 ]
[  epoch 0020/0040] 4520/4800, lr:5.0e-05 ∣ avg_100 : 31698.131187 ∣ critic_nllloss : 25989.685156 ∣ critic_ganloss : -368.630960 ∣ generator_nllloss : 5220.657812 ∣ generator_ganloss : 847.421826 ∣  [  std_z : 0.99  real_sub_fake : 1203.08 ]
[  epoch 0020/0040] 4530/4800, lr:5.0e-05 ∣ avg_100 : 31698.879450 ∣ critic_nllloss : 25956.594727 ∣ critic_ganloss : -327.562637 ∣ generator_nllloss : 5261.584570 ∣ generator_ganloss : 814.286133 ∣  [  std_z : 0.98  real_sub_fake : 1437.34 ]
[  epoch 0020/0040] 4540/4800, lr:5.0e-05 ∣ avg_100 : 31703.065844 ∣ critic_nllloss : 26041.690039 ∣ critic_ganloss : -278.906192 ∣ generator_nllloss : 5180.295703 ∣ generator_ganloss : 853.311426 ∣  [  std_z : 0.99  real_sub_fake : 1163.76 ]
[  epoch 0020/0040] 4550/4800, lr:5.0e-05 ∣ avg_100 : 31703.681202 ∣ critic_nllloss : 25767.817188 ∣ critic_ganloss : -224.382950 ∣ generator_nllloss : 5243.928711 ∣ generator_ganloss : 838.606592 ∣  [  std_z : 1.00  real_sub_fake : 922.29 ]
[  epoch 0020/0040] 4560/4800, lr:5.0e-05 ∣ avg_100 : 31703.455464 ∣ critic_nllloss : 25930.614844 ∣ critic_ganloss : -322.274678 ∣ generator_nllloss : 5259.612500 ∣ generator_ganloss : 840.671631 ∣  [  std_z : 1.00  real_sub_fake : 967.06 ]
[  epoch 0020/0040] 4570/4800, lr:5.0e-05 ∣ avg_100 : 31703.379535 ∣ critic_nllloss : 25705.931836 ∣ critic_ganloss : -227.121490 ∣ generator_nllloss : 5201.762109 ∣ generator_ganloss : 855.373438 ∣  [  std_z : 0.99  real_sub_fake : 1015.05 ]
[  epoch 0020/0040] 4580/4800, lr:5.0e-05 ∣ avg_100 : 31703.755467 ∣ critic_nllloss : 25874.386328 ∣ critic_ganloss : -321.473743 ∣ generator_nllloss : 5252.573633 ∣ generator_ganloss : 855.102148 ∣  [  std_z : 0.97  real_sub_fake : 1182.01 ]
[  epoch 0020/0040] 4590/4800, lr:5.0e-05 ∣ avg_100 : 31705.077384 ∣ critic_nllloss : 25783.858398 ∣ critic_ganloss : -248.795732 ∣ generator_nllloss : 5175.683008 ∣ generator_ganloss : 842.630615 ∣  [  std_z : 0.98  real_sub_fake : 1018.76 ]
[  epoch 0020/0040] 4600/4800, lr:5.0e-05 ∣ avg_100 : 31704.275935 ∣ critic_nllloss : 25758.801172 ∣ critic_ganloss : -263.988092 ∣ generator_nllloss : 5165.520117 ∣ generator_ganloss : 868.750732 ∣  [  std_z : 1.01  real_sub_fake : 1014.02 ]
[  epoch 0020/0040] 4610/4800, lr:5.0e-05 ∣ avg_100 : 31701.473728 ∣ critic_nllloss : 25743.892383 ∣ critic_ganloss : -302.430528 ∣ generator_nllloss : 5078.592578 ∣ generator_ganloss : 875.567090 ∣  [  std_z : 1.02  real_sub_fake : 1104.20 ]
[  epoch 0020/0040] 4620/4800, lr:5.0e-05 ∣ avg_100 : 31703.325470 ∣ critic_nllloss : 25903.345508 ∣ critic_ganloss : -301.832870 ∣ generator_nllloss : 5301.292188 ∣ generator_ganloss : 910.686865 ∣  [  std_z : 1.00  real_sub_fake : 1034.05 ]
[  epoch 0020/0040] 4630/4800, lr:5.0e-05 ∣ avg_100 : 31702.999917 ∣ critic_nllloss : 25729.733008 ∣ critic_ganloss : -244.035182 ∣ generator_nllloss : 5180.962695 ∣ generator_ganloss : 904.273779 ∣  [  std_z : 0.98  real_sub_fake : 950.12 ]
[  epoch 0020/0040] 4640/4800, lr:5.0e-05 ∣ avg_100 : 31700.939829 ∣ critic_nllloss : 25720.702539 ∣ critic_ganloss : -319.852643 ∣ generator_nllloss : 5271.405273 ∣ generator_ganloss : 915.624316 ∣  [  std_z : 0.98  real_sub_fake : 1181.51 ]
[  epoch 0020/0040] 4650/4800, lr:5.0e-05 ∣ avg_100 : 31698.485018 ∣ critic_nllloss : 25836.943750 ∣ critic_ganloss : -206.247130 ∣ generator_nllloss : 5203.240625 ∣ generator_ganloss : 913.197900 ∣  [  std_z : 1.00  real_sub_fake : 1040.29 ]
[  epoch 0020/0040] 4660/4800, lr:5.0e-05 ∣ avg_100 : 31697.347889 ∣ critic_nllloss : 25800.545508 ∣ critic_ganloss : -238.046040 ∣ generator_nllloss : 5137.884961 ∣ generator_ganloss : 901.744043 ∣  [  std_z : 1.01  real_sub_fake : 870.69 ]
[  epoch 0020/0040] 4670/4800, lr:5.0e-05 ∣ avg_100 : 31697.003532 ∣ critic_nllloss : 25829.516602 ∣ critic_ganloss : -264.502570 ∣ generator_nllloss : 5146.954492 ∣ generator_ganloss : 892.385889 ∣  [  std_z : 1.01  real_sub_fake : 1031.82 ]
[  epoch 0020/0040] 4680/4800, lr:5.0e-05 ∣ avg_100 : 31698.494917 ∣ critic_nllloss : 25830.937305 ∣ critic_ganloss : -185.770648 ∣ generator_nllloss : 5250.575586 ∣ generator_ganloss : 918.471777 ∣  [  std_z : 0.98  real_sub_fake : 887.17 ]
[  epoch 0020/0040] 4690/4800, lr:5.0e-05 ∣ avg_100 : 31698.460072 ∣ critic_nllloss : 25887.669141 ∣ critic_ganloss : -265.372115 ∣ generator_nllloss : 5265.763281 ∣ generator_ganloss : 874.744873 ∣  [  std_z : 0.98  real_sub_fake : 973.08 ]
[  epoch 0020/0040] 4700/4800, lr:5.0e-05 ∣ avg_100 : 31697.976388 ∣ critic_nllloss : 25954.745898 ∣ critic_ganloss : -301.627658 ∣ generator_nllloss : 5196.266992 ∣ generator_ganloss : 895.789014 ∣  [  std_z : 1.00  real_sub_fake : 910.18 ]
[  epoch 0020/0040] 4710/4800, lr:5.0e-05 ∣ avg_100 : 31695.341598 ∣ critic_nllloss : 25935.919336 ∣ critic_ganloss : -373.413791 ∣ generator_nllloss : 5195.344336 ∣ generator_ganloss : 862.717627 ∣  [  std_z : 1.01  real_sub_fake : 1248.01 ]
[  epoch 0020/0040] 4720/4800, lr:5.0e-05 ∣ avg_100 : 31697.153551 ∣ critic_nllloss : 25962.376172 ∣ critic_ganloss : -281.982047 ∣ generator_nllloss : 5182.797070 ∣ generator_ganloss : 876.368213 ∣  [  std_z : 0.99  real_sub_fake : 1242.60 ]
[  epoch 0020/0040] 4730/4800, lr:5.0e-05 ∣ avg_100 : 31696.654192 ∣ critic_nllloss : 25741.474414 ∣ critic_ganloss : -242.902922 ∣ generator_nllloss : 5190.133008 ∣ generator_ganloss : 864.184766 ∣  [  std_z : 0.99  real_sub_fake : 955.74 ]
[  epoch 0020/0040] 4740/4800, lr:5.0e-05 ∣ avg_100 : 31699.523324 ∣ critic_nllloss : 26185.291992 ∣ critic_ganloss : -246.179974 ∣ generator_nllloss : 5305.243945 ∣ generator_ganloss : 882.999414 ∣  [  std_z : 1.00  real_sub_fake : 1082.03 ]
[  epoch 0020/0040] 4750/4800, lr:5.0e-05 ∣ avg_100 : 31703.444995 ∣ critic_nllloss : 26102.453320 ∣ critic_ganloss : -286.758139 ∣ generator_nllloss : 5352.194141 ∣ generator_ganloss : 898.944922 ∣  [  std_z : 0.99  real_sub_fake : 1029.60 ]
[  epoch 0020/0040] 4760/4800, lr:5.0e-05 ∣ avg_100 : 31701.954052 ∣ critic_nllloss : 25681.064258 ∣ critic_ganloss : -273.261292 ∣ generator_nllloss : 5209.102734 ∣ generator_ganloss : 885.685596 ∣  [  std_z : 0.99  real_sub_fake : 987.08 ]
[  epoch 0020/0040] 4770/4800, lr:5.0e-05 ∣ avg_100 : 31700.313295 ∣ critic_nllloss : 25996.541992 ∣ critic_ganloss : -288.184335 ∣ generator_nllloss : 5236.404883 ∣ generator_ganloss : 852.553662 ∣  [  std_z : 0.99  real_sub_fake : 1117.36 ]
[  epoch 0020/0040] 4780/4800, lr:5.0e-05 ∣ avg_100 : 31696.935458 ∣ critic_nllloss : 25784.112891 ∣ critic_ganloss : -289.918192 ∣ generator_nllloss : 5205.211523 ∣ generator_ganloss : 876.826465 ∣  [  std_z : 1.00  real_sub_fake : 1088.18 ]
[  epoch 0020/0040] 4790/4800, lr:5.0e-05 ∣ avg_100 : 31695.099904 ∣ critic_nllloss : 25694.225000 ∣ critic_ganloss : -210.899060 ∣ generator_nllloss : 5133.183789 ∣ generator_ganloss : 910.645654 ∣  [  std_z : 1.00  real_sub_fake : 876.29 ]
[  epoch 0020/0040] 4800/4800, lr:2.5e-05 ∣ avg_100 : 31699.922670 ∣ critic_nllloss : 26106.477734 ∣ critic_ganloss : -111.639288 ∣ generator_nllloss : 5179.705469 ∣ generator_ganloss : 931.609082 ∣  [  std_z : 0.99  real_sub_fake : 504.75 ]
[    val 020    ] Done! KLD: 0.033813: 0.02419945:07, total: 1 day, 3:30:14                     
[  epoch 0021/0040] 0010/4800, lr:2.5e-05 ∣ avg_100 : 31701.987123 ∣ critic_nllloss : 26060.913281 ∣ critic_ganloss : -213.283300 ∣ generator_nllloss : 5218.354492 ∣ generator_ganloss : 895.518408 ∣  [  std_z : 0.99  real_sub_fake : 576.84 ]
[  epoch 0021/0040] 0020/4800, lr:2.5e-05 ∣ avg_100 : 31702.994951 ∣ critic_nllloss : 25839.883203 ∣ critic_ganloss : -251.405215 ∣ generator_nllloss : 5158.408203 ∣ generator_ganloss : 852.098877 ∣  [  std_z : 0.99  real_sub_fake : 849.88 ]
[  epoch 0021/0040] 0030/4800, lr:2.5e-05 ∣ avg_100 : 31706.152002 ∣ critic_nllloss : 25901.981445 ∣ critic_ganloss : -259.794183 ∣ generator_nllloss : 5345.610937 ∣ generator_ganloss : 871.613037 ∣  [  std_z : 1.00  real_sub_fake : 1002.98 ]
[  epoch 0021/0040] 0040/4800, lr:2.5e-05 ∣ avg_100 : 31707.151147 ∣ critic_nllloss : 25926.474219 ∣ critic_ganloss : -337.405975 ∣ generator_nllloss : 5116.576563 ∣ generator_ganloss : 898.423486 ∣  [  std_z : 1.00  real_sub_fake : 1065.15 ]
[  epoch 0021/0040] 0050/4800, lr:2.5e-05 ∣ avg_100 : 31706.406446 ∣ critic_nllloss : 25840.871484 ∣ critic_ganloss : -299.356494 ∣ generator_nllloss : 5238.660742 ∣ generator_ganloss : 896.972168 ∣  [  std_z : 1.00  real_sub_fake : 1183.97 ]
[  epoch 0021/0040] 0060/4800, lr:2.5e-05 ∣ avg_100 : 31705.546192 ∣ critic_nllloss : 25840.775391 ∣ critic_ganloss : -279.156511 ∣ generator_nllloss : 5156.025000 ∣ generator_ganloss : 915.307178 ∣  [  std_z : 0.99  real_sub_fake : 1164.64 ]
[  epoch 0021/0040] 0070/4800, lr:2.5e-05 ∣ avg_100 : 31704.781637 ∣ critic_nllloss : 25893.316406 ∣ critic_ganloss : -337.451480 ∣ generator_nllloss : 5131.482422 ∣ generator_ganloss : 924.776221 ∣  [  std_z : 0.98  real_sub_fake : 1140.14 ]
[  epoch 0021/0040] 0080/4800, lr:2.5e-05 ∣ avg_100 : 31703.678672 ∣ critic_nllloss : 25806.519336 ∣ critic_ganloss : -291.154636 ∣ generator_nllloss : 5211.825977 ∣ generator_ganloss : 901.343018 ∣  [  std_z : 0.99  real_sub_fake : 1176.97 ]
[  epoch 0021/0040] 0090/4800, lr:2.5e-05 ∣ avg_100 : 31701.013296 ∣ critic_nllloss : 25750.778516 ∣ critic_ganloss : -217.274625 ∣ generator_nllloss : 5103.540039 ∣ generator_ganloss : 934.803076 ∣  [  std_z : 0.99  real_sub_fake : 1109.42 ]
[  epoch 0021/0040] 0100/4800, lr:2.5e-05 ∣ avg_100 : 31695.987888 ∣ critic_nllloss : 25734.080469 ∣ critic_ganloss : -270.404294 ∣ generator_nllloss : 5109.347852 ∣ generator_ganloss : 915.563965 ∣  [  std_z : 0.99  real_sub_fake : 960.23 ]
[  epoch 0021/0040] 0110/4800, lr:2.5e-05 ∣ avg_100 : 31692.656131 ∣ critic_nllloss : 25726.910742 ∣ critic_ganloss : -247.875912 ∣ generator_nllloss : 5183.697656 ∣ generator_ganloss : 903.150146 ∣  [  std_z : 1.01  real_sub_fake : 1017.06 ]
[  epoch 0021/0040] 0120/4800, lr:2.5e-05 ∣ avg_100 : 31693.136256 ∣ critic_nllloss : 25850.487305 ∣ critic_ganloss : -276.065509 ∣ generator_nllloss : 5246.689258 ∣ generator_ganloss : 910.146094 ∣  [  std_z : 1.00  real_sub_fake : 971.87 ]
[  epoch 0021/0040] 0130/4800, lr:2.5e-05 ∣ avg_100 : 31690.297260 ∣ critic_nllloss : 25759.034570 ∣ critic_ganloss : -262.428822 ∣ generator_nllloss : 5158.865039 ∣ generator_ganloss : 920.297754 ∣  [  std_z : 0.99  real_sub_fake : 911.48 ]
[  epoch 0021/0040] 0140/4800, lr:2.5e-05 ∣ avg_100 : 31688.080467 ∣ critic_nllloss : 25672.437109 ∣ critic_ganloss : -256.669891 ∣ generator_nllloss : 5180.533984 ∣ generator_ganloss : 889.071436 ∣  [  std_z : 0.99  real_sub_fake : 1026.37 ]
[  epoch 0021/0040] 0150/4800, lr:2.5e-05 ∣ avg_100 : 31687.668174 ∣ critic_nllloss : 25863.907031 ∣ critic_ganloss : -251.634050 ∣ generator_nllloss : 5205.616797 ∣ generator_ganloss : 920.629102 ∣  [  std_z : 0.99  real_sub_fake : 929.27 ]
[  epoch 0021/0040] 0160/4800, lr:2.5e-05 ∣ avg_100 : 31684.369675 ∣ critic_nllloss : 25638.687891 ∣ critic_ganloss : -245.674521 ∣ generator_nllloss : 5101.575195 ∣ generator_ganloss : 885.536084 ∣  [  std_z : 0.99  real_sub_fake : 946.81 ]
[  epoch 0021/0040] 0170/4800, lr:2.5e-05 ∣ avg_100 : 31684.908248 ∣ critic_nllloss : 25919.616602 ∣ critic_ganloss : -318.283331 ∣ generator_nllloss : 5219.567969 ∣ generator_ganloss : 891.398096 ∣  [  std_z : 1.00  real_sub_fake : 1017.75 ]
[  epoch 0021/0040] 0180/4800, lr:2.5e-05 ∣ avg_100 : 31684.341864 ∣ critic_nllloss : 25909.198242 ∣ critic_ganloss : -278.957184 ∣ generator_nllloss : 5079.408789 ∣ generator_ganloss : 890.710938 ∣  [  std_z : 1.00  real_sub_fake : 1120.72 ]
[  epoch 0021/0040] 0190/4800, lr:2.5e-05 ∣ avg_100 : 31678.590636 ∣ critic_nllloss : 25756.178125 ∣ critic_ganloss : -342.583496 ∣ generator_nllloss : 5161.701563 ∣ generator_ganloss : 901.514014 ∣  [  std_z : 1.00  real_sub_fake : 1156.30 ]
[  epoch 0021/0040] 0200/4800, lr:2.5e-05 ∣ avg_100 : 31674.418324 ∣ critic_nllloss : 25899.138086 ∣ critic_ganloss : -339.271085 ∣ generator_nllloss : 5186.207617 ∣ generator_ganloss : 891.469678 ∣  [  std_z : 0.99  real_sub_fake : 1250.58 ]
[  epoch 0021/0040] 0210/4800, lr:2.5e-05 ∣ avg_100 : 31677.944206 ∣ critic_nllloss : 26112.419141 ∣ critic_ganloss : -312.416132 ∣ generator_nllloss : 5194.521484 ∣ generator_ganloss : 900.702930 ∣  [  std_z : 0.98  real_sub_fake : 1340.30 ]
[  epoch 0021/0040] 0220/4800, lr:2.5e-05 ∣ avg_100 : 31676.862716 ∣ critic_nllloss : 25810.562695 ∣ critic_ganloss : -194.488824 ∣ generator_nllloss : 5093.262109 ∣ generator_ganloss : 904.337891 ∣  [  std_z : 0.99  real_sub_fake : 1072.47 ]
[  epoch 0021/0040] 0230/4800, lr:2.5e-05 ∣ avg_100 : 31674.397116 ∣ critic_nllloss : 25713.042969 ∣ critic_ganloss : -210.950362 ∣ generator_nllloss : 5193.308984 ∣ generator_ganloss : 877.517969 ∣  [  std_z : 0.99  real_sub_fake : 963.29 ]
[  epoch 0021/0040] 0240/4800, lr:2.5e-05 ∣ avg_100 : 31675.078555 ∣ critic_nllloss : 25951.698633 ∣ critic_ganloss : -214.246529 ∣ generator_nllloss : 5209.433398 ∣ generator_ganloss : 911.808838 ∣  [  std_z : 1.00  real_sub_fake : 767.54 ]
[  epoch 0021/0040] 0250/4800, lr:2.5e-05 ∣ avg_100 : 31678.943530 ∣ critic_nllloss : 26098.158203 ∣ critic_ganloss : -282.154504 ∣ generator_nllloss : 5212.209766 ∣ generator_ganloss : 905.422998 ∣  [  std_z : 1.00  real_sub_fake : 870.26 ]
[  epoch 0021/0040] 0260/4800, lr:2.5e-05 ∣ avg_100 : 31678.461308 ∣ critic_nllloss : 25765.828906 ∣ critic_ganloss : -247.605896 ∣ generator_nllloss : 5213.305078 ∣ generator_ganloss : 905.566064 ∣  [  std_z : 0.99  real_sub_fake : 920.85 ]
[  epoch 0021/0040] 0270/4800, lr:2.5e-05 ∣ avg_100 : 31676.296776 ∣ critic_nllloss : 25777.045312 ∣ critic_ganloss : -296.908617 ∣ generator_nllloss : 5054.313281 ∣ generator_ganloss : 887.303809 ∣  [  std_z : 0.98  real_sub_fake : 955.99 ]
[  epoch 0021/0040] 0280/4800, lr:2.5e-05 ∣ avg_100 : 31678.707631 ∣ critic_nllloss : 25952.790430 ∣ critic_ganloss : -313.162271 ∣ generator_nllloss : 5235.401367 ∣ generator_ganloss : 890.149658 ∣  [  std_z : 0.98  real_sub_fake : 1178.09 ]
[  epoch 0021/0040] 0290/4800, lr:2.5e-05 ∣ avg_100 : 31677.120559 ∣ critic_nllloss : 25672.529687 ∣ critic_ganloss : -196.666238 ∣ generator_nllloss : 4970.576367 ∣ generator_ganloss : 902.046338 ∣  [  std_z : 0.98  real_sub_fake : 1080.61 ]
[  epoch 0021/0040] 0300/4800, lr:2.5e-05 ∣ avg_100 : 31675.478001 ∣ critic_nllloss : 25773.427930 ∣ critic_ganloss : -353.076204 ∣ generator_nllloss : 5203.427148 ∣ generator_ganloss : 901.486523 ∣  [  std_z : 1.00  real_sub_fake : 1069.78 ]
[  epoch 0021/0040] 0310/4800, lr:2.5e-05 ∣ avg_100 : 31674.089601 ∣ critic_nllloss : 25998.168750 ∣ critic_ganloss : -308.759003 ∣ generator_nllloss : 5172.308398 ∣ generator_ganloss : 903.271582 ∣  [  std_z : 1.00  real_sub_fake : 1152.83 ]
[  epoch 0021/0040] 0320/4800, lr:2.5e-05 ∣ avg_100 : 31675.191012 ∣ critic_nllloss : 25956.773438 ∣ critic_ganloss : -315.910443 ∣ generator_nllloss : 5104.754687 ∣ generator_ganloss : 885.722168 ∣  [  std_z : 1.00  real_sub_fake : 1187.11 ]
[  epoch 0021/0040] 0330/4800, lr:2.5e-05 ∣ avg_100 : 31672.634646 ∣ critic_nllloss : 25725.390625 ∣ critic_ganloss : -231.822601 ∣ generator_nllloss : 5177.952148 ∣ generator_ganloss : 920.891162 ∣  [  std_z : 0.99  real_sub_fake : 1041.52 ]
[  epoch 0021/0040] 0340/4800, lr:2.5e-05 ∣ avg_100 : 31675.331004 ∣ critic_nllloss : 25993.971875 ∣ critic_ganloss : -262.515961 ∣ generator_nllloss : 5259.278516 ∣ generator_ganloss : 903.819043 ∣  [  std_z : 0.99  real_sub_fake : 1068.58 ]
[  epoch 0021/0040] 0350/4800, lr:2.5e-05 ∣ avg_100 : 31672.631153 ∣ critic_nllloss : 25933.429883 ∣ critic_ganloss : -261.433943 ∣ generator_nllloss : 5168.287891 ∣ generator_ganloss : 911.715137 ∣  [  std_z : 1.00  real_sub_fake : 977.82 ]
[  epoch 0021/0040] 0360/4800, lr:2.5e-05 ∣ avg_100 : 31673.698633 ∣ critic_nllloss : 25825.910352 ∣ critic_ganloss : -265.281796 ∣ generator_nllloss : 5214.963086 ∣ generator_ganloss : 915.607422 ∣  [  std_z : 0.99  real_sub_fake : 1004.55 ]
[  epoch 0021/0040] 0370/4800, lr:2.5e-05 ∣ avg_100 : 31674.793662 ∣ critic_nllloss : 25969.479102 ∣ critic_ganloss : -319.124844 ∣ generator_nllloss : 5226.930273 ∣ generator_ganloss : 891.180176 ∣  [  std_z : 0.99  real_sub_fake : 1139.93 ]
[  epoch 0021/0040] 0380/4800, lr:2.5e-05 ∣ avg_100 : 31676.006240 ∣ critic_nllloss : 25912.133594 ∣ critic_ganloss : -263.257887 ∣ generator_nllloss : 5210.370117 ∣ generator_ganloss : 905.133984 ∣  [  std_z : 0.99  real_sub_fake : 1082.01 ]
[  epoch 0021/0040] 0390/4800, lr:2.5e-05 ∣ avg_100 : 31674.908279 ∣ critic_nllloss : 25846.805664 ∣ critic_ganloss : -346.048001 ∣ generator_nllloss : 5191.637695 ∣ generator_ganloss : 888.041797 ∣  [  std_z : 1.00  real_sub_fake : 976.77 ]
[  epoch 0021/0040] 0400/4800, lr:2.5e-05 ∣ avg_100 : 31674.150577 ∣ critic_nllloss : 25619.188672 ∣ critic_ganloss : -211.541010 ∣ generator_nllloss : 5139.387695 ∣ generator_ganloss : 897.677832 ∣  [  std_z : 0.99  real_sub_fake : 1044.29 ]
[  epoch 0021/0040] 0410/4800, lr:2.5e-05 ∣ avg_100 : 31676.862324 ∣ critic_nllloss : 25999.389844 ∣ critic_ganloss : -274.565491 ∣ generator_nllloss : 5076.775781 ∣ generator_ganloss : 900.793701 ∣  [  std_z : 0.99  real_sub_fake : 1050.73 ]
[  epoch 0021/0040] 0420/4800, lr:2.5e-05 ∣ avg_100 : 31677.097962 ∣ critic_nllloss : 26092.454688 ∣ critic_ganloss : -294.907109 ∣ generator_nllloss : 5204.678906 ∣ generator_ganloss : 874.554395 ∣  [  std_z : 0.99  real_sub_fake : 1037.46 ]
[  epoch 0021/0040] 0430/4800, lr:2.5e-05 ∣ avg_100 : 31672.110325 ∣ critic_nllloss : 25764.067578 ∣ critic_ganloss : -271.521857 ∣ generator_nllloss : 5090.781641 ∣ generator_ganloss : 878.232520 ∣  [  std_z : 0.99  real_sub_fake : 988.56 ]
[  epoch 0021/0040] 0440/4800, lr:2.5e-05 ∣ avg_100 : 31674.558502 ∣ critic_nllloss : 25989.165625 ∣ critic_ganloss : -250.906516 ∣ generator_nllloss : 5183.118359 ∣ generator_ganloss : 894.610010 ∣  [  std_z : 1.00  real_sub_fake : 1117.32 ]
[  epoch 0021/0040] 0450/4800, lr:2.5e-05 ∣ avg_100 : 31677.173869 ∣ critic_nllloss : 26081.623437 ∣ critic_ganloss : -340.166116 ∣ generator_nllloss : 5267.591797 ∣ generator_ganloss : 894.007080 ∣  [  std_z : 1.00  real_sub_fake : 1184.11 ]
[  epoch 0021/0040] 0460/4800, lr:2.5e-05 ∣ avg_100 : 31675.451303 ∣ critic_nllloss : 25931.904102 ∣ critic_ganloss : -316.975764 ∣ generator_nllloss : 5190.815625 ∣ generator_ganloss : 888.526123 ∣  [  std_z : 0.99  real_sub_fake : 1101.99 ]
[  epoch 0021/0040] 0470/4800, lr:2.5e-05 ∣ avg_100 : 31673.728036 ∣ critic_nllloss : 25878.231836 ∣ critic_ganloss : -338.942026 ∣ generator_nllloss : 5299.650391 ∣ generator_ganloss : 875.826123 ∣  [  std_z : 1.00  real_sub_fake : 1281.34 ]
[  epoch 0021/0040] 0480/4800, lr:2.5e-05 ∣ avg_100 : 31671.090987 ∣ critic_nllloss : 25716.404297 ∣ critic_ganloss : -360.592142 ∣ generator_nllloss : 5157.083789 ∣ generator_ganloss : 884.637158 ∣  [  std_z : 0.99  real_sub_fake : 1253.86 ]
[  epoch 0021/0040] 0490/4800, lr:2.5e-05 ∣ avg_100 : 31673.304344 ∣ critic_nllloss : 25975.595117 ∣ critic_ganloss : -267.515350 ∣ generator_nllloss : 5183.905859 ∣ generator_ganloss : 930.259668 ∣  [  std_z : 0.99  real_sub_fake : 1234.99 ]
[  epoch 0021/0040] 0500/4800, lr:2.5e-05 ∣ avg_100 : 31670.042016 ∣ critic_nllloss : 25589.135156 ∣ critic_ganloss : -216.908572 ∣ generator_nllloss : 5034.866992 ∣ generator_ganloss : 936.284180 ∣  [  std_z : 1.00  real_sub_fake : 1000.03 ]
[  epoch 0021/0040] 0510/4800, lr:2.5e-05 ∣ avg_100 : 31671.044937 ∣ critic_nllloss : 25993.430664 ∣ critic_ganloss : -321.153473 ∣ generator_nllloss : 5107.412109 ∣ generator_ganloss : 938.413721 ∣  [  std_z : 1.00  real_sub_fake : 937.27 ]
[  epoch 0021/0040] 0520/4800, lr:2.5e-05 ∣ avg_100 : 31672.219514 ∣ critic_nllloss : 26019.031641 ∣ critic_ganloss : -256.113101 ∣ generator_nllloss : 5100.890234 ∣ generator_ganloss : 886.766748 ∣  [  std_z : 1.00  real_sub_fake : 1168.58 ]
[  epoch 0021/0040] 0530/4800, lr:2.5e-05 ∣ avg_100 : 31668.182579 ∣ critic_nllloss : 25617.747070 ∣ critic_ganloss : -206.113292 ∣ generator_nllloss : 5160.899219 ∣ generator_ganloss : 959.562012 ∣  [  std_z : 0.99  real_sub_fake : 843.89 ]
[  epoch 0021/0040] 0540/4800, lr:2.5e-05 ∣ avg_100 : 31668.638969 ∣ critic_nllloss : 25869.840430 ∣ critic_ganloss : -223.482755 ∣ generator_nllloss : 5222.775586 ∣ generator_ganloss : 914.088916 ∣  [  std_z : 0.99  real_sub_fake : 987.34 ]
[  epoch 0021/0040] 0550/4800, lr:2.5e-05 ∣ avg_100 : 31665.447639 ∣ critic_nllloss : 25797.751758 ∣ critic_ganloss : -318.724750 ∣ generator_nllloss : 5150.980078 ∣ generator_ganloss : 902.153223 ∣  [  std_z : 0.99  real_sub_fake : 969.99 ]
[  epoch 0021/0040] 0560/4800, lr:2.5e-05 ∣ avg_100 : 31667.656739 ∣ critic_nllloss : 25952.821484 ∣ critic_ganloss : -332.371045 ∣ generator_nllloss : 5189.475195 ∣ generator_ganloss : 893.938867 ∣  [  std_z : 1.00  real_sub_fake : 1040.71 ]
[  epoch 0021/0040] 0570/4800, lr:2.5e-05 ∣ avg_100 : 31667.449916 ∣ critic_nllloss : 25952.704883 ∣ critic_ganloss : -264.411682 ∣ generator_nllloss : 5142.559375 ∣ generator_ganloss : 878.014014 ∣  [  std_z : 1.00  real_sub_fake : 1199.92 ]
[  epoch 0021/0040] 0580/4800, lr:2.5e-05 ∣ avg_100 : 31667.221780 ∣ critic_nllloss : 25645.917187 ∣ critic_ganloss : -183.162073 ∣ generator_nllloss : 5165.333984 ∣ generator_ganloss : 933.053906 ∣  [  std_z : 1.00  real_sub_fake : 888.12 ]
[  epoch 0021/0040] 0590/4800, lr:2.5e-05 ∣ avg_100 : 31671.349853 ∣ critic_nllloss : 26076.513672 ∣ critic_ganloss : -273.496338 ∣ generator_nllloss : 5239.078125 ∣ generator_ganloss : 897.975488 ∣  [  std_z : 1.00  real_sub_fake : 1011.08 ]
[  epoch 0021/0040] 0600/4800, lr:2.5e-05 ∣ avg_100 : 31673.488985 ∣ critic_nllloss : 25930.816797 ∣ critic_ganloss : -252.904115 ∣ generator_nllloss : 5162.735547 ∣ generator_ganloss : 925.139307 ∣  [  std_z : 0.99  real_sub_fake : 914.86 ]
[  epoch 0021/0040] 0610/4800, lr:2.5e-05 ∣ avg_100 : 31672.138006 ∣ critic_nllloss : 25825.560352 ∣ critic_ganloss : -260.522365 ∣ generator_nllloss : 5263.258984 ∣ generator_ganloss : 927.176074 ∣  [  std_z : 0.99  real_sub_fake : 956.29 ]
[  epoch 0021/0040] 0620/4800, lr:2.5e-05 ∣ avg_100 : 31669.152091 ∣ critic_nllloss : 25798.872266 ∣ critic_ganloss : -351.305927 ∣ generator_nllloss : 5099.579297 ∣ generator_ganloss : 929.298047 ∣  [  std_z : 0.99  real_sub_fake : 1032.89 ]
[  epoch 0021/0040] 0630/4800, lr:2.5e-05 ∣ avg_100 : 31666.164389 ∣ critic_nllloss : 25945.730469 ∣ critic_ganloss : -375.861938 ∣ generator_nllloss : 5143.162109 ∣ generator_ganloss : 886.572852 ∣  [  std_z : 0.99  real_sub_fake : 1254.20 ]
[  epoch 0021/0040] 0640/4800, lr:2.5e-05 ∣ avg_100 : 31670.436101 ∣ critic_nllloss : 26094.944727 ∣ critic_ganloss : -195.859924 ∣ generator_nllloss : 5159.233008 ∣ generator_ganloss : 922.396631 ∣  [  std_z : 1.00  real_sub_fake : 1291.79 ]
[  epoch 0021/0040] 0650/4800, lr:2.5e-05 ∣ avg_100 : 31673.735745 ∣ critic_nllloss : 25985.419727 ∣ critic_ganloss : -229.650127 ∣ generator_nllloss : 5208.100000 ∣ generator_ganloss : 952.189307 ∣  [  std_z : 1.00  real_sub_fake : 949.77 ]
[  epoch 0021/0040] 0660/4800, lr:2.5e-05 ∣ avg_100 : 31674.141816 ∣ critic_nllloss : 25880.567188 ∣ critic_ganloss : -256.571021 ∣ generator_nllloss : 5147.339648 ∣ generator_ganloss : 945.766406 ∣  [  std_z : 0.99  real_sub_fake : 734.20 ]
[  epoch 0021/0040] 0670/4800, lr:2.5e-05 ∣ avg_100 : 31677.894856 ∣ critic_nllloss : 26033.703125 ∣ critic_ganloss : -267.831467 ∣ generator_nllloss : 5295.786328 ∣ generator_ganloss : 894.156055 ∣  [  std_z : 0.99  real_sub_fake : 995.80 ]
[  epoch 0021/0040] 0680/4800, lr:2.5e-05 ∣ avg_100 : 31676.014767 ∣ critic_nllloss : 25972.429102 ∣ critic_ganloss : -259.060342 ∣ generator_nllloss : 5230.560938 ∣ generator_ganloss : 922.591553 ∣  [  std_z : 1.00  real_sub_fake : 1067.98 ]
[  epoch 0021/0040] 0690/4800, lr:2.5e-05 ∣ avg_100 : 31676.359529 ∣ critic_nllloss : 25797.434766 ∣ critic_ganloss : -239.936270 ∣ generator_nllloss : 5114.106836 ∣ generator_ganloss : 941.307568 ∣  [  std_z : 1.00  real_sub_fake : 871.01 ]
[  epoch 0021/0040] 0700/4800, lr:2.5e-05 ∣ avg_100 : 31678.990580 ∣ critic_nllloss : 26024.682227 ∣ critic_ganloss : -270.794682 ∣ generator_nllloss : 5290.325000 ∣ generator_ganloss : 900.978809 ∣  [  std_z : 1.00  real_sub_fake : 992.55 ]
[  epoch 0021/0040] 0710/4800, lr:2.5e-05 ∣ avg_100 : 31682.063521 ∣ critic_nllloss : 25802.287109 ∣ critic_ganloss : -213.714545 ∣ generator_nllloss : 5088.559180 ∣ generator_ganloss : 915.601367 ∣  [  std_z : 0.99  real_sub_fake : 976.71 ]
[  epoch 0021/0040] 0720/4800, lr:2.5e-05 ∣ avg_100 : 31682.671140 ∣ critic_nllloss : 25997.108398 ∣ critic_ganloss : -356.488400 ∣ generator_nllloss : 5214.262109 ∣ generator_ganloss : 895.013672 ∣  [  std_z : 0.99  real_sub_fake : 1082.88 ]
[  epoch 0021/0040] 0730/4800, lr:2.5e-05 ∣ avg_100 : 31684.189051 ∣ critic_nllloss : 26045.563867 ∣ critic_ganloss : -308.583734 ∣ generator_nllloss : 5216.442773 ∣ generator_ganloss : 903.270947 ∣  [  std_z : 0.99  real_sub_fake : 1233.42 ]
[  epoch 0021/0040] 0740/4800, lr:2.5e-05 ∣ avg_100 : 31683.540753 ∣ critic_nllloss : 25988.908789 ∣ critic_ganloss : -382.339160 ∣ generator_nllloss : 5223.592383 ∣ generator_ganloss : 901.399219 ∣  [  std_z : 0.99  real_sub_fake : 1251.18 ]
[  epoch 0021/0040] 0750/4800, lr:2.5e-05 ∣ avg_100 : 31681.449019 ∣ critic_nllloss : 25689.199609 ∣ critic_ganloss : -310.164273 ∣ generator_nllloss : 5118.885352 ∣ generator_ganloss : 918.875439 ∣  [  std_z : 0.99  real_sub_fake : 1230.01 ]
[  epoch 0021/0040] 0760/4800, lr:2.5e-05 ∣ avg_100 : 31679.077964 ∣ critic_nllloss : 25639.431836 ∣ critic_ganloss : -326.672931 ∣ generator_nllloss : 5239.867188 ∣ generator_ganloss : 918.892725 ∣  [  std_z : 1.00  real_sub_fake : 1207.35 ]
[  epoch 0021/0040] 0770/4800, lr:2.5e-05 ∣ avg_100 : 31678.236140 ∣ critic_nllloss : 25696.855273 ∣ critic_ganloss : -273.378731 ∣ generator_nllloss : 5102.494141 ∣ generator_ganloss : 925.792773 ∣  [  std_z : 1.00  real_sub_fake : 1137.82 ]
[  epoch 0021/0040] 0780/4800, lr:2.5e-05 ∣ avg_100 : 31676.419104 ∣ critic_nllloss : 25710.842578 ∣ critic_ganloss : -295.263724 ∣ generator_nllloss : 5146.065430 ∣ generator_ganloss : 917.240479 ∣  [  std_z : 0.99  real_sub_fake : 941.81 ]
[  epoch 0021/0040] 0790/4800, lr:2.5e-05 ∣ avg_100 : 31677.433349 ∣ critic_nllloss : 25949.063477 ∣ critic_ganloss : -288.820187 ∣ generator_nllloss : 5087.901563 ∣ generator_ganloss : 906.655908 ∣  [  std_z : 0.98  real_sub_fake : 1094.36 ]
[  epoch 0021/0040] 0800/4800, lr:2.5e-05 ∣ avg_100 : 31678.483053 ∣ critic_nllloss : 25915.347852 ∣ critic_ganloss : -377.761407 ∣ generator_nllloss : 5176.732422 ∣ generator_ganloss : 919.735498 ∣  [  std_z : 0.98  real_sub_fake : 1189.82 ]
[  epoch 0021/0040] 0810/4800, lr:2.5e-05 ∣ avg_100 : 31680.517251 ∣ critic_nllloss : 25720.229883 ∣ critic_ganloss : -227.045807 ∣ generator_nllloss : 5169.483203 ∣ generator_ganloss : 936.374023 ∣  [  std_z : 0.99  real_sub_fake : 1253.57 ]
[  epoch 0021/0040] 0820/4800, lr:2.5e-05 ∣ avg_100 : 31678.607415 ∣ critic_nllloss : 25852.450977 ∣ critic_ganloss : -346.351398 ∣ generator_nllloss : 5204.859766 ∣ generator_ganloss : 911.548779 ∣  [  std_z : 1.00  real_sub_fake : 1279.43 ]
[  epoch 0021/0040] 0830/4800, lr:2.5e-05 ∣ avg_100 : 31681.345709 ∣ critic_nllloss : 25953.884570 ∣ critic_ganloss : -282.403735 ∣ generator_nllloss : 5254.084375 ∣ generator_ganloss : 919.198437 ∣  [  std_z : 1.01  real_sub_fake : 1203.46 ]
[  epoch 0021/0040] 0840/4800, lr:2.5e-05 ∣ avg_100 : 31681.277005 ∣ critic_nllloss : 25728.660547 ∣ critic_ganloss : -314.869504 ∣ generator_nllloss : 5240.488086 ∣ generator_ganloss : 926.729980 ∣  [  std_z : 1.00  real_sub_fake : 1053.29 ]
[  epoch 0021/0040] 0850/4800, lr:2.5e-05 ∣ avg_100 : 31681.645789 ∣ critic_nllloss : 25949.377539 ∣ critic_ganloss : -258.583994 ∣ generator_nllloss : 5174.879102 ∣ generator_ganloss : 918.340918 ∣  [  std_z : 0.99  real_sub_fake : 1044.45 ]
[  epoch 0021/0040] 0860/4800, lr:2.5e-05 ∣ avg_100 : 31682.878761 ∣ critic_nllloss : 25897.021875 ∣ critic_ganloss : -269.271078 ∣ generator_nllloss : 5143.421875 ∣ generator_ganloss : 954.253027 ∣  [  std_z : 0.99  real_sub_fake : 1075.82 ]
[  epoch 0021/0040] 0870/4800, lr:2.5e-05 ∣ avg_100 : 31682.667569 ∣ critic_nllloss : 25760.166992 ∣ critic_ganloss : -279.085858 ∣ generator_nllloss : 5158.408594 ∣ generator_ganloss : 943.745410 ∣  [  std_z : 0.99  real_sub_fake : 1088.59 ]
[  epoch 0021/0040] 0880/4800, lr:2.5e-05 ∣ avg_100 : 31682.338791 ∣ critic_nllloss : 25992.767578 ∣ critic_ganloss : -284.624509 ∣ generator_nllloss : 5120.984961 ∣ generator_ganloss : 952.208203 ∣  [  std_z : 0.99  real_sub_fake : 1037.82 ]
[  epoch 0021/0040] 0890/4800, lr:2.5e-05 ∣ avg_100 : 31681.816957 ∣ critic_nllloss : 25831.064453 ∣ critic_ganloss : -276.591388 ∣ generator_nllloss : 5215.334375 ∣ generator_ganloss : 940.814404 ∣  [  std_z : 1.00  real_sub_fake : 1016.37 ]
[  epoch 0021/0040] 0900/4800, lr:2.5e-05 ∣ avg_100 : 31681.389652 ∣ critic_nllloss : 25894.030078 ∣ critic_ganloss : -312.913937 ∣ generator_nllloss : 5160.840625 ∣ generator_ganloss : 960.486914 ∣  [  std_z : 1.00  real_sub_fake : 1149.42 ]
[  epoch 0021/0040] 0910/4800, lr:2.5e-05 ∣ avg_100 : 31683.067766 ∣ critic_nllloss : 25859.891992 ∣ critic_ganloss : -273.125897 ∣ generator_nllloss : 5219.174609 ∣ generator_ganloss : 982.438281 ∣  [  std_z : 0.99  real_sub_fake : 1075.78 ]
[  epoch 0021/0040] 0920/4800, lr:2.5e-05 ∣ avg_100 : 31684.157344 ∣ critic_nllloss : 25996.205078 ∣ critic_ganloss : -230.386804 ∣ generator_nllloss : 5142.414062 ∣ generator_ganloss : 940.284814 ∣  [  std_z : 0.99  real_sub_fake : 1096.39 ]
[  epoch 0021/0040] 0930/4800, lr:2.5e-05 ∣ avg_100 : 31683.994147 ∣ critic_nllloss : 25769.478320 ∣ critic_ganloss : -281.770450 ∣ generator_nllloss : 5131.811914 ∣ generator_ganloss : 917.049756 ∣  [  std_z : 1.00  real_sub_fake : 997.62 ]
[  epoch 0021/0040] 0940/4800, lr:2.5e-05 ∣ avg_100 : 31679.866414 ∣ critic_nllloss : 25849.609766 ∣ critic_ganloss : -294.794238 ∣ generator_nllloss : 5252.801367 ∣ generator_ganloss : 906.965234 ∣  [  std_z : 1.00  real_sub_fake : 1029.50 ]
[  epoch 0021/0040] 0950/4800, lr:2.5e-05 ∣ avg_100 : 31678.957814 ∣ critic_nllloss : 26075.575586 ∣ critic_ganloss : -293.206628 ∣ generator_nllloss : 5242.621484 ∣ generator_ganloss : 950.983789 ∣  [  std_z : 1.00  real_sub_fake : 1066.59 ]
[  epoch 0021/0040] 0960/4800, lr:2.5e-05 ∣ avg_100 : 31679.847738 ∣ critic_nllloss : 25751.020313 ∣ critic_ganloss : -238.030153 ∣ generator_nllloss : 5149.181445 ∣ generator_ganloss : 929.412061 ∣  [  std_z : 0.99  real_sub_fake : 982.05 ]
[  epoch 0021/0040] 0970/4800, lr:2.5e-05 ∣ avg_100 : 31678.960238 ∣ critic_nllloss : 25984.562109 ∣ critic_ganloss : -315.822882 ∣ generator_nllloss : 5141.100781 ∣ generator_ganloss : 898.726221 ∣  [  std_z : 0.99  real_sub_fake : 1070.07 ]
[  epoch 0021/0040] 0980/4800, lr:2.5e-05 ∣ avg_100 : 31680.795344 ∣ critic_nllloss : 25904.202344 ∣ critic_ganloss : -279.318784 ∣ generator_nllloss : 5215.190820 ∣ generator_ganloss : 919.668896 ∣  [  std_z : 0.99  real_sub_fake : 1060.32 ]
[  epoch 0021/0040] 0990/4800, lr:2.5e-05 ∣ avg_100 : 31682.719679 ∣ critic_nllloss : 25862.287305 ∣ critic_ganloss : -284.349747 ∣ generator_nllloss : 5220.652539 ∣ generator_ganloss : 920.998779 ∣  [  std_z : 1.00  real_sub_fake : 1117.39 ]
[  epoch 0021/0040] 1000/4800, lr:2.5e-05 ∣ avg_100 : 31677.519211 ∣ critic_nllloss : 25662.123633 ∣ critic_ganloss : -235.429288 ∣ generator_nllloss : 5252.779102 ∣ generator_ganloss : 906.632764 ∣  [  std_z : 1.00  real_sub_fake : 1047.12 ]
[  epoch 0021/0040] 1010/4800, lr:2.5e-05 ∣ avg_100 : 31675.223261 ∣ critic_nllloss : 25860.508203 ∣ critic_ganloss : -231.254291 ∣ generator_nllloss : 5158.910547 ∣ generator_ganloss : 943.743408 ∣  [  std_z : 0.99  real_sub_fake : 950.06 ]
[  epoch 0021/0040] 1020/4800, lr:2.5e-05 ∣ avg_100 : 31677.830447 ∣ critic_nllloss : 26044.834375 ∣ critic_ganloss : -319.342395 ∣ generator_nllloss : 5218.439258 ∣ generator_ganloss : 915.772412 ∣  [  std_z : 0.99  real_sub_fake : 1062.27 ]
[  epoch 0021/0040] 1030/4800, lr:2.5e-05 ∣ avg_100 : 31676.217001 ∣ critic_nllloss : 25778.941406 ∣ critic_ganloss : -236.241611 ∣ generator_nllloss : 5239.294727 ∣ generator_ganloss : 916.072168 ∣  [  std_z : 0.99  real_sub_fake : 996.00 ]
[  epoch 0021/0040] 1040/4800, lr:2.5e-05 ∣ avg_100 : 31677.378853 ∣ critic_nllloss : 25875.768555 ∣ critic_ganloss : -190.123792 ∣ generator_nllloss : 5113.775977 ∣ generator_ganloss : 920.832764 ∣  [  std_z : 0.99  real_sub_fake : 882.03 ]
[  epoch 0021/0040] 1050/4800, lr:2.5e-05 ∣ avg_100 : 31677.814062 ∣ critic_nllloss : 25978.792187 ∣ critic_ganloss : -304.822311 ∣ generator_nllloss : 5149.495898 ∣ generator_ganloss : 897.203027 ∣  [  std_z : 1.00  real_sub_fake : 917.43 ]
[  epoch 0021/0040] 1060/4800, lr:2.5e-05 ∣ avg_100 : 31679.468441 ∣ critic_nllloss : 25922.125000 ∣ critic_ganloss : -231.572543 ∣ generator_nllloss : 5218.069922 ∣ generator_ganloss : 889.766553 ∣  [  std_z : 1.00  real_sub_fake : 978.13 ]
[  epoch 0021/0040] 1070/4800, lr:2.5e-05 ∣ avg_100 : 31682.943738 ∣ critic_nllloss : 26135.409766 ∣ critic_ganloss : -308.424504 ∣ generator_nllloss : 5233.354102 ∣ generator_ganloss : 899.313916 ∣  [  std_z : 1.00  real_sub_fake : 1022.47 ]
[  epoch 0021/0040] 1080/4800, lr:2.5e-05 ∣ avg_100 : 31684.492610 ∣ critic_nllloss : 25977.454492 ∣ critic_ganloss : -269.660468 ∣ generator_nllloss : 5187.846484 ∣ generator_ganloss : 887.780371 ∣  [  std_z : 0.99  real_sub_fake : 1185.19 ]
[  epoch 0021/0040] 1090/4800, lr:2.5e-05 ∣ avg_100 : 31685.041925 ∣ critic_nllloss : 25833.002344 ∣ critic_ganloss : -259.102335 ∣ generator_nllloss : 5117.535547 ∣ generator_ganloss : 935.342969 ∣  [  std_z : 0.99  real_sub_fake : 1109.51 ]
[  epoch 0021/0040] 1100/4800, lr:2.5e-05 ∣ avg_100 : 31686.964614 ∣ critic_nllloss : 25794.057031 ∣ critic_ganloss : -214.096933 ∣ generator_nllloss : 5164.680664 ∣ generator_ganloss : 936.216064 ∣  [  std_z : 0.99  real_sub_fake : 947.54 ]
[  epoch 0021/0040] 1110/4800, lr:2.5e-05 ∣ avg_100 : 31686.212279 ∣ critic_nllloss : 25707.625781 ∣ critic_ganloss : -237.155362 ∣ generator_nllloss : 5088.398047 ∣ generator_ganloss : 931.780713 ∣  [  std_z : 1.00  real_sub_fake : 870.80 ]
[  epoch 0021/0040] 1120/4800, lr:2.5e-05 ∣ avg_100 : 31687.369640 ∣ critic_nllloss : 25947.590625 ∣ critic_ganloss : -230.002150 ∣ generator_nllloss : 5206.675000 ∣ generator_ganloss : 922.729785 ∣  [  std_z : 1.01  real_sub_fake : 910.20 ]
[  epoch 0021/0040] 1130/4800, lr:2.5e-05 ∣ avg_100 : 31687.732288 ∣ critic_nllloss : 25798.252148 ∣ critic_ganloss : -320.428149 ∣ generator_nllloss : 5218.814648 ∣ generator_ganloss : 915.394678 ∣  [  std_z : 1.00  real_sub_fake : 1036.64 ]
[  epoch 0021/0040] 1140/4800, lr:2.5e-05 ∣ avg_100 : 31688.490329 ∣ critic_nllloss : 25814.943359 ∣ critic_ganloss : -337.320119 ∣ generator_nllloss : 5171.821289 ∣ generator_ganloss : 911.732227 ∣  [  std_z : 0.99  real_sub_fake : 1152.11 ]
[  epoch 0021/0040] 1150/4800, lr:2.5e-05 ∣ avg_100 : 31688.993256 ∣ critic_nllloss : 25978.420898 ∣ critic_ganloss : -306.973907 ∣ generator_nllloss : 5184.762891 ∣ generator_ganloss : 932.601660 ∣  [  std_z : 0.99  real_sub_fake : 1082.49 ]
[  epoch 0021/0040] 1160/4800, lr:2.5e-05 ∣ avg_100 : 31690.010409 ∣ critic_nllloss : 25787.645898 ∣ critic_ganloss : -337.741832 ∣ generator_nllloss : 5130.944531 ∣ generator_ganloss : 900.991357 ∣  [  std_z : 1.00  real_sub_fake : 1148.10 ]
[  epoch 0021/0040] 1170/4800, lr:2.5e-05 ∣ avg_100 : 31691.055874 ∣ critic_nllloss : 26055.213672 ∣ critic_ganloss : -317.637238 ∣ generator_nllloss : 5175.784375 ∣ generator_ganloss : 903.485010 ∣  [  std_z : 1.00  real_sub_fake : 1286.23 ]
[  epoch 0021/0040] 1180/4800, lr:2.5e-05 ∣ avg_100 : 31692.104846 ∣ critic_nllloss : 25882.079297 ∣ critic_ganloss : -246.923456 ∣ generator_nllloss : 5149.516211 ∣ generator_ganloss : 920.585938 ∣  [  std_z : 1.00  real_sub_fake : 1140.20 ]
[  epoch 0021/0040] 1190/4800, lr:2.5e-05 ∣ avg_100 : 31695.042363 ∣ critic_nllloss : 25888.751953 ∣ critic_ganloss : -244.773233 ∣ generator_nllloss : 5189.968359 ∣ generator_ganloss : 936.614893 ∣  [  std_z : 0.99  real_sub_fake : 1020.84 ]
[  epoch 0021/0040] 1200/4800, lr:2.5e-05 ∣ avg_100 : 31695.422283 ∣ critic_nllloss : 25777.831250 ∣ critic_ganloss : -282.861002 ∣ generator_nllloss : 5232.020508 ∣ generator_ganloss : 948.545508 ∣  [  std_z : 1.00  real_sub_fake : 882.12 ]
[  epoch 0021/0040] 1210/4800, lr:2.5e-05 ∣ avg_100 : 31697.544953 ∣ critic_nllloss : 26177.168359 ∣ critic_ganloss : -326.069180 ∣ generator_nllloss : 5327.026563 ∣ generator_ganloss : 929.368701 ∣  [  std_z : 0.99  real_sub_fake : 1058.98 ]
[  epoch 0021/0040] 1220/4800, lr:2.5e-05 ∣ avg_100 : 31699.351400 ∣ critic_nllloss : 26010.514258 ∣ critic_ganloss : -303.814053 ∣ generator_nllloss : 5161.328516 ∣ generator_ganloss : 926.289795 ∣  [  std_z : 0.99  real_sub_fake : 1189.79 ]
[  epoch 0021/0040] 1230/4800, lr:2.5e-05 ∣ avg_100 : 31700.725167 ∣ critic_nllloss : 25874.478711 ∣ critic_ganloss : -285.024197 ∣ generator_nllloss : 5185.505078 ∣ generator_ganloss : 935.336719 ∣  [  std_z : 1.00  real_sub_fake : 1241.74 ]
[  epoch 0021/0040] 1240/4800, lr:2.5e-05 ∣ avg_100 : 31702.206284 ∣ critic_nllloss : 26090.497852 ∣ critic_ganloss : -309.450232 ∣ generator_nllloss : 5294.983789 ∣ generator_ganloss : 930.774658 ∣  [  std_z : 1.00  real_sub_fake : 1223.79 ]
[  epoch 0021/0040] 1250/4800, lr:2.5e-05 ∣ avg_100 : 31701.143612 ∣ critic_nllloss : 25947.072852 ∣ critic_ganloss : -263.382309 ∣ generator_nllloss : 5185.237891 ∣ generator_ganloss : 958.440820 ∣  [  std_z : 0.99  real_sub_fake : 1027.15 ]
[  epoch 0021/0040] 1260/4800, lr:2.5e-05 ∣ avg_100 : 31703.060603 ∣ critic_nllloss : 25994.924805 ∣ critic_ganloss : -286.721222 ∣ generator_nllloss : 5187.657422 ∣ generator_ganloss : 932.932178 ∣  [  std_z : 0.99  real_sub_fake : 1071.81 ]
[  epoch 0021/0040] 1270/4800, lr:2.5e-05 ∣ avg_100 : 31704.769652 ∣ critic_nllloss : 25872.822461 ∣ critic_ganloss : -336.423413 ∣ generator_nllloss : 5109.666211 ∣ generator_ganloss : 946.593457 ∣  [  std_z : 0.99  real_sub_fake : 1117.06 ]
[  epoch 0021/0040] 1280/4800, lr:2.5e-05 ∣ avg_100 : 31705.298611 ∣ critic_nllloss : 25947.803516 ∣ critic_ganloss : -263.516609 ∣ generator_nllloss : 5211.415039 ∣ generator_ganloss : 922.373096 ∣  [  std_z : 0.99  real_sub_fake : 1071.21 ]
[  epoch 0021/0040] 1290/4800, lr:2.5e-05 ∣ avg_100 : 31708.753058 ∣ critic_nllloss : 25830.308789 ∣ critic_ganloss : -261.266455 ∣ generator_nllloss : 5198.196094 ∣ generator_ganloss : 926.692432 ∣  [  std_z : 1.00  real_sub_fake : 1129.39 ]
[  epoch 0021/0040] 1300/4800, lr:2.5e-05 ∣ avg_100 : 31710.840858 ∣ critic_nllloss : 25849.733203 ∣ critic_ganloss : -293.143849 ∣ generator_nllloss : 5219.075586 ∣ generator_ganloss : 958.380469 ∣  [  std_z : 1.00  real_sub_fake : 987.59 ]
[  epoch 0021/0040] 1310/4800, lr:2.5e-05 ∣ avg_100 : 31706.360660 ∣ critic_nllloss : 25575.241602 ∣ critic_ganloss : -296.526526 ∣ generator_nllloss : 5116.499219 ∣ generator_ganloss : 921.755615 ∣  [  std_z : 1.00  real_sub_fake : 1069.50 ]
[  epoch 0021/0040] 1320/4800, lr:2.5e-05 ∣ avg_100 : 31706.782860 ∣ critic_nllloss : 25732.267383 ∣ critic_ganloss : -250.429016 ∣ generator_nllloss : 5239.466797 ∣ generator_ganloss : 952.254688 ∣  [  std_z : 1.00  real_sub_fake : 1005.65 ]
[  epoch 0021/0040] 1330/4800, lr:2.5e-05 ∣ avg_100 : 31709.386160 ∣ critic_nllloss : 25920.279687 ∣ critic_ganloss : -214.336835 ∣ generator_nllloss : 5188.065039 ∣ generator_ganloss : 958.733496 ∣  [  std_z : 1.00  real_sub_fake : 936.70 ]
[  epoch 0021/0040] 1340/4800, lr:2.5e-05 ∣ avg_100 : 31705.264433 ∣ critic_nllloss : 25760.353906 ∣ critic_ganloss : -292.068170 ∣ generator_nllloss : 5076.707812 ∣ generator_ganloss : 937.387256 ∣  [  std_z : 0.99  real_sub_fake : 1043.12 ]
[  epoch 0021/0040] 1350/4800, lr:2.5e-05 ∣ avg_100 : 31706.810762 ∣ critic_nllloss : 25956.684766 ∣ critic_ganloss : -268.214310 ∣ generator_nllloss : 5254.968555 ∣ generator_ganloss : 963.192773 ∣  [  std_z : 0.99  real_sub_fake : 1053.92 ]
[  epoch 0021/0040] 1360/4800, lr:2.5e-05 ∣ avg_100 : 31705.364238 ∣ critic_nllloss : 25707.660742 ∣ critic_ganloss : -250.609862 ∣ generator_nllloss : 5152.420703 ∣ generator_ganloss : 937.075098 ∣  [  std_z : 0.99  real_sub_fake : 999.28 ]
[  epoch 0021/0040] 1370/4800, lr:2.5e-05 ∣ avg_100 : 31705.279878 ∣ critic_nllloss : 25917.881055 ∣ critic_ganloss : -283.482190 ∣ generator_nllloss : 5145.645898 ∣ generator_ganloss : 979.983936 ∣  [  std_z : 0.99  real_sub_fake : 1030.51 ]
[  epoch 0021/0040] 1380/4800, lr:2.5e-05 ∣ avg_100 : 31702.213055 ∣ critic_nllloss : 25724.868555 ∣ critic_ganloss : -304.439290 ∣ generator_nllloss : 5102.447656 ∣ generator_ganloss : 934.820605 ∣  [  std_z : 0.99  real_sub_fake : 1052.83 ]
[  epoch 0021/0040] 1390/4800, lr:2.5e-05 ∣ avg_100 : 31705.276967 ∣ critic_nllloss : 26125.494727 ∣ critic_ganloss : -282.855527 ∣ generator_nllloss : 5121.637305 ∣ generator_ganloss : 922.551855 ∣  [  std_z : 0.99  real_sub_fake : 1301.99 ]
[  epoch 0021/0040] 1400/4800, lr:2.5e-05 ∣ avg_100 : 31708.166267 ∣ critic_nllloss : 25856.363672 ∣ critic_ganloss : -226.045380 ∣ generator_nllloss : 5176.168359 ∣ generator_ganloss : 927.156592 ∣  [  std_z : 1.00  real_sub_fake : 1072.72 ]
[  epoch 0021/0040] 1410/4800, lr:2.5e-05 ∣ avg_100 : 31708.932344 ∣ critic_nllloss : 26019.935156 ∣ critic_ganloss : -272.518295 ∣ generator_nllloss : 5082.020117 ∣ generator_ganloss : 949.564551 ∣  [  std_z : 1.00  real_sub_fake : 976.81 ]
[  epoch 0021/0040] 1420/4800, lr:2.5e-05 ∣ avg_100 : 31706.499922 ∣ critic_nllloss : 25887.915234 ∣ critic_ganloss : -318.586685 ∣ generator_nllloss : 5128.989258 ∣ generator_ganloss : 935.220801 ∣  [  std_z : 1.00  real_sub_fake : 984.51 ]
[  epoch 0021/0040] 1430/4800, lr:2.5e-05 ∣ avg_100 : 31708.591907 ∣ critic_nllloss : 25962.852930 ∣ critic_ganloss : -330.569743 ∣ generator_nllloss : 5088.396875 ∣ generator_ganloss : 950.078320 ∣  [  std_z : 1.00  real_sub_fake : 1100.02 ]
[  epoch 0021/0040] 1440/4800, lr:2.5e-05 ∣ avg_100 : 31708.502238 ∣ critic_nllloss : 25963.329297 ∣ critic_ganloss : -265.844058 ∣ generator_nllloss : 5156.159570 ∣ generator_ganloss : 953.375781 ∣  [  std_z : 0.99  real_sub_fake : 986.34 ]
[  epoch 0021/0040] 1450/4800, lr:2.5e-05 ∣ avg_100 : 31706.294788 ∣ critic_nllloss : 25822.608789 ∣ critic_ganloss : -276.550528 ∣ generator_nllloss : 5175.184375 ∣ generator_ganloss : 961.068604 ∣  [  std_z : 0.99  real_sub_fake : 1121.72 ]
[  epoch 0021/0040] 1460/4800, lr:2.5e-05 ∣ avg_100 : 31705.152862 ∣ critic_nllloss : 25840.429883 ∣ critic_ganloss : -327.922910 ∣ generator_nllloss : 5121.672461 ∣ generator_ganloss : 945.898047 ∣  [  std_z : 0.99  real_sub_fake : 1128.86 ]
[  epoch 0021/0040] 1470/4800, lr:2.5e-05 ∣ avg_100 : 31701.091439 ∣ critic_nllloss : 25533.353125 ∣ critic_ganloss : -315.566324 ∣ generator_nllloss : 5141.337695 ∣ generator_ganloss : 949.499463 ∣  [  std_z : 1.00  real_sub_fake : 1075.91 ]
[  epoch 0021/0040] 1480/4800, lr:2.5e-05 ∣ avg_100 : 31704.956723 ∣ critic_nllloss : 25920.206055 ∣ critic_ganloss : -204.587372 ∣ generator_nllloss : 5127.005664 ∣ generator_ganloss : 941.437207 ∣  [  std_z : 1.01  real_sub_fake : 1257.94 ]
[  epoch 0021/0040] 1490/4800, lr:2.5e-05 ∣ avg_100 : 31707.397712 ∣ critic_nllloss : 26161.387109 ∣ critic_ganloss : -232.541396 ∣ generator_nllloss : 5182.699414 ∣ generator_ganloss : 954.799072 ∣  [  std_z : 1.01  real_sub_fake : 1011.15 ]
[  epoch 0021/0040] 1500/4800, lr:2.5e-05 ∣ avg_100 : 31711.863881 ∣ critic_nllloss : 25835.905469 ∣ critic_ganloss : -214.794344 ∣ generator_nllloss : 5218.245703 ∣ generator_ganloss : 950.637793 ∣  [  std_z : 0.99  real_sub_fake : 771.34 ]
[  epoch 0021/0040] 1510/4800, lr:2.5e-05 ∣ avg_100 : 31716.142576 ∣ critic_nllloss : 26162.572070 ∣ critic_ganloss : -253.081436 ∣ generator_nllloss : 5307.691211 ∣ generator_ganloss : 928.790723 ∣  [  std_z : 0.98  real_sub_fake : 976.60 ]
[  epoch 0021/0040] 1520/4800, lr:2.5e-05 ∣ avg_100 : 31714.977721 ∣ critic_nllloss : 25817.343555 ∣ critic_ganloss : -281.229929 ∣ generator_nllloss : 5161.167773 ∣ generator_ganloss : 936.808643 ∣  [  std_z : 0.98  real_sub_fake : 1011.99 ]
[  epoch 0021/0040] 1530/4800, lr:2.5e-05 ∣ avg_100 : 31716.344178 ∣ critic_nllloss : 25797.532813 ∣ critic_ganloss : -288.394316 ∣ generator_nllloss : 5234.140820 ∣ generator_ganloss : 925.461328 ∣  [  std_z : 1.00  real_sub_fake : 972.97 ]
[  epoch 0021/0040] 1540/4800, lr:2.5e-05 ∣ avg_100 : 31717.439457 ∣ critic_nllloss : 25993.673438 ∣ critic_ganloss : -242.730099 ∣ generator_nllloss : 5225.093359 ∣ generator_ganloss : 916.713379 ∣  [  std_z : 1.01  real_sub_fake : 1044.93 ]
[  epoch 0021/0040] 1550/4800, lr:2.5e-05 ∣ avg_100 : 31719.499642 ∣ critic_nllloss : 25955.196289 ∣ critic_ganloss : -256.765196 ∣ generator_nllloss : 5102.532812 ∣ generator_ganloss : 937.214893 ∣  [  std_z : 1.00  real_sub_fake : 962.11 ]
[  epoch 0021/0040] 1560/4800, lr:2.5e-05 ∣ avg_100 : 31718.443513 ∣ critic_nllloss : 25764.115234 ∣ critic_ganloss : -257.656439 ∣ generator_nllloss : 5181.290820 ∣ generator_ganloss : 910.502051 ∣  [  std_z : 1.00  real_sub_fake : 1073.06 ]
[  epoch 0021/0040] 1570/4800, lr:2.5e-05 ∣ avg_100 : 31717.533392 ∣ critic_nllloss : 25808.220898 ∣ critic_ganloss : -281.031259 ∣ generator_nllloss : 5146.961914 ∣ generator_ganloss : 943.702881 ∣  [  std_z : 0.99  real_sub_fake : 931.48 ]
[  epoch 0021/0040] 1580/4800, lr:2.5e-05 ∣ avg_100 : 31718.489710 ∣ critic_nllloss : 25747.733203 ∣ critic_ganloss : -225.612244 ∣ generator_nllloss : 5211.118359 ∣ generator_ganloss : 923.535498 ∣  [  std_z : 0.99  real_sub_fake : 957.82 ]
[  epoch 0021/0040] 1590/4800, lr:2.5e-05 ∣ avg_100 : 31713.744984 ∣ critic_nllloss : 25684.307422 ∣ critic_ganloss : -299.645546 ∣ generator_nllloss : 5145.776563 ∣ generator_ganloss : 935.159912 ∣  [  std_z : 0.99  real_sub_fake : 1042.51 ]
[  epoch 0021/0040] 1600/4800, lr:2.5e-05 ∣ avg_100 : 31713.917054 ∣ critic_nllloss : 26014.006836 ∣ critic_ganloss : -336.377988 ∣ generator_nllloss : 5178.171875 ∣ generator_ganloss : 927.193848 ∣  [  std_z : 1.00  real_sub_fake : 1124.81 ]
[  epoch 0021/0040] 1610/4800, lr:2.5e-05 ∣ avg_100 : 31712.935678 ∣ critic_nllloss : 25883.433984 ∣ critic_ganloss : -308.739655 ∣ generator_nllloss : 5172.977148 ∣ generator_ganloss : 909.663965 ∣  [  std_z : 1.00  real_sub_fake : 1159.48 ]
[  epoch 0021/0040] 1620/4800, lr:2.5e-05 ∣ avg_100 : 31714.378532 ∣ critic_nllloss : 25855.846875 ∣ critic_ganloss : -362.898792 ∣ generator_nllloss : 5215.016602 ∣ generator_ganloss : 912.764404 ∣  [  std_z : 0.99  real_sub_fake : 1295.92 ]
[  epoch 0021/0040] 1630/4800, lr:2.5e-05 ∣ avg_100 : 31712.179752 ∣ critic_nllloss : 25717.120898 ∣ critic_ganloss : -379.855792 ∣ generator_nllloss : 5111.740430 ∣ generator_ganloss : 930.719922 ∣  [  std_z : 0.99  real_sub_fake : 1333.74 ]
[  epoch 0021/0040] 1640/4800, lr:2.5e-05 ∣ avg_100 : 31710.623764 ∣ critic_nllloss : 25878.337500 ∣ critic_ganloss : -223.376288 ∣ generator_nllloss : 5244.463086 ∣ generator_ganloss : 925.691309 ∣  [  std_z : 0.99  real_sub_fake : 1374.48 ]
[  epoch 0021/0040] 1650/4800, lr:2.5e-05 ∣ avg_100 : 31705.918145 ∣ critic_nllloss : 25701.470898 ∣ critic_ganloss : -319.781116 ∣ generator_nllloss : 5108.653906 ∣ generator_ganloss : 955.153369 ∣  [  std_z : 0.99  real_sub_fake : 1026.55 ]
[  epoch 0021/0040] 1660/4800, lr:2.5e-05 ∣ avg_100 : 31704.918652 ∣ critic_nllloss : 25756.390820 ∣ critic_ganloss : -237.203439 ∣ generator_nllloss : 5182.964453 ∣ generator_ganloss : 915.001074 ∣  [  std_z : 1.00  real_sub_fake : 1070.11 ]
[  epoch 0021/0040] 1670/4800, lr:2.5e-05 ∣ avg_100 : 31703.921900 ∣ critic_nllloss : 25959.022656 ∣ critic_ganloss : -249.706116 ∣ generator_nllloss : 5205.142578 ∣ generator_ganloss : 941.679688 ∣  [  std_z : 1.00  real_sub_fake : 1102.93 ]
[  epoch 0021/0040] 1680/4800, lr:2.5e-05 ∣ avg_100 : 31702.825176 ∣ critic_nllloss : 25877.906445 ∣ critic_ganloss : -263.245308 ∣ generator_nllloss : 5206.711914 ∣ generator_ganloss : 935.475830 ∣  [  std_z : 1.00  real_sub_fake : 967.16 ]
[  epoch 0021/0040] 1690/4800, lr:2.5e-05 ∣ avg_100 : 31703.839824 ∣ critic_nllloss : 25976.536523 ∣ critic_ganloss : -300.988577 ∣ generator_nllloss : 5136.638477 ∣ generator_ganloss : 902.191260 ∣  [  std_z : 0.99  real_sub_fake : 1052.11 ]
[  epoch 0021/0040] 1700/4800, lr:2.5e-05 ∣ avg_100 : 31703.897697 ∣ critic_nllloss : 26153.612695 ∣ critic_ganloss : -303.027089 ∣ generator_nllloss : 5173.726562 ∣ generator_ganloss : 926.666455 ∣  [  std_z : 0.99  real_sub_fake : 1053.70 ]
[  epoch 0021/0040] 1710/4800, lr:2.5e-05 ∣ avg_100 : 31703.238347 ∣ critic_nllloss : 25795.002148 ∣ critic_ganloss : -329.662198 ∣ generator_nllloss : 5147.550195 ∣ generator_ganloss : 913.908057 ∣  [  std_z : 0.99  real_sub_fake : 1137.36 ]
[  epoch 0021/0040] 1720/4800, lr:2.5e-05 ∣ avg_100 : 31703.118671 ∣ critic_nllloss : 26011.744531 ∣ critic_ganloss : -386.629214 ∣ generator_nllloss : 5207.734961 ∣ generator_ganloss : 905.077832 ∣  [  std_z : 1.00  real_sub_fake : 1279.62 ]
[  epoch 0021/0040] 1730/4800, lr:2.5e-05 ∣ avg_100 : 31701.598379 ∣ critic_nllloss : 25924.858789 ∣ critic_ganloss : -384.080096 ∣ generator_nllloss : 5270.345508 ∣ generator_ganloss : 893.540479 ∣  [  std_z : 1.01  real_sub_fake : 1345.78 ]
[  epoch 0021/0040] 1740/4800, lr:2.5e-05 ∣ avg_100 : 31701.642241 ∣ critic_nllloss : 25910.531250 ∣ critic_ganloss : -292.655972 ∣ generator_nllloss : 5202.274414 ∣ generator_ganloss : 915.797754 ∣  [  std_z : 1.00  real_sub_fake : 1260.46 ]
[  epoch 0021/0040] 1750/4800, lr:2.5e-05 ∣ avg_100 : 31705.095009 ∣ critic_nllloss : 26064.972852 ∣ critic_ganloss : -361.058539 ∣ generator_nllloss : 5127.370313 ∣ generator_ganloss : 930.788281 ∣  [  std_z : 0.98  real_sub_fake : 1411.28 ]
[  epoch 0021/0040] 1760/4800, lr:2.5e-05 ∣ avg_100 : 31703.582535 ∣ critic_nllloss : 25593.622266 ∣ critic_ganloss : -336.361258 ∣ generator_nllloss : 5103.953711 ∣ generator_ganloss : 959.056738 ∣  [  std_z : 0.98  real_sub_fake : 1117.73 ]
[  epoch 0021/0040] 1770/4800, lr:2.5e-05 ∣ avg_100 : 31709.820125 ∣ critic_nllloss : 26015.436133 ∣ critic_ganloss : -209.857285 ∣ generator_nllloss : 5314.114453 ∣ generator_ganloss : 955.829150 ∣  [  std_z : 1.00  real_sub_fake : 1082.08 ]
[  epoch 0021/0040] 1780/4800, lr:2.5e-05 ∣ avg_100 : 31713.444886 ∣ critic_nllloss : 25893.459375 ∣ critic_ganloss : -160.096498 ∣ generator_nllloss : 5158.781641 ∣ generator_ganloss : 949.216309 ∣  [  std_z : 1.00  real_sub_fake : 762.05 ]
[  epoch 0021/0040] 1790/4800, lr:2.5e-05 ∣ avg_100 : 31711.675875 ∣ critic_nllloss : 25673.686914 ∣ critic_ganloss : -203.766801 ∣ generator_nllloss : 5095.587695 ∣ generator_ganloss : 912.391895 ∣  [  std_z : 1.00  real_sub_fake : 842.12 ]
[  epoch 0021/0040] 1800/4800, lr:2.5e-05 ∣ avg_100 : 31712.136846 ∣ critic_nllloss : 25952.493359 ∣ critic_ganloss : -327.439008 ∣ generator_nllloss : 5134.481641 ∣ generator_ganloss : 920.615479 ∣  [  std_z : 0.99  real_sub_fake : 976.72 ]
[  epoch 0021/0040] 1810/4800, lr:2.5e-05 ∣ avg_100 : 31714.286139 ∣ critic_nllloss : 25916.794141 ∣ critic_ganloss : -295.419414 ∣ generator_nllloss : 5262.331250 ∣ generator_ganloss : 930.264551 ∣  [  std_z : 0.99  real_sub_fake : 1094.03 ]
[  epoch 0021/0040] 1820/4800, lr:2.5e-05 ∣ avg_100 : 31715.701214 ∣ critic_nllloss : 25943.100000 ∣ critic_ganloss : -299.564386 ∣ generator_nllloss : 5191.507812 ∣ generator_ganloss : 928.972266 ∣  [  std_z : 1.00  real_sub_fake : 1054.62 ]
[  epoch 0021/0040] 1830/4800, lr:2.5e-05 ∣ avg_100 : 31711.932632 ∣ critic_nllloss : 25581.340039 ∣ critic_ganloss : -239.702586 ∣ generator_nllloss : 5195.122461 ∣ generator_ganloss : 931.145508 ∣  [  std_z : 0.99  real_sub_fake : 1025.42 ]
[  epoch 0021/0040] 1840/4800, lr:2.5e-05 ∣ avg_100 : 31712.777513 ∣ critic_nllloss : 25643.467969 ∣ critic_ganloss : -219.543848 ∣ generator_nllloss : 5302.609375 ∣ generator_ganloss : 938.963672 ∣  [  std_z : 0.99  real_sub_fake : 963.47 ]
[  epoch 0021/0040] 1850/4800, lr:2.5e-05 ∣ avg_100 : 31710.563708 ∣ critic_nllloss : 25900.926172 ∣ critic_ganloss : -350.186624 ∣ generator_nllloss : 5092.095117 ∣ generator_ganloss : 919.798437 ∣  [  std_z : 0.99  real_sub_fake : 1077.11 ]
[  epoch 0021/0040] 1860/4800, lr:2.5e-05 ∣ avg_100 : 31713.567351 ∣ critic_nllloss : 26105.665039 ∣ critic_ganloss : -294.190656 ∣ generator_nllloss : 5280.834375 ∣ generator_ganloss : 933.481201 ∣  [  std_z : 0.99  real_sub_fake : 1163.97 ]
[  epoch 0021/0040] 1870/4800, lr:2.5e-05 ∣ avg_100 : 31716.550998 ∣ critic_nllloss : 25968.302734 ∣ critic_ganloss : -308.143500 ∣ generator_nllloss : 5299.554102 ∣ generator_ganloss : 921.886523 ∣  [  std_z : 0.99  real_sub_fake : 1239.77 ]
[  epoch 0021/0040] 1880/4800, lr:2.5e-05 ∣ avg_100 : 31716.625848 ∣ critic_nllloss : 25859.409570 ∣ critic_ganloss : -209.007027 ∣ generator_nllloss : 5192.612500 ∣ generator_ganloss : 945.806201 ∣  [  std_z : 0.99  real_sub_fake : 952.61 ]
[  epoch 0021/0040] 1890/4800, lr:2.5e-05 ∣ avg_100 : 31716.561995 ∣ critic_nllloss : 25897.637891 ∣ critic_ganloss : -326.491818 ∣ generator_nllloss : 5201.538477 ∣ generator_ganloss : 931.551953 ∣  [  std_z : 0.99  real_sub_fake : 1041.45 ]
[  epoch 0021/0040] 1900/4800, lr:2.5e-05 ∣ avg_100 : 31713.993113 ∣ critic_nllloss : 25777.438477 ∣ critic_ganloss : -337.685748 ∣ generator_nllloss : 5087.898438 ∣ generator_ganloss : 917.904395 ∣  [  std_z : 1.00  real_sub_fake : 1195.26 ]
[  epoch 0021/0040] 1910/4800, lr:2.5e-05 ∣ avg_100 : 31712.145881 ∣ critic_nllloss : 25815.483594 ∣ critic_ganloss : -325.247992 ∣ generator_nllloss : 5175.171680 ∣ generator_ganloss : 938.248438 ∣  [  std_z : 1.00  real_sub_fake : 1261.11 ]
[  epoch 0021/0040] 1920/4800, lr:2.5e-05 ∣ avg_100 : 31710.301642 ∣ critic_nllloss : 25837.822070 ∣ critic_ganloss : -308.562805 ∣ generator_nllloss : 5198.945898 ∣ generator_ganloss : 935.888086 ∣  [  std_z : 1.00  real_sub_fake : 1240.29 ]
[  epoch 0021/0040] 1930/4800, lr:2.5e-05 ∣ avg_100 : 31712.327517 ∣ critic_nllloss : 25910.599219 ∣ critic_ganloss : -310.388617 ∣ generator_nllloss : 5187.335156 ∣ generator_ganloss : 951.611279 ∣  [  std_z : 0.99  real_sub_fake : 1162.78 ]
[  epoch 0021/0040] 1940/4800, lr:2.5e-05 ∣ avg_100 : 31711.920345 ∣ critic_nllloss : 25892.684180 ∣ critic_ganloss : -351.511673 ∣ generator_nllloss : 5184.661914 ∣ generator_ganloss : 948.030566 ∣  [  std_z : 0.99  real_sub_fake : 1232.51 ]
[  epoch 0021/0040] 1950/4800, lr:2.5e-05 ∣ avg_100 : 31711.200683 ∣ critic_nllloss : 25951.333984 ∣ critic_ganloss : -265.898325 ∣ generator_nllloss : 5246.370703 ∣ generator_ganloss : 972.201660 ∣  [  std_z : 0.99  real_sub_fake : 1290.86 ]
[  epoch 0021/0040] 1960/4800, lr:2.5e-05 ∣ avg_100 : 31713.201538 ∣ critic_nllloss : 25943.805078 ∣ critic_ganloss : -301.373846 ∣ generator_nllloss : 5167.343164 ∣ generator_ganloss : 981.894775 ∣  [  std_z : 1.00  real_sub_fake : 1096.52 ]
[  epoch 0021/0040] 1970/4800, lr:2.5e-05 ∣ avg_100 : 31715.911873 ∣ critic_nllloss : 26105.037109 ∣ critic_ganloss : -338.546121 ∣ generator_nllloss : 5213.320117 ∣ generator_ganloss : 999.788623 ∣  [  std_z : 1.00  real_sub_fake : 1152.20 ]
[  epoch 0021/0040] 1980/4800, lr:2.5e-05 ∣ avg_100 : 31715.587364 ∣ critic_nllloss : 25912.064844 ∣ critic_ganloss : -360.007614 ∣ generator_nllloss : 5180.370898 ∣ generator_ganloss : 994.864258 ∣  [  std_z : 1.00  real_sub_fake : 1274.46 ]
[  epoch 0021/0040] 1990/4800, lr:2.5e-05 ∣ avg_100 : 31710.870081 ∣ critic_nllloss : 25537.501172 ∣ critic_ganloss : -271.171503 ∣ generator_nllloss : 5013.883984 ∣ generator_ganloss : 967.646924 ∣  [  std_z : 1.00  real_sub_fake : 1306.10 ]
[  epoch 0021/0040] 2000/4800, lr:2.5e-05 ∣ avg_100 : 31713.164681 ∣ critic_nllloss : 25913.584766 ∣ critic_ganloss : -339.603061 ∣ generator_nllloss : 5272.626562 ∣ generator_ganloss : 968.957910 ∣  [  std_z : 0.99  real_sub_fake : 1120.79 ]
[  epoch 0021/0040] 2010/4800, lr:2.5e-05 ∣ avg_100 : 31715.420594 ∣ critic_nllloss : 25947.938867 ∣ critic_ganloss : -208.938460 ∣ generator_nllloss : 5219.514063 ∣ generator_ganloss : 998.984668 ∣  [  std_z : 0.99  real_sub_fake : 997.54 ]
[  epoch 0021/0040] 2020/4800, lr:2.5e-05 ∣ avg_100 : 31713.770289 ∣ critic_nllloss : 25847.553711 ∣ critic_ganloss : -215.278633 ∣ generator_nllloss : 5092.814062 ∣ generator_ganloss : 969.584082 ∣  [  std_z : 1.00  real_sub_fake : 849.23 ]
[  epoch 0021/0040] 2030/4800, lr:2.5e-05 ∣ avg_100 : 31713.936732 ∣ critic_nllloss : 25896.187109 ∣ critic_ganloss : -243.526866 ∣ generator_nllloss : 5125.213477 ∣ generator_ganloss : 936.837256 ∣  [  std_z : 1.00  real_sub_fake : 982.75 ]
[  epoch 0021/0040] 2040/4800, lr:2.5e-05 ∣ avg_100 : 31716.188883 ∣ critic_nllloss : 26064.808008 ∣ critic_ganloss : -306.490451 ∣ generator_nllloss : 5237.363672 ∣ generator_ganloss : 949.787305 ∣  [  std_z : 1.00  real_sub_fake : 1014.09 ]
[  epoch 0021/0040] 2050/4800, lr:2.5e-05 ∣ avg_100 : 31717.118905 ∣ critic_nllloss : 25951.039844 ∣ critic_ganloss : -263.546466 ∣ generator_nllloss : 5160.598437 ∣ generator_ganloss : 965.579199 ∣  [  std_z : 1.00  real_sub_fake : 1043.25 ]
[  epoch 0021/0040] 2060/4800, lr:2.5e-05 ∣ avg_100 : 31714.363998 ∣ critic_nllloss : 25831.143555 ∣ critic_ganloss : -349.281750 ∣ generator_nllloss : 5091.688672 ∣ generator_ganloss : 949.347754 ∣  [  std_z : 0.99  real_sub_fake : 1129.92 ]
[  epoch 0021/0040] 2070/4800, lr:2.5e-05 ∣ avg_100 : 31711.205663 ∣ critic_nllloss : 25846.055859 ∣ critic_ganloss : -240.968552 ∣ generator_nllloss : 5124.647266 ∣ generator_ganloss : 914.085205 ∣  [  std_z : 0.98  real_sub_fake : 1292.34 ]
[  epoch 0021/0040] 2080/4800, lr:2.5e-05 ∣ avg_100 : 31711.088369 ∣ critic_nllloss : 25951.566211 ∣ critic_ganloss : -337.862045 ∣ generator_nllloss : 5227.792383 ∣ generator_ganloss : 930.194922 ∣  [  std_z : 1.00  real_sub_fake : 1106.38 ]
[  epoch 0021/0040] 2090/4800, lr:2.5e-05 ∣ avg_100 : 31709.130705 ∣ critic_nllloss : 25768.000000 ∣ critic_ganloss : -346.926935 ∣ generator_nllloss : 5108.548828 ∣ generator_ganloss : 901.390234 ∣  [  std_z : 1.00  real_sub_fake : 1258.37 ]
[  epoch 0021/0040] 2100/4800, lr:2.5e-05 ∣ avg_100 : 31710.458074 ∣ critic_nllloss : 25892.885547 ∣ critic_ganloss : -215.444366 ∣ generator_nllloss : 5211.678906 ∣ generator_ganloss : 924.473633 ∣  [  std_z : 1.00  real_sub_fake : 1059.83 ]
[  epoch 0021/0040] 2110/4800, lr:2.5e-05 ∣ avg_100 : 31714.189901 ∣ critic_nllloss : 25953.308594 ∣ critic_ganloss : -207.255627 ∣ generator_nllloss : 5206.664648 ∣ generator_ganloss : 911.114307 ∣  [  std_z : 1.00  real_sub_fake : 983.66 ]
[  epoch 0021/0040] 2120/4800, lr:2.5e-05 ∣ avg_100 : 31711.802683 ∣ critic_nllloss : 25828.658594 ∣ critic_ganloss : -280.695551 ∣ generator_nllloss : 5155.425391 ∣ generator_ganloss : 904.883008 ∣  [  std_z : 1.00  real_sub_fake : 998.34 ]
[  epoch 0021/0040] 2130/4800, lr:2.5e-05 ∣ avg_100 : 31712.911293 ∣ critic_nllloss : 25920.090039 ∣ critic_ganloss : -306.859653 ∣ generator_nllloss : 5203.897461 ∣ generator_ganloss : 905.766455 ∣  [  std_z : 0.99  real_sub_fake : 1060.03 ]
[  epoch 0021/0040] 2140/4800, lr:2.5e-05 ∣ avg_100 : 31712.727391 ∣ critic_nllloss : 25803.407227 ∣ critic_ganloss : -298.964276 ∣ generator_nllloss : 5139.969336 ∣ generator_ganloss : 898.374365 ∣  [  std_z : 0.99  real_sub_fake : 1087.74 ]
[  epoch 0021/0040] 2150/4800, lr:2.5e-05 ∣ avg_100 : 31712.441251 ∣ critic_nllloss : 26051.405859 ∣ critic_ganloss : -348.242255 ∣ generator_nllloss : 5163.701953 ∣ generator_ganloss : 893.331982 ∣  [  std_z : 0.99  real_sub_fake : 1230.11 ]
[  epoch 0021/0040] 2160/4800, lr:2.5e-05 ∣ avg_100 : 31714.957611 ∣ critic_nllloss : 25820.716602 ∣ critic_ganloss : -241.652132 ∣ generator_nllloss : 5239.443359 ∣ generator_ganloss : 914.968066 ∣  [  std_z : 1.00  real_sub_fake : 987.48 ]
[  epoch 0021/0040] 2170/4800, lr:2.5e-05 ∣ avg_100 : 31711.598198 ∣ critic_nllloss : 25635.095313 ∣ critic_ganloss : -204.969424 ∣ generator_nllloss : 5160.197070 ∣ generator_ganloss : 890.581543 ∣  [  std_z : 0.99  real_sub_fake : 1025.76 ]
[  epoch 0021/0040] 2180/4800, lr:2.5e-05 ∣ avg_100 : 31712.465301 ∣ critic_nllloss : 26041.459766 ∣ critic_ganloss : -323.334390 ∣ generator_nllloss : 5175.034375 ∣ generator_ganloss : 898.808594 ∣  [  std_z : 0.99  real_sub_fake : 1099.14 ]
[  epoch 0021/0040] 2190/4800, lr:2.5e-05 ∣ avg_100 : 31712.308162 ∣ critic_nllloss : 25954.710938 ∣ critic_ganloss : -295.835431 ∣ generator_nllloss : 5179.373828 ∣ generator_ganloss : 916.598730 ∣  [  std_z : 0.99  real_sub_fake : 1070.29 ]
[  epoch 0021/0040] 2200/4800, lr:2.5e-05 ∣ avg_100 : 31711.632686 ∣ critic_nllloss : 25926.110352 ∣ critic_ganloss : -389.143857 ∣ generator_nllloss : 5200.354883 ∣ generator_ganloss : 870.667236 ∣  [  std_z : 0.99  real_sub_fake : 1272.15 ]
[  epoch 0021/0040] 2210/4800, lr:2.5e-05 ∣ avg_100 : 31706.643540 ∣ critic_nllloss : 25845.605664 ∣ critic_ganloss : -308.338492 ∣ generator_nllloss : 5174.580469 ∣ generator_ganloss : 896.732275 ∣  [  std_z : 1.00  real_sub_fake : 1261.56 ]
[  epoch 0021/0040] 2220/4800, lr:2.5e-05 ∣ avg_100 : 31703.998794 ∣ critic_nllloss : 25785.304102 ∣ critic_ganloss : -245.648877 ∣ generator_nllloss : 5077.024219 ∣ generator_ganloss : 913.164404 ∣  [  std_z : 1.00  real_sub_fake : 1162.11 ]
[  epoch 0021/0040] 2230/4800, lr:2.5e-05 ∣ avg_100 : 31706.380644 ∣ critic_nllloss : 26044.525195 ∣ critic_ganloss : -322.243216 ∣ generator_nllloss : 5310.564258 ∣ generator_ganloss : 915.635107 ∣  [  std_z : 1.00  real_sub_fake : 1202.39 ]
[  epoch 0021/0040] 2240/4800, lr:2.5e-05 ∣ avg_100 : 31705.180023 ∣ critic_nllloss : 26046.346289 ∣ critic_ganloss : -339.202222 ∣ generator_nllloss : 5245.616992 ∣ generator_ganloss : 933.982910 ∣  [  std_z : 1.00  real_sub_fake : 1088.90 ]
[  epoch 0021/0040] 2250/4800, lr:2.5e-05 ∣ avg_100 : 31706.627239 ∣ critic_nllloss : 26173.405078 ∣ critic_ganloss : -334.086591 ∣ generator_nllloss : 5248.195898 ∣ generator_ganloss : 884.576416 ∣  [  std_z : 0.99  real_sub_fake : 1251.90 ]
[  epoch 0021/0040] 2260/4800, lr:2.5e-05 ∣ avg_100 : 31704.760760 ∣ critic_nllloss : 25847.441016 ∣ critic_ganloss : -245.747400 ∣ generator_nllloss : 5073.173047 ∣ generator_ganloss : 967.278711 ∣  [  std_z : 0.99  real_sub_fake : 1020.81 ]
[  epoch 0021/0040] 2270/4800, lr:2.5e-05 ∣ avg_100 : 31705.668379 ∣ critic_nllloss : 25891.585742 ∣ critic_ganloss : -318.632516 ∣ generator_nllloss : 5193.231836 ∣ generator_ganloss : 917.235547 ∣  [  std_z : 0.99  real_sub_fake : 1120.56 ]
[  epoch 0021/0040] 2280/4800, lr:2.5e-05 ∣ avg_100 : 31703.617884 ∣ critic_nllloss : 25847.898633 ∣ critic_ganloss : -290.576166 ∣ generator_nllloss : 5122.514063 ∣ generator_ganloss : 933.188965 ∣  [  std_z : 1.00  real_sub_fake : 1207.33 ]
[  epoch 0021/0040] 2290/4800, lr:2.5e-05 ∣ avg_100 : 31705.290543 ∣ critic_nllloss : 25937.255273 ∣ critic_ganloss : -230.966615 ∣ generator_nllloss : 5201.873047 ∣ generator_ganloss : 953.035107 ∣  [  std_z : 1.00  real_sub_fake : 940.13 ]
[  epoch 0021/0040] 2300/4800, lr:2.5e-05 ∣ avg_100 : 31705.672185 ∣ critic_nllloss : 25918.629883 ∣ critic_ganloss : -316.647794 ∣ generator_nllloss : 5231.749414 ∣ generator_ganloss : 938.478027 ∣  [  std_z : 1.00  real_sub_fake : 1128.98 ]
[  epoch 0021/0040] 2310/4800, lr:2.5e-05 ∣ avg_100 : 31706.781742 ∣ critic_nllloss : 25662.714258 ∣ critic_ganloss : -320.956122 ∣ generator_nllloss : 5121.262305 ∣ generator_ganloss : 964.905225 ∣  [  std_z : 0.99  real_sub_fake : 1070.78 ]
[  epoch 0021/0040] 2320/4800, lr:2.5e-05 ∣ avg_100 : 31707.750691 ∣ critic_nllloss : 25924.015430 ∣ critic_ganloss : -302.438174 ∣ generator_nllloss : 5174.963086 ∣ generator_ganloss : 973.914404 ∣  [  std_z : 0.99  real_sub_fake : 1127.75 ]
[  epoch 0021/0040] 2330/4800, lr:2.5e-05 ∣ avg_100 : 31708.238234 ∣ critic_nllloss : 26042.727734 ∣ critic_ganloss : -297.106709 ∣ generator_nllloss : 5199.490430 ∣ generator_ganloss : 956.384180 ∣  [  std_z : 0.99  real_sub_fake : 1142.68 ]
[  epoch 0021/0040] 2340/4800, lr:2.5e-05 ∣ avg_100 : 31709.799200 ∣ critic_nllloss : 25881.325195 ∣ critic_ganloss : -319.295737 ∣ generator_nllloss : 5108.271289 ∣ generator_ganloss : 968.176660 ∣  [  std_z : 0.99  real_sub_fake : 1073.51 ]
[  epoch 0021/0040] 2350/4800, lr:2.5e-05 ∣ avg_100 : 31709.822282 ∣ critic_nllloss : 26040.974219 ∣ critic_ganloss : -284.072873 ∣ generator_nllloss : 5205.532617 ∣ generator_ganloss : 946.506006 ∣  [  std_z : 1.00  real_sub_fake : 1172.38 ]
[  epoch 0021/0040] 2360/4800, lr:2.5e-05 ∣ avg_100 : 31710.006066 ∣ critic_nllloss : 25704.293945 ∣ critic_ganloss : -247.762546 ∣ generator_nllloss : 5154.460352 ∣ generator_ganloss : 953.933350 ∣  [  std_z : 1.00  real_sub_fake : 1040.59 ]
[  epoch 0021/0040] 2370/4800, lr:2.5e-05 ∣ avg_100 : 31710.830577 ∣ critic_nllloss : 25835.569141 ∣ critic_ganloss : -241.285513 ∣ generator_nllloss : 5271.617773 ∣ generator_ganloss : 976.578418 ∣  [  std_z : 1.00  real_sub_fake : 910.29 ]
[  epoch 0021/0040] 2380/4800, lr:2.5e-05 ∣ avg_100 : 31711.191342 ∣ critic_nllloss : 25630.690430 ∣ critic_ganloss : -226.070404 ∣ generator_nllloss : 5128.607031 ∣ generator_ganloss : 960.547021 ∣  [  std_z : 1.00  real_sub_fake : 858.51 ]
[  epoch 0021/0040] 2390/4800, lr:2.5e-05 ∣ avg_100 : 31709.931158 ∣ critic_nllloss : 25916.611914 ∣ critic_ganloss : -277.371321 ∣ generator_nllloss : 5180.598242 ∣ generator_ganloss : 940.971094 ∣  [  std_z : 1.00  real_sub_fake : 1007.21 ]
[  epoch 0021/0040] 2400/4800, lr:2.5e-05 ∣ avg_100 : 31708.583565 ∣ critic_nllloss : 25806.172852 ∣ critic_ganloss : -299.719164 ∣ generator_nllloss : 5142.077344 ∣ generator_ganloss : 950.352881 ∣  [  std_z : 0.99  real_sub_fake : 1165.19 ]
[  epoch 0021/0040] 2410/4800, lr:2.5e-05 ∣ avg_100 : 31708.979397 ∣ critic_nllloss : 25862.289648 ∣ critic_ganloss : -219.821381 ∣ generator_nllloss : 5203.727734 ∣ generator_ganloss : 972.388721 ∣  [  std_z : 0.99  real_sub_fake : 1066.18 ]
[  epoch 0021/0040] 2420/4800, lr:2.5e-05 ∣ avg_100 : 31710.698606 ∣ critic_nllloss : 25959.159766 ∣ critic_ganloss : -307.424261 ∣ generator_nllloss : 5203.334180 ∣ generator_ganloss : 950.389844 ∣  [  std_z : 0.99  real_sub_fake : 1111.13 ]
[  epoch 0021/0040] 2430/4800, lr:2.5e-05 ∣ avg_100 : 31713.299442 ∣ critic_nllloss : 26038.662891 ∣ critic_ganloss : -263.853177 ∣ generator_nllloss : 5200.651563 ∣ generator_ganloss : 955.380664 ∣  [  std_z : 0.99  real_sub_fake : 1029.50 ]
[  epoch 0021/0040] 2440/4800, lr:2.5e-05 ∣ avg_100 : 31711.355484 ∣ critic_nllloss : 25724.362891 ∣ critic_ganloss : -286.131091 ∣ generator_nllloss : 5196.657227 ∣ generator_ganloss : 977.735840 ∣  [  std_z : 0.99  real_sub_fake : 1014.00 ]
[  epoch 0021/0040] 2450/4800, lr:2.5e-05 ∣ avg_100 : 31712.404368 ∣ critic_nllloss : 25896.072461 ∣ critic_ganloss : -307.636398 ∣ generator_nllloss : 5235.639453 ∣ generator_ganloss : 963.124121 ∣  [  std_z : 0.99  real_sub_fake : 1097.01 ]
[  epoch 0021/0040] 2460/4800, lr:2.5e-05 ∣ avg_100 : 31712.036657 ∣ critic_nllloss : 25803.947070 ∣ critic_ganloss : -325.427499 ∣ generator_nllloss : 5101.197266 ∣ generator_ganloss : 963.589551 ∣  [  std_z : 1.00  real_sub_fake : 1124.00 ]
[  epoch 0021/0040] 2470/4800, lr:2.5e-05 ∣ avg_100 : 31716.561015 ∣ critic_nllloss : 25907.626953 ∣ critic_ganloss : -308.637125 ∣ generator_nllloss : 5205.416016 ∣ generator_ganloss : 956.653906 ∣  [  std_z : 1.00  real_sub_fake : 1135.10 ]
[  epoch 0021/0040] 2480/4800, lr:2.5e-05 ∣ avg_100 : 31714.874401 ∣ critic_nllloss : 25858.855273 ∣ critic_ganloss : -433.882013 ∣ generator_nllloss : 5268.918750 ∣ generator_ganloss : 921.508154 ∣  [  std_z : 0.99  real_sub_fake : 1321.32 ]
[  epoch 0021/0040] 2490/4800, lr:2.5e-05 ∣ avg_100 : 31708.959721 ∣ critic_nllloss : 25675.906250 ∣ critic_ganloss : -312.637186 ∣ generator_nllloss : 5140.749219 ∣ generator_ganloss : 970.857861 ∣  [  std_z : 0.99  real_sub_fake : 1263.63 ]
[  epoch 0021/0040] 2500/4800, lr:2.5e-05 ∣ avg_100 : 31710.272477 ∣ critic_nllloss : 26028.086523 ∣ critic_ganloss : -311.382892 ∣ generator_nllloss : 5237.414062 ∣ generator_ganloss : 967.152588 ∣  [  std_z : 0.99  real_sub_fake : 1420.34 ]
[  epoch 0021/0040] 2510/4800, lr:2.5e-05 ∣ avg_100 : 31705.011691 ∣ critic_nllloss : 25759.275000 ∣ critic_ganloss : -277.746930 ∣ generator_nllloss : 5135.285352 ∣ generator_ganloss : 1003.080469 ∣     [  std_z : 0.98  real_sub_fake : 1133.33 ]
[  epoch 0021/0040] 2520/4800, lr:2.5e-05 ∣ avg_100 : 31703.794546 ∣ critic_nllloss : 25674.870898 ∣ critic_ganloss : -263.163135 ∣ generator_nllloss : 5105.634180 ∣ generator_ganloss : 995.033643 ∣  [  std_z : 0.99  real_sub_fake : 942.35 ]
[  epoch 0021/0040] 2530/4800, lr:2.5e-05 ∣ avg_100 : 31701.557657 ∣ critic_nllloss : 25660.840820 ∣ critic_ganloss : -298.027252 ∣ generator_nllloss : 5122.136523 ∣ generator_ganloss : 960.101611 ∣  [  std_z : 1.00  real_sub_fake : 928.26 ]
[  epoch 0021/0040] 2540/4800, lr:2.5e-05 ∣ avg_100 : 31701.989239 ∣ critic_nllloss : 26043.828320 ∣ critic_ganloss : -257.193652 ∣ generator_nllloss : 5205.594531 ∣ generator_ganloss : 943.679150 ∣  [  std_z : 1.00  real_sub_fake : 1173.98 ]
[  epoch 0021/0040] 2550/4800, lr:2.5e-05 ∣ avg_100 : 31705.929991 ∣ critic_nllloss : 26213.766016 ∣ critic_ganloss : -357.326135 ∣ generator_nllloss : 5281.849219 ∣ generator_ganloss : 993.964844 ∣  [  std_z : 1.00  real_sub_fake : 1189.09 ]
[  epoch 0021/0040] 2560/4800, lr:2.5e-05 ∣ avg_100 : 31707.177957 ∣ critic_nllloss : 25906.371289 ∣ critic_ganloss : -348.604715 ∣ generator_nllloss : 5197.180664 ∣ generator_ganloss : 968.101025 ∣  [  std_z : 0.99  real_sub_fake : 1438.64 ]
[  epoch 0021/0040] 2570/4800, lr:2.5e-05 ∣ avg_100 : 31710.180687 ∣ critic_nllloss : 25977.284570 ∣ critic_ganloss : -243.258115 ∣ generator_nllloss : 5176.340625 ∣ generator_ganloss : 1007.760400 ∣     [  std_z : 0.99  real_sub_fake : 947.19 ]
[  epoch 0021/0040] 2580/4800, lr:2.5e-05 ∣ avg_100 : 31710.386590 ∣ critic_nllloss : 25853.377344 ∣ critic_ganloss : -331.258257 ∣ generator_nllloss : 5175.359961 ∣ generator_ganloss : 979.886084 ∣  [  std_z : 0.99  real_sub_fake : 1063.54 ]
[  epoch 0021/0040] 2590/4800, lr:2.5e-05 ∣ avg_100 : 31711.503328 ∣ critic_nllloss : 25862.889844 ∣ critic_ganloss : -376.886337 ∣ generator_nllloss : 5113.472656 ∣ generator_ganloss : 977.795898 ∣  [  std_z : 0.99  real_sub_fake : 1258.67 ]
[  epoch 0021/0040] 2600/4800, lr:2.5e-05 ∣ avg_100 : 31710.416789 ∣ critic_nllloss : 25881.944336 ∣ critic_ganloss : -377.382843 ∣ generator_nllloss : 5182.670703 ∣ generator_ganloss : 987.108496 ∣  [  std_z : 0.99  real_sub_fake : 1321.86 ]
[  epoch 0021/0040] 2610/4800, lr:2.5e-05 ∣ avg_100 : 31711.757969 ∣ critic_nllloss : 25806.173438 ∣ critic_ganloss : -244.017252 ∣ generator_nllloss : 5217.489844 ∣ generator_ganloss : 1011.807471 ∣     [  std_z : 0.99  real_sub_fake : 1180.49 ]
[  epoch 0021/0040] 2620/4800, lr:2.5e-05 ∣ avg_100 : 31713.569703 ∣ critic_nllloss : 25823.458594 ∣ critic_ganloss : -248.598996 ∣ generator_nllloss : 5180.025000 ∣ generator_ganloss : 1047.017871 ∣     [  std_z : 1.00  real_sub_fake : 961.63 ]
[  epoch 0021/0040] 2630/4800, lr:2.5e-05 ∣ avg_100 : 31717.657340 ∣ critic_nllloss : 25877.953125 ∣ critic_ganloss : -225.575713 ∣ generator_nllloss : 5117.367969 ∣ generator_ganloss : 1018.743750 ∣     [  std_z : 0.99  real_sub_fake : 1033.36 ]
[  epoch 0021/0040] 2640/4800, lr:2.5e-05 ∣ avg_100 : 31721.832454 ∣ critic_nllloss : 26089.975586 ∣ critic_ganloss : -214.817957 ∣ generator_nllloss : 5334.916016 ∣ generator_ganloss : 1032.553418 ∣     [  std_z : 0.99  real_sub_fake : 1118.96 ]
[  epoch 0021/0040] 2650/4800, lr:2.5e-05 ∣ avg_100 : 31728.512889 ∣ critic_nllloss : 26079.604297 ∣ critic_ganloss : -263.982632 ∣ generator_nllloss : 5227.559180 ∣ generator_ganloss : 1070.359668 ∣     [  std_z : 0.99  real_sub_fake : 1023.63 ]
[  epoch 0021/0040] 2660/4800, lr:2.5e-05 ∣ avg_100 : 31728.912549 ∣ critic_nllloss : 25737.726172 ∣ critic_ganloss : -305.177158 ∣ generator_nllloss : 5176.205078 ∣ generator_ganloss : 1048.364795 ∣     [  std_z : 0.99  real_sub_fake : 945.40 ]
[  epoch 0021/0040] 2670/4800, lr:2.5e-05 ∣ avg_100 : 31728.908058 ∣ critic_nllloss : 25947.014453 ∣ critic_ganloss : -287.044894 ∣ generator_nllloss : 5171.291406 ∣ generator_ganloss : 1024.428809 ∣     [  std_z : 1.00  real_sub_fake : 1084.14 ]
[  epoch 0021/0040] 2680/4800, lr:2.5e-05 ∣ avg_100 : 31730.064272 ∣ critic_nllloss : 25938.338281 ∣ critic_ganloss : -335.287210 ∣ generator_nllloss : 5239.995508 ∣ generator_ganloss : 1029.423682 ∣     [  std_z : 1.00  real_sub_fake : 1133.62 ]
[  epoch 0021/0040] 2690/4800, lr:2.5e-05 ∣ avg_100 : 31732.383524 ∣ critic_nllloss : 25976.614258 ∣ critic_ganloss : -223.184753 ∣ generator_nllloss : 5168.082422 ∣ generator_ganloss : 1024.790918 ∣     [  std_z : 1.00  real_sub_fake : 1093.17 ]
[  epoch 0021/0040] 2700/4800, lr:2.5e-05 ∣ avg_100 : 31731.452017 ∣ critic_nllloss : 25952.908398 ∣ critic_ganloss : -221.556337 ∣ generator_nllloss : 5110.415234 ∣ generator_ganloss : 1016.060645 ∣     [  std_z : 0.99  real_sub_fake : 1051.66 ]
[  epoch 0021/0040] 2710/4800, lr:2.5e-05 ∣ avg_100 : 31733.792929 ∣ critic_nllloss : 25743.844922 ∣ critic_ganloss : -232.316374 ∣ generator_nllloss : 5182.928711 ∣ generator_ganloss : 1066.432129 ∣     [  std_z : 0.99  real_sub_fake : 791.35 ]
[  epoch 0021/0040] 2720/4800, lr:2.5e-05 ∣ avg_100 : 31733.376513 ∣ critic_nllloss : 25775.749609 ∣ critic_ganloss : -291.716309 ∣ generator_nllloss : 5163.448438 ∣ generator_ganloss : 1048.804834 ∣     [  std_z : 0.99  real_sub_fake : 959.03 ]
[  epoch 0021/0040] 2730/4800, lr:2.5e-05 ∣ avg_100 : 31730.881523 ∣ critic_nllloss : 25663.268164 ∣ critic_ganloss : -276.670697 ∣ generator_nllloss : 5041.474805 ∣ generator_ganloss : 1027.093359 ∣     [  std_z : 0.99  real_sub_fake : 1018.78 ]
[  epoch 0021/0040] 2740/4800, lr:2.5e-05 ∣ avg_100 : 31732.965267 ∣ critic_nllloss : 26115.188477 ∣ critic_ganloss : -331.721317 ∣ generator_nllloss : 5152.597852 ∣ generator_ganloss : 1008.256836 ∣     [  std_z : 1.00  real_sub_fake : 1180.16 ]
[  epoch 0021/0040] 2750/4800, lr:2.5e-05 ∣ avg_100 : 31734.476548 ∣ critic_nllloss : 25979.922461 ∣ critic_ganloss : -331.850977 ∣ generator_nllloss : 5231.058203 ∣ generator_ganloss : 1034.071338 ∣     [  std_z : 1.00  real_sub_fake : 1147.44 ]
[  epoch 0021/0040] 2760/4800, lr:2.5e-05 ∣ avg_100 : 31738.840397 ∣ critic_nllloss : 25818.774023 ∣ critic_ganloss : -269.253986 ∣ generator_nllloss : 5191.960352 ∣ generator_ganloss : 1015.175977 ∣     [  std_z : 0.99  real_sub_fake : 1102.39 ]
[  epoch 0021/0040] 2770/4800, lr:2.5e-05 ∣ avg_100 : 31735.997379 ∣ critic_nllloss : 25821.490430 ∣ critic_ganloss : -244.555243 ∣ generator_nllloss : 5186.659766 ∣ generator_ganloss : 1027.625635 ∣     [  std_z : 0.99  real_sub_fake : 1062.96 ]
[  epoch 0021/0040] 2780/4800, lr:2.5e-05 ∣ avg_100 : 31735.882842 ∣ critic_nllloss : 25906.288281 ∣ critic_ganloss : -285.472165 ∣ generator_nllloss : 5203.087500 ∣ generator_ganloss : 1006.003516 ∣     [  std_z : 0.99  real_sub_fake : 1119.29 ]
[  epoch 0021/0040] 2790/4800, lr:2.5e-05 ∣ avg_100 : 31739.608282 ∣ critic_nllloss : 25898.000781 ∣ critic_ganloss : -311.056339 ∣ generator_nllloss : 5251.944141 ∣ generator_ganloss : 1011.555176 ∣     [  std_z : 1.00  real_sub_fake : 1032.05 ]
[  epoch 0021/0040] 2800/4800, lr:2.5e-05 ∣ avg_100 : 31741.573912 ∣ critic_nllloss : 25945.801563 ∣ critic_ganloss : -269.959985 ∣ generator_nllloss : 5210.785156 ∣ generator_ganloss : 990.087744 ∣  [  std_z : 1.00  real_sub_fake : 1250.33 ]
[  epoch 0021/0040] 2810/4800, lr:2.5e-05 ∣ avg_100 : 31741.660029 ∣ critic_nllloss : 25965.620703 ∣ critic_ganloss : -337.591902 ∣ generator_nllloss : 5209.080859 ∣ generator_ganloss : 985.472559 ∣  [  std_z : 0.99  real_sub_fake : 1219.03 ]
[  epoch 0021/0040] 2820/4800, lr:2.5e-05 ∣ avg_100 : 31743.484895 ∣ critic_nllloss : 25807.020508 ∣ critic_ganloss : -155.091890 ∣ generator_nllloss : 5281.441797 ∣ generator_ganloss : 1013.131836 ∣     [  std_z : 0.99  real_sub_fake : 997.14 ]
[  epoch 0021/0040] 2830/4800, lr:2.5e-05 ∣ avg_100 : 31746.330319 ∣ critic_nllloss : 25865.445703 ∣ critic_ganloss : -244.726814 ∣ generator_nllloss : 5113.319922 ∣ generator_ganloss : 1018.409033 ∣     [  std_z : 0.99  real_sub_fake : 804.93 ]
[  epoch 0021/0040] 2840/4800, lr:2.5e-05 ∣ avg_100 : 31747.613592 ∣ critic_nllloss : 25967.327148 ∣ critic_ganloss : -295.431992 ∣ generator_nllloss : 5149.564258 ∣ generator_ganloss : 972.365088 ∣  [  std_z : 0.99  real_sub_fake : 949.57 ]
[  epoch 0021/0040] 2850/4800, lr:2.5e-05 ∣ avg_100 : 31747.485570 ∣ critic_nllloss : 25674.761328 ∣ critic_ganloss : -273.608893 ∣ generator_nllloss : 5179.638086 ∣ generator_ganloss : 969.040332 ∣  [  std_z : 1.00  real_sub_fake : 972.30 ]
[  epoch 0021/0040] 2860/4800, lr:2.5e-05 ∣ avg_100 : 31744.489498 ∣ critic_nllloss : 25912.648633 ∣ critic_ganloss : -322.281064 ∣ generator_nllloss : 5160.316406 ∣ generator_ganloss : 975.498779 ∣  [  std_z : 1.00  real_sub_fake : 1154.08 ]
[  epoch 0021/0040] 2870/4800, lr:2.5e-05 ∣ avg_100 : 31742.068138 ∣ critic_nllloss : 25904.226172 ∣ critic_ganloss : -343.582095 ∣ generator_nllloss : 5108.266992 ∣ generator_ganloss : 970.552783 ∣  [  std_z : 1.00  real_sub_fake : 1202.01 ]
[  epoch 0021/0040] 2880/4800, lr:2.5e-05 ∣ avg_100 : 31740.432161 ∣ critic_nllloss : 25791.025000 ∣ critic_ganloss : -315.953357 ∣ generator_nllloss : 5185.857031 ∣ generator_ganloss : 964.294922 ∣  [  std_z : 0.99  real_sub_fake : 1161.09 ]
[  epoch 0021/0040] 2890/4800, lr:2.5e-05 ∣ avg_100 : 31741.442298 ∣ critic_nllloss : 26006.491016 ∣ critic_ganloss : -339.082129 ∣ generator_nllloss : 5193.748633 ∣ generator_ganloss : 944.092676 ∣  [  std_z : 0.99  real_sub_fake : 1409.44 ]
[  epoch 0021/0040] 2900/4800, lr:2.5e-05 ∣ avg_100 : 31745.040642 ∣ critic_nllloss : 25961.389062 ∣ critic_ganloss : -274.641919 ∣ generator_nllloss : 5142.739453 ∣ generator_ganloss : 975.903320 ∣  [  std_z : 1.00  real_sub_fake : 1229.43 ]
[  epoch 0021/0040] 2910/4800, lr:2.5e-05 ∣ avg_100 : 31746.297582 ∣ critic_nllloss : 25954.473633 ∣ critic_ganloss : -288.762552 ∣ generator_nllloss : 5107.812695 ∣ generator_ganloss : 955.825977 ∣  [  std_z : 1.00  real_sub_fake : 1044.91 ]
[  epoch 0021/0040] 2920/4800, lr:2.5e-05 ∣ avg_100 : 31743.490939 ∣ critic_nllloss : 25643.491797 ∣ critic_ganloss : -386.983139 ∣ generator_nllloss : 5189.257422 ∣ generator_ganloss : 937.662891 ∣  [  std_z : 1.00  real_sub_fake : 1224.60 ]
[  epoch 0021/0040] 2930/4800, lr:2.5e-05 ∣ avg_100 : 31743.720213 ∣ critic_nllloss : 25955.624805 ∣ critic_ganloss : -317.144995 ∣ generator_nllloss : 5163.646875 ∣ generator_ganloss : 959.957715 ∣  [  std_z : 0.99  real_sub_fake : 1252.89 ]
[  epoch 0021/0040] 2940/4800, lr:2.5e-05 ∣ avg_100 : 31747.488340 ∣ critic_nllloss : 25999.791406 ∣ critic_ganloss : -185.359395 ∣ generator_nllloss : 5264.528711 ∣ generator_ganloss : 971.716992 ∣  [  std_z : 0.99  real_sub_fake : 918.72 ]
[  epoch 0021/0040] 2950/4800, lr:2.5e-05 ∣ avg_100 : 31743.415540 ∣ critic_nllloss : 25654.793164 ∣ critic_ganloss : -258.257858 ∣ generator_nllloss : 5163.872852 ∣ generator_ganloss : 936.319873 ∣  [  std_z : 0.99  real_sub_fake : 907.74 ]
[  epoch 0021/0040] 2960/4800, lr:2.5e-05 ∣ avg_100 : 31743.019402 ∣ critic_nllloss : 25857.519922 ∣ critic_ganloss : -251.979965 ∣ generator_nllloss : 5180.729102 ∣ generator_ganloss : 965.786328 ∣  [  std_z : 1.00  real_sub_fake : 865.05 ]
[  epoch 0021/0040] 2970/4800, lr:2.5e-05 ∣ avg_100 : 31742.711597 ∣ critic_nllloss : 25967.232812 ∣ critic_ganloss : -240.526996 ∣ generator_nllloss : 5244.370313 ∣ generator_ganloss : 977.743066 ∣  [  std_z : 1.00  real_sub_fake : 916.91 ]
[  epoch 0021/0040] 2980/4800, lr:2.5e-05 ∣ avg_100 : 31743.941633 ∣ critic_nllloss : 25860.301172 ∣ critic_ganloss : -215.649271 ∣ generator_nllloss : 5237.111133 ∣ generator_ganloss : 968.532910 ∣  [  std_z : 0.99  real_sub_fake : 955.43 ]
[  epoch 0021/0040] 2990/4800, lr:2.5e-05 ∣ avg_100 : 31750.215238 ∣ critic_nllloss : 25929.387695 ∣ critic_ganloss : -218.298970 ∣ generator_nllloss : 5178.920898 ∣ generator_ganloss : 985.211475 ∣  [  std_z : 0.99  real_sub_fake : 953.69 ]
[  epoch 0021/0040] 3000/4800, lr:2.5e-05 ∣ avg_100 : 31748.586386 ∣ critic_nllloss : 25834.426953 ∣ critic_ganloss : -342.237617 ∣ generator_nllloss : 5175.491602 ∣ generator_ganloss : 985.000049 ∣  [  std_z : 0.99  real_sub_fake : 988.57 ]
[  epoch 0021/0040] 3010/4800, lr:2.5e-05 ∣ avg_100 : 31745.540527 ∣ critic_nllloss : 25797.488867 ∣ critic_ganloss : -247.196158 ∣ generator_nllloss : 5156.325391 ∣ generator_ganloss : 946.295117 ∣  [  std_z : 1.00  real_sub_fake : 1157.28 ]
[  epoch 0021/0040] 3020/4800, lr:2.5e-05 ∣ avg_100 : 31749.215325 ∣ critic_nllloss : 26088.357812 ∣ critic_ganloss : -263.332809 ∣ generator_nllloss : 5240.969727 ∣ generator_ganloss : 996.158301 ∣  [  std_z : 1.00  real_sub_fake : 1095.51 ]
[  epoch 0021/0040] 3030/4800, lr:2.5e-05 ∣ avg_100 : 31749.125794 ∣ critic_nllloss : 25855.453516 ∣ critic_ganloss : -265.446762 ∣ generator_nllloss : 5138.074414 ∣ generator_ganloss : 977.676758 ∣  [  std_z : 0.99  real_sub_fake : 995.41 ]
[  epoch 0021/0040] 3040/4800, lr:2.5e-05 ∣ avg_100 : 31743.566068 ∣ critic_nllloss : 25570.081836 ∣ critic_ganloss : -270.440601 ∣ generator_nllloss : 5120.911328 ∣ generator_ganloss : 968.943359 ∣  [  std_z : 0.99  real_sub_fake : 1017.68 ]
[  epoch 0021/0040] 3050/4800, lr:2.5e-05 ∣ avg_100 : 31741.628957 ∣ critic_nllloss : 25798.106836 ∣ critic_ganloss : -270.061511 ∣ generator_nllloss : 5106.886133 ∣ generator_ganloss : 985.028467 ∣  [  std_z : 0.99  real_sub_fake : 1061.80 ]
[  epoch 0021/0040] 3060/4800, lr:2.5e-05 ∣ avg_100 : 31747.546804 ∣ critic_nllloss : 26122.062695 ∣ critic_ganloss : -314.567816 ∣ generator_nllloss : 5306.887500 ∣ generator_ganloss : 1000.300488 ∣     [  std_z : 1.00  real_sub_fake : 1081.61 ]
[  epoch 0021/0040] 3070/4800, lr:2.5e-05 ∣ avg_100 : 31746.750363 ∣ critic_nllloss : 25812.144336 ∣ critic_ganloss : -291.543802 ∣ generator_nllloss : 5073.705859 ∣ generator_ganloss : 969.869287 ∣  [  std_z : 1.00  real_sub_fake : 1068.62 ]
[  epoch 0021/0040] 3080/4800, lr:2.5e-05 ∣ avg_100 : 31745.269951 ∣ critic_nllloss : 25826.039648 ∣ critic_ganloss : -316.474194 ∣ generator_nllloss : 5145.497070 ∣ generator_ganloss : 968.587744 ∣  [  std_z : 1.00  real_sub_fake : 1137.56 ]
[  epoch 0021/0040] 3090/4800, lr:2.5e-05 ∣ avg_100 : 31745.892016 ∣ critic_nllloss : 25737.074414 ∣ critic_ganloss : -324.250916 ∣ generator_nllloss : 5116.666992 ∣ generator_ganloss : 963.728174 ∣  [  std_z : 1.00  real_sub_fake : 1171.84 ]
[  epoch 0021/0040] 3100/4800, lr:2.5e-05 ∣ avg_100 : 31749.500032 ∣ critic_nllloss : 26254.528320 ∣ critic_ganloss : -257.965460 ∣ generator_nllloss : 5189.893555 ∣ generator_ganloss : 987.938867 ∣  [  std_z : 0.99  real_sub_fake : 1331.81 ]
[  epoch 0021/0040] 3110/4800, lr:2.5e-05 ∣ avg_100 : 31749.521166 ∣ critic_nllloss : 25942.407617 ∣ critic_ganloss : -313.292935 ∣ generator_nllloss : 5212.130078 ∣ generator_ganloss : 1024.700635 ∣     [  std_z : 0.99  real_sub_fake : 1043.39 ]
[  epoch 0021/0040] 3120/4800, lr:2.5e-05 ∣ avg_100 : 31751.752745 ∣ critic_nllloss : 25938.875391 ∣ critic_ganloss : -245.249829 ∣ generator_nllloss : 5148.376758 ∣ generator_ganloss : 989.427002 ∣  [  std_z : 0.99  real_sub_fake : 1203.79 ]
[  epoch 0021/0040] 3130/4800, lr:2.5e-05 ∣ avg_100 : 31753.070128 ∣ critic_nllloss : 25971.772070 ∣ critic_ganloss : -317.271286 ∣ generator_nllloss : 5183.657617 ∣ generator_ganloss : 1016.474219 ∣     [  std_z : 0.99  real_sub_fake : 1035.41 ]
[  epoch 0021/0040] 3140/4800, lr:2.5e-05 ∣ avg_100 : 31751.775770 ∣ critic_nllloss : 25621.477930 ∣ critic_ganloss : -296.619316 ∣ generator_nllloss : 5086.347656 ∣ generator_ganloss : 1002.144580 ∣     [  std_z : 0.99  real_sub_fake : 960.35 ]
[  epoch 0021/0040] 3150/4800, lr:2.5e-05 ∣ avg_100 : 31752.769724 ∣ critic_nllloss : 26062.825586 ∣ critic_ganloss : -389.907907 ∣ generator_nllloss : 5219.078516 ∣ generator_ganloss : 967.596680 ∣  [  std_z : 0.99  real_sub_fake : 1313.56 ]
[  epoch 0021/0040] 3160/4800, lr:2.5e-05 ∣ avg_100 : 31752.751113 ∣ critic_nllloss : 25902.014453 ∣ critic_ganloss : -385.982739 ∣ generator_nllloss : 5227.251367 ∣ generator_ganloss : 988.331689 ∣  [  std_z : 0.99  real_sub_fake : 1340.61 ]
[  epoch 0021/0040] 3170/4800, lr:2.5e-05 ∣ avg_100 : 31755.745234 ∣ critic_nllloss : 25870.805469 ∣ critic_ganloss : -295.445490 ∣ generator_nllloss : 5206.112500 ∣ generator_ganloss : 998.844141 ∣  [  std_z : 0.99  real_sub_fake : 1162.67 ]
[  epoch 0021/0040] 3180/4800, lr:2.5e-05 ∣ avg_100 : 31756.438066 ∣ critic_nllloss : 26115.440625 ∣ critic_ganloss : -374.973624 ∣ generator_nllloss : 5142.274219 ∣ generator_ganloss : 978.510352 ∣  [  std_z : 0.99  real_sub_fake : 1249.57 ]
[  epoch 0021/0040] 3190/4800, lr:2.5e-05 ∣ avg_100 : 31755.855446 ∣ critic_nllloss : 25866.258398 ∣ critic_ganloss : -365.952399 ∣ generator_nllloss : 5229.768945 ∣ generator_ganloss : 966.511084 ∣  [  std_z : 1.00  real_sub_fake : 1364.41 ]
[  epoch 0021/0040] 3200/4800, lr:2.5e-05 ∣ avg_100 : 31757.767773 ∣ critic_nllloss : 25925.886133 ∣ critic_ganloss : -277.003818 ∣ generator_nllloss : 5140.607422 ∣ generator_ganloss : 1009.731592 ∣     [  std_z : 1.00  real_sub_fake : 1202.17 ]
[  epoch 0021/0040] 3210/4800, lr:2.5e-05 ∣ avg_100 : 31761.280931 ∣ critic_nllloss : 25973.320117 ∣ critic_ganloss : -171.503680 ∣ generator_nllloss : 5124.584375 ∣ generator_ganloss : 1033.494971 ∣     [  std_z : 1.00  real_sub_fake : 844.37 ]
[  epoch 0021/0040] 3220/4800, lr:2.5e-05 ∣ avg_100 : 31765.230222 ∣ critic_nllloss : 25889.414844 ∣ critic_ganloss : -154.214006 ∣ generator_nllloss : 5163.844922 ∣ generator_ganloss : 1025.727148 ∣     [  std_z : 0.99  real_sub_fake : 744.71 ]
[  epoch 0021/0040] 3230/4800, lr:2.5e-05 ∣ avg_100 : 31766.452746 ∣ critic_nllloss : 26100.389258 ∣ critic_ganloss : -238.119536 ∣ generator_nllloss : 5164.106641 ∣ generator_ganloss : 1044.357373 ∣     [  std_z : 0.99  real_sub_fake : 790.21 ]
[  epoch 0021/0040] 3240/4800, lr:2.5e-05 ∣ avg_100 : 31766.770322 ∣ critic_nllloss : 25908.346484 ∣ critic_ganloss : -156.502153 ∣ generator_nllloss : 5150.013281 ∣ generator_ganloss : 1016.643945 ∣     [  std_z : 0.99  real_sub_fake : 741.88 ]
[  epoch 0021/0040] 3250/4800, lr:2.5e-05 ∣ avg_100 : 31765.351061 ∣ critic_nllloss : 25903.219531 ∣ critic_ganloss : -205.531917 ∣ generator_nllloss : 5101.984570 ∣ generator_ganloss : 1030.492578 ∣     [  std_z : 1.00  real_sub_fake : 838.67 ]
[  epoch 0021/0040] 3260/4800, lr:2.5e-05 ∣ avg_100 : 31766.798859 ∣ critic_nllloss : 25897.444922 ∣ critic_ganloss : -279.114859 ∣ generator_nllloss : 5163.150391 ∣ generator_ganloss : 1005.444629 ∣     [  std_z : 1.00  real_sub_fake : 922.88 ]
[  epoch 0021/0040] 3270/4800, lr:2.5e-05 ∣ avg_100 : 31767.656727 ∣ critic_nllloss : 25895.741992 ∣ critic_ganloss : -312.393030 ∣ generator_nllloss : 5183.263867 ∣ generator_ganloss : 1002.594629 ∣     [  std_z : 1.00  real_sub_fake : 1083.31 ]
[  epoch 0021/0040] 3280/4800, lr:2.5e-05 ∣ avg_100 : 31770.083814 ∣ critic_nllloss : 25990.795508 ∣ critic_ganloss : -253.309509 ∣ generator_nllloss : 5123.386328 ∣ generator_ganloss : 994.861914 ∣  [  std_z : 0.99  real_sub_fake : 1109.32 ]
[  epoch 0021/0040] 3290/4800, lr:2.5e-05 ∣ avg_100 : 31769.764659 ∣ critic_nllloss : 25941.523633 ∣ critic_ganloss : -213.139499 ∣ generator_nllloss : 5097.958984 ∣ generator_ganloss : 1002.938184 ∣     [  std_z : 1.00  real_sub_fake : 1093.42 ]
[  epoch 0021/0040] 3300/4800, lr:2.5e-05 ∣ avg_100 : 31772.923629 ∣ critic_nllloss : 26103.018945 ∣ critic_ganloss : -268.612579 ∣ generator_nllloss : 5247.304688 ∣ generator_ganloss : 1006.395410 ∣     [  std_z : 1.00  real_sub_fake : 972.55 ]
[  epoch 0021/0040] 3310/4800, lr:2.5e-05 ∣ avg_100 : 31777.006376 ∣ critic_nllloss : 25932.611133 ∣ critic_ganloss : -310.487238 ∣ generator_nllloss : 5217.500781 ∣ generator_ganloss : 996.575684 ∣  [  std_z : 0.99  real_sub_fake : 1061.61 ]
[  epoch 0021/0040] 3320/4800, lr:2.5e-05 ∣ avg_100 : 31776.993609 ∣ critic_nllloss : 25979.178516 ∣ critic_ganloss : -304.776324 ∣ generator_nllloss : 5090.605859 ∣ generator_ganloss : 1004.170020 ∣     [  std_z : 0.99  real_sub_fake : 1052.64 ]
[  epoch 0021/0040] 3330/4800, lr:2.5e-05 ∣ avg_100 : 31775.235263 ∣ critic_nllloss : 25825.443555 ∣ critic_ganloss : -269.184570 ∣ generator_nllloss : 5198.497656 ∣ generator_ganloss : 970.904395 ∣  [  std_z : 0.99  real_sub_fake : 1090.15 ]
[  epoch 0021/0040] 3340/4800, lr:2.5e-05 ∣ avg_100 : 31776.569043 ∣ critic_nllloss : 25839.965039 ∣ critic_ganloss : -263.946558 ∣ generator_nllloss : 5216.237109 ∣ generator_ganloss : 979.599854 ∣  [  std_z : 0.99  real_sub_fake : 1038.49 ]
[  epoch 0021/0040] 3350/4800, lr:2.5e-05 ∣ avg_100 : 31777.606980 ∣ critic_nllloss : 26098.200391 ∣ critic_ganloss : -324.190427 ∣ generator_nllloss : 5242.048633 ∣ generator_ganloss : 996.675049 ∣  [  std_z : 1.00  real_sub_fake : 1057.59 ]
[  epoch 0021/0040] 3360/4800, lr:2.5e-05 ∣ avg_100 : 31777.617675 ∣ critic_nllloss : 25703.454102 ∣ critic_ganloss : -249.705609 ∣ generator_nllloss : 5131.192773 ∣ generator_ganloss : 981.053320 ∣  [  std_z : 1.00  real_sub_fake : 1047.57 ]
[  epoch 0021/0040] 3370/4800, lr:2.5e-05 ∣ avg_100 : 31776.463786 ∣ critic_nllloss : 25851.441797 ∣ critic_ganloss : -290.454289 ∣ generator_nllloss : 5174.055859 ∣ generator_ganloss : 992.047607 ∣  [  std_z : 1.00  real_sub_fake : 1074.34 ]
[  epoch 0021/0040] 3380/4800, lr:2.5e-05 ∣ avg_100 : 31782.179037 ∣ critic_nllloss : 26089.199023 ∣ critic_ganloss : -274.909705 ∣ generator_nllloss : 5268.402148 ∣ generator_ganloss : 982.607617 ∣  [  std_z : 0.99  real_sub_fake : 1074.00 ]
[  epoch 0021/0040] 3390/4800, lr:2.5e-05 ∣ avg_100 : 31780.501463 ∣ critic_nllloss : 25849.027539 ∣ critic_ganloss : -294.745203 ∣ generator_nllloss : 5072.711914 ∣ generator_ganloss : 966.058301 ∣  [  std_z : 0.99  real_sub_fake : 1072.92 ]
[  epoch 0021/0040] 3400/4800, lr:2.5e-05 ∣ avg_100 : 31781.613903 ∣ critic_nllloss : 25839.466211 ∣ critic_ganloss : -283.518295 ∣ generator_nllloss : 5181.034180 ∣ generator_ganloss : 973.145801 ∣  [  std_z : 0.99  real_sub_fake : 1149.06 ]
[  epoch 0021/0040] 3410/4800, lr:2.5e-05 ∣ avg_100 : 31783.614470 ∣ critic_nllloss : 26091.109180 ∣ critic_ganloss : -341.007245 ∣ generator_nllloss : 5273.064062 ∣ generator_ganloss : 995.475439 ∣  [  std_z : 0.99  real_sub_fake : 1155.15 ]
[  epoch 0021/0040] 3420/4800, lr:2.5e-05 ∣ avg_100 : 31780.862393 ∣ critic_nllloss : 25756.488086 ∣ critic_ganloss : -300.871960 ∣ generator_nllloss : 5119.305859 ∣ generator_ganloss : 955.329834 ∣  [  std_z : 1.00  real_sub_fake : 1262.19 ]
[  epoch 0021/0040] 3430/4800, lr:2.5e-05 ∣ avg_100 : 31780.377817 ∣ critic_nllloss : 25862.258008 ∣ critic_ganloss : -126.352203 ∣ generator_nllloss : 5124.074023 ∣ generator_ganloss : 1022.404590 ∣     [  std_z : 1.00  real_sub_fake : 1019.33 ]
[  epoch 0021/0040] 3440/4800, lr:2.5e-05 ∣ avg_100 : 31784.734409 ∣ critic_nllloss : 26022.648047 ∣ critic_ganloss : -199.451666 ∣ generator_nllloss : 5196.622266 ∣ generator_ganloss : 1028.465381 ∣     [  std_z : 1.00  real_sub_fake : 681.31 ]
[  epoch 0021/0040] 3450/4800, lr:2.5e-05 ∣ avg_100 : 31784.635851 ∣ critic_nllloss : 25868.082617 ∣ critic_ganloss : -176.306752 ∣ generator_nllloss : 5062.932031 ∣ generator_ganloss : 1022.635937 ∣     [  std_z : 1.00  real_sub_fake : 661.73 ]
[  epoch 0021/0040] 3460/4800, lr:2.5e-05 ∣ avg_100 : 31787.632233 ∣ critic_nllloss : 25895.322266 ∣ critic_ganloss : -274.785452 ∣ generator_nllloss : 5208.714844 ∣ generator_ganloss : 1013.692920 ∣     [  std_z : 0.99  real_sub_fake : 761.14 ]
[  epoch 0021/0040] 3470/4800, lr:2.5e-05 ∣ avg_100 : 31789.295470 ∣ critic_nllloss : 25977.483789 ∣ critic_ganloss : -280.335487 ∣ generator_nllloss : 5243.549414 ∣ generator_ganloss : 986.685791 ∣  [  std_z : 1.00  real_sub_fake : 916.95 ]
[  epoch 0021/0040] 3480/4800, lr:2.5e-05 ∣ avg_100 : 31792.485789 ∣ critic_nllloss : 25914.937109 ∣ critic_ganloss : -252.432956 ∣ generator_nllloss : 5269.537500 ∣ generator_ganloss : 1002.390332 ∣     [  std_z : 0.99  real_sub_fake : 1117.72 ]
[  epoch 0021/0040] 3490/4800, lr:2.5e-05 ∣ avg_100 : 31797.438676 ∣ critic_nllloss : 26066.841797 ∣ critic_ganloss : -365.578165 ∣ generator_nllloss : 5262.248828 ∣ generator_ganloss : 1006.652393 ∣     [  std_z : 1.00  real_sub_fake : 1111.75 ]
[  epoch 0021/0040] 3500/4800, lr:2.5e-05 ∣ avg_100 : 31792.332300 ∣ critic_nllloss : 25644.998437 ∣ critic_ganloss : -263.355356 ∣ generator_nllloss : 5048.175391 ∣ generator_ganloss : 980.814258 ∣  [  std_z : 1.00  real_sub_fake : 1056.69 ]
[  epoch 0021/0040] 3510/4800, lr:2.5e-05 ∣ avg_100 : 31789.694535 ∣ critic_nllloss : 25659.252734 ∣ critic_ganloss : -312.228992 ∣ generator_nllloss : 5029.422852 ∣ generator_ganloss : 979.670752 ∣  [  std_z : 0.99  real_sub_fake : 1146.75 ]
[  epoch 0021/0040] 3520/4800, lr:2.5e-05 ∣ avg_100 : 31792.433964 ∣ critic_nllloss : 25869.494531 ∣ critic_ganloss : -291.869708 ∣ generator_nllloss : 5221.144922 ∣ generator_ganloss : 987.548730 ∣  [  std_z : 0.99  real_sub_fake : 1085.74 ]
[  epoch 0021/0040] 3530/4800, lr:2.5e-05 ∣ avg_100 : 31795.916706 ∣ critic_nllloss : 25960.527148 ∣ critic_ganloss : -332.257437 ∣ generator_nllloss : 5179.455664 ∣ generator_ganloss : 985.600586 ∣  [  std_z : 0.99  real_sub_fake : 1162.23 ]
[  epoch 0021/0040] 3540/4800, lr:2.5e-05 ∣ avg_100 : 31792.294672 ∣ critic_nllloss : 25808.983789 ∣ critic_ganloss : -289.753543 ∣ generator_nllloss : 5090.669727 ∣ generator_ganloss : 963.804932 ∣  [  std_z : 0.99  real_sub_fake : 1227.21 ]
[  epoch 0021/0040] 3550/4800, lr:2.5e-05 ∣ avg_100 : 31786.874481 ∣ critic_nllloss : 25725.898633 ∣ critic_ganloss : -254.766454 ∣ generator_nllloss : 5143.091602 ∣ generator_ganloss : 976.011035 ∣  [  std_z : 0.99  real_sub_fake : 1009.73 ]
[  epoch 0021/0040] 3560/4800, lr:2.5e-05 ∣ avg_100 : 31784.488704 ∣ critic_nllloss : 25654.303906 ∣ critic_ganloss : -261.487711 ∣ generator_nllloss : 5137.428320 ∣ generator_ganloss : 954.226074 ∣  [  std_z : 1.00  real_sub_fake : 1041.31 ]
[  epoch 0021/0040] 3570/4800, lr:2.5e-05 ∣ avg_100 : 31781.282915 ∣ critic_nllloss : 25773.668359 ∣ critic_ganloss : -301.116193 ∣ generator_nllloss : 5166.013086 ∣ generator_ganloss : 958.983301 ∣  [  std_z : 1.00  real_sub_fake : 1021.41 ]
[  epoch 0021/0040] 3580/4800, lr:2.5e-05 ∣ avg_100 : 31782.155110 ∣ critic_nllloss : 25916.315430 ∣ critic_ganloss : -319.986475 ∣ generator_nllloss : 5220.787305 ∣ generator_ganloss : 947.468408 ∣  [  std_z : 1.00  real_sub_fake : 1137.90 ]
[  epoch 0021/0040] 3590/4800, lr:2.5e-05 ∣ avg_100 : 31784.493147 ∣ critic_nllloss : 25975.086914 ∣ critic_ganloss : -250.043271 ∣ generator_nllloss : 5137.673242 ∣ generator_ganloss : 948.358936 ∣  [  std_z : 0.99  real_sub_fake : 1151.66 ]
[  epoch 0021/0040] 3600/4800, lr:2.5e-05 ∣ avg_100 : 31786.400113 ∣ critic_nllloss : 25915.253125 ∣ critic_ganloss : -194.829340 ∣ generator_nllloss : 5160.244922 ∣ generator_ganloss : 984.368506 ∣  [  std_z : 0.99  real_sub_fake : 965.29 ]
[  epoch 0021/0040] 3610/4800, lr:2.5e-05 ∣ avg_100 : 31785.396898 ∣ critic_nllloss : 25867.944922 ∣ critic_ganloss : -296.483545 ∣ generator_nllloss : 5165.749219 ∣ generator_ganloss : 953.921387 ∣  [  std_z : 0.99  real_sub_fake : 994.06 ]
[  epoch 0021/0040] 3620/4800, lr:2.5e-05 ∣ avg_100 : 31787.188767 ∣ critic_nllloss : 26074.608594 ∣ critic_ganloss : -293.082138 ∣ generator_nllloss : 5242.115625 ∣ generator_ganloss : 957.447314 ∣  [  std_z : 1.00  real_sub_fake : 1111.66 ]
[  epoch 0021/0040] 3630/4800, lr:2.5e-05 ∣ avg_100 : 31786.846732 ∣ critic_nllloss : 25854.119922 ∣ critic_ganloss : -264.071194 ∣ generator_nllloss : 5190.377148 ∣ generator_ganloss : 973.859766 ∣  [  std_z : 1.00  real_sub_fake : 1022.71 ]
[  epoch 0021/0040] 3640/4800, lr:2.5e-05 ∣ avg_100 : 31781.922282 ∣ critic_nllloss : 25880.787891 ∣ critic_ganloss : -373.210196 ∣ generator_nllloss : 5266.326953 ∣ generator_ganloss : 976.277441 ∣  [  std_z : 1.00  real_sub_fake : 1106.45 ]
[  epoch 0021/0040] 3650/4800, lr:2.5e-05 ∣ avg_100 : 31778.891459 ∣ critic_nllloss : 25863.615820 ∣ critic_ganloss : -246.313083 ∣ generator_nllloss : 5222.898438 ∣ generator_ganloss : 970.256982 ∣  [  std_z : 0.99  real_sub_fake : 1043.95 ]
[  epoch 0021/0040] 3660/4800, lr:2.5e-05 ∣ avg_100 : 31780.918578 ∣ critic_nllloss : 25950.275586 ∣ critic_ganloss : -292.190512 ∣ generator_nllloss : 5223.789453 ∣ generator_ganloss : 977.956299 ∣  [  std_z : 0.99  real_sub_fake : 1135.62 ]
[  epoch 0021/0040] 3670/4800, lr:2.5e-05 ∣ avg_100 : 31778.868530 ∣ critic_nllloss : 25841.843555 ∣ critic_ganloss : -324.446701 ∣ generator_nllloss : 5158.145703 ∣ generator_ganloss : 975.142432 ∣  [  std_z : 0.99  real_sub_fake : 1240.53 ]
[  epoch 0021/0040] 3680/4800, lr:2.5e-05 ∣ avg_100 : 31776.511023 ∣ critic_nllloss : 25787.524414 ∣ critic_ganloss : -324.596347 ∣ generator_nllloss : 5176.585938 ∣ generator_ganloss : 997.205518 ∣  [  std_z : 1.00  real_sub_fake : 1198.78 ]
[  epoch 0021/0040] 3690/4800, lr:2.5e-05 ∣ avg_100 : 31774.621822 ∣ critic_nllloss : 25950.595117 ∣ critic_ganloss : -280.767352 ∣ generator_nllloss : 5091.183984 ∣ generator_ganloss : 996.370996 ∣  [  std_z : 1.00  real_sub_fake : 1075.00 ]
[  epoch 0021/0040] 3700/4800, lr:2.5e-05 ∣ avg_100 : 31776.291008 ∣ critic_nllloss : 26028.663477 ∣ critic_ganloss : -272.547632 ∣ generator_nllloss : 5259.022070 ∣ generator_ganloss : 1009.608643 ∣     [  std_z : 0.99  real_sub_fake : 1165.72 ]
[  epoch 0021/0040] 3710/4800, lr:2.5e-05 ∣ avg_100 : 31775.398325 ∣ critic_nllloss : 25892.966211 ∣ critic_ganloss : -354.656433 ∣ generator_nllloss : 5123.396289 ∣ generator_ganloss : 1009.914990 ∣     [  std_z : 0.99  real_sub_fake : 1136.78 ]
[  epoch 0021/0040] 3720/4800, lr:2.5e-05 ∣ avg_100 : 31775.956276 ∣ critic_nllloss : 25888.796289 ∣ critic_ganloss : -326.976892 ∣ generator_nllloss : 5179.394336 ∣ generator_ganloss : 1010.867969 ∣     [  std_z : 1.00  real_sub_fake : 1178.76 ]
[  epoch 0021/0040] 3730/4800, lr:2.5e-05 ∣ avg_100 : 31779.150281 ∣ critic_nllloss : 25844.704297 ∣ critic_ganloss : -244.118900 ∣ generator_nllloss : 5144.408594 ∣ generator_ganloss : 1029.572119 ∣     [  std_z : 1.00  real_sub_fake : 982.92 ]
[  epoch 0021/0040] 3740/4800, lr:2.5e-05 ∣ avg_100 : 31775.521906 ∣ critic_nllloss : 25750.819922 ∣ critic_ganloss : -270.815701 ∣ generator_nllloss : 5106.302930 ∣ generator_ganloss : 995.177246 ∣  [  std_z : 1.00  real_sub_fake : 1129.58 ]
[  epoch 0021/0040] 3750/4800, lr:2.5e-05 ∣ avg_100 : 31773.403651 ∣ critic_nllloss : 25833.643555 ∣ critic_ganloss : -334.787587 ∣ generator_nllloss : 5191.986719 ∣ generator_ganloss : 1010.532861 ∣     [  std_z : 1.00  real_sub_fake : 1098.52 ]
[  epoch 0021/0040] 3760/4800, lr:2.5e-05 ∣ avg_100 : 31770.882745 ∣ critic_nllloss : 25802.675977 ∣ critic_ganloss : -361.979767 ∣ generator_nllloss : 5090.403711 ∣ generator_ganloss : 973.465771 ∣  [  std_z : 0.99  real_sub_fake : 1292.06 ]
[  epoch 0021/0040] 3770/4800, lr:2.5e-05 ∣ avg_100 : 31770.777135 ∣ critic_nllloss : 25858.040039 ∣ critic_ganloss : -245.509824 ∣ generator_nllloss : 5206.680859 ∣ generator_ganloss : 961.448535 ∣  [  std_z : 1.00  real_sub_fake : 1153.09 ]
[  epoch 0021/0040] 3780/4800, lr:2.5e-05 ∣ avg_100 : 31770.523260 ∣ critic_nllloss : 25911.465039 ∣ critic_ganloss : -238.971327 ∣ generator_nllloss : 5133.307813 ∣ generator_ganloss : 998.718115 ∣  [  std_z : 0.99  real_sub_fake : 949.52 ]
[  epoch 0021/0040] 3790/4800, lr:2.5e-05 ∣ avg_100 : 31770.629078 ∣ critic_nllloss : 25897.261719 ∣ critic_ganloss : -210.587848 ∣ generator_nllloss : 5166.728125 ∣ generator_ganloss : 1007.623535 ∣     [  std_z : 0.99  real_sub_fake : 979.07 ]
[  epoch 0021/0040] 3800/4800, lr:2.5e-05 ∣ avg_100 : 31770.434980 ∣ critic_nllloss : 25898.470898 ∣ critic_ganloss : -253.581314 ∣ generator_nllloss : 5214.485547 ∣ generator_ganloss : 997.929541 ∣  [  std_z : 0.99  real_sub_fake : 882.38 ]
[  epoch 0021/0040] 3810/4800, lr:2.5e-05 ∣ avg_100 : 31770.815639 ∣ critic_nllloss : 25932.576562 ∣ critic_ganloss : -297.639687 ∣ generator_nllloss : 5241.981055 ∣ generator_ganloss : 983.730225 ∣  [  std_z : 0.99  real_sub_fake : 961.62 ]
[  epoch 0021/0040] 3820/4800, lr:2.5e-05 ∣ avg_100 : 31769.729680 ∣ critic_nllloss : 25875.658789 ∣ critic_ganloss : -249.750754 ∣ generator_nllloss : 5220.434570 ∣ generator_ganloss : 991.563770 ∣  [  std_z : 0.99  real_sub_fake : 1098.00 ]
[  epoch 0021/0040] 3830/4800, lr:2.5e-05 ∣ avg_100 : 31767.784129 ∣ critic_nllloss : 25768.219922 ∣ critic_ganloss : -328.990375 ∣ generator_nllloss : 5116.533008 ∣ generator_ganloss : 1002.130176 ∣     [  std_z : 1.00  real_sub_fake : 1122.54 ]
[  epoch 0021/0040] 3840/4800, lr:2.5e-05 ∣ avg_100 : 31769.626065 ∣ critic_nllloss : 26075.667187 ∣ critic_ganloss : -326.600241 ∣ generator_nllloss : 5212.821094 ∣ generator_ganloss : 1016.130078 ∣     [  std_z : 0.99  real_sub_fake : 1214.50 ]
[  epoch 0021/0040] 3850/4800, lr:2.5e-05 ∣ avg_100 : 31771.887340 ∣ critic_nllloss : 25871.098438 ∣ critic_ganloss : -272.292615 ∣ generator_nllloss : 5167.615820 ∣ generator_ganloss : 1009.536670 ∣     [  std_z : 0.99  real_sub_fake : 1266.67 ]
[  epoch 0021/0040] 3860/4800, lr:2.5e-05 ∣ avg_100 : 31773.268910 ∣ critic_nllloss : 25910.754883 ∣ critic_ganloss : -290.696729 ∣ generator_nllloss : 5217.898828 ∣ generator_ganloss : 1026.382812 ∣     [  std_z : 0.99  real_sub_fake : 1169.45 ]
[  epoch 0021/0040] 3870/4800, lr:2.5e-05 ∣ avg_100 : 31773.891497 ∣ critic_nllloss : 25914.408789 ∣ critic_ganloss : -341.264554 ∣ generator_nllloss : 5118.769336 ∣ generator_ganloss : 1009.808936 ∣     [  std_z : 1.00  real_sub_fake : 1124.59 ]
[  epoch 0021/0040] 3880/4800, lr:2.5e-05 ∣ avg_100 : 31772.839732 ∣ critic_nllloss : 25760.436719 ∣ critic_ganloss : -301.892075 ∣ generator_nllloss : 5073.531055 ∣ generator_ganloss : 987.971387 ∣  [  std_z : 1.00  real_sub_fake : 1204.00 ]
[  epoch 0021/0040] 3890/4800, lr:2.5e-05 ∣ avg_100 : 31772.234507 ∣ critic_nllloss : 25853.533008 ∣ critic_ganloss : -319.166168 ∣ generator_nllloss : 5211.876562 ∣ generator_ganloss : 998.484277 ∣  [  std_z : 1.00  real_sub_fake : 1213.63 ]
[  epoch 0021/0040] 3900/4800, lr:2.5e-05 ∣ avg_100 : 31770.321050 ∣ critic_nllloss : 25753.452539 ∣ critic_ganloss : -292.430634 ∣ generator_nllloss : 5131.187500 ∣ generator_ganloss : 1021.834814 ∣     [  std_z : 0.99  real_sub_fake : 1101.57 ]
[  epoch 0021/0040] 3910/4800, lr:2.5e-05 ∣ avg_100 : 31771.160794 ∣ critic_nllloss : 25970.018359 ∣ critic_ganloss : -286.501111 ∣ generator_nllloss : 5133.944336 ∣ generator_ganloss : 995.862598 ∣  [  std_z : 0.99  real_sub_fake : 988.00 ]
[  epoch 0021/0040] 3920/4800, lr:2.5e-05 ∣ avg_100 : 31777.189271 ∣ critic_nllloss : 26074.850391 ∣ critic_ganloss : -253.371942 ∣ generator_nllloss : 5187.332812 ∣ generator_ganloss : 977.465430 ∣  [  std_z : 0.99  real_sub_fake : 1119.45 ]
[  epoch 0021/0040] 3930/4800, lr:2.5e-05 ∣ avg_100 : 31778.464874 ∣ critic_nllloss : 25972.509180 ∣ critic_ganloss : -363.104044 ∣ generator_nllloss : 5285.089063 ∣ generator_ganloss : 995.150488 ∣  [  std_z : 1.00  real_sub_fake : 1084.01 ]
[  epoch 0021/0040] 3940/4800, lr:2.5e-05 ∣ avg_100 : 31776.549360 ∣ critic_nllloss : 25966.722852 ∣ critic_ganloss : -272.119724 ∣ generator_nllloss : 5208.009961 ∣ generator_ganloss : 956.513232 ∣  [  std_z : 0.99  real_sub_fake : 1273.55 ]
[  epoch 0021/0040] 3950/4800, lr:2.5e-05 ∣ avg_100 : 31779.311366 ∣ critic_nllloss : 25858.628320 ∣ critic_ganloss : -142.967014 ∣ generator_nllloss : 5084.652344 ∣ generator_ganloss : 972.614990 ∣  [  std_z : 1.00  real_sub_fake : 1056.37 ]
[  epoch 0021/0040] 3960/4800, lr:2.5e-05 ∣ avg_100 : 31777.817866 ∣ critic_nllloss : 25661.657422 ∣ critic_ganloss : -237.728363 ∣ generator_nllloss : 5184.988867 ∣ generator_ganloss : 993.787402 ∣  [  std_z : 0.99  real_sub_fake : 775.16 ]
[  epoch 0021/0040] 3970/4800, lr:2.5e-05 ∣ avg_100 : 31774.777973 ∣ critic_nllloss : 25805.156445 ∣ critic_ganloss : -283.450156 ∣ generator_nllloss : 5171.827734 ∣ generator_ganloss : 951.295947 ∣  [  std_z : 1.00  real_sub_fake : 915.16 ]
[  epoch 0021/0040] 3980/4800, lr:2.5e-05 ∣ avg_100 : 31775.079276 ∣ critic_nllloss : 26060.769727 ∣ critic_ganloss : -340.460724 ∣ generator_nllloss : 5212.915430 ∣ generator_ganloss : 947.201807 ∣  [  std_z : 0.99  real_sub_fake : 1074.94 ]
[  epoch 0021/0040] 3990/4800, lr:2.5e-05 ∣ avg_100 : 31775.099602 ∣ critic_nllloss : 26109.621875 ∣ critic_ganloss : -367.687012 ∣ generator_nllloss : 5176.003906 ∣ generator_ganloss : 959.314893 ∣  [  std_z : 0.99  real_sub_fake : 1181.56 ]
[  epoch 0021/0040] 4000/4800, lr:2.5e-05 ∣ avg_100 : 31775.783725 ∣ critic_nllloss : 25903.463086 ∣ critic_ganloss : -268.229434 ∣ generator_nllloss : 5144.858789 ∣ generator_ganloss : 941.000879 ∣  [  std_z : 0.99  real_sub_fake : 1362.67 ]
[  epoch 0021/0040] 4010/4800, lr:2.5e-05 ∣ avg_100 : 31775.734820 ∣ critic_nllloss : 25756.372266 ∣ critic_ganloss : -235.446390 ∣ generator_nllloss : 5159.238086 ∣ generator_ganloss : 967.858691 ∣  [  std_z : 0.99  real_sub_fake : 1095.57 ]
[  epoch 0021/0040] 4020/4800, lr:2.5e-05 ∣ avg_100 : 31770.137973 ∣ critic_nllloss : 25664.868164 ∣ critic_ganloss : -295.390016 ∣ generator_nllloss : 5152.672266 ∣ generator_ganloss : 980.317969 ∣  [  std_z : 1.00  real_sub_fake : 1024.48 ]
[  epoch 0021/0040] 4030/4800, lr:2.5e-05 ∣ avg_100 : 31767.921837 ∣ critic_nllloss : 25758.831445 ∣ critic_ganloss : -295.540762 ∣ generator_nllloss : 5057.582812 ∣ generator_ganloss : 963.270850 ∣  [  std_z : 1.00  real_sub_fake : 994.61 ]
[  epoch 0021/0040] 4040/4800, lr:2.5e-05 ∣ avg_100 : 31770.517485 ∣ critic_nllloss : 25904.418164 ∣ critic_ganloss : -378.389354 ∣ generator_nllloss : 5181.119531 ∣ generator_ganloss : 941.912354 ∣  [  std_z : 0.99  real_sub_fake : 1179.06 ]
[  epoch 0021/0040] 4050/4800, lr:2.5e-05 ∣ avg_100 : 31773.267745 ∣ critic_nllloss : 25981.332031 ∣ critic_ganloss : -352.016113 ∣ generator_nllloss : 5299.840820 ∣ generator_ganloss : 965.829150 ∣  [  std_z : 0.99  real_sub_fake : 1312.53 ]
[  epoch 0021/0040] 4060/4800, lr:2.5e-05 ∣ avg_100 : 31771.120345 ∣ critic_nllloss : 25961.607227 ∣ critic_ganloss : -343.933670 ∣ generator_nllloss : 5300.658008 ∣ generator_ganloss : 981.611377 ∣  [  std_z : 0.98  real_sub_fake : 1427.37 ]
[  epoch 0021/0040] 4070/4800, lr:2.5e-05 ∣ avg_100 : 31776.815958 ∣ critic_nllloss : 26076.460938 ∣ critic_ganloss : -250.677927 ∣ generator_nllloss : 5289.269531 ∣ generator_ganloss : 1018.684375 ∣     [  std_z : 0.99  real_sub_fake : 1166.04 ]
[  epoch 0021/0040] 4080/4800, lr:2.5e-05 ∣ avg_100 : 31778.437056 ∣ critic_nllloss : 25839.217773 ∣ critic_ganloss : -182.335098 ∣ generator_nllloss : 5138.549609 ∣ generator_ganloss : 990.327832 ∣  [  std_z : 1.00  real_sub_fake : 882.33 ]
[  epoch 0021/0040] 4090/4800, lr:2.5e-05 ∣ avg_100 : 31782.370796 ∣ critic_nllloss : 25941.582617 ∣ critic_ganloss : -184.691917 ∣ generator_nllloss : 5095.326563 ∣ generator_ganloss : 1034.375342 ∣     [  std_z : 1.00  real_sub_fake : 657.70 ]
[  epoch 0021/0040] 4100/4800, lr:2.5e-05 ∣ avg_100 : 31776.001073 ∣ critic_nllloss : 25680.267578 ∣ critic_ganloss : -285.836629 ∣ generator_nllloss : 5155.385547 ∣ generator_ganloss : 987.606543 ∣  [  std_z : 0.99  real_sub_fake : 814.69 ]
[  epoch 0021/0040] 4110/4800, lr:2.5e-05 ∣ avg_100 : 31773.146308 ∣ critic_nllloss : 25718.524805 ∣ critic_ganloss : -208.618706 ∣ generator_nllloss : 5112.443750 ∣ generator_ganloss : 958.119043 ∣  [  std_z : 0.99  real_sub_fake : 966.68 ]
[  epoch 0021/0040] 4120/4800, lr:2.5e-05 ∣ avg_100 : 31769.537264 ∣ critic_nllloss : 25678.597656 ∣ critic_ganloss : -313.669228 ∣ generator_nllloss : 5123.336133 ∣ generator_ganloss : 982.260303 ∣  [  std_z : 0.99  real_sub_fake : 1024.76 ]
[  epoch 0021/0040] 4130/4800, lr:2.5e-05 ∣ avg_100 : 31769.948219 ∣ critic_nllloss : 25963.295312 ∣ critic_ganloss : -224.106839 ∣ generator_nllloss : 5194.259375 ∣ generator_ganloss : 962.280322 ∣  [  std_z : 1.00  real_sub_fake : 1105.70 ]
[  epoch 0021/0040] 4140/4800, lr:2.5e-05 ∣ avg_100 : 31772.691810 ∣ critic_nllloss : 25798.585742 ∣ critic_ganloss : -249.249985 ∣ generator_nllloss : 5189.188477 ∣ generator_ganloss : 949.185742 ∣  [  std_z : 1.00  real_sub_fake : 1042.63 ]
[  epoch 0021/0040] 4150/4800, lr:2.5e-05 ∣ avg_100 : 31770.330292 ∣ critic_nllloss : 25769.185937 ∣ critic_ganloss : -306.010440 ∣ generator_nllloss : 5209.648828 ∣ generator_ganloss : 950.616699 ∣  [  std_z : 1.00  real_sub_fake : 1005.08 ]
[  epoch 0021/0040] 4160/4800, lr:2.5e-05 ∣ avg_100 : 31768.819747 ∣ critic_nllloss : 25732.191602 ∣ critic_ganloss : -277.482288 ∣ generator_nllloss : 5155.112109 ∣ generator_ganloss : 970.738867 ∣  [  std_z : 0.99  real_sub_fake : 967.01 ]
[  epoch 0021/0040] 4170/4800, lr:2.5e-05 ∣ avg_100 : 31768.253392 ∣ critic_nllloss : 25899.769336 ∣ critic_ganloss : -334.489215 ∣ generator_nllloss : 5191.404883 ∣ generator_ganloss : 966.996094 ∣  [  std_z : 0.98  real_sub_fake : 1095.88 ]
[  epoch 0021/0040] 4180/4800, lr:2.5e-05 ∣ avg_100 : 31768.634218 ∣ critic_nllloss : 26048.041016 ∣ critic_ganloss : -199.286426 ∣ generator_nllloss : 5088.522852 ∣ generator_ganloss : 962.056787 ∣  [  std_z : 0.99  real_sub_fake : 1162.29 ]
[  epoch 0021/0040] 4190/4800, lr:2.5e-05 ∣ avg_100 : 31767.759162 ∣ critic_nllloss : 25764.876367 ∣ critic_ganloss : -271.389069 ∣ generator_nllloss : 5161.139063 ∣ generator_ganloss : 954.454053 ∣  [  std_z : 1.00  real_sub_fake : 930.67 ]
[  epoch 0021/0040] 4200/4800, lr:2.5e-05 ∣ avg_100 : 31769.610622 ∣ critic_nllloss : 26106.567578 ∣ critic_ganloss : -291.481366 ∣ generator_nllloss : 5225.656250 ∣ generator_ganloss : 943.624854 ∣  [  std_z : 1.00  real_sub_fake : 1036.46 ]
[  epoch 0021/0040] 4210/4800, lr:2.5e-05 ∣ avg_100 : 31767.698648 ∣ critic_nllloss : 25955.603711 ∣ critic_ganloss : -304.820676 ∣ generator_nllloss : 5176.787109 ∣ generator_ganloss : 941.128174 ∣  [  std_z : 1.00  real_sub_fake : 1062.64 ]
[  epoch 0021/0040] 4220/4800, lr:2.5e-05 ∣ avg_100 : 31765.913849 ∣ critic_nllloss : 25882.537891 ∣ critic_ganloss : -276.561813 ∣ generator_nllloss : 5210.747266 ∣ generator_ganloss : 929.569678 ∣  [  std_z : 0.99  real_sub_fake : 1098.41 ]
[  epoch 0021/0040] 4230/4800, lr:2.5e-05 ∣ avg_100 : 31762.506901 ∣ critic_nllloss : 25812.801953 ∣ critic_ganloss : -228.426289 ∣ generator_nllloss : 5199.420313 ∣ generator_ganloss : 946.243018 ∣  [  std_z : 1.00  real_sub_fake : 1014.37 ]
[  epoch 0021/0040] 4240/4800, lr:2.5e-05 ∣ avg_100 : 31758.288208 ∣ critic_nllloss : 25809.323828 ∣ critic_ganloss : -327.793039 ∣ generator_nllloss : 5071.612500 ∣ generator_ganloss : 943.488916 ∣  [  std_z : 1.00  real_sub_fake : 1093.03 ]
[  epoch 0021/0040] 4250/4800, lr:2.5e-05 ∣ avg_100 : 31756.827131 ∣ critic_nllloss : 25791.579883 ∣ critic_ganloss : -268.259061 ∣ generator_nllloss : 5203.303516 ∣ generator_ganloss : 957.432715 ∣  [  std_z : 1.00  real_sub_fake : 1118.87 ]
[  epoch 0021/0040] 4260/4800, lr:2.5e-05 ∣ avg_100 : 31756.429107 ∣ critic_nllloss : 25947.789258 ∣ critic_ganloss : -327.057074 ∣ generator_nllloss : 5173.796094 ∣ generator_ganloss : 952.594434 ∣  [  std_z : 1.00  real_sub_fake : 1165.10 ]
[  epoch 0021/0040] 4270/4800, lr:2.5e-05 ∣ avg_100 : 31757.692900 ∣ critic_nllloss : 26053.657422 ∣ critic_ganloss : -303.848288 ∣ generator_nllloss : 5183.846094 ∣ generator_ganloss : 961.931543 ∣  [  std_z : 0.99  real_sub_fake : 1121.36 ]
[  epoch 0021/0040] 4280/4800, lr:2.5e-05 ∣ avg_100 : 31755.637786 ∣ critic_nllloss : 25811.889844 ∣ critic_ganloss : -307.864365 ∣ generator_nllloss : 5204.128516 ∣ generator_ganloss : 942.068848 ∣  [  std_z : 0.99  real_sub_fake : 1123.92 ]
[  epoch 0021/0040] 4290/4800, lr:2.5e-05 ∣ avg_100 : 31755.034162 ∣ critic_nllloss : 25932.722070 ∣ critic_ganloss : -224.859439 ∣ generator_nllloss : 5101.253711 ∣ generator_ganloss : 959.802539 ∣  [  std_z : 0.99  real_sub_fake : 1139.26 ]
[  epoch 0021/0040] 4300/4800, lr:2.5e-05 ∣ avg_100 : 31752.690922 ∣ critic_nllloss : 25983.670117 ∣ critic_ganloss : -337.773129 ∣ generator_nllloss : 5232.971680 ∣ generator_ganloss : 974.913770 ∣  [  std_z : 0.99  real_sub_fake : 1003.47 ]
[  epoch 0021/0040] 4310/4800, lr:2.5e-05 ∣ avg_100 : 31752.692508 ∣ critic_nllloss : 25986.776953 ∣ critic_ganloss : -280.156094 ∣ generator_nllloss : 5182.313477 ∣ generator_ganloss : 947.424658 ∣  [  std_z : 1.00  real_sub_fake : 1133.66 ]
[  epoch 0021/0040] 4320/4800, lr:2.5e-05 ∣ avg_100 : 31751.879045 ∣ critic_nllloss : 25844.842969 ∣ critic_ganloss : -212.555820 ∣ generator_nllloss : 5115.954297 ∣ generator_ganloss : 939.590332 ∣  [  std_z : 1.00  real_sub_fake : 815.92 ]
[  epoch 0021/0040] 4330/4800, lr:2.5e-05 ∣ avg_100 : 31752.302210 ∣ critic_nllloss : 25836.367969 ∣ critic_ganloss : -160.082071 ∣ generator_nllloss : 5172.172461 ∣ generator_ganloss : 919.519141 ∣  [  std_z : 1.00  real_sub_fake : 831.27 ]
[  epoch 0021/0040] 4340/4800, lr:2.5e-05 ∣ avg_100 : 31751.308825 ∣ critic_nllloss : 25830.153516 ∣ critic_ganloss : -233.152728 ∣ generator_nllloss : 5138.867578 ∣ generator_ganloss : 936.648633 ∣  [  std_z : 0.99  real_sub_fake : 695.17 ]
[  epoch 0021/0040] 4350/4800, lr:2.5e-05 ∣ avg_100 : 31748.048475 ∣ critic_nllloss : 25826.979883 ∣ critic_ganloss : -223.928923 ∣ generator_nllloss : 5166.591406 ∣ generator_ganloss : 917.056250 ∣  [  std_z : 0.99  real_sub_fake : 852.46 ]
[  epoch 0021/0040] 4360/4800, lr:2.5e-05 ∣ avg_100 : 31749.884252 ∣ critic_nllloss : 25872.544727 ∣ critic_ganloss : -316.628030 ∣ generator_nllloss : 5276.964063 ∣ generator_ganloss : 916.691504 ∣  [  std_z : 0.99  real_sub_fake : 985.96 ]
[  epoch 0021/0040] 4370/4800, lr:2.5e-05 ∣ avg_100 : 31751.175265 ∣ critic_nllloss : 25890.575000 ∣ critic_ganloss : -252.141150 ∣ generator_nllloss : 5282.287109 ∣ generator_ganloss : 935.471387 ∣  [  std_z : 0.99  real_sub_fake : 1139.95 ]
[  epoch 0021/0040] 4380/4800, lr:2.5e-05 ∣ avg_100 : 31749.070287 ∣ critic_nllloss : 25934.881836 ∣ critic_ganloss : -273.198685 ∣ generator_nllloss : 5229.870508 ∣ generator_ganloss : 963.247607 ∣  [  std_z : 1.00  real_sub_fake : 1068.44 ]
[  epoch 0021/0040] 4390/4800, lr:2.5e-05 ∣ avg_100 : 31748.738645 ∣ critic_nllloss : 25752.367773 ∣ critic_ganloss : -244.429565 ∣ generator_nllloss : 5104.717188 ∣ generator_ganloss : 947.232910 ∣  [  std_z : 1.00  real_sub_fake : 1042.86 ]
[  epoch 0021/0040] 4400/4800, lr:2.5e-05 ∣ avg_100 : 31747.178860 ∣ critic_nllloss : 25714.493750 ∣ critic_ganloss : -281.492690 ∣ generator_nllloss : 5151.584766 ∣ generator_ganloss : 969.563574 ∣  [  std_z : 1.00  real_sub_fake : 1038.32 ]
[  epoch 0021/0040] 4410/4800, lr:2.5e-05 ∣ avg_100 : 31746.161676 ∣ critic_nllloss : 26079.808203 ∣ critic_ganloss : -357.702441 ∣ generator_nllloss : 5219.350391 ∣ generator_ganloss : 975.466943 ∣  [  std_z : 1.00  real_sub_fake : 1144.84 ]
[  epoch 0021/0040] 4420/4800, lr:2.5e-05 ∣ avg_100 : 31746.253664 ∣ critic_nllloss : 25815.428516 ∣ critic_ganloss : -304.797214 ∣ generator_nllloss : 5081.607422 ∣ generator_ganloss : 947.211865 ∣  [  std_z : 0.99  real_sub_fake : 1192.64 ]
[  epoch 0021/0040] 4430/4800, lr:2.5e-05 ∣ avg_100 : 31740.322088 ∣ critic_nllloss : 25514.420312 ∣ critic_ganloss : -290.314705 ∣ generator_nllloss : 5099.778125 ∣ generator_ganloss : 965.343066 ∣  [  std_z : 0.99  real_sub_fake : 1188.54 ]
[  epoch 0021/0040] 4440/4800, lr:2.5e-05 ∣ avg_100 : 31735.620341 ∣ critic_nllloss : 25711.231445 ∣ critic_ganloss : -246.420999 ∣ generator_nllloss : 5141.790625 ∣ generator_ganloss : 971.508252 ∣  [  std_z : 0.99  real_sub_fake : 1103.71 ]
[  epoch 0021/0040] 4450/4800, lr:2.5e-05 ∣ avg_100 : 31734.379839 ∣ critic_nllloss : 25809.603516 ∣ critic_ganloss : -344.843750 ∣ generator_nllloss : 5220.236328 ∣ generator_ganloss : 968.297559 ∣  [  std_z : 1.00  real_sub_fake : 1048.25 ]
[  epoch 0021/0040] 4460/4800, lr:2.5e-05 ∣ avg_100 : 31732.058328 ∣ critic_nllloss : 25812.737891 ∣ critic_ganloss : -310.762555 ∣ generator_nllloss : 5149.026563 ∣ generator_ganloss : 959.791602 ∣  [  std_z : 1.00  real_sub_fake : 1178.41 ]
[  epoch 0021/0040] 4470/4800, lr:2.5e-05 ∣ avg_100 : 31732.895833 ∣ critic_nllloss : 26110.957617 ∣ critic_ganloss : -332.235391 ∣ generator_nllloss : 5250.622461 ∣ generator_ganloss : 981.789258 ∣  [  std_z : 1.00  real_sub_fake : 1101.11 ]
[  epoch 0021/0040] 4480/4800, lr:2.5e-05 ∣ avg_100 : 31730.767138 ∣ critic_nllloss : 25807.650781 ∣ critic_ganloss : -240.779950 ∣ generator_nllloss : 5193.105859 ∣ generator_ganloss : 961.585791 ∣  [  std_z : 0.99  real_sub_fake : 1277.68 ]
[  epoch 0021/0040] 4490/4800, lr:2.5e-05 ∣ avg_100 : 31728.579753 ∣ critic_nllloss : 25829.763672 ∣ critic_ganloss : -336.262833 ∣ generator_nllloss : 5247.450781 ∣ generator_ganloss : 1010.474805 ∣     [  std_z : 0.99  real_sub_fake : 1103.23 ]
[  epoch 0021/0040] 4500/4800, lr:2.5e-05 ∣ avg_100 : 31733.748940 ∣ critic_nllloss : 26055.596875 ∣ critic_ganloss : -337.860880 ∣ generator_nllloss : 5238.831055 ∣ generator_ganloss : 970.984375 ∣  [  std_z : 1.00  real_sub_fake : 1266.14 ]
[  epoch 0021/0040] 4510/4800, lr:2.5e-05 ∣ avg_100 : 31736.923281 ∣ critic_nllloss : 25867.110352 ∣ critic_ganloss : -362.796600 ∣ generator_nllloss : 5204.028125 ∣ generator_ganloss : 965.209570 ∣  [  std_z : 1.00  real_sub_fake : 1143.88 ]
[  epoch 0021/0040] 4520/4800, lr:2.5e-05 ∣ avg_100 : 31733.641746 ∣ critic_nllloss : 25725.199023 ∣ critic_ganloss : -237.209540 ∣ generator_nllloss : 5031.328516 ∣ generator_ganloss : 938.846973 ∣  [  std_z : 1.00  real_sub_fake : 1362.67 ]
[  epoch 0021/0040] 4530/4800, lr:2.5e-05 ∣ avg_100 : 31731.140461 ∣ critic_nllloss : 25874.605664 ∣ critic_ganloss : -289.512004 ∣ generator_nllloss : 4995.641602 ∣ generator_ganloss : 962.462158 ∣  [  std_z : 1.00  real_sub_fake : 1143.76 ]
[  epoch 0021/0040] 4540/4800, lr:2.5e-05 ∣ avg_100 : 31735.160023 ∣ critic_nllloss : 26168.603320 ∣ critic_ganloss : -349.937943 ∣ generator_nllloss : 5221.980859 ∣ generator_ganloss : 935.014844 ∣  [  std_z : 0.99  real_sub_fake : 1307.57 ]
[  epoch 0021/0040] 4550/4800, lr:2.5e-05 ∣ avg_100 : 31738.105036 ∣ critic_nllloss : 26042.481836 ∣ critic_ganloss : -244.110355 ∣ generator_nllloss : 5166.738672 ∣ generator_ganloss : 919.625977 ∣  [  std_z : 0.99  real_sub_fake : 1276.38 ]
[  epoch 0021/0040] 4560/4800, lr:2.5e-05 ∣ avg_100 : 31743.311636 ∣ critic_nllloss : 26130.955078 ∣ critic_ganloss : -317.256973 ∣ generator_nllloss : 5246.877539 ∣ generator_ganloss : 944.554932 ∣  [  std_z : 0.99  real_sub_fake : 1140.07 ]
[  epoch 0021/0040] 4570/4800, lr:2.5e-05 ∣ avg_100 : 31744.758895 ∣ critic_nllloss : 25899.541797 ∣ critic_ganloss : -265.335272 ∣ generator_nllloss : 5168.273633 ∣ generator_ganloss : 939.794385 ∣  [  std_z : 0.99  real_sub_fake : 992.72 ]
[  epoch 0021/0040] 4580/4800, lr:2.5e-05 ∣ avg_100 : 31743.227392 ∣ critic_nllloss : 25947.244141 ∣ critic_ganloss : -340.909482 ∣ generator_nllloss : 5111.698828 ∣ generator_ganloss : 893.400830 ∣  [  std_z : 1.00  real_sub_fake : 1221.96 ]
[  epoch 0021/0040] 4590/4800, lr:2.5e-05 ∣ avg_100 : 31742.962565 ∣ critic_nllloss : 25905.613867 ∣ critic_ganloss : -283.027448 ∣ generator_nllloss : 5227.763672 ∣ generator_ganloss : 934.243018 ∣  [  std_z : 1.00  real_sub_fake : 1138.60 ]
[  epoch 0021/0040] 4600/4800, lr:2.5e-05 ∣ avg_100 : 31744.201791 ∣ critic_nllloss : 26046.963086 ∣ critic_ganloss : -243.067426 ∣ generator_nllloss : 5268.991016 ∣ generator_ganloss : 916.073145 ∣  [  std_z : 0.99  real_sub_fake : 988.50 ]
[  epoch 0021/0040] 4610/4800, lr:2.5e-05 ∣ avg_100 : 31742.647654 ∣ critic_nllloss : 25790.408594 ∣ critic_ganloss : -288.603799 ∣ generator_nllloss : 5128.947461 ∣ generator_ganloss : 904.966064 ∣  [  std_z : 0.99  real_sub_fake : 901.05 ]
[  epoch 0021/0040] 4620/4800, lr:2.5e-05 ∣ avg_100 : 31737.274090 ∣ critic_nllloss : 25692.048633 ∣ critic_ganloss : -275.324826 ∣ generator_nllloss : 5110.950391 ∣ generator_ganloss : 916.058789 ∣  [  std_z : 0.99  real_sub_fake : 1045.12 ]
[  epoch 0021/0040] 4630/4800, lr:2.5e-05 ∣ avg_100 : 31735.042238 ∣ critic_nllloss : 25766.418555 ∣ critic_ganloss : -309.008206 ∣ generator_nllloss : 5156.606445 ∣ generator_ganloss : 917.083643 ∣  [  std_z : 1.00  real_sub_fake : 1061.89 ]
[  epoch 0021/0040] 4640/4800, lr:2.5e-05 ∣ avg_100 : 31733.809677 ∣ critic_nllloss : 25908.746094 ∣ critic_ganloss : -321.472525 ∣ generator_nllloss : 5104.535547 ∣ generator_ganloss : 935.116895 ∣  [  std_z : 1.00  real_sub_fake : 1189.44 ]
[  epoch 0021/0040] 4650/4800, lr:2.5e-05 ∣ avg_100 : 31732.553711 ∣ critic_nllloss : 25901.751172 ∣ critic_ganloss : -265.028821 ∣ generator_nllloss : 5099.422461 ∣ generator_ganloss : 948.716699 ∣  [  std_z : 0.99  real_sub_fake : 1055.84 ]
[  epoch 0021/0040] 4660/4800, lr:2.5e-05 ∣ avg_100 : 31730.127161 ∣ critic_nllloss : 25875.216602 ∣ critic_ganloss : -323.794910 ∣ generator_nllloss : 5137.863281 ∣ generator_ganloss : 927.890820 ∣  [  std_z : 0.99  real_sub_fake : 1054.10 ]
[  epoch 0021/0040] 4670/4800, lr:2.5e-05 ∣ avg_100 : 31729.633897 ∣ critic_nllloss : 25653.609766 ∣ critic_ganloss : -181.943047 ∣ generator_nllloss : 5182.545313 ∣ generator_ganloss : 947.146582 ∣  [  std_z : 0.99  real_sub_fake : 987.01 ]
[  epoch 0021/0040] 4680/4800, lr:2.5e-05 ∣ avg_100 : 31732.359283 ∣ critic_nllloss : 26041.020508 ∣ critic_ganloss : -255.290881 ∣ generator_nllloss : 5188.358203 ∣ generator_ganloss : 935.170361 ∣  [  std_z : 1.00  real_sub_fake : 914.69 ]
[  epoch 0021/0040] 4690/4800, lr:2.5e-05 ∣ avg_100 : 31730.010799 ∣ critic_nllloss : 25744.773242 ∣ critic_ganloss : -279.211722 ∣ generator_nllloss : 5127.763281 ∣ generator_ganloss : 929.209521 ∣  [  std_z : 1.00  real_sub_fake : 1023.29 ]
[  epoch 0021/0040] 4700/4800, lr:2.5e-05 ∣ avg_100 : 31725.100500 ∣ critic_nllloss : 25828.165430 ∣ critic_ganloss : -343.987238 ∣ generator_nllloss : 5103.835547 ∣ generator_ganloss : 945.702930 ∣  [  std_z : 0.99  real_sub_fake : 1100.73 ]
[  epoch 0021/0040] 4710/4800, lr:2.5e-05 ∣ avg_100 : 31726.153228 ∣ critic_nllloss : 25920.724609 ∣ critic_ganloss : -320.123170 ∣ generator_nllloss : 5234.740234 ∣ generator_ganloss : 941.552148 ∣  [  std_z : 0.99  real_sub_fake : 1147.35 ]
[  epoch 0021/0040] 4720/4800, lr:2.5e-05 ∣ avg_100 : 31727.018509 ∣ critic_nllloss : 26026.013867 ∣ critic_ganloss : -289.618649 ∣ generator_nllloss : 5183.202148 ∣ generator_ganloss : 919.012451 ∣  [  std_z : 0.99  real_sub_fake : 1234.09 ]
[  epoch 0021/0040] 4730/4800, lr:2.5e-05 ∣ avg_100 : 31728.805020 ∣ critic_nllloss : 26072.403320 ∣ critic_ganloss : -243.143893 ∣ generator_nllloss : 5176.516016 ∣ generator_ganloss : 947.441748 ∣  [  std_z : 0.99  real_sub_fake : 1100.51 ]
[  epoch 0021/0040] 4740/4800, lr:2.5e-05 ∣ avg_100 : 31729.462719 ∣ critic_nllloss : 25910.400781 ∣ critic_ganloss : -327.754309 ∣ generator_nllloss : 5120.386328 ∣ generator_ganloss : 944.221533 ∣  [  std_z : 1.00  real_sub_fake : 1053.26 ]
[  epoch 0021/0040] 4750/4800, lr:2.5e-05 ∣ avg_100 : 31727.463153 ∣ critic_nllloss : 25783.930859 ∣ critic_ganloss : -402.152963 ∣ generator_nllloss : 5199.966797 ∣ generator_ganloss : 919.674268 ∣  [  std_z : 1.00  real_sub_fake : 1247.49 ]
[  epoch 0021/0040] 4760/4800, lr:2.5e-05 ∣ avg_100 : 31726.100850 ∣ critic_nllloss : 25514.327930 ∣ critic_ganloss : -182.528171 ∣ generator_nllloss : 5076.523047 ∣ generator_ganloss : 960.012500 ∣  [  std_z : 0.99  real_sub_fake : 1115.98 ]
[  epoch 0021/0040] 4770/4800, lr:2.5e-05 ∣ avg_100 : 31725.193382 ∣ critic_nllloss : 25792.416602 ∣ critic_ganloss : -256.688455 ∣ generator_nllloss : 5191.543359 ∣ generator_ganloss : 962.641309 ∣  [  std_z : 0.99  real_sub_fake : 1006.14 ]
[  epoch 0021/0040] 4780/4800, lr:2.5e-05 ∣ avg_100 : 31727.230233 ∣ critic_nllloss : 26062.877734 ∣ critic_ganloss : -244.849680 ∣ generator_nllloss : 5217.334375 ∣ generator_ganloss : 972.842334 ∣  [  std_z : 0.99  real_sub_fake : 971.92 ]
[  epoch 0021/0040] 4790/4800, lr:2.5e-05 ∣ avg_100 : 31728.735680 ∣ critic_nllloss : 26021.514062 ∣ critic_ganloss : -293.683516 ∣ generator_nllloss : 5280.136133 ∣ generator_ganloss : 1003.603516 ∣     [  std_z : 0.99  real_sub_fake : 954.54 ]
[  epoch 0021/0040] 4800/4800, lr:2.5e-05 ∣ avg_100 : 31728.061579 ∣ critic_nllloss : 25957.726562 ∣ critic_ganloss : -342.954559 ∣ generator_nllloss : 5210.279688 ∣ generator_ganloss : 964.842920 ∣  [  std_z : 0.99  real_sub_fake : 1092.96 ]
[    val 021    ] Done! KLD: 0.025975: 0.01416703:55, total: 1 day, 3:30:21                     
[  epoch 0022/0040] 0010/4800, lr:2.5e-05 ∣ avg_100 : 31728.930480 ∣ critic_nllloss : 25928.361719 ∣ critic_ganloss : -225.263269 ∣ generator_nllloss : 5259.168750 ∣ generator_ganloss : 985.271094 ∣  [  std_z : 1.00  real_sub_fake : 1242.74 ]
[  epoch 0022/0040] 0020/4800, lr:2.5e-05 ∣ avg_100 : 31730.446262 ∣ critic_nllloss : 26071.531836 ∣ critic_ganloss : -358.943695 ∣ generator_nllloss : 5282.957031 ∣ generator_ganloss : 993.939404 ∣  [  std_z : 1.00  real_sub_fake : 1166.92 ]
[  epoch 0022/0040] 0030/4800, lr:2.5e-05 ∣ avg_100 : 31730.254963 ∣ critic_nllloss : 25717.516602 ∣ critic_ganloss : -365.796292 ∣ generator_nllloss : 5221.111133 ∣ generator_ganloss : 965.931396 ∣  [  std_z : 0.99  real_sub_fake : 1297.23 ]
[  epoch 0022/0040] 0040/4800, lr:2.5e-05 ∣ avg_100 : 31727.245242 ∣ critic_nllloss : 25905.433008 ∣ critic_ganloss : -343.514792 ∣ generator_nllloss : 5124.844141 ∣ generator_ganloss : 990.283594 ∣  [  std_z : 0.99  real_sub_fake : 1272.18 ]
[  epoch 0022/0040] 0050/4800, lr:2.5e-05 ∣ avg_100 : 31724.548759 ∣ critic_nllloss : 25701.554883 ∣ critic_ganloss : -313.115009 ∣ generator_nllloss : 5133.926953 ∣ generator_ganloss : 983.943262 ∣  [  std_z : 0.99  real_sub_fake : 1271.79 ]
[  epoch 0022/0040] 0060/4800, lr:2.5e-05 ∣ avg_100 : 31723.300024 ∣ critic_nllloss : 25896.586523 ∣ critic_ganloss : -345.050259 ∣ generator_nllloss : 5163.402148 ∣ generator_ganloss : 1024.527832 ∣     [  std_z : 0.99  real_sub_fake : 1145.57 ]
[  epoch 0022/0040] 0070/4800, lr:2.5e-05 ∣ avg_100 : 31724.889492 ∣ critic_nllloss : 26010.052734 ∣ critic_ganloss : -292.561148 ∣ generator_nllloss : 5174.577148 ∣ generator_ganloss : 968.600537 ∣  [  std_z : 0.99  real_sub_fake : 1237.74 ]
[  epoch 0022/0040] 0080/4800, lr:2.5e-05 ∣ avg_100 : 31730.043705 ∣ critic_nllloss : 26223.126172 ∣ critic_ganloss : -321.466135 ∣ generator_nllloss : 5153.189062 ∣ generator_ganloss : 980.619287 ∣  [  std_z : 1.00  real_sub_fake : 1191.43 ]
[  epoch 0022/0040] 0090/4800, lr:2.5e-05 ∣ avg_100 : 31732.123028 ∣ critic_nllloss : 25986.176367 ∣ critic_ganloss : -283.347021 ∣ generator_nllloss : 5236.803711 ∣ generator_ganloss : 1013.027002 ∣     [  std_z : 1.00  real_sub_fake : 1144.79 ]
[  epoch 0022/0040] 0100/4800, lr:2.5e-05 ∣ avg_100 : 31733.463134 ∣ critic_nllloss : 25914.367383 ∣ critic_ganloss : -286.882233 ∣ generator_nllloss : 5103.072656 ∣ generator_ganloss : 1017.496973 ∣     [  std_z : 0.99  real_sub_fake : 1077.90 ]
[  epoch 0022/0040] 0110/4800, lr:2.5e-05 ∣ avg_100 : 31731.077988 ∣ critic_nllloss : 25737.467773 ∣ critic_ganloss : -291.528862 ∣ generator_nllloss : 5138.041016 ∣ generator_ganloss : 990.829639 ∣  [  std_z : 0.99  real_sub_fake : 1146.59 ]
[  epoch 0022/0040] 0120/4800, lr:2.5e-05 ∣ avg_100 : 31725.540077 ∣ critic_nllloss : 25584.556836 ∣ critic_ganloss : -283.844504 ∣ generator_nllloss : 5152.730469 ∣ generator_ganloss : 979.042773 ∣  [  std_z : 0.99  real_sub_fake : 1137.70 ]
[  epoch 0022/0040] 0130/4800, lr:2.5e-05 ∣ avg_100 : 31723.869427 ∣ critic_nllloss : 25936.194531 ∣ critic_ganloss : -351.636246 ∣ generator_nllloss : 5146.103906 ∣ generator_ganloss : 991.917480 ∣  [  std_z : 0.99  real_sub_fake : 1190.36 ]
[  epoch 0022/0040] 0140/4800, lr:2.5e-05 ∣ avg_100 : 31722.391354 ∣ critic_nllloss : 25962.806836 ∣ critic_ganloss : -407.285660 ∣ generator_nllloss : 5183.713672 ∣ generator_ganloss : 972.084229 ∣  [  std_z : 1.00  real_sub_fake : 1323.01 ]
[  epoch 0022/0040] 0150/4800, lr:2.5e-05 ∣ avg_100 : 31724.903882 ∣ critic_nllloss : 26067.312305 ∣ critic_ganloss : -273.791309 ∣ generator_nllloss : 5226.374609 ∣ generator_ganloss : 1004.285840 ∣     [  std_z : 0.99  real_sub_fake : 1310.45 ]
[  epoch 0022/0040] 0160/4800, lr:2.5e-05 ∣ avg_100 : 31724.714285 ∣ critic_nllloss : 25785.234375 ∣ critic_ganloss : -318.102963 ∣ generator_nllloss : 5128.464063 ∣ generator_ganloss : 988.150146 ∣  [  std_z : 0.99  real_sub_fake : 1150.73 ]
[  epoch 0022/0040] 0170/4800, lr:2.5e-05 ∣ avg_100 : 31726.609077 ∣ critic_nllloss : 26003.109570 ∣ critic_ganloss : -246.684702 ∣ generator_nllloss : 5092.504687 ∣ generator_ganloss : 985.379639 ∣  [  std_z : 0.99  real_sub_fake : 1296.86 ]
[  epoch 0022/0040] 0180/4800, lr:2.5e-05 ∣ avg_100 : 31727.021148 ∣ critic_nllloss : 25938.499609 ∣ critic_ganloss : -314.898087 ∣ generator_nllloss : 5313.333789 ∣ generator_ganloss : 984.697998 ∣  [  std_z : 0.99  real_sub_fake : 1067.85 ]
[  epoch 0022/0040] 0190/4800, lr:2.5e-05 ∣ avg_100 : 31727.579332 ∣ critic_nllloss : 25971.871289 ∣ critic_ganloss : -250.126596 ∣ generator_nllloss : 5236.341797 ∣ generator_ganloss : 974.985596 ∣  [  std_z : 0.99  real_sub_fake : 1013.26 ]
[  epoch 0022/0040] 0200/4800, lr:2.5e-05 ∣ avg_100 : 31728.527692 ∣ critic_nllloss : 25897.878125 ∣ critic_ganloss : -299.776126 ∣ generator_nllloss : 5242.719531 ∣ generator_ganloss : 975.107813 ∣  [  std_z : 1.00  real_sub_fake : 1086.21 ]
[  epoch 0022/0040] 0210/4800, lr:2.5e-05 ∣ avg_100 : 31728.173651 ∣ critic_nllloss : 25890.594531 ∣ critic_ganloss : -381.611603 ∣ generator_nllloss : 5132.297656 ∣ generator_ganloss : 971.337939 ∣  [  std_z : 0.99  real_sub_fake : 1186.48 ]
[  epoch 0022/0040] 0220/4800, lr:2.5e-05 ∣ avg_100 : 31732.077772 ∣ critic_nllloss : 26075.643164 ∣ critic_ganloss : -330.754544 ∣ generator_nllloss : 5168.420117 ∣ generator_ganloss : 979.571729 ∣  [  std_z : 1.00  real_sub_fake : 1450.13 ]
[  epoch 0022/0040] 0230/4800, lr:2.5e-05 ∣ avg_100 : 31734.480519 ∣ critic_nllloss : 25862.706250 ∣ critic_ganloss : -315.441074 ∣ generator_nllloss : 5184.012305 ∣ generator_ganloss : 993.141602 ∣  [  std_z : 1.00  real_sub_fake : 1261.26 ]
[  epoch 0022/0040] 0240/4800, lr:2.5e-05 ∣ avg_100 : 31734.490954 ∣ critic_nllloss : 25896.437695 ∣ critic_ganloss : -390.049234 ∣ generator_nllloss : 5190.056641 ∣ generator_ganloss : 953.659033 ∣  [  std_z : 1.00  real_sub_fake : 1242.90 ]
[  epoch 0022/0040] 0250/4800, lr:2.5e-05 ∣ avg_100 : 31733.353937 ∣ critic_nllloss : 25838.304492 ∣ critic_ganloss : -177.314447 ∣ generator_nllloss : 5181.065625 ∣ generator_ganloss : 939.228564 ∣  [  std_z : 1.00  real_sub_fake : 1184.62 ]
[  epoch 0022/0040] 0260/4800, lr:2.5e-05 ∣ avg_100 : 31734.448395 ∣ critic_nllloss : 26044.553320 ∣ critic_ganloss : -256.167926 ∣ generator_nllloss : 5271.534180 ∣ generator_ganloss : 949.469141 ∣  [  std_z : 1.00  real_sub_fake : 1087.19 ]
[  epoch 0022/0040] 0270/4800, lr:2.5e-05 ∣ avg_100 : 31728.962731 ∣ critic_nllloss : 25750.696875 ∣ critic_ganloss : -267.646138 ∣ generator_nllloss : 5144.487695 ∣ generator_ganloss : 957.632129 ∣  [  std_z : 0.99  real_sub_fake : 937.48 ]
[  epoch 0022/0040] 0280/4800, lr:2.5e-05 ∣ avg_100 : 31725.866602 ∣ critic_nllloss : 25655.796875 ∣ critic_ganloss : -249.910182 ∣ generator_nllloss : 5125.414258 ∣ generator_ganloss : 944.846240 ∣  [  std_z : 1.00  real_sub_fake : 959.42 ]
[  epoch 0022/0040] 0290/4800, lr:2.5e-05 ∣ avg_100 : 31724.654222 ∣ critic_nllloss : 26001.498828 ∣ critic_ganloss : -382.103708 ∣ generator_nllloss : 5217.126953 ∣ generator_ganloss : 928.832520 ∣  [  std_z : 1.00  real_sub_fake : 1197.69 ]
[  epoch 0022/0040] 0300/4800, lr:2.5e-05 ∣ avg_100 : 31723.743404 ∣ critic_nllloss : 25787.042773 ∣ critic_ganloss : -366.265945 ∣ generator_nllloss : 5118.183984 ∣ generator_ganloss : 907.380371 ∣  [  std_z : 1.00  real_sub_fake : 1305.92 ]
[  epoch 0022/0040] 0310/4800, lr:2.5e-05 ∣ avg_100 : 31728.029402 ∣ critic_nllloss : 26021.915430 ∣ critic_ganloss : -117.192224 ∣ generator_nllloss : 5158.965039 ∣ generator_ganloss : 945.380518 ∣  [  std_z : 0.99  real_sub_fake : 988.00 ]
[  epoch 0022/0040] 0320/4800, lr:2.5e-05 ∣ avg_100 : 31730.389357 ∣ critic_nllloss : 25714.171680 ∣ critic_ganloss : -116.710576 ∣ generator_nllloss : 5185.268750 ∣ generator_ganloss : 923.790479 ∣  [  std_z : 0.99  real_sub_fake : 418.66 ]
[  epoch 0022/0040] 0330/4800, lr:2.5e-05 ∣ avg_100 : 31729.782587 ∣ critic_nllloss : 25957.726562 ∣ critic_ganloss : -144.597690 ∣ generator_nllloss : 5128.187695 ∣ generator_ganloss : 893.734619 ∣  [  std_z : 0.99  real_sub_fake : 472.80 ]
[  epoch 0022/0040] 0340/4800, lr:2.5e-05 ∣ avg_100 : 31729.207252 ∣ critic_nllloss : 25801.273047 ∣ critic_ganloss : -192.298647 ∣ generator_nllloss : 5140.160156 ∣ generator_ganloss : 881.041895 ∣  [  std_z : 0.99  real_sub_fake : 535.20 ]
[  epoch 0022/0040] 0350/4800, lr:2.5e-05 ∣ avg_100 : 31731.713265 ∣ critic_nllloss : 26081.283203 ∣ critic_ganloss : -256.523312 ∣ generator_nllloss : 5190.187109 ∣ generator_ganloss : 859.095361 ∣  [  std_z : 1.00  real_sub_fake : 755.14 ]
[  epoch 0022/0040] 0360/4800, lr:2.5e-05 ∣ avg_100 : 31732.228528 ∣ critic_nllloss : 25826.190820 ∣ critic_ganloss : -189.315921 ∣ generator_nllloss : 5119.772852 ∣ generator_ganloss : 875.438867 ∣  [  std_z : 1.00  real_sub_fake : 817.44 ]
[  epoch 0022/0040] 0370/4800, lr:2.5e-05 ∣ avg_100 : 31731.291398 ∣ critic_nllloss : 25682.601562 ∣ critic_ganloss : -176.112019 ∣ generator_nllloss : 5227.696094 ∣ generator_ganloss : 895.782422 ∣  [  std_z : 1.00  real_sub_fake : 698.63 ]
[  epoch 0022/0040] 0380/4800, lr:2.5e-05 ∣ avg_100 : 31729.705067 ∣ critic_nllloss : 25842.794727 ∣ critic_ganloss : -210.596541 ∣ generator_nllloss : 5197.232227 ∣ generator_ganloss : 911.270703 ∣  [  std_z : 0.99  real_sub_fake : 763.76 ]
[  epoch 0022/0040] 0390/4800, lr:2.5e-05 ∣ avg_100 : 31730.077871 ∣ critic_nllloss : 25810.611328 ∣ critic_ganloss : -282.644441 ∣ generator_nllloss : 5193.175586 ∣ generator_ganloss : 925.218359 ∣  [  std_z : 0.98  real_sub_fake : 875.59 ]
[  epoch 0022/0040] 0400/4800, lr:2.5e-05 ∣ avg_100 : 31730.642181 ∣ critic_nllloss : 26049.691992 ∣ critic_ganloss : -232.695882 ∣ generator_nllloss : 5299.308398 ∣ generator_ganloss : 924.493750 ∣  [  std_z : 0.99  real_sub_fake : 972.54 ]
[  epoch 0022/0040] 0410/4800, lr:2.5e-05 ∣ avg_100 : 31731.468157 ∣ critic_nllloss : 25869.905469 ∣ critic_ganloss : -224.699455 ∣ generator_nllloss : 5240.126953 ∣ generator_ganloss : 965.962988 ∣  [  std_z : 0.99  real_sub_fake : 909.64 ]
[  epoch 0022/0040] 0420/4800, lr:2.5e-05 ∣ avg_100 : 31732.608480 ∣ critic_nllloss : 25913.569336 ∣ critic_ganloss : -240.701001 ∣ generator_nllloss : 5203.894922 ∣ generator_ganloss : 983.562061 ∣  [  std_z : 1.00  real_sub_fake : 885.96 ]
[  epoch 0022/0040] 0430/4800, lr:2.5e-05 ∣ avg_100 : 31734.589343 ∣ critic_nllloss : 25985.141016 ∣ critic_ganloss : -228.684819 ∣ generator_nllloss : 5189.175000 ∣ generator_ganloss : 982.494141 ∣  [  std_z : 1.00  real_sub_fake : 901.06 ]
[  epoch 0022/0040] 0440/4800, lr:2.5e-05 ∣ avg_100 : 31737.146766 ∣ critic_nllloss : 25919.201172 ∣ critic_ganloss : -257.534364 ∣ generator_nllloss : 5119.666602 ∣ generator_ganloss : 971.041064 ∣  [  std_z : 1.00  real_sub_fake : 955.84 ]
[  epoch 0022/0040] 0450/4800, lr:2.5e-05 ∣ avg_100 : 31738.222042 ∣ critic_nllloss : 25870.242773 ∣ critic_ganloss : -285.874429 ∣ generator_nllloss : 5237.933594 ∣ generator_ganloss : 969.282715 ∣  [  std_z : 0.99  real_sub_fake : 914.14 ]
[  epoch 0022/0040] 0460/4800, lr:2.5e-05 ∣ avg_100 : 31737.678253 ∣ critic_nllloss : 25881.406836 ∣ critic_ganloss : -259.075534 ∣ generator_nllloss : 5092.074609 ∣ generator_ganloss : 978.337891 ∣  [  std_z : 0.98  real_sub_fake : 949.44 ]
[  epoch 0022/0040] 0470/4800, lr:2.5e-05 ∣ avg_100 : 31738.158296 ∣ critic_nllloss : 26041.953125 ∣ critic_ganloss : -230.229985 ∣ generator_nllloss : 5135.850781 ∣ generator_ganloss : 996.017139 ∣  [  std_z : 0.99  real_sub_fake : 973.51 ]
[  epoch 0022/0040] 0480/4800, lr:2.5e-05 ∣ avg_100 : 31737.984092 ∣ critic_nllloss : 25698.219922 ∣ critic_ganloss : -247.315800 ∣ generator_nllloss : 5189.051172 ∣ generator_ganloss : 992.847119 ∣  [  std_z : 1.00  real_sub_fake : 876.55 ]
[  epoch 0022/0040] 0490/4800, lr:2.5e-05 ∣ avg_100 : 31738.942270 ∣ critic_nllloss : 25905.831445 ∣ critic_ganloss : -247.906677 ∣ generator_nllloss : 5217.846875 ∣ generator_ganloss : 988.965088 ∣  [  std_z : 1.00  real_sub_fake : 966.35 ]
[  epoch 0022/0040] 0500/4800, lr:2.5e-05 ∣ avg_100 : 31734.029490 ∣ critic_nllloss : 25563.511719 ∣ critic_ganloss : -240.785669 ∣ generator_nllloss : 5059.419531 ∣ generator_ganloss : 980.358887 ∣  [  std_z : 0.99  real_sub_fake : 914.51 ]
[  epoch 0022/0040] 0510/4800, lr:2.5e-05 ∣ avg_100 : 31732.035776 ∣ critic_nllloss : 25807.704297 ∣ critic_ganloss : -293.536353 ∣ generator_nllloss : 5164.229297 ∣ generator_ganloss : 958.590283 ∣  [  std_z : 0.99  real_sub_fake : 1028.37 ]
[  epoch 0022/0040] 0520/4800, lr:2.5e-05 ∣ avg_100 : 31731.294078 ∣ critic_nllloss : 25787.042578 ∣ critic_ganloss : -362.324744 ∣ generator_nllloss : 5218.993164 ∣ generator_ganloss : 969.950977 ∣  [  std_z : 0.99  real_sub_fake : 1182.57 ]
[  epoch 0022/0040] 0530/4800, lr:2.5e-05 ∣ avg_100 : 31733.894554 ∣ critic_nllloss : 26089.331250 ∣ critic_ganloss : -279.806201 ∣ generator_nllloss : 5218.658398 ∣ generator_ganloss : 999.841650 ∣  [  std_z : 0.99  real_sub_fake : 1205.58 ]
[  epoch 0022/0040] 0540/4800, lr:2.5e-05 ∣ avg_100 : 31736.173910 ∣ critic_nllloss : 25955.134570 ∣ critic_ganloss : -193.360544 ∣ generator_nllloss : 5161.882227 ∣ generator_ganloss : 976.796338 ∣  [  std_z : 1.00  real_sub_fake : 963.64 ]
[  epoch 0022/0040] 0550/4800, lr:2.5e-05 ∣ avg_100 : 31737.931936 ∣ critic_nllloss : 25883.977148 ∣ critic_ganloss : -227.322157 ∣ generator_nllloss : 5214.172266 ∣ generator_ganloss : 991.673975 ∣  [  std_z : 1.00  real_sub_fake : 893.67 ]
[  epoch 0022/0040] 0560/4800, lr:2.5e-05 ∣ avg_100 : 31738.460119 ∣ critic_nllloss : 25814.581445 ∣ critic_ganloss : -218.034424 ∣ generator_nllloss : 5211.249219 ∣ generator_ganloss : 994.594385 ∣  [  std_z : 1.00  real_sub_fake : 843.36 ]
[  epoch 0022/0040] 0570/4800, lr:2.5e-05 ∣ avg_100 : 31736.658754 ∣ critic_nllloss : 25831.557227 ∣ critic_ganloss : -272.858698 ∣ generator_nllloss : 5128.942187 ∣ generator_ganloss : 988.415088 ∣  [  std_z : 0.99  real_sub_fake : 899.62 ]
[  epoch 0022/0040] 0580/4800, lr:2.5e-05 ∣ avg_100 : 31737.653182 ∣ critic_nllloss : 25954.342969 ∣ critic_ganloss : -221.639780 ∣ generator_nllloss : 5218.089844 ∣ generator_ganloss : 1003.451025 ∣     [  std_z : 0.99  real_sub_fake : 859.02 ]
[  epoch 0022/0040] 0590/4800, lr:2.5e-05 ∣ avg_100 : 31736.470936 ∣ critic_nllloss : 25678.843164 ∣ critic_ganloss : -295.751428 ∣ generator_nllloss : 5085.151367 ∣ generator_ganloss : 973.420654 ∣  [  std_z : 0.99  real_sub_fake : 944.24 ]
[  epoch 0022/0040] 0600/4800, lr:2.5e-05 ∣ avg_100 : 31739.684169 ∣ critic_nllloss : 25954.555469 ∣ critic_ganloss : -245.087140 ∣ generator_nllloss : 5216.079492 ∣ generator_ganloss : 949.924805 ∣  [  std_z : 1.00  real_sub_fake : 1038.97 ]
[  epoch 0022/0040] 0610/4800, lr:2.5e-05 ∣ avg_100 : 31737.904466 ∣ critic_nllloss : 25750.055273 ∣ critic_ganloss : -184.742549 ∣ generator_nllloss : 5169.318359 ∣ generator_ganloss : 1004.321777 ∣     [  std_z : 1.00  real_sub_fake : 915.30 ]
[  epoch 0022/0040] 0620/4800, lr:2.5e-05 ∣ avg_100 : 31743.086096 ∣ critic_nllloss : 26087.095703 ∣ critic_ganloss : -274.917096 ∣ generator_nllloss : 5264.183594 ∣ generator_ganloss : 981.251318 ∣  [  std_z : 1.00  real_sub_fake : 875.85 ]
[  epoch 0022/0040] 0630/4800, lr:2.5e-05 ∣ avg_100 : 31748.205753 ∣ critic_nllloss : 25955.583984 ∣ critic_ganloss : -283.082350 ∣ generator_nllloss : 5174.673633 ∣ generator_ganloss : 954.017285 ∣  [  std_z : 0.99  real_sub_fake : 1127.87 ]
[  epoch 0022/0040] 0640/4800, lr:2.5e-05 ∣ avg_100 : 31749.769523 ∣ critic_nllloss : 25802.270508 ∣ critic_ganloss : -246.641266 ∣ generator_nllloss : 5165.278125 ∣ generator_ganloss : 1013.578906 ∣     [  std_z : 0.99  real_sub_fake : 979.15 ]
[  epoch 0022/0040] 0650/4800, lr:2.5e-05 ∣ avg_100 : 31753.563128 ∣ critic_nllloss : 26173.587500 ∣ critic_ganloss : -288.544667 ∣ generator_nllloss : 5147.840039 ∣ generator_ganloss : 999.771338 ∣  [  std_z : 0.99  real_sub_fake : 990.79 ]
[  epoch 0022/0040] 0660/4800, lr:2.5e-05 ∣ avg_100 : 31753.089093 ∣ critic_nllloss : 25671.952344 ∣ critic_ganloss : -209.632159 ∣ generator_nllloss : 5113.036719 ∣ generator_ganloss : 988.033057 ∣  [  std_z : 0.99  real_sub_fake : 950.81 ]
[  epoch 0022/0040] 0670/4800, lr:2.5e-05 ∣ avg_100 : 31752.572927 ∣ critic_nllloss : 26029.402148 ∣ critic_ganloss : -272.757758 ∣ generator_nllloss : 5217.915039 ∣ generator_ganloss : 984.957910 ∣  [  std_z : 1.00  real_sub_fake : 1013.50 ]
[  epoch 0022/0040] 0680/4800, lr:2.5e-05 ∣ avg_100 : 31752.937227 ∣ critic_nllloss : 25802.130469 ∣ critic_ganloss : -215.808176 ∣ generator_nllloss : 5161.912109 ∣ generator_ganloss : 1009.758154 ∣     [  std_z : 1.00  real_sub_fake : 989.64 ]
[  epoch 0022/0040] 0690/4800, lr:2.5e-05 ∣ avg_100 : 31754.204912 ∣ critic_nllloss : 25953.364453 ∣ critic_ganloss : -257.477631 ∣ generator_nllloss : 5169.620313 ∣ generator_ganloss : 1012.687793 ∣     [  std_z : 0.99  real_sub_fake : 870.94 ]
[  epoch 0022/0040] 0700/4800, lr:2.5e-05 ∣ avg_100 : 31754.614882 ∣ critic_nllloss : 26030.785938 ∣ critic_ganloss : -251.813913 ∣ generator_nllloss : 5212.400391 ∣ generator_ganloss : 977.175928 ∣  [  std_z : 0.99  real_sub_fake : 925.58 ]
[  epoch 0022/0040] 0710/4800, lr:2.5e-05 ∣ avg_100 : 31755.669491 ∣ critic_nllloss : 25933.319336 ∣ critic_ganloss : -299.261771 ∣ generator_nllloss : 5163.669531 ∣ generator_ganloss : 981.285303 ∣  [  std_z : 0.99  real_sub_fake : 1028.16 ]
[  epoch 0022/0040] 0720/4800, lr:2.5e-05 ∣ avg_100 : 31758.094682 ∣ critic_nllloss : 25802.767188 ∣ critic_ganloss : -308.185602 ∣ generator_nllloss : 5223.846094 ∣ generator_ganloss : 982.256396 ∣  [  std_z : 0.99  real_sub_fake : 1118.46 ]
[  epoch 0022/0040] 0730/4800, lr:2.5e-05 ∣ avg_100 : 31759.918916 ∣ critic_nllloss : 25896.024609 ∣ critic_ganloss : -308.524570 ∣ generator_nllloss : 5123.384766 ∣ generator_ganloss : 1014.736035 ∣     [  std_z : 0.99  real_sub_fake : 1142.78 ]
[  epoch 0022/0040] 0740/4800, lr:2.5e-05 ∣ avg_100 : 31758.144655 ∣ critic_nllloss : 26019.661133 ∣ critic_ganloss : -356.884824 ∣ generator_nllloss : 5117.011523 ∣ generator_ganloss : 1018.447070 ∣     [  std_z : 1.00  real_sub_fake : 1215.64 ]
[  epoch 0022/0040] 0750/4800, lr:2.5e-05 ∣ avg_100 : 31756.815529 ∣ critic_nllloss : 25735.333398 ∣ critic_ganloss : -203.706863 ∣ generator_nllloss : 5200.558984 ∣ generator_ganloss : 1019.638037 ∣     [  std_z : 1.00  real_sub_fake : 1124.68 ]
[  epoch 0022/0040] 0760/4800, lr:2.5e-05 ∣ avg_100 : 31754.624125 ∣ critic_nllloss : 25836.674805 ∣ critic_ganloss : -269.173871 ∣ generator_nllloss : 5173.696094 ∣ generator_ganloss : 1044.793164 ∣     [  std_z : 0.99  real_sub_fake : 989.09 ]
[  epoch 0022/0040] 0770/4800, lr:2.5e-05 ∣ avg_100 : 31754.365489 ∣ critic_nllloss : 25780.498437 ∣ critic_ganloss : -290.337976 ∣ generator_nllloss : 5200.633398 ∣ generator_ganloss : 1025.617090 ∣     [  std_z : 0.99  real_sub_fake : 991.64 ]
[  epoch 0022/0040] 0780/4800, lr:2.5e-05 ∣ avg_100 : 31757.560454 ∣ critic_nllloss : 25977.018555 ∣ critic_ganloss : -255.828314 ∣ generator_nllloss : 5194.404297 ∣ generator_ganloss : 1015.336230 ∣     [  std_z : 0.99  real_sub_fake : 1121.79 ]
[  epoch 0022/0040] 0790/4800, lr:2.5e-05 ∣ avg_100 : 31756.709489 ∣ critic_nllloss : 25749.091602 ∣ critic_ganloss : -283.872174 ∣ generator_nllloss : 5198.847656 ∣ generator_ganloss : 1035.429590 ∣     [  std_z : 1.00  real_sub_fake : 970.94 ]
[  epoch 0022/0040] 0800/4800, lr:2.5e-05 ∣ avg_100 : 31756.192664 ∣ critic_nllloss : 26056.317188 ∣ critic_ganloss : -310.773163 ∣ generator_nllloss : 5193.311328 ∣ generator_ganloss : 998.421973 ∣  [  std_z : 1.00  real_sub_fake : 1167.74 ]
[  epoch 0022/0040] 0810/4800, lr:2.5e-05 ∣ avg_100 : 31760.623083 ∣ critic_nllloss : 26042.841211 ∣ critic_ganloss : -262.823065 ∣ generator_nllloss : 5165.958594 ∣ generator_ganloss : 1032.783496 ∣     [  std_z : 1.00  real_sub_fake : 1080.04 ]
[  epoch 0022/0040] 0820/4800, lr:2.5e-05 ∣ avg_100 : 31764.231829 ∣ critic_nllloss : 25899.579102 ∣ critic_ganloss : -291.029117 ∣ generator_nllloss : 5170.809766 ∣ generator_ganloss : 1025.247803 ∣     [  std_z : 0.99  real_sub_fake : 1125.78 ]
[  epoch 0022/0040] 0830/4800, lr:2.5e-05 ∣ avg_100 : 31765.867737 ∣ critic_nllloss : 25892.776953 ∣ critic_ganloss : -260.496194 ∣ generator_nllloss : 5043.128125 ∣ generator_ganloss : 1019.282324 ∣     [  std_z : 0.99  real_sub_fake : 1075.08 ]
[  epoch 0022/0040] 0840/4800, lr:2.5e-05 ∣ avg_100 : 31765.275653 ∣ critic_nllloss : 25750.662500 ∣ critic_ganloss : -339.189795 ∣ generator_nllloss : 5140.848047 ∣ generator_ganloss : 1015.396826 ∣     [  std_z : 0.99  real_sub_fake : 1091.76 ]
[  epoch 0022/0040] 0850/4800, lr:2.5e-05 ∣ avg_100 : 31763.553542 ∣ critic_nllloss : 25650.843359 ∣ critic_ganloss : -259.850806 ∣ generator_nllloss : 5113.304688 ∣ generator_ganloss : 1008.353223 ∣     [  std_z : 0.99  real_sub_fake : 1075.24 ]
[  epoch 0022/0040] 0860/4800, lr:2.5e-05 ∣ avg_100 : 31761.875122 ∣ critic_nllloss : 25648.649414 ∣ critic_ganloss : -268.713867 ∣ generator_nllloss : 5084.870898 ∣ generator_ganloss : 984.527295 ∣  [  std_z : 0.99  real_sub_fake : 1089.14 ]
[  epoch 0022/0040] 0870/4800, lr:2.5e-05 ∣ avg_100 : 31764.501090 ∣ critic_nllloss : 25939.716211 ∣ critic_ganloss : -322.081711 ∣ generator_nllloss : 5261.609570 ∣ generator_ganloss : 984.711426 ∣  [  std_z : 0.99  real_sub_fake : 1154.93 ]
[  epoch 0022/0040] 0880/4800, lr:2.5e-05 ∣ avg_100 : 31763.897511 ∣ critic_nllloss : 26019.141602 ∣ critic_ganloss : -306.075830 ∣ generator_nllloss : 5148.460547 ∣ generator_ganloss : 987.373926 ∣  [  std_z : 0.99  real_sub_fake : 1185.10 ]
[  epoch 0022/0040] 0890/4800, lr:2.5e-05 ∣ avg_100 : 31766.990207 ∣ critic_nllloss : 25925.579102 ∣ critic_ganloss : -349.553433 ∣ generator_nllloss : 5247.284375 ∣ generator_ganloss : 1008.493848 ∣     [  std_z : 1.00  real_sub_fake : 1142.74 ]
[  epoch 0022/0040] 0900/4800, lr:2.5e-05 ∣ avg_100 : 31771.458598 ∣ critic_nllloss : 26025.665625 ∣ critic_ganloss : -205.610129 ∣ generator_nllloss : 5129.819141 ∣ generator_ganloss : 1030.681152 ∣     [  std_z : 1.00  real_sub_fake : 1132.97 ]
[  epoch 0022/0040] 0910/4800, lr:2.5e-05 ∣ avg_100 : 31774.356975 ∣ critic_nllloss : 26095.375977 ∣ critic_ganloss : -226.263240 ∣ generator_nllloss : 5152.671484 ∣ generator_ganloss : 1044.947314 ∣     [  std_z : 1.00  real_sub_fake : 886.70 ]
[  epoch 0022/0040] 0920/4800, lr:2.5e-05 ∣ avg_100 : 31773.478907 ∣ critic_nllloss : 25897.848828 ∣ critic_ganloss : -294.189218 ∣ generator_nllloss : 5138.500391 ∣ generator_ganloss : 1008.643066 ∣     [  std_z : 0.99  real_sub_fake : 973.94 ]
[  epoch 0022/0040] 0930/4800, lr:2.5e-05 ∣ avg_100 : 31771.457935 ∣ critic_nllloss : 25808.774023 ∣ critic_ganloss : -290.844626 ∣ generator_nllloss : 5192.335156 ∣ generator_ganloss : 1040.855371 ∣     [  std_z : 0.99  real_sub_fake : 1037.78 ]
[  epoch 0022/0040] 0940/4800, lr:2.5e-05 ∣ avg_100 : 31771.985605 ∣ critic_nllloss : 25828.869336 ∣ critic_ganloss : -303.425609 ∣ generator_nllloss : 5143.443359 ∣ generator_ganloss : 1031.134277 ∣     [  std_z : 1.00  real_sub_fake : 1070.36 ]
[  epoch 0022/0040] 0950/4800, lr:2.5e-05 ∣ avg_100 : 31774.527056 ∣ critic_nllloss : 25815.098828 ∣ critic_ganloss : -255.109271 ∣ generator_nllloss : 5156.134180 ∣ generator_ganloss : 1039.440332 ∣     [  std_z : 0.99  real_sub_fake : 1061.67 ]
[  epoch 0022/0040] 0960/4800, lr:2.5e-05 ∣ avg_100 : 31779.208143 ∣ critic_nllloss : 25892.154102 ∣ critic_ganloss : -291.232367 ∣ generator_nllloss : 5194.708594 ∣ generator_ganloss : 1040.813672 ∣     [  std_z : 0.99  real_sub_fake : 1100.90 ]
[  epoch 0022/0040] 0970/4800, lr:2.5e-05 ∣ avg_100 : 31779.370838 ∣ critic_nllloss : 25866.653125 ∣ critic_ganloss : -381.580234 ∣ generator_nllloss : 5181.475977 ∣ generator_ganloss : 1039.633447 ∣     [  std_z : 0.99  real_sub_fake : 1191.30 ]
[  epoch 0022/0040] 0980/4800, lr:2.5e-05 ∣ avg_100 : 31777.255322 ∣ critic_nllloss : 25908.956641 ∣ critic_ganloss : -319.084589 ∣ generator_nllloss : 5179.463281 ∣ generator_ganloss : 1027.317822 ∣     [  std_z : 1.00  real_sub_fake : 1285.71 ]
[  epoch 0022/0040] 0990/4800, lr:2.5e-05 ∣ avg_100 : 31776.027582 ∣ critic_nllloss : 25933.012500 ∣ critic_ganloss : -254.426035 ∣ generator_nllloss : 5180.766016 ∣ generator_ganloss : 1029.443750 ∣     [  std_z : 1.00  real_sub_fake : 1158.45 ]
[  epoch 0022/0040] 1000/4800, lr:2.5e-05 ∣ avg_100 : 31778.427483 ∣ critic_nllloss : 26039.973242 ∣ critic_ganloss : -266.643613 ∣ generator_nllloss : 5222.738086 ∣ generator_ganloss : 1033.816943 ∣     [  std_z : 0.99  real_sub_fake : 1157.76 ]
[  epoch 0022/0040] 1010/4800, lr:2.5e-05 ∣ avg_100 : 31775.931611 ∣ critic_nllloss : 25823.459961 ∣ critic_ganloss : -260.342606 ∣ generator_nllloss : 5095.689844 ∣ generator_ganloss : 1039.143896 ∣     [  std_z : 0.99  real_sub_fake : 1003.35 ]
[  epoch 0022/0040] 1020/4800, lr:2.5e-05 ∣ avg_100 : 31775.196078 ∣ critic_nllloss : 25896.252148 ∣ critic_ganloss : -290.965152 ∣ generator_nllloss : 5286.804883 ∣ generator_ganloss : 1023.839453 ∣     [  std_z : 0.99  real_sub_fake : 1048.02 ]
[  epoch 0022/0040] 1030/4800, lr:2.5e-05 ∣ avg_100 : 31778.570302 ∣ critic_nllloss : 25965.346289 ∣ critic_ganloss : -227.400932 ∣ generator_nllloss : 5148.618359 ∣ generator_ganloss : 989.621436 ∣  [  std_z : 1.00  real_sub_fake : 1056.78 ]
[  epoch 0022/0040] 1040/4800, lr:2.5e-05 ∣ avg_100 : 31780.240812 ∣ critic_nllloss : 25969.054883 ∣ critic_ganloss : -291.517921 ∣ generator_nllloss : 5184.791016 ∣ generator_ganloss : 981.768994 ∣  [  std_z : 1.01  real_sub_fake : 1013.63 ]
[  epoch 0022/0040] 1050/4800, lr:2.5e-05 ∣ avg_100 : 31779.264552 ∣ critic_nllloss : 25656.689063 ∣ critic_ganloss : -304.449240 ∣ generator_nllloss : 5071.673242 ∣ generator_ganloss : 984.771045 ∣  [  std_z : 1.00  real_sub_fake : 1037.67 ]
[  epoch 0022/0040] 1060/4800, lr:2.5e-05 ∣ avg_100 : 31781.019573 ∣ critic_nllloss : 26070.181641 ∣ critic_ganloss : -311.122699 ∣ generator_nllloss : 5151.851367 ∣ generator_ganloss : 1004.058057 ∣     [  std_z : 0.99  real_sub_fake : 1096.86 ]
[  epoch 0022/0040] 1070/4800, lr:2.5e-05 ∣ avg_100 : 31781.113591 ∣ critic_nllloss : 25919.070508 ∣ critic_ganloss : -291.904767 ∣ generator_nllloss : 5240.916602 ∣ generator_ganloss : 1001.988672 ∣     [  std_z : 0.99  real_sub_fake : 1202.82 ]
[  epoch 0022/0040] 1080/4800, lr:2.5e-05 ∣ avg_100 : 31776.845035 ∣ critic_nllloss : 25730.130273 ∣ critic_ganloss : -256.013589 ∣ generator_nllloss : 5117.363867 ∣ generator_ganloss : 1017.132227 ∣     [  std_z : 0.99  real_sub_fake : 1127.84 ]
[  epoch 0022/0040] 1090/4800, lr:2.5e-05 ∣ avg_100 : 31779.395646 ∣ critic_nllloss : 26150.779883 ∣ critic_ganloss : -243.129065 ∣ generator_nllloss : 5273.379297 ∣ generator_ganloss : 1026.691113 ∣     [  std_z : 1.00  real_sub_fake : 1119.90 ]
[  epoch 0022/0040] 1100/4800, lr:2.5e-05 ∣ avg_100 : 31775.087412 ∣ critic_nllloss : 25575.637500 ∣ critic_ganloss : -309.812489 ∣ generator_nllloss : 5028.370313 ∣ generator_ganloss : 1023.036084 ∣     [  std_z : 0.99  real_sub_fake : 1001.23 ]
[  epoch 0022/0040] 1110/4800, lr:2.5e-05 ∣ avg_100 : 31776.472405 ∣ critic_nllloss : 25876.184180 ∣ critic_ganloss : -310.314868 ∣ generator_nllloss : 5128.815234 ∣ generator_ganloss : 1018.624268 ∣     [  std_z : 0.99  real_sub_fake : 1125.41 ]
[  epoch 0022/0040] 1120/4800, lr:2.5e-05 ∣ avg_100 : 31781.436924 ∣ critic_nllloss : 25913.962500 ∣ critic_ganloss : -245.027185 ∣ generator_nllloss : 5207.693164 ∣ generator_ganloss : 1052.308984 ∣     [  std_z : 0.99  real_sub_fake : 1030.47 ]
[  epoch 0022/0040] 1130/4800, lr:2.5e-05 ∣ avg_100 : 31783.138613 ∣ critic_nllloss : 25933.587891 ∣ critic_ganloss : -189.738699 ∣ generator_nllloss : 5127.767383 ∣ generator_ganloss : 1021.131982 ∣     [  std_z : 0.99  real_sub_fake : 984.01 ]
[  epoch 0022/0040] 1140/4800, lr:2.5e-05 ∣ avg_100 : 31782.578634 ∣ critic_nllloss : 25842.971094 ∣ critic_ganloss : -300.272263 ∣ generator_nllloss : 5110.501367 ∣ generator_ganloss : 1002.121045 ∣     [  std_z : 1.00  real_sub_fake : 973.36 ]
[  epoch 0022/0040] 1150/4800, lr:2.5e-05 ∣ avg_100 : 31779.642207 ∣ critic_nllloss : 25817.667578 ∣ critic_ganloss : -348.502121 ∣ generator_nllloss : 5248.425000 ∣ generator_ganloss : 1012.948291 ∣     [  std_z : 1.00  real_sub_fake : 1030.33 ]
[  epoch 0022/0040] 1160/4800, lr:2.5e-05 ∣ avg_100 : 31781.939449 ∣ critic_nllloss : 25905.482812 ∣ critic_ganloss : -285.952380 ∣ generator_nllloss : 5174.507227 ∣ generator_ganloss : 1019.432129 ∣     [  std_z : 1.00  real_sub_fake : 1168.25 ]
[  epoch 0022/0040] 1170/4800, lr:2.5e-05 ∣ avg_100 : 31785.144201 ∣ critic_nllloss : 26151.715625 ∣ critic_ganloss : -264.868274 ∣ generator_nllloss : 5237.312500 ∣ generator_ganloss : 1030.624512 ∣     [  std_z : 0.99  real_sub_fake : 1099.90 ]
[  epoch 0022/0040] 1180/4800, lr:2.5e-05 ∣ avg_100 : 31784.682947 ∣ critic_nllloss : 25953.895117 ∣ critic_ganloss : -304.560345 ∣ generator_nllloss : 5211.820312 ∣ generator_ganloss : 1014.352881 ∣     [  std_z : 0.99  real_sub_fake : 1116.28 ]
[  epoch 0022/0040] 1190/4800, lr:2.5e-05 ∣ avg_100 : 31781.988621 ∣ critic_nllloss : 25799.801367 ∣ critic_ganloss : -271.133755 ∣ generator_nllloss : 5126.473047 ∣ generator_ganloss : 1008.498779 ∣     [  std_z : 0.99  real_sub_fake : 1045.15 ]
[  epoch 0022/0040] 1200/4800, lr:2.5e-05 ∣ avg_100 : 31782.680346 ∣ critic_nllloss : 25876.467383 ∣ critic_ganloss : -259.142679 ∣ generator_nllloss : 5233.061719 ∣ generator_ganloss : 1034.715479 ∣     [  std_z : 0.99  real_sub_fake : 1048.42 ]
[  epoch 0022/0040] 1210/4800, lr:2.5e-05 ∣ avg_100 : 31786.009585 ∣ critic_nllloss : 26052.686133 ∣ critic_ganloss : -324.274655 ∣ generator_nllloss : 5192.677734 ∣ generator_ganloss : 1024.453125 ∣     [  std_z : 0.99  real_sub_fake : 1134.84 ]
[  epoch 0022/0040] 1220/4800, lr:2.5e-05 ∣ avg_100 : 31787.174727 ∣ critic_nllloss : 26039.726562 ∣ critic_ganloss : -276.374847 ∣ generator_nllloss : 5205.982617 ∣ generator_ganloss : 1040.060352 ∣     [  std_z : 0.99  real_sub_fake : 1168.47 ]
[  epoch 0022/0040] 1230/4800, lr:2.5e-05 ∣ avg_100 : 31787.004004 ∣ critic_nllloss : 25807.777734 ∣ critic_ganloss : -355.845035 ∣ generator_nllloss : 5239.770898 ∣ generator_ganloss : 1015.643213 ∣     [  std_z : 0.99  real_sub_fake : 1199.68 ]
[  epoch 0022/0040] 1240/4800, lr:2.5e-05 ∣ avg_100 : 31785.454790 ∣ critic_nllloss : 25776.482031 ∣ critic_ganloss : -288.296350 ∣ generator_nllloss : 5012.771680 ∣ generator_ganloss : 994.225342 ∣  [  std_z : 0.99  real_sub_fake : 1151.42 ]
[  epoch 0022/0040] 1250/4800, lr:2.5e-05 ∣ avg_100 : 31786.551075 ∣ critic_nllloss : 25948.796680 ∣ critic_ganloss : -286.180252 ∣ generator_nllloss : 5232.979102 ∣ generator_ganloss : 995.317236 ∣  [  std_z : 0.99  real_sub_fake : 1125.90 ]
[  epoch 0022/0040] 1260/4800, lr:2.5e-05 ∣ avg_100 : 31782.825159 ∣ critic_nllloss : 25808.618555 ∣ critic_ganloss : -281.104010 ∣ generator_nllloss : 5094.659375 ∣ generator_ganloss : 1014.623193 ∣     [  std_z : 1.00  real_sub_fake : 1039.64 ]
[  epoch 0022/0040] 1270/4800, lr:2.5e-05 ∣ avg_100 : 31787.289700 ∣ critic_nllloss : 26008.570898 ∣ critic_ganloss : -289.410297 ∣ generator_nllloss : 5288.600781 ∣ generator_ganloss : 1023.863281 ∣     [  std_z : 1.00  real_sub_fake : 1085.17 ]
[  epoch 0022/0040] 1280/4800, lr:2.5e-05 ∣ avg_100 : 31792.088951 ∣ critic_nllloss : 25913.118555 ∣ critic_ganloss : -277.612463 ∣ generator_nllloss : 5296.385742 ∣ generator_ganloss : 1024.180469 ∣     [  std_z : 0.99  real_sub_fake : 1159.53 ]
[  epoch 0022/0040] 1290/4800, lr:2.5e-05 ∣ avg_100 : 31794.033183 ∣ critic_nllloss : 26019.927930 ∣ critic_ganloss : -267.507629 ∣ generator_nllloss : 5195.038281 ∣ generator_ganloss : 1012.319189 ∣     [  std_z : 0.99  real_sub_fake : 1112.24 ]
[  epoch 0022/0040] 1300/4800, lr:2.5e-05 ∣ avg_100 : 31799.020868 ∣ critic_nllloss : 25987.807227 ∣ critic_ganloss : -354.668536 ∣ generator_nllloss : 5298.577930 ∣ generator_ganloss : 1013.393066 ∣     [  std_z : 0.99  real_sub_fake : 1030.43 ]
[  epoch 0022/0040] 1310/4800, lr:2.5e-05 ∣ avg_100 : 31795.271044 ∣ critic_nllloss : 25819.532617 ∣ critic_ganloss : -333.775348 ∣ generator_nllloss : 5162.410937 ∣ generator_ganloss : 985.918164 ∣  [  std_z : 0.99  real_sub_fake : 1354.13 ]
[  epoch 0022/0040] 1320/4800, lr:2.5e-05 ∣ avg_100 : 31795.511829 ∣ critic_nllloss : 25823.808594 ∣ critic_ganloss : -261.415237 ∣ generator_nllloss : 5140.800586 ∣ generator_ganloss : 1027.404932 ∣     [  std_z : 0.99  real_sub_fake : 1033.78 ]
[  epoch 0022/0040] 1330/4800, lr:2.5e-05 ∣ avg_100 : 31793.933922 ∣ critic_nllloss : 25779.409375 ∣ critic_ganloss : -268.964780 ∣ generator_nllloss : 5185.128516 ∣ generator_ganloss : 981.687305 ∣  [  std_z : 1.00  real_sub_fake : 1082.71 ]
[  epoch 0022/0040] 1340/4800, lr:2.5e-05 ∣ avg_100 : 31793.903416 ∣ critic_nllloss : 25756.081445 ∣ critic_ganloss : -300.665524 ∣ generator_nllloss : 5157.504687 ∣ generator_ganloss : 1014.205225 ∣     [  std_z : 1.00  real_sub_fake : 1066.32 ]
[  epoch 0022/0040] 1350/4800, lr:2.5e-05 ∣ avg_100 : 31793.147944 ∣ critic_nllloss : 25946.536328 ∣ critic_ganloss : -253.152295 ∣ generator_nllloss : 5095.811523 ∣ generator_ganloss : 1009.299609 ∣     [  std_z : 0.99  real_sub_fake : 1119.05 ]
[  epoch 0022/0040] 1360/4800, lr:2.5e-05 ∣ avg_100 : 31796.090573 ∣ critic_nllloss : 26018.113477 ∣ critic_ganloss : -285.134082 ∣ generator_nllloss : 5168.921680 ∣ generator_ganloss : 1024.448486 ∣     [  std_z : 0.99  real_sub_fake : 995.25 ]
[  epoch 0022/0040] 1370/4800, lr:2.5e-05 ∣ avg_100 : 31796.308563 ∣ critic_nllloss : 25718.377930 ∣ critic_ganloss : -261.122250 ∣ generator_nllloss : 5201.378711 ∣ generator_ganloss : 993.132715 ∣  [  std_z : 0.99  real_sub_fake : 1097.41 ]
[  epoch 0022/0040] 1380/4800, lr:2.5e-05 ∣ avg_100 : 31796.042800 ∣ critic_nllloss : 25911.228125 ∣ critic_ganloss : -329.935733 ∣ generator_nllloss : 5140.522656 ∣ generator_ganloss : 992.309717 ∣  [  std_z : 1.00  real_sub_fake : 1062.44 ]
[  epoch 0022/0040] 1390/4800, lr:2.5e-05 ∣ avg_100 : 31795.850808 ∣ critic_nllloss : 25882.355664 ∣ critic_ganloss : -350.569470 ∣ generator_nllloss : 5103.768359 ∣ generator_ganloss : 991.607129 ∣  [  std_z : 1.00  real_sub_fake : 1181.53 ]
[  epoch 0022/0040] 1400/4800, lr:2.5e-05 ∣ avg_100 : 31794.424701 ∣ critic_nllloss : 25916.829102 ∣ critic_ganloss : -214.497693 ∣ generator_nllloss : 5196.382227 ∣ generator_ganloss : 999.473828 ∣  [  std_z : 1.00  real_sub_fake : 1149.61 ]
[  epoch 0022/0040] 1410/4800, lr:2.5e-05 ∣ avg_100 : 31794.630469 ∣ critic_nllloss : 25864.772852 ∣ critic_ganloss : -267.092844 ∣ generator_nllloss : 5223.942773 ∣ generator_ganloss : 1050.250000 ∣     [  std_z : 0.99  real_sub_fake : 997.82 ]
[  epoch 0022/0040] 1420/4800, lr:2.5e-05 ∣ avg_100 : 31790.887449 ∣ critic_nllloss : 25576.422656 ∣ critic_ganloss : -214.880139 ∣ generator_nllloss : 5110.131445 ∣ generator_ganloss : 1014.349365 ∣     [  std_z : 0.99  real_sub_fake : 931.14 ]
[  epoch 0022/0040] 1430/4800, lr:2.5e-05 ∣ avg_100 : 31790.755735 ∣ critic_nllloss : 25915.669336 ∣ critic_ganloss : -220.030052 ∣ generator_nllloss : 5200.413477 ∣ generator_ganloss : 1018.901172 ∣     [  std_z : 0.99  real_sub_fake : 936.38 ]
[  epoch 0022/0040] 1440/4800, lr:2.5e-05 ∣ avg_100 : 31791.313046 ∣ critic_nllloss : 25982.849805 ∣ critic_ganloss : -247.100580 ∣ generator_nllloss : 5049.735937 ∣ generator_ganloss : 1022.620410 ∣     [  std_z : 0.99  real_sub_fake : 841.53 ]
[  epoch 0022/0040] 1450/4800, lr:2.5e-05 ∣ avg_100 : 31792.485390 ∣ critic_nllloss : 26052.110742 ∣ critic_ganloss : -343.160709 ∣ generator_nllloss : 5206.670313 ∣ generator_ganloss : 993.198682 ∣  [  std_z : 1.00  real_sub_fake : 960.24 ]
[  epoch 0022/0040] 1460/4800, lr:2.5e-05 ∣ avg_100 : 31791.154089 ∣ critic_nllloss : 25766.168359 ∣ critic_ganloss : -347.532294 ∣ generator_nllloss : 5160.459766 ∣ generator_ganloss : 980.517871 ∣  [  std_z : 1.00  real_sub_fake : 1221.83 ]
[  epoch 0022/0040] 1470/4800, lr:2.5e-05 ∣ avg_100 : 31789.888238 ∣ critic_nllloss : 25905.593945 ∣ critic_ganloss : -349.462491 ∣ generator_nllloss : 5251.711914 ∣ generator_ganloss : 1009.162598 ∣     [  std_z : 1.00  real_sub_fake : 1259.33 ]
[  epoch 0022/0040] 1480/4800, lr:2.5e-05 ∣ avg_100 : 31791.810844 ∣ critic_nllloss : 25918.700781 ∣ critic_ganloss : -265.871512 ∣ generator_nllloss : 5166.261914 ∣ generator_ganloss : 1005.971826 ∣     [  std_z : 1.00  real_sub_fake : 1401.19 ]
[  epoch 0022/0040] 1490/4800, lr:2.5e-05 ∣ avg_100 : 31788.902076 ∣ critic_nllloss : 25675.559961 ∣ critic_ganloss : -264.261986 ∣ generator_nllloss : 5111.310547 ∣ generator_ganloss : 1051.251465 ∣     [  std_z : 0.99  real_sub_fake : 1015.88 ]
[  epoch 0022/0040] 1500/4800, lr:2.5e-05 ∣ avg_100 : 31793.366785 ∣ critic_nllloss : 25902.075586 ∣ critic_ganloss : -333.618225 ∣ generator_nllloss : 5235.847266 ∣ generator_ganloss : 1004.670703 ∣     [  std_z : 0.99  real_sub_fake : 1084.89 ]
[  epoch 0022/0040] 1510/4800, lr:2.5e-05 ∣ avg_100 : 31795.892755 ∣ critic_nllloss : 25780.663867 ∣ critic_ganloss : -167.919891 ∣ generator_nllloss : 5223.966602 ∣ generator_ganloss : 1052.873975 ∣     [  std_z : 0.99  real_sub_fake : 860.66 ]
[  epoch 0022/0040] 1520/4800, lr:2.5e-05 ∣ avg_100 : 31797.936309 ∣ critic_nllloss : 25923.455859 ∣ critic_ganloss : -312.836969 ∣ generator_nllloss : 5195.329687 ∣ generator_ganloss : 1012.068750 ∣     [  std_z : 0.99  real_sub_fake : 976.15 ]
[  epoch 0022/0040] 1530/4800, lr:2.5e-05 ∣ avg_100 : 31796.624836 ∣ critic_nllloss : 25958.978320 ∣ critic_ganloss : -250.267116 ∣ generator_nllloss : 5162.291406 ∣ generator_ganloss : 1025.875195 ∣     [  std_z : 1.00  real_sub_fake : 1046.11 ]
[  epoch 0022/0040] 1540/4800, lr:2.5e-05 ∣ avg_100 : 31796.865199 ∣ critic_nllloss : 25944.315234 ∣ critic_ganloss : -280.232263 ∣ generator_nllloss : 5217.371680 ∣ generator_ganloss : 1043.034229 ∣     [  std_z : 1.00  real_sub_fake : 1059.29 ]
[  epoch 0022/0040] 1550/4800, lr:2.5e-05 ∣ avg_100 : 31798.006946 ∣ critic_nllloss : 25995.127930 ∣ critic_ganloss : -264.563547 ∣ generator_nllloss : 5220.075781 ∣ generator_ganloss : 1026.035791 ∣     [  std_z : 0.99  real_sub_fake : 1004.19 ]
[  epoch 0022/0040] 1560/4800, lr:2.5e-05 ∣ avg_100 : 31797.613601 ∣ critic_nllloss : 25847.039258 ∣ critic_ganloss : -269.948804 ∣ generator_nllloss : 5135.849609 ∣ generator_ganloss : 1050.116064 ∣     [  std_z : 0.99  real_sub_fake : 1117.96 ]
[  epoch 0022/0040] 1570/4800, lr:2.5e-05 ∣ avg_100 : 31802.022679 ∣ critic_nllloss : 26150.912109 ∣ critic_ganloss : -333.101883 ∣ generator_nllloss : 5268.792969 ∣ generator_ganloss : 1030.360449 ∣     [  std_z : 0.99  real_sub_fake : 1166.73 ]
[  epoch 0022/0040] 1580/4800, lr:2.5e-05 ∣ avg_100 : 31797.942355 ∣ critic_nllloss : 25665.326953 ∣ critic_ganloss : -228.182892 ∣ generator_nllloss : 5094.415039 ∣ generator_ganloss : 1014.652539 ∣     [  std_z : 1.00  real_sub_fake : 1069.33 ]
[  epoch 0022/0040] 1590/4800, lr:2.5e-05 ∣ avg_100 : 31799.660701 ∣ critic_nllloss : 25743.660742 ∣ critic_ganloss : -343.702322 ∣ generator_nllloss : 5203.861328 ∣ generator_ganloss : 1009.678613 ∣     [  std_z : 1.00  real_sub_fake : 1051.07 ]
[  epoch 0022/0040] 1600/4800, lr:2.5e-05 ∣ avg_100 : 31798.256922 ∣ critic_nllloss : 25871.131641 ∣ critic_ganloss : -302.512070 ∣ generator_nllloss : 5182.538867 ∣ generator_ganloss : 983.936279 ∣  [  std_z : 0.99  real_sub_fake : 1207.68 ]
[  epoch 0022/0040] 1610/4800, lr:2.5e-05 ∣ avg_100 : 31796.875010 ∣ critic_nllloss : 25809.075586 ∣ critic_ganloss : -391.481030 ∣ generator_nllloss : 5202.150000 ∣ generator_ganloss : 981.017139 ∣  [  std_z : 0.99  real_sub_fake : 1219.05 ]
[  epoch 0022/0040] 1620/4800, lr:2.5e-05 ∣ avg_100 : 31796.352856 ∣ critic_nllloss : 26104.761523 ∣ critic_ganloss : -212.964734 ∣ generator_nllloss : 5139.945117 ∣ generator_ganloss : 973.656201 ∣  [  std_z : 0.99  real_sub_fake : 1293.14 ]
[  epoch 0022/0040] 1630/4800, lr:2.5e-05 ∣ avg_100 : 31797.939332 ∣ critic_nllloss : 26057.973633 ∣ critic_ganloss : -305.532272 ∣ generator_nllloss : 5224.450781 ∣ generator_ganloss : 982.947949 ∣  [  std_z : 1.00  real_sub_fake : 1107.51 ]
[  epoch 0022/0040] 1640/4800, lr:2.5e-05 ∣ avg_100 : 31797.844046 ∣ critic_nllloss : 25823.154102 ∣ critic_ganloss : -277.775165 ∣ generator_nllloss : 5203.720117 ∣ generator_ganloss : 975.858643 ∣  [  std_z : 1.00  real_sub_fake : 1132.47 ]
[  epoch 0022/0040] 1650/4800, lr:2.5e-05 ∣ avg_100 : 31793.752188 ∣ critic_nllloss : 25777.316406 ∣ critic_ganloss : -297.646849 ∣ generator_nllloss : 5170.496094 ∣ generator_ganloss : 973.302783 ∣  [  std_z : 1.00  real_sub_fake : 1117.51 ]
[  epoch 0022/0040] 1660/4800, lr:2.5e-05 ∣ avg_100 : 31794.904593 ∣ critic_nllloss : 25872.218359 ∣ critic_ganloss : -334.688992 ∣ generator_nllloss : 5168.964258 ∣ generator_ganloss : 972.136865 ∣  [  std_z : 0.99  real_sub_fake : 1170.35 ]
[  epoch 0022/0040] 1670/4800, lr:2.5e-05 ∣ avg_100 : 31795.677963 ∣ critic_nllloss : 26123.160352 ∣ critic_ganloss : -290.035970 ∣ generator_nllloss : 5223.186328 ∣ generator_ganloss : 980.543555 ∣  [  std_z : 0.99  real_sub_fake : 1050.11 ]
[  epoch 0022/0040] 1680/4800, lr:2.5e-05 ∣ avg_100 : 31797.122829 ∣ critic_nllloss : 25910.980469 ∣ critic_ganloss : -225.504446 ∣ generator_nllloss : 5224.233398 ∣ generator_ganloss : 992.769824 ∣  [  std_z : 0.99  real_sub_fake : 1045.58 ]
[  epoch 0022/0040] 1690/4800, lr:2.5e-05 ∣ avg_100 : 31796.972485 ∣ critic_nllloss : 25941.193555 ∣ critic_ganloss : -326.929965 ∣ generator_nllloss : 5262.257031 ∣ generator_ganloss : 986.639844 ∣  [  std_z : 0.99  real_sub_fake : 1077.30 ]
[  epoch 0022/0040] 1700/4800, lr:2.5e-05 ∣ avg_100 : 31794.842448 ∣ critic_nllloss : 25951.888281 ∣ critic_ganloss : -371.924109 ∣ generator_nllloss : 5201.095898 ∣ generator_ganloss : 974.484619 ∣  [  std_z : 0.99  real_sub_fake : 1200.34 ]
[  epoch 0022/0040] 1710/4800, lr:2.5e-05 ∣ avg_100 : 31792.450341 ∣ critic_nllloss : 25657.855469 ∣ critic_ganloss : -256.182977 ∣ generator_nllloss : 5137.622852 ∣ generator_ganloss : 1000.506299 ∣     [  std_z : 0.99  real_sub_fake : 1186.18 ]
[  epoch 0022/0040] 1720/4800, lr:2.5e-05 ∣ avg_100 : 31794.513748 ∣ critic_nllloss : 25941.257812 ∣ critic_ganloss : -254.689038 ∣ generator_nllloss : 5217.973633 ∣ generator_ganloss : 1002.482373 ∣     [  std_z : 0.99  real_sub_fake : 1205.02 ]
[  epoch 0022/0040] 1730/4800, lr:2.5e-05 ∣ avg_100 : 31797.455890 ∣ critic_nllloss : 25957.086328 ∣ critic_ganloss : -242.115277 ∣ generator_nllloss : 5267.577344 ∣ generator_ganloss : 1037.286621 ∣     [  std_z : 0.99  real_sub_fake : 1045.60 ]
[  epoch 0022/0040] 1740/4800, lr:2.5e-05 ∣ avg_100 : 31797.825197 ∣ critic_nllloss : 25894.571875 ∣ critic_ganloss : -283.626041 ∣ generator_nllloss : 5208.234766 ∣ generator_ganloss : 1015.985059 ∣     [  std_z : 1.00  real_sub_fake : 963.41 ]
[  epoch 0022/0040] 1750/4800, lr:2.5e-05 ∣ avg_100 : 31796.327414 ∣ critic_nllloss : 25684.405078 ∣ critic_ganloss : -287.341956 ∣ generator_nllloss : 5199.536523 ∣ generator_ganloss : 1005.445605 ∣     [  std_z : 1.00  real_sub_fake : 975.44 ]
[  epoch 0022/0040] 1760/4800, lr:2.5e-05 ∣ avg_100 : 31795.618494 ∣ critic_nllloss : 25733.867969 ∣ critic_ganloss : -269.318744 ∣ generator_nllloss : 5219.214648 ∣ generator_ganloss : 1031.334277 ∣     [  std_z : 1.00  real_sub_fake : 980.95 ]
[  epoch 0022/0040] 1770/4800, lr:2.5e-05 ∣ avg_100 : 31794.832345 ∣ critic_nllloss : 25770.165234 ∣ critic_ganloss : -275.348918 ∣ generator_nllloss : 5141.817578 ∣ generator_ganloss : 1001.162207 ∣     [  std_z : 0.99  real_sub_fake : 1043.08 ]
[  epoch 0022/0040] 1780/4800, lr:2.5e-05 ∣ avg_100 : 31791.842055 ∣ critic_nllloss : 25798.196484 ∣ critic_ganloss : -298.698108 ∣ generator_nllloss : 5132.567969 ∣ generator_ganloss : 999.835400 ∣  [  std_z : 0.99  real_sub_fake : 1167.20 ]
[  epoch 0022/0040] 1790/4800, lr:2.5e-05 ∣ avg_100 : 31793.216204 ∣ critic_nllloss : 25941.660352 ∣ critic_ganloss : -245.352499 ∣ generator_nllloss : 5146.108203 ∣ generator_ganloss : 994.495557 ∣  [  std_z : 0.99  real_sub_fake : 1135.40 ]
[  epoch 0022/0040] 1800/4800, lr:2.5e-05 ∣ avg_100 : 31790.758441 ∣ critic_nllloss : 25865.435156 ∣ critic_ganloss : -222.041956 ∣ generator_nllloss : 5055.247070 ∣ generator_ganloss : 992.860693 ∣  [  std_z : 1.00  real_sub_fake : 956.79 ]
[  epoch 0022/0040] 1810/4800, lr:2.5e-05 ∣ avg_100 : 31789.749852 ∣ critic_nllloss : 25985.837891 ∣ critic_ganloss : -276.497183 ∣ generator_nllloss : 5175.368164 ∣ generator_ganloss : 993.192480 ∣  [  std_z : 1.00  real_sub_fake : 865.11 ]
[  epoch 0022/0040] 1820/4800, lr:2.5e-05 ∣ avg_100 : 31790.379869 ∣ critic_nllloss : 25990.083203 ∣ critic_ganloss : -274.420163 ∣ generator_nllloss : 5200.616406 ∣ generator_ganloss : 951.329785 ∣  [  std_z : 0.99  real_sub_fake : 972.73 ]
[  epoch 0022/0040] 1830/4800, lr:2.5e-05 ∣ avg_100 : 31789.804115 ∣ critic_nllloss : 25697.739453 ∣ critic_ganloss : -220.043652 ∣ generator_nllloss : 5156.525781 ∣ generator_ganloss : 1002.894287 ∣     [  std_z : 0.99  real_sub_fake : 1053.83 ]
[  epoch 0022/0040] 1840/4800, lr:2.5e-05 ∣ avg_100 : 31791.805239 ∣ critic_nllloss : 25923.459961 ∣ critic_ganloss : -298.889926 ∣ generator_nllloss : 5143.585547 ∣ generator_ganloss : 999.674414 ∣  [  std_z : 1.00  real_sub_fake : 946.64 ]
[  epoch 0022/0040] 1850/4800, lr:2.5e-05 ∣ avg_100 : 31792.396584 ∣ critic_nllloss : 25792.025391 ∣ critic_ganloss : -334.053494 ∣ generator_nllloss : 5168.830078 ∣ generator_ganloss : 944.982910 ∣  [  std_z : 1.00  real_sub_fake : 1080.34 ]
[  epoch 0022/0040] 1860/4800, lr:2.5e-05 ∣ avg_100 : 31794.638411 ∣ critic_nllloss : 25850.749609 ∣ critic_ganloss : -282.020139 ∣ generator_nllloss : 5132.398438 ∣ generator_ganloss : 972.388525 ∣  [  std_z : 0.99  real_sub_fake : 1205.19 ]
[  epoch 0022/0040] 1870/4800, lr:2.5e-05 ∣ avg_100 : 31793.511593 ∣ critic_nllloss : 25879.640234 ∣ critic_ganloss : -299.412485 ∣ generator_nllloss : 5180.495703 ∣ generator_ganloss : 990.550244 ∣  [  std_z : 0.99  real_sub_fake : 992.40 ]
[  epoch 0022/0040] 1880/4800, lr:2.5e-05 ∣ avg_100 : 31793.005895 ∣ critic_nllloss : 25919.144336 ∣ critic_ganloss : -281.023386 ∣ generator_nllloss : 5183.445703 ∣ generator_ganloss : 976.763818 ∣  [  std_z : 0.99  real_sub_fake : 1203.20 ]
[  epoch 0022/0040] 1890/4800, lr:2.5e-05 ∣ avg_100 : 31793.500245 ∣ critic_nllloss : 25978.119727 ∣ critic_ganloss : -294.107784 ∣ generator_nllloss : 5206.316992 ∣ generator_ganloss : 990.909961 ∣  [  std_z : 0.99  real_sub_fake : 992.91 ]
[  epoch 0022/0040] 1900/4800, lr:2.5e-05 ∣ avg_100 : 31792.310432 ∣ critic_nllloss : 26007.150000 ∣ critic_ganloss : -309.154663 ∣ generator_nllloss : 5183.770703 ∣ generator_ganloss : 979.808496 ∣  [  std_z : 1.00  real_sub_fake : 1102.71 ]
[  epoch 0022/0040] 1910/4800, lr:2.5e-05 ∣ avg_100 : 31791.585323 ∣ critic_nllloss : 26071.177734 ∣ critic_ganloss : -275.433527 ∣ generator_nllloss : 5209.853711 ∣ generator_ganloss : 988.622705 ∣  [  std_z : 1.01  real_sub_fake : 1180.93 ]
[  epoch 0022/0040] 1920/4800, lr:2.5e-05 ∣ avg_100 : 31791.399102 ∣ critic_nllloss : 25848.006836 ∣ critic_ganloss : -325.616232 ∣ generator_nllloss : 5204.188281 ∣ generator_ganloss : 1005.602051 ∣     [  std_z : 1.00  real_sub_fake : 1131.34 ]
[  epoch 0022/0040] 1930/4800, lr:2.5e-05 ∣ avg_100 : 31791.485641 ∣ critic_nllloss : 25775.015234 ∣ critic_ganloss : -185.621947 ∣ generator_nllloss : 5163.399414 ∣ generator_ganloss : 1006.981104 ∣     [  std_z : 0.99  real_sub_fake : 1000.90 ]
[  epoch 0022/0040] 1940/4800, lr:2.5e-05 ∣ avg_100 : 31790.330012 ∣ critic_nllloss : 25641.997070 ∣ critic_ganloss : -257.896994 ∣ generator_nllloss : 5189.748242 ∣ generator_ganloss : 1010.610156 ∣     [  std_z : 0.98  real_sub_fake : 978.99 ]
[  epoch 0022/0040] 1950/4800, lr:2.5e-05 ∣ avg_100 : 31791.746814 ∣ critic_nllloss : 26024.840820 ∣ critic_ganloss : -286.030363 ∣ generator_nllloss : 5142.792578 ∣ generator_ganloss : 1015.641260 ∣     [  std_z : 0.99  real_sub_fake : 994.20 ]
[  epoch 0022/0040] 1960/4800, lr:2.5e-05 ∣ avg_100 : 31791.116088 ∣ critic_nllloss : 25843.514453 ∣ critic_ganloss : -244.631496 ∣ generator_nllloss : 5165.134766 ∣ generator_ganloss : 1009.353613 ∣     [  std_z : 0.99  real_sub_fake : 987.65 ]
[  epoch 0022/0040] 1970/4800, lr:2.5e-05 ∣ avg_100 : 31790.105917 ∣ critic_nllloss : 25685.813477 ∣ critic_ganloss : -292.106804 ∣ generator_nllloss : 5215.537695 ∣ generator_ganloss : 995.920898 ∣  [  std_z : 1.00  real_sub_fake : 961.08 ]
[  epoch 0022/0040] 1980/4800, lr:2.5e-05 ∣ avg_100 : 31790.303065 ∣ critic_nllloss : 25937.718164 ∣ critic_ganloss : -305.796729 ∣ generator_nllloss : 5195.607422 ∣ generator_ganloss : 988.839062 ∣  [  std_z : 1.00  real_sub_fake : 1021.47 ]
[  epoch 0022/0040] 1990/4800, lr:2.5e-05 ∣ avg_100 : 31790.103200 ∣ critic_nllloss : 26008.180469 ∣ critic_ganloss : -311.306927 ∣ generator_nllloss : 5181.012109 ∣ generator_ganloss : 990.924072 ∣  [  std_z : 0.99  real_sub_fake : 1108.34 ]
[  epoch 0022/0040] 2000/4800, lr:2.5e-05 ∣ avg_100 : 31787.659378 ∣ critic_nllloss : 25861.483203 ∣ critic_ganloss : -278.348315 ∣ generator_nllloss : 5219.552734 ∣ generator_ganloss : 982.814893 ∣  [  std_z : 0.99  real_sub_fake : 1143.14 ]
[  epoch 0022/0040] 2010/4800, lr:2.5e-05 ∣ avg_100 : 31787.297068 ∣ critic_nllloss : 25796.790820 ∣ critic_ganloss : -316.928552 ∣ generator_nllloss : 5174.267969 ∣ generator_ganloss : 1007.589795 ∣     [  std_z : 0.99  real_sub_fake : 1089.51 ]
[  epoch 0022/0040] 2020/4800, lr:2.5e-05 ∣ avg_100 : 31783.735513 ∣ critic_nllloss : 25707.818359 ∣ critic_ganloss : -288.646957 ∣ generator_nllloss : 5140.679297 ∣ generator_ganloss : 999.925195 ∣  [  std_z : 0.99  real_sub_fake : 1073.10 ]
[  epoch 0022/0040] 2030/4800, lr:2.5e-05 ∣ avg_100 : 31778.981569 ∣ critic_nllloss : 25642.398633 ∣ critic_ganloss : -309.489270 ∣ generator_nllloss : 5048.141016 ∣ generator_ganloss : 1019.740332 ∣     [  std_z : 1.00  real_sub_fake : 1077.95 ]
[  epoch 0022/0040] 2040/4800, lr:2.5e-05 ∣ avg_100 : 31782.399927 ∣ critic_nllloss : 26217.332813 ∣ critic_ganloss : -354.995294 ∣ generator_nllloss : 5292.450000 ∣ generator_ganloss : 1031.145313 ∣     [  std_z : 1.00  real_sub_fake : 1266.51 ]
[  epoch 0022/0040] 2050/4800, lr:2.5e-05 ∣ avg_100 : 31784.774851 ∣ critic_nllloss : 25785.113672 ∣ critic_ganloss : -281.955911 ∣ generator_nllloss : 5138.763086 ∣ generator_ganloss : 1004.255664 ∣     [  std_z : 0.99  real_sub_fake : 1228.52 ]
[  epoch 0022/0040] 2060/4800, lr:2.5e-05 ∣ avg_100 : 31782.549089 ∣ critic_nllloss : 25771.854102 ∣ critic_ganloss : -221.786035 ∣ generator_nllloss : 5123.927344 ∣ generator_ganloss : 1018.396680 ∣     [  std_z : 0.99  real_sub_fake : 1093.21 ]
[  epoch 0022/0040] 2070/4800, lr:2.5e-05 ∣ avg_100 : 31778.316051 ∣ critic_nllloss : 25596.540625 ∣ critic_ganloss : -238.325311 ∣ generator_nllloss : 5126.875977 ∣ generator_ganloss : 961.675928 ∣  [  std_z : 0.99  real_sub_fake : 1075.95 ]
[  epoch 0022/0040] 2080/4800, lr:2.5e-05 ∣ avg_100 : 31781.370743 ∣ critic_nllloss : 25964.273242 ∣ critic_ganloss : -269.473401 ∣ generator_nllloss : 5220.494531 ∣ generator_ganloss : 998.787646 ∣  [  std_z : 1.00  real_sub_fake : 895.95 ]
[  epoch 0022/0040] 2090/4800, lr:2.5e-05 ∣ avg_100 : 31773.207753 ∣ critic_nllloss : 25605.282422 ∣ critic_ganloss : -281.945776 ∣ generator_nllloss : 5102.523242 ∣ generator_ganloss : 965.562305 ∣  [  std_z : 1.00  real_sub_fake : 1015.41 ]
[  epoch 0022/0040] 2100/4800, lr:2.5e-05 ∣ avg_100 : 31776.746079 ∣ critic_nllloss : 25857.823633 ∣ critic_ganloss : -307.525986 ∣ generator_nllloss : 5135.678125 ∣ generator_ganloss : 985.088232 ∣  [  std_z : 0.99  real_sub_fake : 1167.30 ]
[  epoch 0022/0040] 2110/4800, lr:2.5e-05 ∣ avg_100 : 31777.517576 ∣ critic_nllloss : 25820.889453 ∣ critic_ganloss : -257.403581 ∣ generator_nllloss : 5241.775195 ∣ generator_ganloss : 985.197510 ∣  [  std_z : 0.99  real_sub_fake : 1142.05 ]
[  epoch 0022/0040] 2120/4800, lr:2.5e-05 ∣ avg_100 : 31777.241720 ∣ critic_nllloss : 26011.624609 ∣ critic_ganloss : -328.130272 ∣ generator_nllloss : 5253.754297 ∣ generator_ganloss : 964.103174 ∣  [  std_z : 0.99  real_sub_fake : 1135.33 ]
[  epoch 0022/0040] 2130/4800, lr:2.5e-05 ∣ avg_100 : 31775.025687 ∣ critic_nllloss : 25803.424414 ∣ critic_ganloss : -327.270944 ∣ generator_nllloss : 5220.680664 ∣ generator_ganloss : 974.311133 ∣  [  std_z : 0.99  real_sub_fake : 1262.04 ]
[  epoch 0022/0040] 2140/4800, lr:2.5e-05 ∣ avg_100 : 31774.504328 ∣ critic_nllloss : 25734.284375 ∣ critic_ganloss : -292.997153 ∣ generator_nllloss : 5194.011719 ∣ generator_ganloss : 967.886426 ∣  [  std_z : 0.99  real_sub_fake : 1091.49 ]
[  epoch 0022/0040] 2150/4800, lr:2.5e-05 ∣ avg_100 : 31773.500162 ∣ critic_nllloss : 25955.196094 ∣ critic_ganloss : -362.151096 ∣ generator_nllloss : 5078.414062 ∣ generator_ganloss : 958.663086 ∣  [  std_z : 1.00  real_sub_fake : 1241.11 ]
[  epoch 0022/0040] 2160/4800, lr:2.5e-05 ∣ avg_100 : 31774.525177 ∣ critic_nllloss : 25931.656641 ∣ critic_ganloss : -351.663278 ∣ generator_nllloss : 5359.645117 ∣ generator_ganloss : 976.332764 ∣  [  std_z : 1.00  real_sub_fake : 1232.42 ]
[  epoch 0022/0040] 2170/4800, lr:2.5e-05 ∣ avg_100 : 31768.699654 ∣ critic_nllloss : 25727.165625 ∣ critic_ganloss : -286.937509 ∣ generator_nllloss : 5146.411719 ∣ generator_ganloss : 985.592236 ∣  [  std_z : 0.99  real_sub_fake : 1213.51 ]
[  epoch 0022/0040] 2180/4800, lr:2.5e-05 ∣ avg_100 : 31768.386443 ∣ critic_nllloss : 25954.139062 ∣ critic_ganloss : -308.677649 ∣ generator_nllloss : 5184.546875 ∣ generator_ganloss : 1014.178613 ∣     [  std_z : 0.99  real_sub_fake : 1182.81 ]
[  epoch 0022/0040] 2190/4800, lr:2.5e-05 ∣ avg_100 : 31770.778573 ∣ critic_nllloss : 26008.304102 ∣ critic_ganloss : -265.755511 ∣ generator_nllloss : 5151.611523 ∣ generator_ganloss : 1008.692285 ∣     [  std_z : 0.99  real_sub_fake : 1161.19 ]
[  epoch 0022/0040] 2200/4800, lr:2.5e-05 ∣ avg_100 : 31769.734640 ∣ critic_nllloss : 25876.746484 ∣ critic_ganloss : -265.221420 ∣ generator_nllloss : 5141.500000 ∣ generator_ganloss : 1027.683594 ∣     [  std_z : 1.00  real_sub_fake : 912.08 ]
[  epoch 0022/0040] 2210/4800, lr:2.5e-05 ∣ avg_100 : 31765.309209 ∣ critic_nllloss : 25670.800977 ∣ critic_ganloss : -330.052658 ∣ generator_nllloss : 5174.412891 ∣ generator_ganloss : 987.838037 ∣  [  std_z : 1.00  real_sub_fake : 1033.95 ]
[  epoch 0022/0040] 2220/4800, lr:2.5e-05 ∣ avg_100 : 31763.805775 ∣ critic_nllloss : 25828.577539 ∣ critic_ganloss : -234.662404 ∣ generator_nllloss : 5281.769141 ∣ generator_ganloss : 983.366943 ∣  [  std_z : 1.00  real_sub_fake : 1060.44 ]
[  epoch 0022/0040] 2230/4800, lr:2.5e-05 ∣ avg_100 : 31765.422764 ∣ critic_nllloss : 25949.816406 ∣ critic_ganloss : -291.485629 ∣ generator_nllloss : 5225.717773 ∣ generator_ganloss : 984.997217 ∣  [  std_z : 0.99  real_sub_fake : 1154.33 ]
[  epoch 0022/0040] 2240/4800, lr:2.5e-05 ∣ avg_100 : 31768.235851 ∣ critic_nllloss : 25897.848438 ∣ critic_ganloss : -255.860803 ∣ generator_nllloss : 5155.452539 ∣ generator_ganloss : 979.051172 ∣  [  std_z : 0.99  real_sub_fake : 1075.59 ]
[  epoch 0022/0040] 2250/4800, lr:2.5e-05 ∣ avg_100 : 31763.177342 ∣ critic_nllloss : 25783.507812 ∣ critic_ganloss : -372.012492 ∣ generator_nllloss : 5001.047852 ∣ generator_ganloss : 972.518701 ∣  [  std_z : 0.99  real_sub_fake : 1191.05 ]
[  epoch 0022/0040] 2260/4800, lr:2.5e-05 ∣ avg_100 : 31765.554537 ∣ critic_nllloss : 25868.133984 ∣ critic_ganloss : -198.574655 ∣ generator_nllloss : 5210.846094 ∣ generator_ganloss : 994.111230 ∣  [  std_z : 1.00  real_sub_fake : 1110.65 ]
[  epoch 0022/0040] 2270/4800, lr:2.5e-05 ∣ avg_100 : 31760.588400 ∣ critic_nllloss : 25803.560352 ∣ critic_ganloss : -312.788712 ∣ generator_nllloss : 5072.636523 ∣ generator_ganloss : 971.602783 ∣  [  std_z : 1.00  real_sub_fake : 1146.86 ]
[  epoch 0022/0040] 2280/4800, lr:2.5e-05 ∣ avg_100 : 31758.315136 ∣ critic_nllloss : 25886.568750 ∣ critic_ganloss : -306.780539 ∣ generator_nllloss : 5187.237109 ∣ generator_ganloss : 961.720605 ∣  [  std_z : 1.00  real_sub_fake : 1113.07 ]
[  epoch 0022/0040] 2290/4800, lr:2.5e-05 ∣ avg_100 : 31758.726390 ∣ critic_nllloss : 26112.349219 ∣ critic_ganloss : -323.792209 ∣ generator_nllloss : 5217.296289 ∣ generator_ganloss : 995.049854 ∣  [  std_z : 0.99  real_sub_fake : 1216.38 ]
[  epoch 0022/0040] 2300/4800, lr:2.5e-05 ∣ avg_100 : 31756.941806 ∣ critic_nllloss : 25825.643750 ∣ critic_ganloss : -237.100671 ∣ generator_nllloss : 5200.669531 ∣ generator_ganloss : 977.438672 ∣  [  std_z : 0.98  real_sub_fake : 1085.59 ]
[  epoch 0022/0040] 2310/4800, lr:2.5e-05 ∣ avg_100 : 31758.166299 ∣ critic_nllloss : 25857.945117 ∣ critic_ganloss : -239.937943 ∣ generator_nllloss : 5186.350391 ∣ generator_ganloss : 952.178125 ∣  [  std_z : 0.99  real_sub_fake : 1045.56 ]
[  epoch 0022/0040] 2320/4800, lr:2.5e-05 ∣ avg_100 : 31759.264528 ∣ critic_nllloss : 25908.017578 ∣ critic_ganloss : -261.930307 ∣ generator_nllloss : 5219.537891 ∣ generator_ganloss : 974.796582 ∣  [  std_z : 1.00  real_sub_fake : 1013.24 ]
[  epoch 0022/0040] 2330/4800, lr:2.5e-05 ∣ avg_100 : 31758.424848 ∣ critic_nllloss : 25810.965234 ∣ critic_ganloss : -228.780127 ∣ generator_nllloss : 5050.225195 ∣ generator_ganloss : 960.882080 ∣  [  std_z : 1.00  real_sub_fake : 930.00 ]
[  epoch 0022/0040] 2340/4800, lr:2.5e-05 ∣ avg_100 : 31760.214173 ∣ critic_nllloss : 25994.495117 ∣ critic_ganloss : -280.820630 ∣ generator_nllloss : 5147.530859 ∣ generator_ganloss : 944.853027 ∣  [  std_z : 1.00  real_sub_fake : 983.71 ]
[  epoch 0022/0040] 2350/4800, lr:2.5e-05 ∣ avg_100 : 31761.882567 ∣ critic_nllloss : 26039.816211 ∣ critic_ganloss : -315.285445 ∣ generator_nllloss : 5304.571875 ∣ generator_ganloss : 936.231934 ∣  [  std_z : 0.99  real_sub_fake : 1057.76 ]
[  epoch 0022/0040] 2360/4800, lr:2.5e-05 ∣ avg_100 : 31762.375378 ∣ critic_nllloss : 26085.217969 ∣ critic_ganloss : -344.155536 ∣ generator_nllloss : 5309.858203 ∣ generator_ganloss : 924.710059 ∣  [  std_z : 0.99  real_sub_fake : 1218.37 ]
[  epoch 0022/0040] 2370/4800, lr:2.5e-05 ∣ avg_100 : 31764.118414 ∣ critic_nllloss : 25850.967773 ∣ critic_ganloss : -252.898331 ∣ generator_nllloss : 5292.496875 ∣ generator_ganloss : 935.504395 ∣  [  std_z : 0.99  real_sub_fake : 1092.88 ]
[  epoch 0022/0040] 2380/4800, lr:2.5e-05 ∣ avg_100 : 31764.678131 ∣ critic_nllloss : 25919.650586 ∣ critic_ganloss : -267.853461 ∣ generator_nllloss : 5170.582422 ∣ generator_ganloss : 947.716846 ∣  [  std_z : 0.99  real_sub_fake : 1029.80 ]
[  epoch 0022/0040] 2390/4800, lr:2.5e-05 ∣ avg_100 : 31765.429258 ∣ critic_nllloss : 25828.897461 ∣ critic_ganloss : -262.458389 ∣ generator_nllloss : 5165.980078 ∣ generator_ganloss : 969.855273 ∣  [  std_z : 0.99  real_sub_fake : 962.94 ]
[  epoch 0022/0040] 2400/4800, lr:2.5e-05 ∣ avg_100 : 31763.280730 ∣ critic_nllloss : 25802.436133 ∣ critic_ganloss : -326.942187 ∣ generator_nllloss : 5247.998633 ∣ generator_ganloss : 959.842090 ∣  [  std_z : 0.99  real_sub_fake : 1020.52 ]
[  epoch 0022/0040] 2410/4800, lr:2.5e-05 ∣ avg_100 : 31763.834026 ∣ critic_nllloss : 25945.455664 ∣ critic_ganloss : -249.922247 ∣ generator_nllloss : 5272.561719 ∣ generator_ganloss : 959.107227 ∣  [  std_z : 1.00  real_sub_fake : 1227.79 ]
[  epoch 0022/0040] 2420/4800, lr:2.5e-05 ∣ avg_100 : 31767.572975 ∣ critic_nllloss : 25948.776367 ∣ critic_ganloss : -326.525275 ∣ generator_nllloss : 5252.035937 ∣ generator_ganloss : 985.631250 ∣  [  std_z : 1.00  real_sub_fake : 1088.48 ]
[  epoch 0022/0040] 2430/4800, lr:2.5e-05 ∣ avg_100 : 31766.638532 ∣ critic_nllloss : 25885.597656 ∣ critic_ganloss : -271.323172 ∣ generator_nllloss : 5228.209375 ∣ generator_ganloss : 979.025684 ∣  [  std_z : 0.99  real_sub_fake : 1177.57 ]
[  epoch 0022/0040] 2440/4800, lr:2.5e-05 ∣ avg_100 : 31764.883391 ∣ critic_nllloss : 25755.890625 ∣ critic_ganloss : -342.992032 ∣ generator_nllloss : 5216.087500 ∣ generator_ganloss : 1003.605371 ∣     [  std_z : 0.99  real_sub_fake : 1163.67 ]
[  epoch 0022/0040] 2450/4800, lr:2.5e-05 ∣ avg_100 : 31762.933780 ∣ critic_nllloss : 25834.288867 ∣ critic_ganloss : -376.312347 ∣ generator_nllloss : 5265.383594 ∣ generator_ganloss : 990.497900 ∣  [  std_z : 0.99  real_sub_fake : 1265.56 ]
[  epoch 0022/0040] 2460/4800, lr:2.5e-05 ∣ avg_100 : 31766.278409 ∣ critic_nllloss : 25994.464062 ∣ critic_ganloss : -284.035605 ∣ generator_nllloss : 5171.366602 ∣ generator_ganloss : 1012.281543 ∣     [  std_z : 0.99  real_sub_fake : 1311.07 ]
[  epoch 0022/0040] 2470/4800, lr:2.5e-05 ∣ avg_100 : 31766.101878 ∣ critic_nllloss : 25810.580859 ∣ critic_ganloss : -215.514038 ∣ generator_nllloss : 5197.423633 ∣ generator_ganloss : 1006.862402 ∣     [  std_z : 1.00  real_sub_fake : 863.46 ]
[  epoch 0022/0040] 2480/4800, lr:2.5e-05 ∣ avg_100 : 31765.649736 ∣ critic_nllloss : 25913.805664 ∣ critic_ganloss : -232.027026 ∣ generator_nllloss : 5112.930078 ∣ generator_ganloss : 985.140039 ∣  [  std_z : 0.99  real_sub_fake : 771.38 ]
[  epoch 0022/0040] 2490/4800, lr:2.5e-05 ∣ avg_100 : 31767.172556 ∣ critic_nllloss : 25813.845117 ∣ critic_ganloss : -191.947269 ∣ generator_nllloss : 5135.876367 ∣ generator_ganloss : 968.367773 ∣  [  std_z : 0.99  real_sub_fake : 724.53 ]
[  epoch 0022/0040] 2500/4800, lr:2.5e-05 ∣ avg_100 : 31768.919251 ∣ critic_nllloss : 26050.250000 ∣ critic_ganloss : -237.704703 ∣ generator_nllloss : 5222.668359 ∣ generator_ganloss : 948.431152 ∣  [  std_z : 0.99  real_sub_fake : 811.71 ]
[  epoch 0022/0040] 2510/4800, lr:2.5e-05 ∣ avg_100 : 31769.859226 ∣ critic_nllloss : 26025.503320 ∣ critic_ganloss : -243.135870 ∣ generator_nllloss : 5270.397656 ∣ generator_ganloss : 930.816943 ∣  [  std_z : 1.00  real_sub_fake : 1011.66 ]
[  epoch 0022/0040] 2520/4800, lr:2.5e-05 ∣ avg_100 : 31767.905526 ∣ critic_nllloss : 25809.379688 ∣ critic_ganloss : -213.121353 ∣ generator_nllloss : 5103.856836 ∣ generator_ganloss : 922.532178 ∣  [  std_z : 1.00  real_sub_fake : 1033.74 ]
[  epoch 0022/0040] 2530/4800, lr:2.5e-05 ∣ avg_100 : 31767.385646 ∣ critic_nllloss : 26005.162109 ∣ critic_ganloss : -215.634000 ∣ generator_nllloss : 5122.111719 ∣ generator_ganloss : 933.250000 ∣  [  std_z : 1.00  real_sub_fake : 958.41 ]
[  epoch 0022/0040] 2540/4800, lr:2.5e-05 ∣ avg_100 : 31767.301944 ∣ critic_nllloss : 25900.230469 ∣ critic_ganloss : -263.200893 ∣ generator_nllloss : 5333.794922 ∣ generator_ganloss : 945.294189 ∣  [  std_z : 1.00  real_sub_fake : 785.80 ]
[  epoch 0022/0040] 2550/4800, lr:2.5e-05 ∣ avg_100 : 31765.028242 ∣ critic_nllloss : 25800.301367 ∣ critic_ganloss : -175.611295 ∣ generator_nllloss : 5181.223047 ∣ generator_ganloss : 943.392627 ∣  [  std_z : 0.99  real_sub_fake : 721.70 ]
[  epoch 0022/0040] 2560/4800, lr:2.5e-05 ∣ avg_100 : 31767.912725 ∣ critic_nllloss : 26141.936133 ∣ critic_ganloss : -256.682033 ∣ generator_nllloss : 5226.657031 ∣ generator_ganloss : 939.593311 ∣  [  std_z : 0.99  real_sub_fake : 883.01 ]
[  epoch 0022/0040] 2570/4800, lr:2.5e-05 ∣ avg_100 : 31766.368912 ∣ critic_nllloss : 26077.415625 ∣ critic_ganloss : -313.230511 ∣ generator_nllloss : 5235.929297 ∣ generator_ganloss : 962.467920 ∣  [  std_z : 0.99  real_sub_fake : 1059.76 ]
[  epoch 0022/0040] 2580/4800, lr:2.5e-05 ∣ avg_100 : 31768.066532 ∣ critic_nllloss : 25833.491797 ∣ critic_ganloss : -274.507629 ∣ generator_nllloss : 5169.109961 ∣ generator_ganloss : 987.879541 ∣  [  std_z : 1.00  real_sub_fake : 1112.97 ]
[  epoch 0022/0040] 2590/4800, lr:2.5e-05 ∣ avg_100 : 31766.010597 ∣ critic_nllloss : 25746.795508 ∣ critic_ganloss : -365.135364 ∣ generator_nllloss : 5044.412891 ∣ generator_ganloss : 981.831836 ∣  [  std_z : 1.00  real_sub_fake : 1172.34 ]
[  epoch 0022/0040] 2600/4800, lr:2.5e-05 ∣ avg_100 : 31767.709380 ∣ critic_nllloss : 25988.242773 ∣ critic_ganloss : -270.760968 ∣ generator_nllloss : 5185.127734 ∣ generator_ganloss : 1002.363477 ∣     [  std_z : 1.00  real_sub_fake : 1282.14 ]
[  epoch 0022/0040] 2610/4800, lr:2.5e-05 ∣ avg_100 : 31767.804905 ∣ critic_nllloss : 25806.307812 ∣ critic_ganloss : -306.531909 ∣ generator_nllloss : 5100.498047 ∣ generator_ganloss : 1010.040186 ∣     [  std_z : 0.99  real_sub_fake : 1120.02 ]
[  epoch 0022/0040] 2620/4800, lr:2.5e-05 ∣ avg_100 : 31766.183013 ∣ critic_nllloss : 25915.009570 ∣ critic_ganloss : -229.284525 ∣ generator_nllloss : 5132.438477 ∣ generator_ganloss : 1025.045410 ∣     [  std_z : 1.00  real_sub_fake : 1036.79 ]
[  epoch 0022/0040] 2630/4800, lr:2.5e-05 ∣ avg_100 : 31764.628150 ∣ critic_nllloss : 25815.678906 ∣ critic_ganloss : -183.192339 ∣ generator_nllloss : 5176.351953 ∣ generator_ganloss : 995.515234 ∣  [  std_z : 1.00  real_sub_fake : 846.80 ]
[  epoch 0022/0040] 2640/4800, lr:2.5e-05 ∣ avg_100 : 31766.692662 ∣ critic_nllloss : 25943.233398 ∣ critic_ganloss : -197.354242 ∣ generator_nllloss : 5185.488867 ∣ generator_ganloss : 1000.040918 ∣     [  std_z : 1.00  real_sub_fake : 806.07 ]
[  epoch 0022/0040] 2650/4800, lr:2.5e-05 ∣ avg_100 : 31769.615070 ∣ critic_nllloss : 25879.782227 ∣ critic_ganloss : -270.408000 ∣ generator_nllloss : 5309.731641 ∣ generator_ganloss : 996.603320 ∣  [  std_z : 1.00  real_sub_fake : 890.52 ]
[  epoch 0022/0040] 2660/4800, lr:2.5e-05 ∣ avg_100 : 31770.548868 ∣ critic_nllloss : 25953.137109 ∣ critic_ganloss : -279.869737 ∣ generator_nllloss : 5111.983203 ∣ generator_ganloss : 986.759717 ∣  [  std_z : 0.99  real_sub_fake : 1012.81 ]
[  epoch 0022/0040] 2670/4800, lr:2.5e-05 ∣ avg_100 : 31767.344784 ∣ critic_nllloss : 25828.204297 ∣ critic_ganloss : -223.706546 ∣ generator_nllloss : 5131.261719 ∣ generator_ganloss : 980.686475 ∣  [  std_z : 0.99  real_sub_fake : 1008.92 ]
[  epoch 0022/0040] 2680/4800, lr:2.5e-05 ∣ avg_100 : 31764.325764 ∣ critic_nllloss : 25857.532227 ∣ critic_ganloss : -368.585544 ∣ generator_nllloss : 5142.859180 ∣ generator_ganloss : 968.771387 ∣  [  std_z : 1.00  real_sub_fake : 1094.41 ]
[  epoch 0022/0040] 2690/4800, lr:2.5e-05 ∣ avg_100 : 31764.103830 ∣ critic_nllloss : 26109.269727 ∣ critic_ganloss : -372.372278 ∣ generator_nllloss : 5164.499609 ∣ generator_ganloss : 939.569922 ∣  [  std_z : 0.99  real_sub_fake : 1228.51 ]
[  epoch 0022/0040] 2700/4800, lr:2.5e-05 ∣ avg_100 : 31763.318832 ∣ critic_nllloss : 25925.103906 ∣ critic_ganloss : -250.369186 ∣ generator_nllloss : 5067.827148 ∣ generator_ganloss : 934.483057 ∣  [  std_z : 0.99  real_sub_fake : 1192.56 ]
[  epoch 0022/0040] 2710/4800, lr:2.5e-05 ∣ avg_100 : 31766.934648 ∣ critic_nllloss : 25991.199805 ∣ critic_ganloss : -212.904385 ∣ generator_nllloss : 5142.395703 ∣ generator_ganloss : 980.692090 ∣  [  std_z : 0.99  real_sub_fake : 951.27 ]
[  epoch 0022/0040] 2720/4800, lr:2.5e-05 ∣ avg_100 : 31763.311570 ∣ critic_nllloss : 25657.368164 ∣ critic_ganloss : -234.403024 ∣ generator_nllloss : 5133.484766 ∣ generator_ganloss : 988.267090 ∣  [  std_z : 0.99  real_sub_fake : 906.78 ]
[  epoch 0022/0040] 2730/4800, lr:2.5e-05 ∣ avg_100 : 31761.503340 ∣ critic_nllloss : 25985.097656 ∣ critic_ganloss : -265.407938 ∣ generator_nllloss : 5153.676367 ∣ generator_ganloss : 965.645996 ∣  [  std_z : 0.99  real_sub_fake : 857.21 ]
[  epoch 0022/0040] 2740/4800, lr:2.5e-05 ∣ avg_100 : 31758.369759 ∣ critic_nllloss : 25717.056641 ∣ critic_ganloss : -194.523389 ∣ generator_nllloss : 5049.052734 ∣ generator_ganloss : 950.221533 ∣  [  std_z : 1.00  real_sub_fake : 874.51 ]
[  epoch 0022/0040] 2750/4800, lr:2.5e-05 ∣ avg_100 : 31757.624724 ∣ critic_nllloss : 25717.883594 ∣ critic_ganloss : -223.402354 ∣ generator_nllloss : 5077.752148 ∣ generator_ganloss : 955.308350 ∣  [  std_z : 1.00  real_sub_fake : 890.99 ]
[  epoch 0022/0040] 2760/4800, lr:2.5e-05 ∣ avg_100 : 31759.054534 ∣ critic_nllloss : 25937.608008 ∣ critic_ganloss : -256.627164 ∣ generator_nllloss : 5245.993945 ∣ generator_ganloss : 931.104346 ∣  [  std_z : 0.99  real_sub_fake : 1068.47 ]
[  epoch 0022/0040] 2770/4800, lr:2.5e-05 ∣ avg_100 : 31762.146884 ∣ critic_nllloss : 26015.531641 ∣ critic_ganloss : -344.275656 ∣ generator_nllloss : 5296.575000 ∣ generator_ganloss : 979.200098 ∣  [  std_z : 0.99  real_sub_fake : 1065.86 ]
[  epoch 0022/0040] 2780/4800, lr:2.5e-05 ∣ avg_100 : 31764.101230 ∣ critic_nllloss : 25916.709766 ∣ critic_ganloss : -311.282510 ∣ generator_nllloss : 5240.939648 ∣ generator_ganloss : 980.969531 ∣  [  std_z : 0.99  real_sub_fake : 1105.60 ]
[  epoch 0022/0040] 2790/4800, lr:2.5e-05 ∣ avg_100 : 31765.638759 ∣ critic_nllloss : 26114.320312 ∣ critic_ganloss : -339.791162 ∣ generator_nllloss : 5241.985547 ∣ generator_ganloss : 974.149805 ∣  [  std_z : 0.99  real_sub_fake : 1191.25 ]
[  epoch 0022/0040] 2800/4800, lr:2.5e-05 ∣ avg_100 : 31764.569760 ∣ critic_nllloss : 25763.242383 ∣ critic_ganloss : -284.362091 ∣ generator_nllloss : 5159.376562 ∣ generator_ganloss : 946.344141 ∣  [  std_z : 1.00  real_sub_fake : 1246.83 ]
[  epoch 0022/0040] 2810/4800, lr:2.5e-05 ∣ avg_100 : 31762.837010 ∣ critic_nllloss : 25835.753906 ∣ critic_ganloss : -267.949161 ∣ generator_nllloss : 5137.475391 ∣ generator_ganloss : 999.346289 ∣  [  std_z : 1.00  real_sub_fake : 1089.06 ]
[  epoch 0022/0040] 2820/4800, lr:2.5e-05 ∣ avg_100 : 31764.961229 ∣ critic_nllloss : 26148.415820 ∣ critic_ganloss : -297.558627 ∣ generator_nllloss : 5240.366797 ∣ generator_ganloss : 988.807129 ∣  [  std_z : 1.00  real_sub_fake : 1121.45 ]
[  epoch 0022/0040] 2830/4800, lr:2.5e-05 ∣ avg_100 : 31765.678418 ∣ critic_nllloss : 25942.576562 ∣ critic_ganloss : -318.721832 ∣ generator_nllloss : 5119.632422 ∣ generator_ganloss : 965.347559 ∣  [  std_z : 0.99  real_sub_fake : 1098.26 ]
[  epoch 0022/0040] 2840/4800, lr:2.5e-05 ∣ avg_100 : 31764.944086 ∣ critic_nllloss : 25780.662891 ∣ critic_ganloss : -311.025980 ∣ generator_nllloss : 5242.628906 ∣ generator_ganloss : 982.130957 ∣  [  std_z : 0.99  real_sub_fake : 1184.40 ]
[  epoch 0022/0040] 2850/4800, lr:2.5e-05 ∣ avg_100 : 31767.940353 ∣ critic_nllloss : 25970.180078 ∣ critic_ganloss : -215.796509 ∣ generator_nllloss : 5118.882617 ∣ generator_ganloss : 998.145459 ∣  [  std_z : 0.99  real_sub_fake : 1114.12 ]
[  epoch 0022/0040] 2860/4800, lr:2.5e-05 ∣ avg_100 : 31768.828385 ∣ critic_nllloss : 25864.639453 ∣ critic_ganloss : -243.349472 ∣ generator_nllloss : 5158.255469 ∣ generator_ganloss : 982.774219 ∣  [  std_z : 0.99  real_sub_fake : 1036.74 ]
[  epoch 0022/0040] 2870/4800, lr:2.5e-05 ∣ avg_100 : 31769.124656 ∣ critic_nllloss : 25813.070703 ∣ critic_ganloss : -196.040080 ∣ generator_nllloss : 5143.025586 ∣ generator_ganloss : 1020.844531 ∣     [  std_z : 0.99  real_sub_fake : 762.99 ]
[  epoch 0022/0040] 2880/4800, lr:2.5e-05 ∣ avg_100 : 31770.438306 ∣ critic_nllloss : 26007.877148 ∣ critic_ganloss : -251.538037 ∣ generator_nllloss : 5176.764063 ∣ generator_ganloss : 996.592285 ∣  [  std_z : 0.99  real_sub_fake : 839.15 ]
[  epoch 0022/0040] 2890/4800, lr:2.5e-05 ∣ avg_100 : 31768.072756 ∣ critic_nllloss : 25774.014648 ∣ critic_ganloss : -254.310303 ∣ generator_nllloss : 5162.163281 ∣ generator_ganloss : 962.816309 ∣  [  std_z : 0.99  real_sub_fake : 987.91 ]
[  epoch 0022/0040] 2900/4800, lr:2.5e-05 ∣ avg_100 : 31765.979186 ∣ critic_nllloss : 25781.824219 ∣ critic_ganloss : -273.158424 ∣ generator_nllloss : 5152.884180 ∣ generator_ganloss : 990.667578 ∣  [  std_z : 1.00  real_sub_fake : 1018.92 ]
[  epoch 0022/0040] 2910/4800, lr:2.5e-05 ∣ avg_100 : 31762.992018 ∣ critic_nllloss : 25893.238086 ∣ critic_ganloss : -274.996460 ∣ generator_nllloss : 5084.270312 ∣ generator_ganloss : 992.991895 ∣  [  std_z : 1.00  real_sub_fake : 1025.95 ]
[  epoch 0022/0040] 2920/4800, lr:2.5e-05 ∣ avg_100 : 31767.450272 ∣ critic_nllloss : 26236.426367 ∣ critic_ganloss : -228.056436 ∣ generator_nllloss : 5176.844336 ∣ generator_ganloss : 992.791992 ∣  [  std_z : 0.99  real_sub_fake : 1103.70 ]
[  epoch 0022/0040] 2930/4800, lr:2.5e-05 ∣ avg_100 : 31766.450806 ∣ critic_nllloss : 25869.659375 ∣ critic_ganloss : -339.837241 ∣ generator_nllloss : 5162.723047 ∣ generator_ganloss : 967.282080 ∣  [  std_z : 0.99  real_sub_fake : 1045.29 ]
[  epoch 0022/0040] 2940/4800, lr:2.5e-05 ∣ avg_100 : 31769.528248 ∣ critic_nllloss : 26028.785547 ∣ critic_ganloss : -337.151520 ∣ generator_nllloss : 5228.877734 ∣ generator_ganloss : 971.690918 ∣  [  std_z : 0.99  real_sub_fake : 1201.82 ]
[  epoch 0022/0040] 2950/4800, lr:2.5e-05 ∣ avg_100 : 31766.569904 ∣ critic_nllloss : 25741.168945 ∣ critic_ganloss : -284.304620 ∣ generator_nllloss : 5141.116016 ∣ generator_ganloss : 1003.429541 ∣     [  std_z : 1.00  real_sub_fake : 1046.36 ]
[  epoch 0022/0040] 2960/4800, lr:2.5e-05 ∣ avg_100 : 31764.249513 ∣ critic_nllloss : 25658.699414 ∣ critic_ganloss : -267.031296 ∣ generator_nllloss : 5140.821289 ∣ generator_ganloss : 1008.842773 ∣     [  std_z : 0.99  real_sub_fake : 1018.37 ]
[  epoch 0022/0040] 2970/4800, lr:2.5e-05 ∣ avg_100 : 31766.332062 ∣ critic_nllloss : 25909.699609 ∣ critic_ganloss : -287.607480 ∣ generator_nllloss : 5210.414062 ∣ generator_ganloss : 980.914062 ∣  [  std_z : 1.00  real_sub_fake : 1116.04 ]
[  epoch 0022/0040] 2980/4800, lr:2.5e-05 ∣ avg_100 : 31765.418418 ∣ critic_nllloss : 25866.036133 ∣ critic_ganloss : -339.261667 ∣ generator_nllloss : 5225.683008 ∣ generator_ganloss : 972.546045 ∣  [  std_z : 1.00  real_sub_fake : 1160.09 ]
[  epoch 0022/0040] 2990/4800, lr:2.5e-05 ∣ avg_100 : 31763.540859 ∣ critic_nllloss : 25893.516016 ∣ critic_ganloss : -327.104645 ∣ generator_nllloss : 5149.995898 ∣ generator_ganloss : 964.646533 ∣  [  std_z : 1.00  real_sub_fake : 1181.70 ]
[  epoch 0022/0040] 3000/4800, lr:2.5e-05 ∣ avg_100 : 31763.742704 ∣ critic_nllloss : 25868.291016 ∣ critic_ganloss : -275.555356 ∣ generator_nllloss : 5258.773633 ∣ generator_ganloss : 954.177686 ∣  [  std_z : 1.00  real_sub_fake : 1343.07 ]
[  epoch 0022/0040] 3010/4800, lr:2.5e-05 ∣ avg_100 : 31764.350748 ∣ critic_nllloss : 25942.932422 ∣ critic_ganloss : -290.800208 ∣ generator_nllloss : 5115.580859 ∣ generator_ganloss : 954.811377 ∣  [  std_z : 0.99  real_sub_fake : 1239.11 ]
[  epoch 0022/0040] 3020/4800, lr:2.5e-05 ∣ avg_100 : 31767.698311 ∣ critic_nllloss : 25951.049219 ∣ critic_ganloss : -217.942380 ∣ generator_nllloss : 5201.991211 ∣ generator_ganloss : 959.434131 ∣  [  std_z : 0.99  real_sub_fake : 992.76 ]
[  epoch 0022/0040] 3030/4800, lr:2.5e-05 ∣ avg_100 : 31771.406641 ∣ critic_nllloss : 25974.807617 ∣ critic_ganloss : -321.025066 ∣ generator_nllloss : 5186.548828 ∣ generator_ganloss : 931.292383 ∣  [  std_z : 0.99  real_sub_fake : 988.03 ]
[  epoch 0022/0040] 3040/4800, lr:2.5e-05 ∣ avg_100 : 31766.886576 ∣ critic_nllloss : 25951.122852 ∣ critic_ganloss : -309.125546 ∣ generator_nllloss : 5173.582812 ∣ generator_ganloss : 918.346143 ∣  [  std_z : 0.99  real_sub_fake : 1179.12 ]
[  epoch 0022/0040] 3050/4800, lr:2.5e-05 ∣ avg_100 : 31765.873109 ∣ critic_nllloss : 25780.967383 ∣ critic_ganloss : -322.258362 ∣ generator_nllloss : 5138.983789 ∣ generator_ganloss : 947.137012 ∣  [  std_z : 0.99  real_sub_fake : 1165.88 ]
[  epoch 0022/0040] 3060/4800, lr:2.5e-05 ∣ avg_100 : 31765.101634 ∣ critic_nllloss : 25906.480664 ∣ critic_ganloss : -351.402063 ∣ generator_nllloss : 5100.115039 ∣ generator_ganloss : 960.050977 ∣  [  std_z : 0.99  real_sub_fake : 1168.14 ]
[  epoch 0022/0040] 3070/4800, lr:2.5e-05 ∣ avg_100 : 31768.582131 ∣ critic_nllloss : 25975.693945 ∣ critic_ganloss : -316.348483 ∣ generator_nllloss : 5174.978320 ∣ generator_ganloss : 960.493164 ∣  [  std_z : 0.99  real_sub_fake : 1205.22 ]
[  epoch 0022/0040] 3080/4800, lr:2.5e-05 ∣ avg_100 : 31766.700284 ∣ critic_nllloss : 25924.171484 ∣ critic_ganloss : -345.733673 ∣ generator_nllloss : 5204.756641 ∣ generator_ganloss : 942.702832 ∣  [  std_z : 0.99  real_sub_fake : 1302.51 ]
[  epoch 0022/0040] 3090/4800, lr:2.5e-05 ∣ avg_100 : 31768.067568 ∣ critic_nllloss : 25690.954492 ∣ critic_ganloss : -279.819934 ∣ generator_nllloss : 5161.732227 ∣ generator_ganloss : 955.283789 ∣  [  std_z : 1.00  real_sub_fake : 1188.42 ]
[  epoch 0022/0040] 3100/4800, lr:2.5e-05 ∣ avg_100 : 31767.047587 ∣ critic_nllloss : 25639.961914 ∣ critic_ganloss : -224.830098 ∣ generator_nllloss : 5177.103320 ∣ generator_ganloss : 976.830762 ∣  [  std_z : 1.00  real_sub_fake : 1028.04 ]
[  epoch 0022/0040] 3110/4800, lr:2.5e-05 ∣ avg_100 : 31766.363727 ∣ critic_nllloss : 25851.376953 ∣ critic_ganloss : -252.392738 ∣ generator_nllloss : 5144.687891 ∣ generator_ganloss : 978.400537 ∣  [  std_z : 0.99  real_sub_fake : 992.57 ]
[  epoch 0022/0040] 3120/4800, lr:2.5e-05 ∣ avg_100 : 31762.559192 ∣ critic_nllloss : 25749.741992 ∣ critic_ganloss : -314.193182 ∣ generator_nllloss : 5118.403906 ∣ generator_ganloss : 966.945557 ∣  [  std_z : 0.98  real_sub_fake : 1131.90 ]
[  epoch 0022/0040] 3130/4800, lr:2.5e-05 ∣ avg_100 : 31764.395500 ∣ critic_nllloss : 26061.834570 ∣ critic_ganloss : -340.280176 ∣ generator_nllloss : 5165.549414 ∣ generator_ganloss : 967.672266 ∣  [  std_z : 0.99  real_sub_fake : 1154.71 ]
[  epoch 0022/0040] 3140/4800, lr:2.5e-05 ∣ avg_100 : 31762.374221 ∣ critic_nllloss : 25755.925391 ∣ critic_ganloss : -351.880341 ∣ generator_nllloss : 5066.648828 ∣ generator_ganloss : 930.363574 ∣  [  std_z : 1.00  real_sub_fake : 1253.59 ]
[  epoch 0022/0040] 3150/4800, lr:2.5e-05 ∣ avg_100 : 31762.814376 ∣ critic_nllloss : 25779.148047 ∣ critic_ganloss : -345.160834 ∣ generator_nllloss : 5286.375391 ∣ generator_ganloss : 953.775049 ∣  [  std_z : 1.00  real_sub_fake : 1241.22 ]
[  epoch 0022/0040] 3160/4800, lr:2.5e-05 ∣ avg_100 : 31761.496043 ∣ critic_nllloss : 26046.648438 ∣ critic_ganloss : -400.349573 ∣ generator_nllloss : 5169.431445 ∣ generator_ganloss : 968.407617 ∣  [  std_z : 0.99  real_sub_fake : 1345.48 ]
[  epoch 0022/0040] 3170/4800, lr:2.5e-05 ∣ avg_100 : 31764.058243 ∣ critic_nllloss : 25741.257227 ∣ critic_ganloss : -104.894133 ∣ generator_nllloss : 5196.757227 ∣ generator_ganloss : 995.331738 ∣  [  std_z : 0.99  real_sub_fake : 893.81 ]
[  epoch 0022/0040] 3180/4800, lr:2.5e-05 ∣ avg_100 : 31766.087232 ∣ critic_nllloss : 26070.609180 ∣ critic_ganloss : -200.860827 ∣ generator_nllloss : 5200.534375 ∣ generator_ganloss : 976.803125 ∣  [  std_z : 0.99  real_sub_fake : 669.04 ]
[  epoch 0022/0040] 3190/4800, lr:2.5e-05 ∣ avg_100 : 31764.831074 ∣ critic_nllloss : 25789.224414 ∣ critic_ganloss : -176.690965 ∣ generator_nllloss : 5203.405859 ∣ generator_ganloss : 961.297266 ∣  [  std_z : 0.99  real_sub_fake : 701.06 ]
[  epoch 0022/0040] 3200/4800, lr:2.5e-05 ∣ avg_100 : 31763.433309 ∣ critic_nllloss : 25826.243945 ∣ critic_ganloss : -293.973802 ∣ generator_nllloss : 5179.670703 ∣ generator_ganloss : 928.991309 ∣  [  std_z : 1.00  real_sub_fake : 925.70 ]
[  epoch 0022/0040] 3210/4800, lr:2.5e-05 ∣ avg_100 : 31765.617348 ∣ critic_nllloss : 25885.618750 ∣ critic_ganloss : -275.503513 ∣ generator_nllloss : 5171.466406 ∣ generator_ganloss : 939.821533 ∣  [  std_z : 1.00  real_sub_fake : 1048.40 ]
[  epoch 0022/0040] 3220/4800, lr:2.5e-05 ∣ avg_100 : 31763.995194 ∣ critic_nllloss : 25891.639648 ∣ critic_ganloss : -307.125256 ∣ generator_nllloss : 5190.351367 ∣ generator_ganloss : 921.970020 ∣  [  std_z : 0.99  real_sub_fake : 1086.94 ]
[  epoch 0022/0040] 3230/4800, lr:2.5e-05 ∣ avg_100 : 31764.547154 ∣ critic_nllloss : 26052.219727 ∣ critic_ganloss : -236.904086 ∣ generator_nllloss : 5184.545508 ∣ generator_ganloss : 924.380664 ∣  [  std_z : 0.99  real_sub_fake : 1258.91 ]
[  epoch 0022/0040] 3240/4800, lr:2.5e-05 ∣ avg_100 : 31762.818005 ∣ critic_nllloss : 25789.508203 ∣ critic_ganloss : -316.843529 ∣ generator_nllloss : 5176.199219 ∣ generator_ganloss : 954.712549 ∣  [  std_z : 1.00  real_sub_fake : 984.07 ]
[  epoch 0022/0040] 3250/4800, lr:2.5e-05 ∣ avg_100 : 31767.638541 ∣ critic_nllloss : 25928.647070 ∣ critic_ganloss : -228.456213 ∣ generator_nllloss : 5229.096875 ∣ generator_ganloss : 937.827734 ∣  [  std_z : 1.00  real_sub_fake : 1125.97 ]
[  epoch 0022/0040] 3260/4800, lr:2.5e-05 ∣ avg_100 : 31767.179538 ∣ critic_nllloss : 25976.436914 ∣ critic_ganloss : -262.857031 ∣ generator_nllloss : 5137.203711 ∣ generator_ganloss : 977.832715 ∣  [  std_z : 1.00  real_sub_fake : 1042.70 ]
[  epoch 0022/0040] 3270/4800, lr:2.5e-05 ∣ avg_100 : 31772.676635 ∣ critic_nllloss : 26126.854687 ∣ critic_ganloss : -303.912720 ∣ generator_nllloss : 5273.845508 ∣ generator_ganloss : 987.933154 ∣  [  std_z : 0.99  real_sub_fake : 971.14 ]
[  epoch 0022/0040] 3280/4800, lr:2.5e-05 ∣ avg_100 : 31776.051730 ∣ critic_nllloss : 26036.342383 ∣ critic_ganloss : -252.103410 ∣ generator_nllloss : 5310.721875 ∣ generator_ganloss : 971.294629 ∣  [  std_z : 0.99  real_sub_fake : 995.95 ]
[  epoch 0022/0040] 3290/4800, lr:2.5e-05 ∣ avg_100 : 31774.878536 ∣ critic_nllloss : 25967.685352 ∣ critic_ganloss : -294.081210 ∣ generator_nllloss : 5240.943359 ∣ generator_ganloss : 969.036230 ∣  [  std_z : 0.99  real_sub_fake : 1104.06 ]
[  epoch 0022/0040] 3300/4800, lr:2.5e-05 ∣ avg_100 : 31774.607812 ∣ critic_nllloss : 25886.363672 ∣ critic_ganloss : -307.699828 ∣ generator_nllloss : 5155.025781 ∣ generator_ganloss : 1005.889258 ∣     [  std_z : 0.99  real_sub_fake : 881.47 ]
[  epoch 0022/0040] 3310/4800, lr:2.5e-05 ∣ avg_100 : 31775.104636 ∣ critic_nllloss : 25910.749805 ∣ critic_ganloss : -285.993532 ∣ generator_nllloss : 5219.423633 ∣ generator_ganloss : 962.038232 ∣  [  std_z : 0.99  real_sub_fake : 1224.93 ]
[  epoch 0022/0040] 3320/4800, lr:2.5e-05 ∣ avg_100 : 31772.703990 ∣ critic_nllloss : 25748.419141 ∣ critic_ganloss : -240.974844 ∣ generator_nllloss : 5082.496875 ∣ generator_ganloss : 1010.415967 ∣     [  std_z : 1.00  real_sub_fake : 921.31 ]
[  epoch 0022/0040] 3330/4800, lr:2.5e-05 ∣ avg_100 : 31774.573357 ∣ critic_nllloss : 25889.034961 ∣ critic_ganloss : -325.308952 ∣ generator_nllloss : 5237.063281 ∣ generator_ganloss : 979.439795 ∣  [  std_z : 1.00  real_sub_fake : 1022.19 ]
[  epoch 0022/0040] 3340/4800, lr:2.5e-05 ∣ avg_100 : 31772.597629 ∣ critic_nllloss : 25801.368750 ∣ critic_ganloss : -335.877539 ∣ generator_nllloss : 5181.172852 ∣ generator_ganloss : 961.821484 ∣  [  std_z : 0.99  real_sub_fake : 1233.91 ]
[  epoch 0022/0040] 3350/4800, lr:2.5e-05 ∣ avg_100 : 31769.399222 ∣ critic_nllloss : 25829.526758 ∣ critic_ganloss : -308.542236 ∣ generator_nllloss : 5138.557227 ∣ generator_ganloss : 985.952100 ∣  [  std_z : 0.99  real_sub_fake : 1138.85 ]
[  epoch 0022/0040] 3360/4800, lr:2.5e-05 ∣ avg_100 : 31766.228551 ∣ critic_nllloss : 25854.331836 ∣ critic_ganloss : -329.126642 ∣ generator_nllloss : 5165.176367 ∣ generator_ganloss : 968.182031 ∣  [  std_z : 0.99  real_sub_fake : 1284.49 ]
[  epoch 0022/0040] 3370/4800, lr:2.5e-05 ∣ avg_100 : 31767.599959 ∣ critic_nllloss : 25985.542969 ∣ critic_ganloss : -172.871971 ∣ generator_nllloss : 5147.184961 ∣ generator_ganloss : 1003.355518 ∣     [  std_z : 0.99  real_sub_fake : 1112.39 ]
[  epoch 0022/0040] 3380/4800, lr:2.5e-05 ∣ avg_100 : 31767.159587 ∣ critic_nllloss : 25733.235352 ∣ critic_ganloss : -264.534448 ∣ generator_nllloss : 5261.016016 ∣ generator_ganloss : 996.342285 ∣  [  std_z : 0.99  real_sub_fake : 940.44 ]
[  epoch 0022/0040] 3390/4800, lr:2.5e-05 ∣ avg_100 : 31767.653116 ∣ critic_nllloss : 25763.693945 ∣ critic_ganloss : -182.345795 ∣ generator_nllloss : 5192.051562 ∣ generator_ganloss : 978.227686 ∣  [  std_z : 1.00  real_sub_fake : 940.49 ]
[  epoch 0022/0040] 3400/4800, lr:2.5e-05 ∣ avg_100 : 31767.319824 ∣ critic_nllloss : 25766.951562 ∣ critic_ganloss : -329.061069 ∣ generator_nllloss : 5242.417773 ∣ generator_ganloss : 969.697119 ∣  [  std_z : 0.99  real_sub_fake : 905.60 ]
[  epoch 0022/0040] 3410/4800, lr:2.5e-05 ∣ avg_100 : 31764.277371 ∣ critic_nllloss : 25820.163086 ∣ critic_ganloss : -297.892749 ∣ generator_nllloss : 5139.738281 ∣ generator_ganloss : 960.948535 ∣  [  std_z : 0.99  real_sub_fake : 1033.43 ]
[  epoch 0022/0040] 3420/4800, lr:2.5e-05 ∣ avg_100 : 31763.504154 ∣ critic_nllloss : 26002.137305 ∣ critic_ganloss : -283.772241 ∣ generator_nllloss : 5114.300391 ∣ generator_ganloss : 949.931055 ∣  [  std_z : 0.99  real_sub_fake : 1091.96 ]
[  epoch 0022/0040] 3430/4800, lr:2.5e-05 ∣ avg_100 : 31761.563627 ∣ critic_nllloss : 25785.180078 ∣ critic_ganloss : -277.908200 ∣ generator_nllloss : 5163.541992 ∣ generator_ganloss : 956.642969 ∣  [  std_z : 1.00  real_sub_fake : 1194.53 ]
[  epoch 0022/0040] 3440/4800, lr:2.5e-05 ∣ avg_100 : 31761.632623 ∣ critic_nllloss : 25783.049805 ∣ critic_ganloss : -306.665414 ∣ generator_nllloss : 5216.138867 ∣ generator_ganloss : 946.967871 ∣  [  std_z : 1.00  real_sub_fake : 1177.05 ]
[  epoch 0022/0040] 3450/4800, lr:2.5e-05 ∣ avg_100 : 31761.274430 ∣ critic_nllloss : 25965.965820 ∣ critic_ganloss : -369.776691 ∣ generator_nllloss : 5132.148438 ∣ generator_ganloss : 949.701074 ∣  [  std_z : 0.99  real_sub_fake : 1238.84 ]
[  epoch 0022/0040] 3460/4800, lr:2.5e-05 ∣ avg_100 : 31759.818477 ∣ critic_nllloss : 25788.496680 ∣ critic_ganloss : -195.335957 ∣ generator_nllloss : 5201.384180 ∣ generator_ganloss : 953.936426 ∣  [  std_z : 0.99  real_sub_fake : 1098.70 ]
[  epoch 0022/0040] 3470/4800, lr:2.5e-05 ∣ avg_100 : 31760.160359 ∣ critic_nllloss : 25995.200781 ∣ critic_ganloss : -273.806944 ∣ generator_nllloss : 5178.146875 ∣ generator_ganloss : 934.000391 ∣  [  std_z : 0.99  real_sub_fake : 966.86 ]
[  epoch 0022/0040] 3480/4800, lr:2.5e-05 ∣ avg_100 : 31755.517125 ∣ critic_nllloss : 25551.355859 ∣ critic_ganloss : -283.967963 ∣ generator_nllloss : 5124.208984 ∣ generator_ganloss : 923.928418 ∣  [  std_z : 0.99  real_sub_fake : 986.30 ]
[  epoch 0022/0040] 3490/4800, lr:2.5e-05 ∣ avg_100 : 31754.089540 ∣ critic_nllloss : 25795.618555 ∣ critic_ganloss : -290.420605 ∣ generator_nllloss : 5150.800781 ∣ generator_ganloss : 927.384766 ∣  [  std_z : 1.00  real_sub_fake : 1192.69 ]
[  epoch 0022/0040] 3500/4800, lr:2.5e-05 ∣ avg_100 : 31749.894588 ∣ critic_nllloss : 25861.742969 ∣ critic_ganloss : -307.302484 ∣ generator_nllloss : 5068.918164 ∣ generator_ganloss : 940.791016 ∣  [  std_z : 1.00  real_sub_fake : 1177.21 ]
[  epoch 0022/0040] 3510/4800, lr:2.5e-05 ∣ avg_100 : 31746.190597 ∣ critic_nllloss : 25885.743945 ∣ critic_ganloss : -372.037152 ∣ generator_nllloss : 5192.546289 ∣ generator_ganloss : 906.929785 ∣  [  std_z : 0.99  real_sub_fake : 1288.33 ]
[  epoch 0022/0040] 3520/4800, lr:2.5e-05 ∣ avg_100 : 31744.822730 ∣ critic_nllloss : 25660.156836 ∣ critic_ganloss : -259.119611 ∣ generator_nllloss : 5124.045313 ∣ generator_ganloss : 960.778125 ∣  [  std_z : 0.99  real_sub_fake : 1185.28 ]
[  epoch 0022/0040] 3530/4800, lr:2.5e-05 ∣ avg_100 : 31744.360111 ∣ critic_nllloss : 25914.833984 ∣ critic_ganloss : -275.966455 ∣ generator_nllloss : 5174.259766 ∣ generator_ganloss : 985.500684 ∣  [  std_z : 0.99  real_sub_fake : 1015.95 ]
[  epoch 0022/0040] 3540/4800, lr:2.5e-05 ∣ avg_100 : 31743.343948 ∣ critic_nllloss : 25911.042578 ∣ critic_ganloss : -282.595827 ∣ generator_nllloss : 5251.809766 ∣ generator_ganloss : 934.245801 ∣  [  std_z : 0.99  real_sub_fake : 1067.43 ]
[  epoch 0022/0040] 3550/4800, lr:2.5e-05 ∣ avg_100 : 31740.976741 ∣ critic_nllloss : 25766.876367 ∣ critic_ganloss : -295.972226 ∣ generator_nllloss : 5074.647656 ∣ generator_ganloss : 967.033252 ∣  [  std_z : 1.00  real_sub_fake : 950.18 ]
[  epoch 0022/0040] 3560/4800, lr:2.5e-05 ∣ avg_100 : 31738.031082 ∣ critic_nllloss : 25882.126563 ∣ critic_ganloss : -297.243649 ∣ generator_nllloss : 5215.574219 ∣ generator_ganloss : 956.481494 ∣  [  std_z : 1.00  real_sub_fake : 1066.22 ]
[  epoch 0022/0040] 3570/4800, lr:2.5e-05 ∣ avg_100 : 31737.699777 ∣ critic_nllloss : 25984.905078 ∣ critic_ganloss : -318.789062 ∣ generator_nllloss : 5307.144336 ∣ generator_ganloss : 956.191406 ∣  [  std_z : 0.99  real_sub_fake : 1166.61 ]
[  epoch 0022/0040] 3580/4800, lr:2.5e-05 ∣ avg_100 : 31740.525328 ∣ critic_nllloss : 25998.844531 ∣ critic_ganloss : -246.978229 ∣ generator_nllloss : 5277.134766 ∣ generator_ganloss : 969.527686 ∣  [  std_z : 0.99  real_sub_fake : 1178.22 ]
[  epoch 0022/0040] 3590/4800, lr:2.5e-05 ∣ avg_100 : 31742.151270 ∣ critic_nllloss : 25721.974023 ∣ critic_ganloss : -301.356998 ∣ generator_nllloss : 5174.455664 ∣ generator_ganloss : 975.426465 ∣  [  std_z : 0.99  real_sub_fake : 1027.85 ]
[  epoch 0022/0040] 3600/4800, lr:2.5e-05 ∣ avg_100 : 31740.740617 ∣ critic_nllloss : 25899.273242 ∣ critic_ganloss : -240.523996 ∣ generator_nllloss : 5133.601562 ∣ generator_ganloss : 971.556836 ∣  [  std_z : 1.00  real_sub_fake : 920.84 ]
[  epoch 0022/0040] 3610/4800, lr:2.5e-05 ∣ avg_100 : 31739.756952 ∣ critic_nllloss : 25698.381641 ∣ critic_ganloss : -281.718427 ∣ generator_nllloss : 5156.065625 ∣ generator_ganloss : 939.218799 ∣  [  std_z : 1.00  real_sub_fake : 879.93 ]
[  epoch 0022/0040] 3620/4800, lr:2.5e-05 ∣ avg_100 : 31737.271875 ∣ critic_nllloss : 25798.074023 ∣ critic_ganloss : -299.344411 ∣ generator_nllloss : 5171.254102 ∣ generator_ganloss : 924.717578 ∣  [  std_z : 1.00  real_sub_fake : 1157.30 ]
[  epoch 0022/0040] 3630/4800, lr:2.5e-05 ∣ avg_100 : 31736.086107 ∣ critic_nllloss : 25771.158789 ∣ critic_ganloss : -320.109038 ∣ generator_nllloss : 5238.290430 ∣ generator_ganloss : 996.436719 ∣  [  std_z : 0.99  real_sub_fake : 1161.30 ]
[  epoch 0022/0040] 3640/4800, lr:2.5e-05 ∣ avg_100 : 31734.164301 ∣ critic_nllloss : 25961.892578 ∣ critic_ganloss : -380.923286 ∣ generator_nllloss : 5193.054297 ∣ generator_ganloss : 965.204785 ∣  [  std_z : 0.99  real_sub_fake : 1294.38 ]
[  epoch 0022/0040] 3650/4800, lr:2.5e-05 ∣ avg_100 : 31733.504804 ∣ critic_nllloss : 25984.706641 ∣ critic_ganloss : -343.649045 ∣ generator_nllloss : 5218.047461 ∣ generator_ganloss : 990.654395 ∣  [  std_z : 0.99  real_sub_fake : 1429.51 ]
[  epoch 0022/0040] 3660/4800, lr:2.5e-05 ∣ avg_100 : 31732.108818 ∣ critic_nllloss : 25745.969531 ∣ critic_ganloss : -254.920660 ∣ generator_nllloss : 5139.994922 ∣ generator_ganloss : 1001.367920 ∣     [  std_z : 0.99  real_sub_fake : 1076.97 ]
[  epoch 0022/0040] 3670/4800, lr:2.5e-05 ∣ avg_100 : 31732.979682 ∣ critic_nllloss : 25941.862305 ∣ critic_ganloss : -317.704504 ∣ generator_nllloss : 5215.637500 ∣ generator_ganloss : 963.737012 ∣  [  std_z : 0.99  real_sub_fake : 1219.48 ]
[  epoch 0022/0040] 3680/4800, lr:2.5e-05 ∣ avg_100 : 31737.373364 ∣ critic_nllloss : 25958.411328 ∣ critic_ganloss : -118.781323 ∣ generator_nllloss : 5194.805469 ∣ generator_ganloss : 1005.510010 ∣     [  std_z : 0.99  real_sub_fake : 946.62 ]
[  epoch 0022/0040] 3690/4800, lr:2.5e-05 ∣ avg_100 : 31736.029114 ∣ critic_nllloss : 25806.593555 ∣ critic_ganloss : -307.774377 ∣ generator_nllloss : 5208.568359 ∣ generator_ganloss : 999.154492 ∣  [  std_z : 1.00  real_sub_fake : 919.26 ]
[  epoch 0022/0040] 3700/4800, lr:2.5e-05 ∣ avg_100 : 31735.342800 ∣ critic_nllloss : 25733.449219 ∣ critic_ganloss : -228.357263 ∣ generator_nllloss : 5105.018750 ∣ generator_ganloss : 998.302734 ∣  [  std_z : 1.00  real_sub_fake : 936.25 ]
[  epoch 0022/0040] 3710/4800, lr:2.5e-05 ∣ avg_100 : 31732.291468 ∣ critic_nllloss : 25597.018164 ∣ critic_ganloss : -200.119041 ∣ generator_nllloss : 5197.629883 ∣ generator_ganloss : 1001.721094 ∣     [  std_z : 0.99  real_sub_fake : 745.64 ]
[  epoch 0022/0040] 3720/4800, lr:2.5e-05 ∣ avg_100 : 31736.239002 ∣ critic_nllloss : 26039.404687 ∣ critic_ganloss : -273.118121 ∣ generator_nllloss : 5200.786328 ∣ generator_ganloss : 972.397412 ∣  [  std_z : 0.99  real_sub_fake : 932.12 ]
[  epoch 0022/0040] 3730/4800, lr:2.5e-05 ∣ avg_100 : 31735.256017 ∣ critic_nllloss : 25881.936328 ∣ critic_ganloss : -314.241794 ∣ generator_nllloss : 5192.908398 ∣ generator_ganloss : 980.110742 ∣  [  std_z : 1.00  real_sub_fake : 1033.00 ]
[  epoch 0022/0040] 3740/4800, lr:2.5e-05 ∣ avg_100 : 31738.614827 ∣ critic_nllloss : 25880.025977 ∣ critic_ganloss : -282.558685 ∣ generator_nllloss : 5277.448242 ∣ generator_ganloss : 982.772949 ∣  [  std_z : 1.00  real_sub_fake : 1199.05 ]
[  epoch 0022/0040] 3750/4800, lr:2.5e-05 ∣ avg_100 : 31741.145771 ∣ critic_nllloss : 25833.396875 ∣ critic_ganloss : -232.083934 ∣ generator_nllloss : 5183.432227 ∣ generator_ganloss : 995.890918 ∣  [  std_z : 0.99  real_sub_fake : 961.62 ]
[  epoch 0022/0040] 3760/4800, lr:2.5e-05 ∣ avg_100 : 31738.226495 ∣ critic_nllloss : 25829.330664 ∣ critic_ganloss : -283.895282 ∣ generator_nllloss : 5059.855273 ∣ generator_ganloss : 960.860889 ∣  [  std_z : 0.99  real_sub_fake : 1003.00 ]
[  epoch 0022/0040] 3770/4800, lr:2.5e-05 ∣ avg_100 : 31734.380417 ∣ critic_nllloss : 25776.316602 ∣ critic_ganloss : -276.487830 ∣ generator_nllloss : 5106.191602 ∣ generator_ganloss : 956.402930 ∣  [  std_z : 1.00  real_sub_fake : 1060.77 ]
[  epoch 0022/0040] 3780/4800, lr:2.5e-05 ∣ avg_100 : 31730.731528 ∣ critic_nllloss : 25727.950977 ∣ critic_ganloss : -312.043140 ∣ generator_nllloss : 5079.434961 ∣ generator_ganloss : 967.104736 ∣  [  std_z : 1.00  real_sub_fake : 1026.50 ]
[  epoch 0022/0040] 3790/4800, lr:2.5e-05 ∣ avg_100 : 31729.203602 ∣ critic_nllloss : 25978.560547 ∣ critic_ganloss : -231.937781 ∣ generator_nllloss : 5133.593555 ∣ generator_ganloss : 957.655566 ∣  [  std_z : 1.00  real_sub_fake : 1153.59 ]
[  epoch 0022/0040] 3800/4800, lr:2.5e-05 ∣ avg_100 : 31730.725539 ∣ critic_nllloss : 25881.178320 ∣ critic_ganloss : -289.352170 ∣ generator_nllloss : 5169.283398 ∣ generator_ganloss : 975.685205 ∣  [  std_z : 0.99  real_sub_fake : 1005.92 ]
[  epoch 0022/0040] 3810/4800, lr:2.5e-05 ∣ avg_100 : 31732.792147 ∣ critic_nllloss : 25993.561523 ∣ critic_ganloss : -256.012793 ∣ generator_nllloss : 5221.676562 ∣ generator_ganloss : 952.061914 ∣  [  std_z : 0.99  real_sub_fake : 1020.00 ]
[  epoch 0022/0040] 3820/4800, lr:2.5e-05 ∣ avg_100 : 31725.278395 ∣ critic_nllloss : 25586.856055 ∣ critic_ganloss : -310.425342 ∣ generator_nllloss : 5090.173047 ∣ generator_ganloss : 962.052100 ∣  [  std_z : 1.00  real_sub_fake : 1080.02 ]
[  epoch 0022/0040] 3830/4800, lr:2.5e-05 ∣ avg_100 : 31723.406034 ∣ critic_nllloss : 25791.250000 ∣ critic_ganloss : -278.468677 ∣ generator_nllloss : 5062.791602 ∣ generator_ganloss : 946.025684 ∣  [  std_z : 1.00  real_sub_fake : 1149.21 ]
[  epoch 0022/0040] 3840/4800, lr:2.5e-05 ∣ avg_100 : 31724.572799 ∣ critic_nllloss : 26017.052148 ∣ critic_ganloss : -306.739597 ∣ generator_nllloss : 5139.131836 ∣ generator_ganloss : 961.628906 ∣  [  std_z : 0.99  real_sub_fake : 1121.54 ]
[  epoch 0022/0040] 3850/4800, lr:2.5e-05 ∣ avg_100 : 31724.070645 ∣ critic_nllloss : 25937.949805 ∣ critic_ganloss : -293.183701 ∣ generator_nllloss : 5210.464063 ∣ generator_ganloss : 965.966113 ∣  [  std_z : 0.99  real_sub_fake : 1250.12 ]
[  epoch 0022/0040] 3860/4800, lr:2.5e-05 ∣ avg_100 : 31723.185825 ∣ critic_nllloss : 25892.593750 ∣ critic_ganloss : -315.761554 ∣ generator_nllloss : 5116.055078 ∣ generator_ganloss : 980.950342 ∣  [  std_z : 0.99  real_sub_fake : 1071.81 ]
[  epoch 0022/0040] 3870/4800, lr:2.5e-05 ∣ avg_100 : 31719.167377 ∣ critic_nllloss : 25674.734961 ∣ critic_ganloss : -304.725623 ∣ generator_nllloss : 5049.881836 ∣ generator_ganloss : 959.164844 ∣  [  std_z : 1.00  real_sub_fake : 1095.82 ]
[  epoch 0022/0040] 3880/4800, lr:2.5e-05 ∣ avg_100 : 31717.704496 ∣ critic_nllloss : 26036.106641 ∣ critic_ganloss : -356.434225 ∣ generator_nllloss : 5135.179883 ∣ generator_ganloss : 968.555078 ∣  [  std_z : 1.00  real_sub_fake : 1257.75 ]
[  epoch 0022/0040] 3890/4800, lr:2.5e-05 ∣ avg_100 : 31720.157460 ∣ critic_nllloss : 26112.076562 ∣ critic_ganloss : -347.056482 ∣ generator_nllloss : 5136.892773 ∣ generator_ganloss : 988.067480 ∣  [  std_z : 0.99  real_sub_fake : 1215.84 ]
[  epoch 0022/0040] 3900/4800, lr:2.5e-05 ∣ avg_100 : 31717.724007 ∣ critic_nllloss : 25669.395703 ∣ critic_ganloss : -332.976575 ∣ generator_nllloss : 5102.111523 ∣ generator_ganloss : 970.341602 ∣  [  std_z : 0.99  real_sub_fake : 1277.54 ]
[  epoch 0022/0040] 3910/4800, lr:2.5e-05 ∣ avg_100 : 31718.246568 ∣ critic_nllloss : 25910.537891 ∣ critic_ganloss : -274.568016 ∣ generator_nllloss : 5091.740234 ∣ generator_ganloss : 1020.049805 ∣     [  std_z : 1.00  real_sub_fake : 1187.25 ]
[  epoch 0022/0040] 3920/4800, lr:2.5e-05 ∣ avg_100 : 31714.530802 ∣ critic_nllloss : 25885.496680 ∣ critic_ganloss : -237.636267 ∣ generator_nllloss : 5173.266406 ∣ generator_ganloss : 985.302783 ∣  [  std_z : 1.00  real_sub_fake : 1062.90 ]
[  epoch 0022/0040] 3930/4800, lr:2.5e-05 ∣ avg_100 : 31713.935363 ∣ critic_nllloss : 25686.482422 ∣ critic_ganloss : -254.010110 ∣ generator_nllloss : 5176.747656 ∣ generator_ganloss : 991.063379 ∣  [  std_z : 1.00  real_sub_fake : 962.55 ]
[  epoch 0022/0040] 3940/4800, lr:2.5e-05 ∣ avg_100 : 31712.729508 ∣ critic_nllloss : 25904.860352 ∣ critic_ganloss : -272.037491 ∣ generator_nllloss : 5142.467773 ∣ generator_ganloss : 996.326563 ∣  [  std_z : 0.99  real_sub_fake : 1075.93 ]
[  epoch 0022/0040] 3950/4800, lr:2.5e-05 ∣ avg_100 : 31715.472660 ∣ critic_nllloss : 25914.052930 ∣ critic_ganloss : -238.868777 ∣ generator_nllloss : 5201.656250 ∣ generator_ganloss : 998.884717 ∣  [  std_z : 0.99  real_sub_fake : 990.55 ]
[  epoch 0022/0040] 3960/4800, lr:2.5e-05 ∣ avg_100 : 31714.137055 ∣ critic_nllloss : 25661.228906 ∣ critic_ganloss : -226.993454 ∣ generator_nllloss : 5010.122852 ∣ generator_ganloss : 963.413379 ∣  [  std_z : 0.99  real_sub_fake : 711.76 ]
[  epoch 0022/0040] 3970/4800, lr:2.5e-05 ∣ avg_100 : 31713.482340 ∣ critic_nllloss : 25895.300586 ∣ critic_ganloss : -267.484076 ∣ generator_nllloss : 5199.172461 ∣ generator_ganloss : 920.959766 ∣  [  std_z : 0.99  real_sub_fake : 912.00 ]
[  epoch 0022/0040] 3980/4800, lr:2.5e-05 ∣ avg_100 : 31715.081504 ∣ critic_nllloss : 25992.087695 ∣ critic_ganloss : -237.508664 ∣ generator_nllloss : 5179.974609 ∣ generator_ganloss : 950.366309 ∣  [  std_z : 0.99  real_sub_fake : 961.02 ]
[  epoch 0022/0040] 3990/4800, lr:2.5e-05 ∣ avg_100 : 31718.520201 ∣ critic_nllloss : 26060.037109 ∣ critic_ganloss : -241.859776 ∣ generator_nllloss : 5259.193945 ∣ generator_ganloss : 947.552246 ∣  [  std_z : 1.00  real_sub_fake : 947.71 ]
[  epoch 0022/0040] 4000/4800, lr:2.5e-05 ∣ avg_100 : 31718.643339 ∣ critic_nllloss : 25993.568945 ∣ critic_ganloss : -303.762985 ∣ generator_nllloss : 5187.228125 ∣ generator_ganloss : 940.966602 ∣  [  std_z : 1.00  real_sub_fake : 981.73 ]
[  epoch 0022/0040] 4010/4800, lr:2.5e-05 ∣ avg_100 : 31717.358106 ∣ critic_nllloss : 25711.318164 ∣ critic_ganloss : -220.048654 ∣ generator_nllloss : 5137.491797 ∣ generator_ganloss : 965.239893 ∣  [  std_z : 0.99  real_sub_fake : 988.55 ]
[  epoch 0022/0040] 4020/4800, lr:2.5e-05 ∣ avg_100 : 31713.019847 ∣ critic_nllloss : 25632.605078 ∣ critic_ganloss : -201.191235 ∣ generator_nllloss : 5069.367188 ∣ generator_ganloss : 959.925244 ∣  [  std_z : 0.99  real_sub_fake : 921.65 ]
[  epoch 0022/0040] 4030/4800, lr:2.5e-05 ∣ avg_100 : 31711.652260 ∣ critic_nllloss : 25853.237109 ∣ critic_ganloss : -295.811713 ∣ generator_nllloss : 5136.768359 ∣ generator_ganloss : 940.671338 ∣  [  std_z : 1.00  real_sub_fake : 1010.92 ]
[  epoch 0022/0040] 4040/4800, lr:2.5e-05 ∣ avg_100 : 31710.481379 ∣ critic_nllloss : 25826.247070 ∣ critic_ganloss : -266.452936 ∣ generator_nllloss : 5128.755078 ∣ generator_ganloss : 928.288867 ∣  [  std_z : 1.00  real_sub_fake : 1024.02 ]
[  epoch 0022/0040] 4050/4800, lr:2.5e-05 ∣ avg_100 : 31710.808896 ∣ critic_nllloss : 25866.313672 ∣ critic_ganloss : -310.322551 ∣ generator_nllloss : 5076.565234 ∣ generator_ganloss : 945.025195 ∣  [  std_z : 1.00  real_sub_fake : 981.89 ]
[  epoch 0022/0040] 4060/4800, lr:2.5e-05 ∣ avg_100 : 31710.255890 ∣ critic_nllloss : 25810.499414 ∣ critic_ganloss : -301.395844 ∣ generator_nllloss : 5128.470898 ∣ generator_ganloss : 922.369580 ∣  [  std_z : 0.99  real_sub_fake : 1127.56 ]
[  epoch 0022/0040] 4070/4800, lr:2.5e-05 ∣ avg_100 : 31707.166481 ∣ critic_nllloss : 25730.962891 ∣ critic_ganloss : -335.146399 ∣ generator_nllloss : 5150.510156 ∣ generator_ganloss : 939.549365 ∣  [  std_z : 0.99  real_sub_fake : 1215.39 ]
[  epoch 0022/0040] 4080/4800, lr:2.5e-05 ∣ avg_100 : 31705.069771 ∣ critic_nllloss : 25698.611719 ∣ critic_ganloss : -258.557315 ∣ generator_nllloss : 5090.707422 ∣ generator_ganloss : 985.464453 ∣  [  std_z : 0.99  real_sub_fake : 1245.79 ]
[  epoch 0022/0040] 4090/4800, lr:2.5e-05 ∣ avg_100 : 31707.029155 ∣ critic_nllloss : 25855.158398 ∣ critic_ganloss : -289.911642 ∣ generator_nllloss : 5189.405859 ∣ generator_ganloss : 969.436377 ∣  [  std_z : 1.00  real_sub_fake : 1115.07 ]
[  epoch 0022/0040] 4100/4800, lr:2.5e-05 ∣ avg_100 : 31713.181582 ∣ critic_nllloss : 26072.926367 ∣ critic_ganloss : -175.000307 ∣ generator_nllloss : 5277.841211 ∣ generator_ganloss : 1008.541309 ∣     [  std_z : 1.00  real_sub_fake : 919.94 ]
[  epoch 0022/0040] 4110/4800, lr:2.5e-05 ∣ avg_100 : 31711.619399 ∣ critic_nllloss : 25658.426367 ∣ critic_ganloss : -220.576584 ∣ generator_nllloss : 5128.408594 ∣ generator_ganloss : 999.595996 ∣  [  std_z : 0.98  real_sub_fake : 801.69 ]
[  epoch 0022/0040] 4120/4800, lr:2.5e-05 ∣ avg_100 : 31713.282433 ∣ critic_nllloss : 25866.220898 ∣ critic_ganloss : -293.346913 ∣ generator_nllloss : 5158.034570 ∣ generator_ganloss : 956.293066 ∣  [  std_z : 0.98  real_sub_fake : 957.16 ]
[  epoch 0022/0040] 4130/4800, lr:2.5e-05 ∣ avg_100 : 31713.621692 ∣ critic_nllloss : 25880.903906 ∣ critic_ganloss : -222.807260 ∣ generator_nllloss : 5254.301758 ∣ generator_ganloss : 976.303662 ∣  [  std_z : 0.99  real_sub_fake : 979.01 ]
[  epoch 0022/0040] 4140/4800, lr:2.5e-05 ∣ avg_100 : 31716.823728 ∣ critic_nllloss : 25772.997852 ∣ critic_ganloss : -208.259805 ∣ generator_nllloss : 5162.746484 ∣ generator_ganloss : 993.776465 ∣  [  std_z : 1.00  real_sub_fake : 774.54 ]
[  epoch 0022/0040] 4150/4800, lr:2.5e-05 ∣ avg_100 : 31715.804354 ∣ critic_nllloss : 25745.043359 ∣ critic_ganloss : -240.213959 ∣ generator_nllloss : 5108.522656 ∣ generator_ganloss : 958.848242 ∣  [  std_z : 1.00  real_sub_fake : 779.02 ]
[  epoch 0022/0040] 4160/4800, lr:2.5e-05 ∣ avg_100 : 31715.656158 ∣ critic_nllloss : 25874.539844 ∣ critic_ganloss : -221.024786 ∣ generator_nllloss : 5151.860156 ∣ generator_ganloss : 963.943115 ∣  [  std_z : 0.99  real_sub_fake : 865.51 ]
[  epoch 0022/0040] 4170/4800, lr:2.5e-05 ∣ avg_100 : 31715.788234 ∣ critic_nllloss : 25973.019141 ∣ critic_ganloss : -293.272266 ∣ generator_nllloss : 5205.971875 ∣ generator_ganloss : 955.940869 ∣  [  std_z : 0.99  real_sub_fake : 999.92 ]
[  epoch 0022/0040] 4180/4800, lr:2.5e-05 ∣ avg_100 : 31716.187097 ∣ critic_nllloss : 26097.865430 ∣ critic_ganloss : -215.988995 ∣ generator_nllloss : 5240.616992 ∣ generator_ganloss : 964.478760 ∣  [  std_z : 0.99  real_sub_fake : 974.81 ]
[  epoch 0022/0040] 4190/4800, lr:2.5e-05 ∣ avg_100 : 31714.910354 ∣ critic_nllloss : 25847.357812 ∣ critic_ganloss : -222.558173 ∣ generator_nllloss : 5084.539648 ∣ generator_ganloss : 940.222949 ∣  [  std_z : 1.00  real_sub_fake : 810.75 ]
[  epoch 0022/0040] 4200/4800, lr:2.5e-05 ∣ avg_100 : 31716.198837 ∣ critic_nllloss : 26025.020703 ∣ critic_ganloss : -315.914960 ∣ generator_nllloss : 5136.037500 ∣ generator_ganloss : 924.637207 ∣  [  std_z : 1.00  real_sub_fake : 995.18 ]
[  epoch 0022/0040] 4210/4800, lr:2.5e-05 ∣ avg_100 : 31716.305207 ∣ critic_nllloss : 25841.042578 ∣ critic_ganloss : -265.505624 ∣ generator_nllloss : 5182.362305 ∣ generator_ganloss : 974.140918 ∣  [  std_z : 0.99  real_sub_fake : 995.64 ]
[  epoch 0022/0040] 4220/4800, lr:2.5e-05 ∣ avg_100 : 31717.020414 ∣ critic_nllloss : 25861.162305 ∣ critic_ganloss : -286.346695 ∣ generator_nllloss : 5216.339063 ∣ generator_ganloss : 977.201807 ∣  [  std_z : 0.99  real_sub_fake : 990.44 ]
[  epoch 0022/0040] 4230/4800, lr:2.5e-05 ∣ avg_100 : 31714.431603 ∣ critic_nllloss : 25796.504297 ∣ critic_ganloss : -195.148584 ∣ generator_nllloss : 5098.214844 ∣ generator_ganloss : 965.790137 ∣  [  std_z : 0.98  real_sub_fake : 1043.36 ]
[  epoch 0022/0040] 4240/4800, lr:2.5e-05 ∣ avg_100 : 31712.753156 ∣ critic_nllloss : 25641.575195 ∣ critic_ganloss : -278.814058 ∣ generator_nllloss : 5074.703711 ∣ generator_ganloss : 998.266895 ∣  [  std_z : 0.99  real_sub_fake : 885.29 ]
[  epoch 0022/0040] 4250/4800, lr:2.5e-05 ∣ avg_100 : 31714.193942 ∣ critic_nllloss : 25992.193164 ∣ critic_ganloss : -150.996381 ∣ generator_nllloss : 5221.536523 ∣ generator_ganloss : 948.460791 ∣  [  std_z : 1.00  real_sub_fake : 1099.88 ]
[  epoch 0022/0040] 4260/4800, lr:2.5e-05 ∣ avg_100 : 31715.441491 ∣ critic_nllloss : 26041.991016 ∣ critic_ganloss : -237.887891 ∣ generator_nllloss : 5146.702930 ∣ generator_ganloss : 1002.565137 ∣     [  std_z : 1.00  real_sub_fake : 822.07 ]
[  epoch 0022/0040] 4270/4800, lr:2.5e-05 ∣ avg_100 : 31714.300306 ∣ critic_nllloss : 26051.702930 ∣ critic_ganloss : -254.087054 ∣ generator_nllloss : 5178.463086 ∣ generator_ganloss : 994.523193 ∣  [  std_z : 1.00  real_sub_fake : 853.23 ]
[  epoch 0022/0040] 4280/4800, lr:2.5e-05 ∣ avg_100 : 31710.379448 ∣ critic_nllloss : 25874.873047 ∣ critic_ganloss : -285.119199 ∣ generator_nllloss : 5102.360352 ∣ generator_ganloss : 982.055469 ∣  [  std_z : 0.99  real_sub_fake : 956.30 ]
[  epoch 0022/0040] 4290/4800, lr:2.5e-05 ∣ avg_100 : 31709.379585 ∣ critic_nllloss : 25914.310937 ∣ critic_ganloss : -287.453334 ∣ generator_nllloss : 5162.528906 ∣ generator_ganloss : 994.210889 ∣  [  std_z : 0.99  real_sub_fake : 980.40 ]
[  epoch 0022/0040] 4300/4800, lr:2.5e-05 ∣ avg_100 : 31710.232040 ∣ critic_nllloss : 25963.427148 ∣ critic_ganloss : -379.097836 ∣ generator_nllloss : 5272.289258 ∣ generator_ganloss : 968.205811 ∣  [  std_z : 0.99  real_sub_fake : 1218.50 ]
[  epoch 0022/0040] 4310/4800, lr:2.5e-05 ∣ avg_100 : 31708.181379 ∣ critic_nllloss : 25852.272656 ∣ critic_ganloss : -347.435718 ∣ generator_nllloss : 5116.360547 ∣ generator_ganloss : 979.954541 ∣  [  std_z : 0.99  real_sub_fake : 1347.54 ]
[  epoch 0022/0040] 4320/4800, lr:2.5e-05 ∣ avg_100 : 31711.869839 ∣ critic_nllloss : 25977.579883 ∣ critic_ganloss : -206.358954 ∣ generator_nllloss : 5179.358984 ∣ generator_ganloss : 1018.623291 ∣     [  std_z : 0.99  real_sub_fake : 1256.99 ]
[  epoch 0022/0040] 4330/4800, lr:2.5e-05 ∣ avg_100 : 31712.606302 ∣ critic_nllloss : 25955.069141 ∣ critic_ganloss : -294.095732 ∣ generator_nllloss : 5189.993750 ∣ generator_ganloss : 1002.908252 ∣     [  std_z : 0.99  real_sub_fake : 903.99 ]
[  epoch 0022/0040] 4340/4800, lr:2.5e-05 ∣ avg_100 : 31711.924787 ∣ critic_nllloss : 25673.401953 ∣ critic_ganloss : -211.115671 ∣ generator_nllloss : 5104.485937 ∣ generator_ganloss : 973.561768 ∣  [  std_z : 0.99  real_sub_fake : 996.99 ]
[  epoch 0022/0040] 4350/4800, lr:2.5e-05 ∣ avg_100 : 31711.318539 ∣ critic_nllloss : 25769.028711 ∣ critic_ganloss : -300.205038 ∣ generator_nllloss : 5109.438281 ∣ generator_ganloss : 1006.607080 ∣     [  std_z : 0.99  real_sub_fake : 938.11 ]
[  epoch 0022/0040] 4360/4800, lr:2.5e-05 ∣ avg_100 : 31712.762948 ∣ critic_nllloss : 25801.816797 ∣ critic_ganloss : -211.961278 ∣ generator_nllloss : 5196.976367 ∣ generator_ganloss : 1016.172607 ∣     [  std_z : 1.00  real_sub_fake : 932.33 ]
[  epoch 0022/0040] 4370/4800, lr:2.5e-05 ∣ avg_100 : 31712.006144 ∣ critic_nllloss : 25916.505469 ∣ critic_ganloss : -286.752733 ∣ generator_nllloss : 5288.024609 ∣ generator_ganloss : 969.753760 ∣  [  std_z : 1.00  real_sub_fake : 1089.45 ]
[  epoch 0022/0040] 4380/4800, lr:2.5e-05 ∣ avg_100 : 31713.351914 ∣ critic_nllloss : 26017.149219 ∣ critic_ganloss : -346.176627 ∣ generator_nllloss : 5210.456055 ∣ generator_ganloss : 979.207520 ∣  [  std_z : 0.99  real_sub_fake : 1121.87 ]
[  epoch 0022/0040] 4390/4800, lr:2.5e-05 ∣ avg_100 : 31710.935422 ∣ critic_nllloss : 25693.254102 ∣ critic_ganloss : -328.328247 ∣ generator_nllloss : 5165.724023 ∣ generator_ganloss : 979.328320 ∣  [  std_z : 0.99  real_sub_fake : 1189.01 ]
[  epoch 0022/0040] 4400/4800, lr:2.5e-05 ∣ avg_100 : 31712.084249 ∣ critic_nllloss : 25935.470508 ∣ critic_ganloss : -316.760892 ∣ generator_nllloss : 5169.406250 ∣ generator_ganloss : 976.772217 ∣  [  std_z : 0.99  real_sub_fake : 1291.10 ]
[  epoch 0022/0040] 4410/4800, lr:2.5e-05 ∣ avg_100 : 31711.215823 ∣ critic_nllloss : 25741.145117 ∣ critic_ganloss : -367.674893 ∣ generator_nllloss : 5176.880469 ∣ generator_ganloss : 985.763916 ∣  [  std_z : 1.00  real_sub_fake : 1356.89 ]
[  epoch 0022/0040] 4420/4800, lr:2.5e-05 ∣ avg_100 : 31712.309233 ∣ critic_nllloss : 25958.565820 ∣ critic_ganloss : -300.390259 ∣ generator_nllloss : 5275.862109 ∣ generator_ganloss : 957.899805 ∣  [  std_z : 1.00  real_sub_fake : 1266.31 ]
[  epoch 0022/0040] 4430/4800, lr:2.5e-05 ∣ avg_100 : 31713.585588 ∣ critic_nllloss : 25907.841406 ∣ critic_ganloss : -250.914908 ∣ generator_nllloss : 5133.398047 ∣ generator_ganloss : 964.767773 ∣  [  std_z : 1.00  real_sub_fake : 1125.15 ]
[  epoch 0022/0040] 4440/4800, lr:2.5e-05 ∣ avg_100 : 31716.496017 ∣ critic_nllloss : 25996.190430 ∣ critic_ganloss : -266.908968 ∣ generator_nllloss : 5206.146680 ∣ generator_ganloss : 995.105957 ∣  [  std_z : 1.00  real_sub_fake : 977.50 ]
[  epoch 0022/0040] 4450/4800, lr:2.5e-05 ∣ avg_100 : 31719.022355 ∣ critic_nllloss : 26002.928906 ∣ critic_ganloss : -302.382962 ∣ generator_nllloss : 5248.445508 ∣ generator_ganloss : 981.680908 ∣  [  std_z : 0.99  real_sub_fake : 1078.35 ]
[  epoch 0022/0040] 4460/4800, lr:2.5e-05 ∣ avg_100 : 31720.163582 ∣ critic_nllloss : 25992.445312 ∣ critic_ganloss : -345.544748 ∣ generator_nllloss : 5243.524414 ∣ generator_ganloss : 972.179053 ∣  [  std_z : 0.99  real_sub_fake : 1129.88 ]
[  epoch 0022/0040] 4470/4800, lr:2.5e-05 ∣ avg_100 : 31718.384845 ∣ critic_nllloss : 25850.905859 ∣ critic_ganloss : -370.508408 ∣ generator_nllloss : 5193.663281 ∣ generator_ganloss : 981.606689 ∣  [  std_z : 0.99  real_sub_fake : 1194.63 ]
[  epoch 0022/0040] 4480/4800, lr:2.5e-05 ∣ avg_100 : 31719.765122 ∣ critic_nllloss : 25669.220117 ∣ critic_ganloss : -325.740198 ∣ generator_nllloss : 5162.442187 ∣ generator_ganloss : 947.630957 ∣  [  std_z : 0.99  real_sub_fake : 1367.84 ]
[  epoch 0022/0040] 4490/4800, lr:2.5e-05 ∣ avg_100 : 31723.796283 ∣ critic_nllloss : 26036.017578 ∣ critic_ganloss : -239.101035 ∣ generator_nllloss : 5149.350391 ∣ generator_ganloss : 1040.232666 ∣     [  std_z : 1.00  real_sub_fake : 1276.99 ]
[  epoch 0022/0040] 4500/4800, lr:2.5e-05 ∣ avg_100 : 31726.970404 ∣ critic_nllloss : 25993.498047 ∣ critic_ganloss : -192.074028 ∣ generator_nllloss : 5052.718555 ∣ generator_ganloss : 1027.419189 ∣     [  std_z : 1.00  real_sub_fake : 838.04 ]
[  epoch 0022/0040] 4510/4800, lr:2.5e-05 ∣ avg_100 : 31730.635571 ∣ critic_nllloss : 26013.037305 ∣ critic_ganloss : -253.504910 ∣ generator_nllloss : 5228.886523 ∣ generator_ganloss : 991.280566 ∣  [  std_z : 0.99  real_sub_fake : 951.13 ]
[  epoch 0022/0040] 4520/4800, lr:2.5e-05 ∣ avg_100 : 31733.982282 ∣ critic_nllloss : 25946.891016 ∣ critic_ganloss : -273.242516 ∣ generator_nllloss : 5177.123828 ∣ generator_ganloss : 969.759473 ∣  [  std_z : 0.99  real_sub_fake : 1016.69 ]
[  epoch 0022/0040] 4530/4800, lr:2.5e-05 ∣ avg_100 : 31730.783716 ∣ critic_nllloss : 25725.501172 ∣ critic_ganloss : -303.680319 ∣ generator_nllloss : 5075.058398 ∣ generator_ganloss : 981.892090 ∣  [  std_z : 0.99  real_sub_fake : 1066.02 ]
[  epoch 0022/0040] 4540/4800, lr:2.5e-05 ∣ avg_100 : 31731.497251 ∣ critic_nllloss : 25890.786914 ∣ critic_ganloss : -189.082375 ∣ generator_nllloss : 5206.544531 ∣ generator_ganloss : 977.606787 ∣  [  std_z : 1.00  real_sub_fake : 1009.66 ]
[  epoch 0022/0040] 4550/4800, lr:2.5e-05 ∣ avg_100 : 31735.759330 ∣ critic_nllloss : 26028.541211 ∣ critic_ganloss : -319.151981 ∣ generator_nllloss : 5246.485352 ∣ generator_ganloss : 982.918359 ∣  [  std_z : 1.00  real_sub_fake : 1007.92 ]
[  epoch 0022/0040] 4560/4800, lr:2.5e-05 ∣ avg_100 : 31739.705033 ∣ critic_nllloss : 26164.362891 ∣ critic_ganloss : -306.970563 ∣ generator_nllloss : 5335.406250 ∣ generator_ganloss : 958.710400 ∣  [  std_z : 0.99  real_sub_fake : 1096.77 ]
[  epoch 0022/0040] 4570/4800, lr:2.5e-05 ∣ avg_100 : 31741.576361 ∣ critic_nllloss : 26228.650000 ∣ critic_ganloss : -338.704462 ∣ generator_nllloss : 5251.059375 ∣ generator_ganloss : 975.579590 ∣  [  std_z : 0.99  real_sub_fake : 1184.54 ]
[  epoch 0022/0040] 4580/4800, lr:2.5e-05 ∣ avg_100 : 31734.988226 ∣ critic_nllloss : 25577.633398 ∣ critic_ganloss : -328.147757 ∣ generator_nllloss : 5123.888477 ∣ generator_ganloss : 966.341113 ∣  [  std_z : 0.99  real_sub_fake : 1105.11 ]
[  epoch 0022/0040] 4590/4800, lr:2.5e-05 ∣ avg_100 : 31739.878898 ∣ critic_nllloss : 26117.865234 ∣ critic_ganloss : -231.362286 ∣ generator_nllloss : 5181.931055 ∣ generator_ganloss : 991.132373 ∣  [  std_z : 0.99  real_sub_fake : 1266.14 ]
[  epoch 0022/0040] 4600/4800, lr:2.5e-05 ∣ avg_100 : 31739.835981 ∣ critic_nllloss : 25890.047461 ∣ critic_ganloss : -298.613556 ∣ generator_nllloss : 5186.748242 ∣ generator_ganloss : 981.433789 ∣  [  std_z : 1.00  real_sub_fake : 954.31 ]
[  epoch 0022/0040] 4610/4800, lr:2.5e-05 ∣ avg_100 : 31740.271672 ∣ critic_nllloss : 25746.681445 ∣ critic_ganloss : -311.960509 ∣ generator_nllloss : 5173.838672 ∣ generator_ganloss : 946.957129 ∣  [  std_z : 1.00  real_sub_fake : 1033.85 ]
[  epoch 0022/0040] 4620/4800, lr:2.5e-05 ∣ avg_100 : 31739.117444 ∣ critic_nllloss : 25631.500195 ∣ critic_ganloss : -252.732361 ∣ generator_nllloss : 5131.496875 ∣ generator_ganloss : 969.013770 ∣  [  std_z : 0.99  real_sub_fake : 1172.15 ]
[  epoch 0022/0040] 4630/4800, lr:2.5e-05 ∣ avg_100 : 31737.684566 ∣ critic_nllloss : 25681.805078 ∣ critic_ganloss : -325.422391 ∣ generator_nllloss : 5197.211328 ∣ generator_ganloss : 988.895117 ∣  [  std_z : 0.99  real_sub_fake : 1108.15 ]
[  epoch 0022/0040] 4640/4800, lr:2.5e-05 ∣ avg_100 : 31738.263882 ∣ critic_nllloss : 25941.757812 ∣ critic_ganloss : -326.658194 ∣ generator_nllloss : 5219.413672 ∣ generator_ganloss : 962.646680 ∣  [  std_z : 1.00  real_sub_fake : 1201.70 ]
[  epoch 0022/0040] 4650/4800, lr:2.5e-05 ∣ avg_100 : 31740.279366 ∣ critic_nllloss : 26040.702734 ∣ critic_ganloss : -273.508841 ∣ generator_nllloss : 5303.089453 ∣ generator_ganloss : 981.024512 ∣  [  std_z : 1.00  real_sub_fake : 1216.08 ]
[  epoch 0022/0040] 4660/4800, lr:2.5e-05 ∣ avg_100 : 31740.472654 ∣ critic_nllloss : 25775.497656 ∣ critic_ganloss : -289.326410 ∣ generator_nllloss : 5185.913086 ∣ generator_ganloss : 979.656152 ∣  [  std_z : 0.99  real_sub_fake : 1104.55 ]
[  epoch 0022/0040] 4670/4800, lr:2.5e-05 ∣ avg_100 : 31740.103796 ∣ critic_nllloss : 25875.035156 ∣ critic_ganloss : -295.075215 ∣ generator_nllloss : 5191.914844 ∣ generator_ganloss : 994.771777 ∣  [  std_z : 0.99  real_sub_fake : 959.19 ]
[  epoch 0022/0040] 4680/4800, lr:2.5e-05 ∣ avg_100 : 31737.252577 ∣ critic_nllloss : 25917.414648 ∣ critic_ganloss : -293.831494 ∣ generator_nllloss : 5159.370508 ∣ generator_ganloss : 971.869922 ∣  [  std_z : 0.99  real_sub_fake : 1127.98 ]
[  epoch 0022/0040] 4690/4800, lr:2.5e-05 ∣ avg_100 : 31738.156104 ∣ critic_nllloss : 26012.705859 ∣ critic_ganloss : -308.039362 ∣ generator_nllloss : 5119.765430 ∣ generator_ganloss : 972.462744 ∣  [  std_z : 0.99  real_sub_fake : 1137.49 ]
[  epoch 0022/0040] 4700/4800, lr:2.5e-05 ∣ avg_100 : 31740.611021 ∣ critic_nllloss : 25933.397461 ∣ critic_ganloss : -279.330832 ∣ generator_nllloss : 5237.875000 ∣ generator_ganloss : 961.963525 ∣  [  std_z : 0.99  real_sub_fake : 1134.88 ]
[  epoch 0022/0040] 4710/4800, lr:2.5e-05 ∣ avg_100 : 31743.184678 ∣ critic_nllloss : 25910.670898 ∣ critic_ganloss : -238.470056 ∣ generator_nllloss : 5209.569922 ∣ generator_ganloss : 971.845068 ∣  [  std_z : 0.99  real_sub_fake : 1035.52 ]
[  epoch 0022/0040] 4720/4800, lr:2.5e-05 ∣ avg_100 : 31739.872786 ∣ critic_nllloss : 25780.887305 ∣ critic_ganloss : -259.714314 ∣ generator_nllloss : 5139.560156 ∣ generator_ganloss : 947.547900 ∣  [  std_z : 1.00  real_sub_fake : 1024.65 ]
[  epoch 0022/0040] 4730/4800, lr:2.5e-05 ∣ avg_100 : 31741.474812 ∣ critic_nllloss : 26006.859375 ∣ critic_ganloss : -288.586642 ∣ generator_nllloss : 5189.301172 ∣ generator_ganloss : 993.342432 ∣  [  std_z : 0.99  real_sub_fake : 1078.60 ]
[  epoch 0022/0040] 4740/4800, lr:2.5e-05 ∣ avg_100 : 31743.048577 ∣ critic_nllloss : 25980.941797 ∣ critic_ganloss : -220.648660 ∣ generator_nllloss : 5258.428711 ∣ generator_ganloss : 996.343164 ∣  [  std_z : 0.99  real_sub_fake : 1007.85 ]
[  epoch 0022/0040] 4750/4800, lr:2.5e-05 ∣ avg_100 : 31741.408465 ∣ critic_nllloss : 25753.646875 ∣ critic_ganloss : -301.407861 ∣ generator_nllloss : 5176.893555 ∣ generator_ganloss : 987.492285 ∣  [  std_z : 0.99  real_sub_fake : 1031.84 ]
[  epoch 0022/0040] 4760/4800, lr:2.5e-05 ∣ avg_100 : 31743.883231 ∣ critic_nllloss : 25964.277734 ∣ critic_ganloss : -349.361267 ∣ generator_nllloss : 5209.569141 ∣ generator_ganloss : 989.142480 ∣  [  std_z : 0.99  real_sub_fake : 1139.36 ]
[  epoch 0022/0040] 4770/4800, lr:2.5e-05 ∣ avg_100 : 31745.934810 ∣ critic_nllloss : 25916.481445 ∣ critic_ganloss : -286.805316 ∣ generator_nllloss : 5132.483008 ∣ generator_ganloss : 1005.422119 ∣     [  std_z : 0.99  real_sub_fake : 1226.12 ]
[  epoch 0022/0040] 4780/4800, lr:2.5e-05 ∣ avg_100 : 31749.228774 ∣ critic_nllloss : 25876.167773 ∣ critic_ganloss : -264.668875 ∣ generator_nllloss : 5169.918945 ∣ generator_ganloss : 1010.426074 ∣     [  std_z : 1.00  real_sub_fake : 1175.71 ]
[  epoch 0022/0040] 4790/4800, lr:2.5e-05 ∣ avg_100 : 31747.639123 ∣ critic_nllloss : 25778.756836 ∣ critic_ganloss : -336.958527 ∣ generator_nllloss : 5222.908984 ∣ generator_ganloss : 1014.199512 ∣     [  std_z : 1.00  real_sub_fake : 1039.52 ]
[  epoch 0022/0040] 4800/4800, lr:2.5e-05 ∣ avg_100 : 31745.821811 ∣ critic_nllloss : 25746.344141 ∣ critic_ganloss : -261.444522 ∣ generator_nllloss : 5078.042383 ∣ generator_ganloss : 992.121582 ∣  [  std_z : 1.00  real_sub_fake : 1140.26 ]
[    val 022    ] Done! KLD: 0.030033: 0.01763022:43, total: 1 day, 3:30:29                     
[  epoch 0023/0040] 0010/4800, lr:2.5e-05 ∣ avg_100 : 31744.689560 ∣ critic_nllloss : 25870.525391 ∣ critic_ganloss : -291.019394 ∣ generator_nllloss : 5187.352539 ∣ generator_ganloss : 1031.203516 ∣     [  std_z : 1.00  real_sub_fake : 1028.35 ]
[  epoch 0023/0040] 0020/4800, lr:2.5e-05 ∣ avg_100 : 31746.440994 ∣ critic_nllloss : 25707.349219 ∣ critic_ganloss : -392.748309 ∣ generator_nllloss : 5189.751758 ∣ generator_ganloss : 999.446631 ∣  [  std_z : 0.99  real_sub_fake : 1116.72 ]
[  epoch 0023/0040] 0030/4800, lr:2.5e-05 ∣ avg_100 : 31747.948710 ∣ critic_nllloss : 25695.344922 ∣ critic_ganloss : -185.146089 ∣ generator_nllloss : 5154.992383 ∣ generator_ganloss : 1007.179004 ∣     [  std_z : 0.98  real_sub_fake : 1024.75 ]
[  epoch 0023/0040] 0040/4800, lr:2.5e-05 ∣ avg_100 : 31745.132254 ∣ critic_nllloss : 25681.302734 ∣ critic_ganloss : -255.349248 ∣ generator_nllloss : 5118.593359 ∣ generator_ganloss : 984.880811 ∣  [  std_z : 0.99  real_sub_fake : 1017.23 ]
[  epoch 0023/0040] 0050/4800, lr:2.5e-05 ∣ avg_100 : 31743.669115 ∣ critic_nllloss : 25822.906055 ∣ critic_ganloss : -254.109111 ∣ generator_nllloss : 5100.444336 ∣ generator_ganloss : 1005.641064 ∣     [  std_z : 1.00  real_sub_fake : 1006.19 ]
[  epoch 0023/0040] 0060/4800, lr:2.5e-05 ∣ avg_100 : 31744.532364 ∣ critic_nllloss : 25854.664844 ∣ critic_ganloss : -305.068155 ∣ generator_nllloss : 5224.963867 ∣ generator_ganloss : 985.602002 ∣  [  std_z : 1.00  real_sub_fake : 1072.59 ]
[  epoch 0023/0040] 0070/4800, lr:2.5e-05 ∣ avg_100 : 31746.975267 ∣ critic_nllloss : 25781.289648 ∣ critic_ganloss : -288.160547 ∣ generator_nllloss : 5145.496484 ∣ generator_ganloss : 984.720703 ∣  [  std_z : 1.00  real_sub_fake : 1060.78 ]
[  epoch 0023/0040] 0080/4800, lr:2.5e-05 ∣ avg_100 : 31745.677042 ∣ critic_nllloss : 25829.301563 ∣ critic_ganloss : -220.923419 ∣ generator_nllloss : 5073.621289 ∣ generator_ganloss : 971.585498 ∣  [  std_z : 0.99  real_sub_fake : 1140.95 ]
[  epoch 0023/0040] 0090/4800, lr:2.5e-05 ∣ avg_100 : 31746.828589 ∣ critic_nllloss : 26065.401758 ∣ critic_ganloss : -238.074838 ∣ generator_nllloss : 5194.681641 ∣ generator_ganloss : 983.126465 ∣  [  std_z : 0.99  real_sub_fake : 895.72 ]
[  epoch 0023/0040] 0100/4800, lr:2.5e-05 ∣ avg_100 : 31750.250455 ∣ critic_nllloss : 25905.623047 ∣ critic_ganloss : -299.448044 ∣ generator_nllloss : 5197.244922 ∣ generator_ganloss : 947.638916 ∣  [  std_z : 0.99  real_sub_fake : 966.44 ]
[  epoch 0023/0040] 0110/4800, lr:2.5e-05 ∣ avg_100 : 31753.087593 ∣ critic_nllloss : 26224.808984 ∣ critic_ganloss : -345.178973 ∣ generator_nllloss : 5208.756250 ∣ generator_ganloss : 943.087402 ∣  [  std_z : 1.00  real_sub_fake : 1219.85 ]
[  epoch 0023/0040] 0120/4800, lr:2.5e-05 ∣ avg_100 : 31752.454528 ∣ critic_nllloss : 25900.455469 ∣ critic_ganloss : -320.525247 ∣ generator_nllloss : 5218.163086 ∣ generator_ganloss : 945.029785 ∣  [  std_z : 1.00  real_sub_fake : 1197.86 ]
[  epoch 0023/0040] 0130/4800, lr:2.5e-05 ∣ avg_100 : 31753.538541 ∣ critic_nllloss : 25871.746484 ∣ critic_ganloss : -257.520004 ∣ generator_nllloss : 5123.503320 ∣ generator_ganloss : 970.954932 ∣  [  std_z : 1.00  real_sub_fake : 1190.50 ]
[  epoch 0023/0040] 0140/4800, lr:2.5e-05 ∣ avg_100 : 31756.611328 ∣ critic_nllloss : 26134.495117 ∣ critic_ganloss : -296.475272 ∣ generator_nllloss : 5244.701563 ∣ generator_ganloss : 996.174463 ∣  [  std_z : 0.99  real_sub_fake : 1070.87 ]
[  epoch 0023/0040] 0150/4800, lr:2.5e-05 ∣ avg_100 : 31754.502048 ∣ critic_nllloss : 25863.171680 ∣ critic_ganloss : -299.318188 ∣ generator_nllloss : 5134.884961 ∣ generator_ganloss : 966.058643 ∣  [  std_z : 0.99  real_sub_fake : 1110.43 ]
[  epoch 0023/0040] 0160/4800, lr:2.5e-05 ∣ avg_100 : 31759.291950 ∣ critic_nllloss : 25956.503125 ∣ critic_ganloss : -216.314160 ∣ generator_nllloss : 5163.450781 ∣ generator_ganloss : 983.122168 ∣  [  std_z : 0.99  real_sub_fake : 993.48 ]
[  epoch 0023/0040] 0170/4800, lr:2.5e-05 ∣ avg_100 : 31758.498098 ∣ critic_nllloss : 25815.653516 ∣ critic_ganloss : -297.793515 ∣ generator_nllloss : 5168.761328 ∣ generator_ganloss : 981.942236 ∣  [  std_z : 0.99  real_sub_fake : 1011.60 ]
[  epoch 0023/0040] 0180/4800, lr:2.5e-05 ∣ avg_100 : 31757.241531 ∣ critic_nllloss : 25844.619141 ∣ critic_ganloss : -254.299973 ∣ generator_nllloss : 5195.946875 ∣ generator_ganloss : 972.997168 ∣  [  std_z : 1.00  real_sub_fake : 999.80 ]
[  epoch 0023/0040] 0190/4800, lr:2.5e-05 ∣ avg_100 : 31755.824820 ∣ critic_nllloss : 26087.409961 ∣ critic_ganloss : -304.645184 ∣ generator_nllloss : 5149.353906 ∣ generator_ganloss : 951.133740 ∣  [  std_z : 1.00  real_sub_fake : 1193.30 ]
[  epoch 0023/0040] 0200/4800, lr:2.5e-05 ∣ avg_100 : 31755.208417 ∣ critic_nllloss : 25804.833398 ∣ critic_ganloss : -229.439380 ∣ generator_nllloss : 5196.739258 ∣ generator_ganloss : 984.227148 ∣  [  std_z : 0.99  real_sub_fake : 1014.23 ]
[  epoch 0023/0040] 0210/4800, lr:2.5e-05 ∣ avg_100 : 31757.546706 ∣ critic_nllloss : 25877.014648 ∣ critic_ganloss : -209.352887 ∣ generator_nllloss : 5160.955469 ∣ generator_ganloss : 999.212793 ∣  [  std_z : 0.99  real_sub_fake : 917.53 ]
[  epoch 0023/0040] 0220/4800, lr:2.5e-05 ∣ avg_100 : 31757.938507 ∣ critic_nllloss : 25678.284961 ∣ critic_ganloss : -258.840544 ∣ generator_nllloss : 5080.540234 ∣ generator_ganloss : 999.901758 ∣  [  std_z : 0.99  real_sub_fake : 889.60 ]
[  epoch 0023/0040] 0230/4800, lr:2.5e-05 ∣ avg_100 : 31761.956253 ∣ critic_nllloss : 26117.516992 ∣ critic_ganloss : -266.979550 ∣ generator_nllloss : 5180.546094 ∣ generator_ganloss : 1005.556152 ∣     [  std_z : 1.00  real_sub_fake : 959.60 ]
[  epoch 0023/0040] 0240/4800, lr:2.5e-05 ∣ avg_100 : 31763.928509 ∣ critic_nllloss : 25874.114258 ∣ critic_ganloss : -249.775908 ∣ generator_nllloss : 5200.837109 ∣ generator_ganloss : 988.888184 ∣  [  std_z : 1.00  real_sub_fake : 996.77 ]
[  epoch 0023/0040] 0250/4800, lr:2.5e-05 ∣ avg_100 : 31762.545468 ∣ critic_nllloss : 25622.216602 ∣ critic_ganloss : -251.192480 ∣ generator_nllloss : 5108.551172 ∣ generator_ganloss : 959.702148 ∣  [  std_z : 1.00  real_sub_fake : 983.42 ]
[  epoch 0023/0040] 0260/4800, lr:2.5e-05 ∣ avg_100 : 31765.947331 ∣ critic_nllloss : 25988.881445 ∣ critic_ganloss : -273.857474 ∣ generator_nllloss : 5195.876758 ∣ generator_ganloss : 989.229639 ∣  [  std_z : 0.99  real_sub_fake : 1030.62 ]
[  epoch 0023/0040] 0270/4800, lr:2.5e-05 ∣ avg_100 : 31770.759823 ∣ critic_nllloss : 25908.697852 ∣ critic_ganloss : -241.730684 ∣ generator_nllloss : 5316.205078 ∣ generator_ganloss : 983.953027 ∣  [  std_z : 0.99  real_sub_fake : 928.67 ]
[  epoch 0023/0040] 0280/4800, lr:2.5e-05 ∣ avg_100 : 31774.815267 ∣ critic_nllloss : 26067.714453 ∣ critic_ganloss : -274.556213 ∣ generator_nllloss : 5139.269922 ∣ generator_ganloss : 989.342480 ∣  [  std_z : 0.99  real_sub_fake : 975.71 ]
[  epoch 0023/0040] 0290/4800, lr:2.5e-05 ∣ avg_100 : 31774.444803 ∣ critic_nllloss : 25871.210938 ∣ critic_ganloss : -299.268961 ∣ generator_nllloss : 5148.373828 ∣ generator_ganloss : 966.726758 ∣  [  std_z : 1.00  real_sub_fake : 1056.25 ]
[  epoch 0023/0040] 0300/4800, lr:2.5e-05 ∣ avg_100 : 31771.666142 ∣ critic_nllloss : 26052.180078 ∣ critic_ganloss : -321.263034 ∣ generator_nllloss : 5210.792969 ∣ generator_ganloss : 964.732520 ∣  [  std_z : 1.01  real_sub_fake : 1102.33 ]
[  epoch 0023/0040] 0310/4800, lr:2.5e-05 ∣ avg_100 : 31776.049313 ∣ critic_nllloss : 26009.971484 ∣ critic_ganloss : -254.074329 ∣ generator_nllloss : 5286.326172 ∣ generator_ganloss : 961.948096 ∣  [  std_z : 1.00  real_sub_fake : 1095.53 ]
[  epoch 0023/0040] 0320/4800, lr:2.5e-05 ∣ avg_100 : 31775.069773 ∣ critic_nllloss : 25811.988672 ∣ critic_ganloss : -309.561722 ∣ generator_nllloss : 5115.716602 ∣ generator_ganloss : 971.104150 ∣  [  std_z : 0.98  real_sub_fake : 1116.53 ]
[  epoch 0023/0040] 0330/4800, lr:2.5e-05 ∣ avg_100 : 31774.380508 ∣ critic_nllloss : 25951.023047 ∣ critic_ganloss : -246.388144 ∣ generator_nllloss : 5162.827148 ∣ generator_ganloss : 952.313477 ∣  [  std_z : 0.99  real_sub_fake : 1147.03 ]
[  epoch 0023/0040] 0340/4800, lr:2.5e-05 ∣ avg_100 : 31774.590008 ∣ critic_nllloss : 25942.288086 ∣ critic_ganloss : -305.454622 ∣ generator_nllloss : 5123.600781 ∣ generator_ganloss : 981.776709 ∣  [  std_z : 1.00  real_sub_fake : 994.54 ]
[  epoch 0023/0040] 0350/4800, lr:2.5e-05 ∣ avg_100 : 31777.529959 ∣ critic_nllloss : 25911.525000 ∣ critic_ganloss : -252.128229 ∣ generator_nllloss : 5240.518555 ∣ generator_ganloss : 966.280127 ∣  [  std_z : 1.00  real_sub_fake : 1026.05 ]
[  epoch 0023/0040] 0360/4800, lr:2.5e-05 ∣ avg_100 : 31778.437611 ∣ critic_nllloss : 25962.710742 ∣ critic_ganloss : -268.509958 ∣ generator_nllloss : 5212.096094 ∣ generator_ganloss : 953.786670 ∣  [  std_z : 0.99  real_sub_fake : 1003.55 ]
[  epoch 0023/0040] 0370/4800, lr:2.5e-05 ∣ avg_100 : 31776.216607 ∣ critic_nllloss : 25858.456055 ∣ critic_ganloss : -285.821725 ∣ generator_nllloss : 5117.654492 ∣ generator_ganloss : 929.270361 ∣  [  std_z : 0.99  real_sub_fake : 1065.79 ]
[  epoch 0023/0040] 0380/4800, lr:2.5e-05 ∣ avg_100 : 31774.809858 ∣ critic_nllloss : 26133.652734 ∣ critic_ganloss : -318.957376 ∣ generator_nllloss : 5195.696289 ∣ generator_ganloss : 935.905664 ∣  [  std_z : 1.00  real_sub_fake : 1131.40 ]
[  epoch 0023/0040] 0390/4800, lr:2.5e-05 ∣ avg_100 : 31775.770351 ∣ critic_nllloss : 25975.966602 ∣ critic_ganloss : -296.985251 ∣ generator_nllloss : 5145.380859 ∣ generator_ganloss : 921.249268 ∣  [  std_z : 1.00  real_sub_fake : 1274.45 ]
[  epoch 0023/0040] 0400/4800, lr:2.5e-05 ∣ avg_100 : 31776.643903 ∣ critic_nllloss : 25999.501953 ∣ critic_ganloss : -210.719812 ∣ generator_nllloss : 5110.291016 ∣ generator_ganloss : 958.062549 ∣  [  std_z : 0.99  real_sub_fake : 954.93 ]
[  epoch 0023/0040] 0410/4800, lr:2.5e-05 ∣ avg_100 : 31774.136098 ∣ critic_nllloss : 25710.726953 ∣ critic_ganloss : -221.239058 ∣ generator_nllloss : 5059.316211 ∣ generator_ganloss : 932.455518 ∣  [  std_z : 0.99  real_sub_fake : 836.35 ]
[  epoch 0023/0040] 0420/4800, lr:2.5e-05 ∣ avg_100 : 31774.853454 ∣ critic_nllloss : 25958.761523 ∣ critic_ganloss : -281.057153 ∣ generator_nllloss : 5211.906055 ∣ generator_ganloss : 950.481641 ∣  [  std_z : 1.00  real_sub_fake : 989.40 ]
[  epoch 0023/0040] 0430/4800, lr:2.5e-05 ∣ avg_100 : 31777.473318 ∣ critic_nllloss : 26097.932031 ∣ critic_ganloss : -311.007542 ∣ generator_nllloss : 5185.065625 ∣ generator_ganloss : 955.357031 ∣  [  std_z : 1.00  real_sub_fake : 978.39 ]
[  epoch 0023/0040] 0440/4800, lr:2.5e-05 ∣ avg_100 : 31779.746271 ∣ critic_nllloss : 25870.348633 ∣ critic_ganloss : -280.905554 ∣ generator_nllloss : 5142.472461 ∣ generator_ganloss : 931.111523 ∣  [  std_z : 1.00  real_sub_fake : 1156.96 ]
[  epoch 0023/0040] 0450/4800, lr:2.5e-05 ∣ avg_100 : 31777.509631 ∣ critic_nllloss : 25939.983984 ∣ critic_ganloss : -244.001199 ∣ generator_nllloss : 5134.253320 ∣ generator_ganloss : 957.293945 ∣  [  std_z : 1.00  real_sub_fake : 1086.60 ]
[  epoch 0023/0040] 0460/4800, lr:2.5e-05 ∣ avg_100 : 31775.939187 ∣ critic_nllloss : 25926.243750 ∣ critic_ganloss : -295.128455 ∣ generator_nllloss : 5212.292188 ∣ generator_ganloss : 952.919336 ∣  [  std_z : 1.00  real_sub_fake : 1112.44 ]
[  epoch 0023/0040] 0470/4800, lr:2.5e-05 ∣ avg_100 : 31771.524462 ∣ critic_nllloss : 25714.937891 ∣ critic_ganloss : -275.626772 ∣ generator_nllloss : 5125.363281 ∣ generator_ganloss : 964.455273 ∣  [  std_z : 1.00  real_sub_fake : 925.24 ]
[  epoch 0023/0040] 0480/4800, lr:2.5e-05 ∣ avg_100 : 31773.320734 ∣ critic_nllloss : 25885.228516 ∣ critic_ganloss : -229.131793 ∣ generator_nllloss : 5252.164844 ∣ generator_ganloss : 945.535303 ∣  [  std_z : 1.00  real_sub_fake : 1096.34 ]
[  epoch 0023/0040] 0490/4800, lr:2.5e-05 ∣ avg_100 : 31771.956867 ∣ critic_nllloss : 25777.083203 ∣ critic_ganloss : -261.306030 ∣ generator_nllloss : 5147.950000 ∣ generator_ganloss : 983.483496 ∣  [  std_z : 0.99  real_sub_fake : 886.26 ]
[  epoch 0023/0040] 0500/4800, lr:2.5e-05 ∣ avg_100 : 31770.360909 ∣ critic_nllloss : 25793.837500 ∣ critic_ganloss : -274.922372 ∣ generator_nllloss : 5176.194141 ∣ generator_ganloss : 970.119336 ∣  [  std_z : 0.99  real_sub_fake : 935.76 ]
[  epoch 0023/0040] 0510/4800, lr:2.5e-05 ∣ avg_100 : 31772.429311 ∣ critic_nllloss : 25931.486328 ∣ critic_ganloss : -226.975568 ∣ generator_nllloss : 5134.408008 ∣ generator_ganloss : 969.073437 ∣  [  std_z : 0.99  real_sub_fake : 913.90 ]
[  epoch 0023/0040] 0520/4800, lr:2.5e-05 ∣ avg_100 : 31771.218126 ∣ critic_nllloss : 25993.992969 ∣ critic_ganloss : -315.228040 ∣ generator_nllloss : 5236.570898 ∣ generator_ganloss : 932.748828 ∣  [  std_z : 1.00  real_sub_fake : 1076.57 ]
[  epoch 0023/0040] 0530/4800, lr:2.5e-05 ∣ avg_100 : 31766.843072 ∣ critic_nllloss : 25741.431055 ∣ critic_ganloss : -352.813135 ∣ generator_nllloss : 5108.729883 ∣ generator_ganloss : 919.022266 ∣  [  std_z : 0.99  real_sub_fake : 1149.42 ]
[  epoch 0023/0040] 0540/4800, lr:2.5e-05 ∣ avg_100 : 31768.719889 ∣ critic_nllloss : 25859.742578 ∣ critic_ganloss : -243.002461 ∣ generator_nllloss : 5163.380078 ∣ generator_ganloss : 947.895459 ∣  [  std_z : 1.00  real_sub_fake : 1046.04 ]
[  epoch 0023/0040] 0550/4800, lr:2.5e-05 ∣ avg_100 : 31770.086583 ∣ critic_nllloss : 25899.162305 ∣ critic_ganloss : -306.512018 ∣ generator_nllloss : 5198.091992 ∣ generator_ganloss : 930.796143 ∣  [  std_z : 0.99  real_sub_fake : 1115.35 ]
[  epoch 0023/0040] 0560/4800, lr:2.5e-05 ∣ avg_100 : 31769.721188 ∣ critic_nllloss : 25883.287695 ∣ critic_ganloss : -262.337750 ∣ generator_nllloss : 5194.029492 ∣ generator_ganloss : 951.485547 ∣  [  std_z : 0.99  real_sub_fake : 1141.22 ]
[  epoch 0023/0040] 0570/4800, lr:2.5e-05 ∣ avg_100 : 31766.779145 ∣ critic_nllloss : 25777.970117 ∣ critic_ganloss : -241.435934 ∣ generator_nllloss : 5113.273633 ∣ generator_ganloss : 943.519043 ∣  [  std_z : 0.99  real_sub_fake : 1006.47 ]
[  epoch 0023/0040] 0580/4800, lr:2.5e-05 ∣ avg_100 : 31766.508640 ∣ critic_nllloss : 26018.223047 ∣ critic_ganloss : -274.648727 ∣ generator_nllloss : 5149.934766 ∣ generator_ganloss : 940.076563 ∣  [  std_z : 0.99  real_sub_fake : 1145.60 ]
[  epoch 0023/0040] 0590/4800, lr:2.5e-05 ∣ avg_100 : 31768.233963 ∣ critic_nllloss : 25963.533789 ∣ critic_ganloss : -340.789914 ∣ generator_nllloss : 5127.693359 ∣ generator_ganloss : 932.073242 ∣  [  std_z : 0.99  real_sub_fake : 1062.99 ]
[  epoch 0023/0040] 0600/4800, lr:2.5e-05 ∣ avg_100 : 31766.902368 ∣ critic_nllloss : 25814.967969 ∣ critic_ganloss : -269.249129 ∣ generator_nllloss : 5153.523438 ∣ generator_ganloss : 932.486377 ∣  [  std_z : 1.00  real_sub_fake : 1069.47 ]
[  epoch 0023/0040] 0610/4800, lr:2.5e-05 ∣ avg_100 : 31765.911007 ∣ critic_nllloss : 25662.204102 ∣ critic_ganloss : -316.201242 ∣ generator_nllloss : 5143.001953 ∣ generator_ganloss : 947.973633 ∣  [  std_z : 0.99  real_sub_fake : 1045.16 ]
[  epoch 0023/0040] 0620/4800, lr:2.5e-05 ∣ avg_100 : 31763.569457 ∣ critic_nllloss : 25865.753125 ∣ critic_ganloss : -320.404019 ∣ generator_nllloss : 5171.246094 ∣ generator_ganloss : 941.187305 ∣  [  std_z : 1.00  real_sub_fake : 1204.77 ]
[  epoch 0023/0040] 0630/4800, lr:2.5e-05 ∣ avg_100 : 31760.842239 ∣ critic_nllloss : 25675.482812 ∣ critic_ganloss : -264.632483 ∣ generator_nllloss : 5104.822070 ∣ generator_ganloss : 966.698096 ∣  [  std_z : 0.99  real_sub_fake : 1235.39 ]
[  epoch 0023/0040] 0640/4800, lr:2.5e-05 ∣ avg_100 : 31759.467991 ∣ critic_nllloss : 25999.668359 ∣ critic_ganloss : -358.790610 ∣ generator_nllloss : 5198.446289 ∣ generator_ganloss : 953.785254 ∣  [  std_z : 0.99  real_sub_fake : 1230.26 ]
[  epoch 0023/0040] 0650/4800, lr:2.5e-05 ∣ avg_100 : 31756.518789 ∣ critic_nllloss : 25687.532031 ∣ critic_ganloss : -194.623611 ∣ generator_nllloss : 5187.622266 ∣ generator_ganloss : 955.221484 ∣  [  std_z : 0.99  real_sub_fake : 1078.13 ]
[  epoch 0023/0040] 0660/4800, lr:2.5e-05 ∣ avg_100 : 31754.880682 ∣ critic_nllloss : 25827.469141 ∣ critic_ganloss : -265.858167 ∣ generator_nllloss : 5161.315625 ∣ generator_ganloss : 975.866699 ∣  [  std_z : 1.00  real_sub_fake : 917.06 ]
[  epoch 0023/0040] 0670/4800, lr:2.5e-05 ∣ avg_100 : 31753.793325 ∣ critic_nllloss : 25672.716211 ∣ critic_ganloss : -280.257437 ∣ generator_nllloss : 5177.091016 ∣ generator_ganloss : 977.381934 ∣  [  std_z : 1.00  real_sub_fake : 905.87 ]
[  epoch 0023/0040] 0680/4800, lr:2.5e-05 ∣ avg_100 : 31755.781272 ∣ critic_nllloss : 25869.340039 ∣ critic_ganloss : -297.245306 ∣ generator_nllloss : 5115.794141 ∣ generator_ganloss : 964.458936 ∣  [  std_z : 1.00  real_sub_fake : 1029.80 ]
[  epoch 0023/0040] 0690/4800, lr:2.5e-05 ∣ avg_100 : 31751.948720 ∣ critic_nllloss : 25810.673828 ∣ critic_ganloss : -270.235812 ∣ generator_nllloss : 5107.407812 ∣ generator_ganloss : 955.398584 ∣  [  std_z : 1.00  real_sub_fake : 1081.58 ]
[  epoch 0023/0040] 0700/4800, lr:2.5e-05 ∣ avg_100 : 31752.397239 ∣ critic_nllloss : 25961.286719 ∣ critic_ganloss : -243.191374 ∣ generator_nllloss : 5236.258594 ∣ generator_ganloss : 972.059717 ∣  [  std_z : 0.99  real_sub_fake : 983.77 ]
[  epoch 0023/0040] 0710/4800, lr:2.5e-05 ∣ avg_100 : 31750.626291 ∣ critic_nllloss : 25895.241406 ∣ critic_ganloss : -247.178769 ∣ generator_nllloss : 5200.752734 ∣ generator_ganloss : 953.789355 ∣  [  std_z : 0.98  real_sub_fake : 1034.72 ]
[  epoch 0023/0040] 0720/4800, lr:2.5e-05 ∣ avg_100 : 31750.134596 ∣ critic_nllloss : 25827.445898 ∣ critic_ganloss : -279.628703 ∣ generator_nllloss : 5234.375781 ∣ generator_ganloss : 989.169287 ∣  [  std_z : 0.98  real_sub_fake : 948.23 ]
[  epoch 0023/0040] 0730/4800, lr:2.5e-05 ∣ avg_100 : 31754.562763 ∣ critic_nllloss : 26014.927734 ∣ critic_ganloss : -255.790530 ∣ generator_nllloss : 5223.526367 ∣ generator_ganloss : 938.924463 ∣  [  std_z : 0.99  real_sub_fake : 1053.65 ]
[  epoch 0023/0040] 0740/4800, lr:2.5e-05 ∣ avg_100 : 31756.090344 ∣ critic_nllloss : 26061.488477 ∣ critic_ganloss : -275.303091 ∣ generator_nllloss : 5306.116406 ∣ generator_ganloss : 946.312158 ∣  [  std_z : 1.00  real_sub_fake : 1104.78 ]
[  epoch 0023/0040] 0750/4800, lr:2.5e-05 ∣ avg_100 : 31754.432188 ∣ critic_nllloss : 25916.063281 ∣ critic_ganloss : -323.478810 ∣ generator_nllloss : 5227.393164 ∣ generator_ganloss : 952.999707 ∣  [  std_z : 1.00  real_sub_fake : 972.62 ]
[  epoch 0023/0040] 0760/4800, lr:2.5e-05 ∣ avg_100 : 31748.086593 ∣ critic_nllloss : 25794.160742 ∣ critic_ganloss : -322.268419 ∣ generator_nllloss : 5115.281250 ∣ generator_ganloss : 929.775879 ∣  [  std_z : 1.00  real_sub_fake : 1164.13 ]
[  epoch 0023/0040] 0770/4800, lr:2.5e-05 ∣ avg_100 : 31744.560102 ∣ critic_nllloss : 25814.034961 ∣ critic_ganloss : -281.530310 ∣ generator_nllloss : 5257.745703 ∣ generator_ganloss : 973.685059 ∣  [  std_z : 0.99  real_sub_fake : 1111.63 ]
[  epoch 0023/0040] 0780/4800, lr:2.5e-05 ∣ avg_100 : 31752.727209 ∣ critic_nllloss : 26206.705273 ∣ critic_ganloss : -257.699103 ∣ generator_nllloss : 5244.083594 ∣ generator_ganloss : 963.336230 ∣  [  std_z : 0.99  real_sub_fake : 1138.74 ]
[  epoch 0023/0040] 0790/4800, lr:2.5e-05 ∣ avg_100 : 31751.249247 ∣ critic_nllloss : 25986.493164 ∣ critic_ganloss : -346.784489 ∣ generator_nllloss : 5301.463281 ∣ generator_ganloss : 970.598145 ∣  [  std_z : 0.99  real_sub_fake : 1014.48 ]
[  epoch 0023/0040] 0800/4800, lr:2.5e-05 ∣ avg_100 : 31752.183198 ∣ critic_nllloss : 25903.792969 ∣ critic_ganloss : -271.874966 ∣ generator_nllloss : 5253.155664 ∣ generator_ganloss : 967.937451 ∣  [  std_z : 1.00  real_sub_fake : 1314.12 ]
[  epoch 0023/0040] 0810/4800, lr:2.5e-05 ∣ avg_100 : 31754.538896 ∣ critic_nllloss : 25859.207031 ∣ critic_ganloss : -159.928601 ∣ generator_nllloss : 5095.091992 ∣ generator_ganloss : 996.716064 ∣  [  std_z : 1.01  real_sub_fake : 750.97 ]
[  epoch 0023/0040] 0820/4800, lr:2.5e-05 ∣ avg_100 : 31756.181093 ∣ critic_nllloss : 25680.265625 ∣ critic_ganloss : -213.929204 ∣ generator_nllloss : 5219.599219 ∣ generator_ganloss : 957.562500 ∣  [  std_z : 0.99  real_sub_fake : 647.61 ]
[  epoch 0023/0040] 0830/4800, lr:2.5e-05 ∣ avg_100 : 31757.582851 ∣ critic_nllloss : 25811.603320 ∣ critic_ganloss : -170.360442 ∣ generator_nllloss : 5101.793945 ∣ generator_ganloss : 939.628125 ∣  [  std_z : 0.99  real_sub_fake : 783.02 ]
[  epoch 0023/0040] 0840/4800, lr:2.5e-05 ∣ avg_100 : 31756.808432 ∣ critic_nllloss : 25844.273633 ∣ critic_ganloss : -203.818253 ∣ generator_nllloss : 5113.671094 ∣ generator_ganloss : 965.591602 ∣  [  std_z : 0.99  real_sub_fake : 695.58 ]
[  epoch 0023/0040] 0850/4800, lr:2.5e-05 ∣ avg_100 : 31752.636068 ∣ critic_nllloss : 25793.440039 ∣ critic_ganloss : -208.430362 ∣ generator_nllloss : 5090.835742 ∣ generator_ganloss : 958.226025 ∣  [  std_z : 0.99  real_sub_fake : 760.96 ]
[  epoch 0023/0040] 0860/4800, lr:2.5e-05 ∣ avg_100 : 31754.849113 ∣ critic_nllloss : 25953.347852 ∣ critic_ganloss : -253.893694 ∣ generator_nllloss : 5228.146484 ∣ generator_ganloss : 945.444336 ∣  [  std_z : 1.00  real_sub_fake : 921.94 ]
[  epoch 0023/0040] 0870/4800, lr:2.5e-05 ∣ avg_100 : 31756.637456 ∣ critic_nllloss : 25976.401562 ∣ critic_ganloss : -227.481482 ∣ generator_nllloss : 5246.095508 ∣ generator_ganloss : 950.465332 ∣  [  std_z : 1.00  real_sub_fake : 1022.60 ]
[  epoch 0023/0040] 0880/4800, lr:2.5e-05 ∣ avg_100 : 31757.475734 ∣ critic_nllloss : 25830.263281 ∣ critic_ganloss : -207.620764 ∣ generator_nllloss : 5238.637305 ∣ generator_ganloss : 977.371533 ∣  [  std_z : 0.99  real_sub_fake : 1017.06 ]
[  epoch 0023/0040] 0890/4800, lr:2.5e-05 ∣ avg_100 : 31756.651398 ∣ critic_nllloss : 25879.033008 ∣ critic_ganloss : -305.212582 ∣ generator_nllloss : 5160.952344 ∣ generator_ganloss : 979.688330 ∣  [  std_z : 0.99  real_sub_fake : 873.94 ]
[  epoch 0023/0040] 0900/4800, lr:2.5e-05 ∣ avg_100 : 31756.982972 ∣ critic_nllloss : 25870.070703 ∣ critic_ganloss : -188.050258 ∣ generator_nllloss : 5244.932813 ∣ generator_ganloss : 960.109326 ∣  [  std_z : 1.00  real_sub_fake : 910.25 ]
[  epoch 0023/0040] 0910/4800, lr:2.5e-05 ∣ avg_100 : 31757.946242 ∣ critic_nllloss : 25993.426172 ∣ critic_ganloss : -284.021489 ∣ generator_nllloss : 5264.739453 ∣ generator_ganloss : 975.798633 ∣  [  std_z : 0.99  real_sub_fake : 885.07 ]
[  epoch 0023/0040] 0920/4800, lr:2.5e-05 ∣ avg_100 : 31757.872566 ∣ critic_nllloss : 25740.594727 ∣ critic_ganloss : -296.784979 ∣ generator_nllloss : 5204.514453 ∣ generator_ganloss : 952.589307 ∣  [  std_z : 0.99  real_sub_fake : 1038.51 ]
[  epoch 0023/0040] 0930/4800, lr:2.5e-05 ∣ avg_100 : 31753.921355 ∣ critic_nllloss : 25669.568359 ∣ critic_ganloss : -324.288010 ∣ generator_nllloss : 5188.755273 ∣ generator_ganloss : 971.759570 ∣  [  std_z : 0.99  real_sub_fake : 1076.53 ]
[  epoch 0023/0040] 0940/4800, lr:2.5e-05 ∣ avg_100 : 31750.435265 ∣ critic_nllloss : 25910.919531 ∣ critic_ganloss : -321.828296 ∣ generator_nllloss : 5095.914453 ∣ generator_ganloss : 981.450293 ∣  [  std_z : 0.99  real_sub_fake : 1265.02 ]
[  epoch 0023/0040] 0950/4800, lr:2.5e-05 ∣ avg_100 : 31751.405118 ∣ critic_nllloss : 25841.963672 ∣ critic_ganloss : -262.988855 ∣ generator_nllloss : 5163.383203 ∣ generator_ganloss : 971.252197 ∣  [  std_z : 1.00  real_sub_fake : 1196.14 ]
[  epoch 0023/0040] 0960/4800, lr:2.5e-05 ∣ avg_100 : 31750.865783 ∣ critic_nllloss : 25871.021680 ∣ critic_ganloss : -328.821184 ∣ generator_nllloss : 5215.284961 ∣ generator_ganloss : 1002.209082 ∣     [  std_z : 1.00  real_sub_fake : 1122.40 ]
[  epoch 0023/0040] 0970/4800, lr:2.5e-05 ∣ avg_100 : 31750.179714 ∣ critic_nllloss : 25912.044727 ∣ critic_ganloss : -284.222595 ∣ generator_nllloss : 5098.285547 ∣ generator_ganloss : 972.866650 ∣  [  std_z : 1.00  real_sub_fake : 1151.04 ]
[  epoch 0023/0040] 0980/4800, lr:2.5e-05 ∣ avg_100 : 31750.526212 ∣ critic_nllloss : 26013.543750 ∣ critic_ganloss : -310.742780 ∣ generator_nllloss : 5150.560547 ∣ generator_ganloss : 973.132227 ∣  [  std_z : 0.99  real_sub_fake : 1145.39 ]
[  epoch 0023/0040] 0990/4800, lr:2.5e-05 ∣ avg_100 : 31751.608410 ∣ critic_nllloss : 26001.633398 ∣ critic_ganloss : -364.298328 ∣ generator_nllloss : 5192.275586 ∣ generator_ganloss : 957.515967 ∣  [  std_z : 0.98  real_sub_fake : 1239.98 ]
[  epoch 0023/0040] 1000/4800, lr:2.5e-05 ∣ avg_100 : 31755.067764 ∣ critic_nllloss : 26070.262891 ∣ critic_ganloss : -336.119699 ∣ generator_nllloss : 5188.772852 ∣ generator_ganloss : 978.082910 ∣  [  std_z : 0.99  real_sub_fake : 1393.68 ]
[  epoch 0023/0040] 1010/4800, lr:2.5e-05 ∣ avg_100 : 31752.743654 ∣ critic_nllloss : 25797.533984 ∣ critic_ganloss : -377.856482 ∣ generator_nllloss : 5160.492188 ∣ generator_ganloss : 985.481348 ∣  [  std_z : 1.00  real_sub_fake : 1245.04 ]
[  epoch 0023/0040] 1020/4800, lr:2.5e-05 ∣ avg_100 : 31753.635325 ∣ critic_nllloss : 25737.849023 ∣ critic_ganloss : -276.532269 ∣ generator_nllloss : 5142.679688 ∣ generator_ganloss : 988.970020 ∣  [  std_z : 1.01  real_sub_fake : 1144.51 ]
[  epoch 0023/0040] 1030/4800, lr:2.5e-05 ∣ avg_100 : 31754.002668 ∣ critic_nllloss : 25842.059766 ∣ critic_ganloss : -335.337009 ∣ generator_nllloss : 5224.228320 ∣ generator_ganloss : 978.153418 ∣  [  std_z : 1.00  real_sub_fake : 1182.38 ]
[  epoch 0023/0040] 1040/4800, lr:2.5e-05 ∣ avg_100 : 31754.266599 ∣ critic_nllloss : 25671.911328 ∣ critic_ganloss : -215.258890 ∣ generator_nllloss : 5125.809766 ∣ generator_ganloss : 973.358594 ∣  [  std_z : 0.98  real_sub_fake : 1073.32 ]
[  epoch 0023/0040] 1050/4800, lr:2.5e-05 ∣ avg_100 : 31753.594117 ∣ critic_nllloss : 25777.938477 ∣ critic_ganloss : -318.249757 ∣ generator_nllloss : 5189.993945 ∣ generator_ganloss : 957.951465 ∣  [  std_z : 0.98  real_sub_fake : 962.95 ]
[  epoch 0023/0040] 1060/4800, lr:2.5e-05 ∣ avg_100 : 31751.624763 ∣ critic_nllloss : 25784.419922 ∣ critic_ganloss : -230.390836 ∣ generator_nllloss : 5087.834961 ∣ generator_ganloss : 921.363086 ∣  [  std_z : 0.99  real_sub_fake : 1118.09 ]
[  epoch 0023/0040] 1070/4800, lr:2.5e-05 ∣ avg_100 : 31752.242371 ∣ critic_nllloss : 25863.725586 ∣ critic_ganloss : -267.656726 ∣ generator_nllloss : 5148.987305 ∣ generator_ganloss : 940.050879 ∣  [  std_z : 1.00  real_sub_fake : 1090.15 ]
[  epoch 0023/0040] 1080/4800, lr:2.5e-05 ∣ avg_100 : 31751.340606 ∣ critic_nllloss : 25761.039648 ∣ critic_ganloss : -280.521228 ∣ generator_nllloss : 5162.964844 ∣ generator_ganloss : 919.925244 ∣  [  std_z : 1.00  real_sub_fake : 1103.53 ]
[  epoch 0023/0040] 1090/4800, lr:2.5e-05 ∣ avg_100 : 31749.142899 ∣ critic_nllloss : 25940.436523 ∣ critic_ganloss : -271.497319 ∣ generator_nllloss : 5172.315820 ∣ generator_ganloss : 944.109277 ∣  [  std_z : 0.99  real_sub_fake : 935.01 ]
[  epoch 0023/0040] 1100/4800, lr:2.5e-05 ∣ avg_100 : 31750.721241 ∣ critic_nllloss : 26009.498633 ∣ critic_ganloss : -268.887016 ∣ generator_nllloss : 5234.251758 ∣ generator_ganloss : 934.029639 ∣  [  std_z : 0.99  real_sub_fake : 1023.90 ]
[  epoch 0023/0040] 1110/4800, lr:2.5e-05 ∣ avg_100 : 31751.477397 ∣ critic_nllloss : 26180.561719 ∣ critic_ganloss : -319.778418 ∣ generator_nllloss : 5273.325977 ∣ generator_ganloss : 972.979980 ∣  [  std_z : 0.99  real_sub_fake : 1123.84 ]
[  epoch 0023/0040] 1120/4800, lr:2.5e-05 ∣ avg_100 : 31750.455659 ∣ critic_nllloss : 25899.985547 ∣ critic_ganloss : -385.114346 ∣ generator_nllloss : 5157.818555 ∣ generator_ganloss : 968.259521 ∣  [  std_z : 0.99  real_sub_fake : 1203.00 ]
[  epoch 0023/0040] 1130/4800, lr:2.5e-05 ∣ avg_100 : 31751.540145 ∣ critic_nllloss : 25934.286328 ∣ critic_ganloss : -315.365512 ∣ generator_nllloss : 5223.989453 ∣ generator_ganloss : 974.223096 ∣  [  std_z : 1.00  real_sub_fake : 1471.70 ]
[  epoch 0023/0040] 1140/4800, lr:2.5e-05 ∣ avg_100 : 31748.766592 ∣ critic_nllloss : 25840.604492 ∣ critic_ganloss : -213.926067 ∣ generator_nllloss : 5164.614062 ∣ generator_ganloss : 1010.248096 ∣     [  std_z : 1.00  real_sub_fake : 1131.15 ]
[  epoch 0023/0040] 1150/4800, lr:2.5e-05 ∣ avg_100 : 31750.761784 ∣ critic_nllloss : 25990.938477 ∣ critic_ganloss : -306.554739 ∣ generator_nllloss : 5174.003125 ∣ generator_ganloss : 1005.929395 ∣     [  std_z : 1.00  real_sub_fake : 921.26 ]
[  epoch 0023/0040] 1160/4800, lr:2.5e-05 ∣ avg_100 : 31748.371029 ∣ critic_nllloss : 25837.473828 ∣ critic_ganloss : -270.228087 ∣ generator_nllloss : 5113.598633 ∣ generator_ganloss : 966.842090 ∣  [  std_z : 0.99  real_sub_fake : 1027.58 ]
[  epoch 0023/0040] 1170/4800, lr:2.5e-05 ∣ avg_100 : 31750.808392 ∣ critic_nllloss : 25964.084961 ∣ critic_ganloss : -263.912134 ∣ generator_nllloss : 5228.803125 ∣ generator_ganloss : 983.323926 ∣  [  std_z : 0.99  real_sub_fake : 1060.77 ]
[  epoch 0023/0040] 1180/4800, lr:2.5e-05 ∣ avg_100 : 31751.275963 ∣ critic_nllloss : 26025.350977 ∣ critic_ganloss : -367.024323 ∣ generator_nllloss : 5204.641406 ∣ generator_ganloss : 943.052246 ∣  [  std_z : 0.99  real_sub_fake : 1207.64 ]
[  epoch 0023/0040] 1190/4800, lr:2.5e-05 ∣ avg_100 : 31749.169571 ∣ critic_nllloss : 25768.409570 ∣ critic_ganloss : -254.242053 ∣ generator_nllloss : 5183.830469 ∣ generator_ganloss : 974.615186 ∣  [  std_z : 0.99  real_sub_fake : 962.03 ]
[  epoch 0023/0040] 1200/4800, lr:2.5e-05 ∣ avg_100 : 31745.897875 ∣ critic_nllloss : 25588.691406 ∣ critic_ganloss : -219.326538 ∣ generator_nllloss : 5122.181250 ∣ generator_ganloss : 937.644727 ∣  [  std_z : 0.99  real_sub_fake : 1049.06 ]
[  epoch 0023/0040] 1210/4800, lr:2.5e-05 ∣ avg_100 : 31745.671389 ∣ critic_nllloss : 25957.236719 ∣ critic_ganloss : -272.338960 ∣ generator_nllloss : 5143.448438 ∣ generator_ganloss : 976.835254 ∣  [  std_z : 0.99  real_sub_fake : 1102.00 ]
[  epoch 0023/0040] 1220/4800, lr:2.5e-05 ∣ avg_100 : 31750.257658 ∣ critic_nllloss : 25997.675000 ∣ critic_ganloss : -265.245203 ∣ generator_nllloss : 5273.993359 ∣ generator_ganloss : 952.090137 ∣  [  std_z : 0.99  real_sub_fake : 1006.64 ]
[  epoch 0023/0040] 1230/4800, lr:2.5e-05 ∣ avg_100 : 31746.984122 ∣ critic_nllloss : 25790.335547 ∣ critic_ganloss : -270.094781 ∣ generator_nllloss : 5237.105273 ∣ generator_ganloss : 951.940039 ∣  [  std_z : 0.99  real_sub_fake : 966.70 ]
[  epoch 0023/0040] 1240/4800, lr:2.5e-05 ∣ avg_100 : 31745.965620 ∣ critic_nllloss : 25813.065430 ∣ critic_ganloss : -279.679733 ∣ generator_nllloss : 5212.565820 ∣ generator_ganloss : 966.261914 ∣  [  std_z : 1.00  real_sub_fake : 974.40 ]
[  epoch 0023/0040] 1250/4800, lr:2.5e-05 ∣ avg_100 : 31749.574306 ∣ critic_nllloss : 25930.267773 ∣ critic_ganloss : -263.089478 ∣ generator_nllloss : 5188.687109 ∣ generator_ganloss : 944.280664 ∣  [  std_z : 1.00  real_sub_fake : 1091.93 ]
[  epoch 0023/0040] 1260/4800, lr:2.5e-05 ∣ avg_100 : 31750.404332 ∣ critic_nllloss : 26062.404492 ∣ critic_ganloss : -296.920834 ∣ generator_nllloss : 5256.321289 ∣ generator_ganloss : 961.328027 ∣  [  std_z : 1.00  real_sub_fake : 1165.10 ]
[  epoch 0023/0040] 1270/4800, lr:2.5e-05 ∣ avg_100 : 31750.630091 ∣ critic_nllloss : 25972.378711 ∣ critic_ganloss : -218.355060 ∣ generator_nllloss : 5268.264063 ∣ generator_ganloss : 967.413428 ∣  [  std_z : 0.99  real_sub_fake : 997.70 ]
[  epoch 0023/0040] 1280/4800, lr:2.5e-05 ∣ avg_100 : 31750.667474 ∣ critic_nllloss : 26023.929883 ∣ critic_ganloss : -300.211526 ∣ generator_nllloss : 5233.008008 ∣ generator_ganloss : 968.782568 ∣  [  std_z : 0.99  real_sub_fake : 1021.99 ]
[  epoch 0023/0040] 1290/4800, lr:2.5e-05 ∣ avg_100 : 31751.163468 ∣ critic_nllloss : 25879.519531 ∣ critic_ganloss : -267.951407 ∣ generator_nllloss : 5168.958008 ∣ generator_ganloss : 956.115820 ∣  [  std_z : 0.99  real_sub_fake : 1008.93 ]
[  epoch 0023/0040] 1300/4800, lr:2.5e-05 ∣ avg_100 : 31748.511432 ∣ critic_nllloss : 25729.387891 ∣ critic_ganloss : -202.466077 ∣ generator_nllloss : 5134.523047 ∣ generator_ganloss : 979.794141 ∣  [  std_z : 0.99  real_sub_fake : 940.85 ]
[  epoch 0023/0040] 1310/4800, lr:2.5e-05 ∣ avg_100 : 31742.240375 ∣ critic_nllloss : 25605.563672 ∣ critic_ganloss : -254.191260 ∣ generator_nllloss : 5065.120898 ∣ generator_ganloss : 960.572412 ∣  [  std_z : 1.00  real_sub_fake : 995.44 ]
[  epoch 0023/0040] 1320/4800, lr:2.5e-05 ∣ avg_100 : 31743.427486 ∣ critic_nllloss : 25878.970703 ∣ critic_ganloss : -260.623819 ∣ generator_nllloss : 5111.303906 ∣ generator_ganloss : 978.308008 ∣  [  std_z : 1.00  real_sub_fake : 922.00 ]
[  epoch 0023/0040] 1330/4800, lr:2.5e-05 ∣ avg_100 : 31739.052956 ∣ critic_nllloss : 25572.271289 ∣ critic_ganloss : -208.512556 ∣ generator_nllloss : 5058.871680 ∣ generator_ganloss : 959.692041 ∣  [  std_z : 0.99  real_sub_fake : 872.47 ]
[  epoch 0023/0040] 1340/4800, lr:2.5e-05 ∣ avg_100 : 31738.060587 ∣ critic_nllloss : 25729.286719 ∣ critic_ganloss : -232.452306 ∣ generator_nllloss : 5179.945508 ∣ generator_ganloss : 966.194141 ∣  [  std_z : 0.99  real_sub_fake : 969.14 ]
[  epoch 0023/0040] 1350/4800, lr:2.5e-05 ∣ avg_100 : 31735.311813 ∣ critic_nllloss : 25766.974609 ∣ critic_ganloss : -295.609518 ∣ generator_nllloss : 5154.275977 ∣ generator_ganloss : 965.677002 ∣  [  std_z : 0.99  real_sub_fake : 900.94 ]
[  epoch 0023/0040] 1360/4800, lr:2.5e-05 ∣ avg_100 : 31733.889401 ∣ critic_nllloss : 25915.417187 ∣ critic_ganloss : -313.335336 ∣ generator_nllloss : 5177.425781 ∣ generator_ganloss : 938.334717 ∣  [  std_z : 1.00  real_sub_fake : 1145.95 ]
[  epoch 0023/0040] 1370/4800, lr:2.5e-05 ∣ avg_100 : 31735.264385 ∣ critic_nllloss : 25883.026758 ∣ critic_ganloss : -299.538480 ∣ generator_nllloss : 5199.744727 ∣ generator_ganloss : 973.824609 ∣  [  std_z : 1.00  real_sub_fake : 1107.75 ]
[  epoch 0023/0040] 1380/4800, lr:2.5e-05 ∣ avg_100 : 31733.910708 ∣ critic_nllloss : 25944.639648 ∣ critic_ganloss : -241.045605 ∣ generator_nllloss : 5143.220898 ∣ generator_ganloss : 964.114697 ∣  [  std_z : 0.99  real_sub_fake : 1146.77 ]
[  epoch 0023/0040] 1390/4800, lr:2.5e-05 ∣ avg_100 : 31734.890403 ∣ critic_nllloss : 25932.298438 ∣ critic_ganloss : -245.038618 ∣ generator_nllloss : 5170.098633 ∣ generator_ganloss : 986.222510 ∣  [  std_z : 0.99  real_sub_fake : 1005.25 ]
[  epoch 0023/0040] 1400/4800, lr:2.5e-05 ∣ avg_100 : 31735.551425 ∣ critic_nllloss : 25954.269922 ∣ critic_ganloss : -244.678711 ∣ generator_nllloss : 5248.450977 ∣ generator_ganloss : 965.195703 ∣  [  std_z : 1.00  real_sub_fake : 905.33 ]
[  epoch 0023/0040] 1410/4800, lr:2.5e-05 ∣ avg_100 : 31737.815715 ∣ critic_nllloss : 25786.194141 ∣ critic_ganloss : -235.061636 ∣ generator_nllloss : 5200.885938 ∣ generator_ganloss : 955.670166 ∣  [  std_z : 1.00  real_sub_fake : 886.34 ]
[  epoch 0023/0040] 1420/4800, lr:2.5e-05 ∣ avg_100 : 31733.532569 ∣ critic_nllloss : 25667.053320 ∣ critic_ganloss : -256.332806 ∣ generator_nllloss : 5047.683984 ∣ generator_ganloss : 953.372998 ∣  [  std_z : 0.99  real_sub_fake : 883.02 ]
[  epoch 0023/0040] 1430/4800, lr:2.5e-05 ∣ avg_100 : 31731.472820 ∣ critic_nllloss : 26003.498242 ∣ critic_ganloss : -308.357852 ∣ generator_nllloss : 5088.901563 ∣ generator_ganloss : 937.330225 ∣  [  std_z : 0.99  real_sub_fake : 1104.76 ]
[  epoch 0023/0040] 1440/4800, lr:2.5e-05 ∣ avg_100 : 31730.255170 ∣ critic_nllloss : 25806.963867 ∣ critic_ganloss : -339.149609 ∣ generator_nllloss : 5147.757422 ∣ generator_ganloss : 925.690381 ∣  [  std_z : 0.99  real_sub_fake : 1132.99 ]
[  epoch 0023/0040] 1450/4800, lr:2.5e-05 ∣ avg_100 : 31729.674064 ∣ critic_nllloss : 25918.678711 ∣ critic_ganloss : -334.136453 ∣ generator_nllloss : 5180.698047 ∣ generator_ganloss : 964.179199 ∣  [  std_z : 1.00  real_sub_fake : 1214.29 ]
[  epoch 0023/0040] 1460/4800, lr:2.5e-05 ∣ avg_100 : 31728.487966 ∣ critic_nllloss : 25968.744531 ∣ critic_ganloss : -368.366220 ∣ generator_nllloss : 5128.769922 ∣ generator_ganloss : 948.568750 ∣  [  std_z : 1.00  real_sub_fake : 1338.83 ]
[  epoch 0023/0040] 1470/4800, lr:2.5e-05 ∣ avg_100 : 31731.375163 ∣ critic_nllloss : 25890.122656 ∣ critic_ganloss : -194.132312 ∣ generator_nllloss : 5162.259766 ∣ generator_ganloss : 959.599268 ∣  [  std_z : 0.99  real_sub_fake : 1158.65 ]
[  epoch 0023/0040] 1480/4800, lr:2.5e-05 ∣ avg_100 : 31728.331657 ∣ critic_nllloss : 25592.598242 ∣ critic_ganloss : -267.350110 ∣ generator_nllloss : 5235.471484 ∣ generator_ganloss : 988.726709 ∣  [  std_z : 0.99  real_sub_fake : 1010.22 ]
[  epoch 0023/0040] 1490/4800, lr:2.5e-05 ∣ avg_100 : 31730.670227 ∣ critic_nllloss : 25978.725781 ∣ critic_ganloss : -327.661722 ∣ generator_nllloss : 5260.022852 ∣ generator_ganloss : 969.980713 ∣  [  std_z : 0.99  real_sub_fake : 1047.41 ]
[  epoch 0023/0040] 1500/4800, lr:2.5e-05 ∣ avg_100 : 31730.374646 ∣ critic_nllloss : 25766.782422 ∣ critic_ganloss : -262.671231 ∣ generator_nllloss : 5167.917578 ∣ generator_ganloss : 963.641797 ∣  [  std_z : 0.99  real_sub_fake : 1081.48 ]
[  epoch 0023/0040] 1510/4800, lr:2.5e-05 ∣ avg_100 : 31727.421983 ∣ critic_nllloss : 25710.934766 ∣ critic_ganloss : -334.534476 ∣ generator_nllloss : 5181.243359 ∣ generator_ganloss : 955.082178 ∣  [  std_z : 1.00  real_sub_fake : 1140.69 ]
[  epoch 0023/0040] 1520/4800, lr:2.5e-05 ∣ avg_100 : 31726.519639 ∣ critic_nllloss : 25999.118359 ∣ critic_ganloss : -328.930664 ∣ generator_nllloss : 5163.068750 ∣ generator_ganloss : 924.593799 ∣  [  std_z : 1.00  real_sub_fake : 1246.96 ]
[  epoch 0023/0040] 1530/4800, lr:2.5e-05 ∣ avg_100 : 31730.746352 ∣ critic_nllloss : 25785.875195 ∣ critic_ganloss : -152.745169 ∣ generator_nllloss : 5210.301562 ∣ generator_ganloss : 995.609863 ∣  [  std_z : 0.99  real_sub_fake : 918.92 ]
[  epoch 0023/0040] 1540/4800, lr:2.5e-05 ∣ avg_100 : 31732.138233 ∣ critic_nllloss : 25887.235938 ∣ critic_ganloss : -195.244978 ∣ generator_nllloss : 5159.800391 ∣ generator_ganloss : 1015.412402 ∣     [  std_z : 0.99  real_sub_fake : 647.43 ]
[  epoch 0023/0040] 1550/4800, lr:2.5e-05 ∣ avg_100 : 31729.831348 ∣ critic_nllloss : 25593.487109 ∣ critic_ganloss : -209.038544 ∣ generator_nllloss : 5133.023828 ∣ generator_ganloss : 973.377441 ∣  [  std_z : 0.99  real_sub_fake : 653.17 ]
[  epoch 0023/0040] 1560/4800, lr:2.5e-05 ∣ avg_100 : 31728.324299 ∣ critic_nllloss : 25721.456055 ∣ critic_ganloss : -219.824083 ∣ generator_nllloss : 5164.677148 ∣ generator_ganloss : 949.451025 ∣  [  std_z : 1.00  real_sub_fake : 732.34 ]
[  epoch 0023/0040] 1570/4800, lr:2.5e-05 ∣ avg_100 : 31729.513318 ∣ critic_nllloss : 25789.063477 ∣ critic_ganloss : -167.463373 ∣ generator_nllloss : 5142.648047 ∣ generator_ganloss : 947.980566 ∣  [  std_z : 1.00  real_sub_fake : 831.43 ]
[  epoch 0023/0040] 1580/4800, lr:2.5e-05 ∣ avg_100 : 31728.309341 ∣ critic_nllloss : 25828.916211 ∣ critic_ganloss : -224.331586 ∣ generator_nllloss : 5166.765625 ∣ generator_ganloss : 941.837744 ∣  [  std_z : 0.99  real_sub_fake : 788.34 ]
[  epoch 0023/0040] 1590/4800, lr:2.5e-05 ∣ avg_100 : 31728.081434 ∣ critic_nllloss : 25723.933203 ∣ critic_ganloss : -196.771181 ∣ generator_nllloss : 5190.197852 ∣ generator_ganloss : 942.359912 ∣  [  std_z : 1.00  real_sub_fake : 798.14 ]
[  epoch 0023/0040] 1600/4800, lr:2.5e-05 ∣ avg_100 : 31725.919060 ∣ critic_nllloss : 25663.691406 ∣ critic_ganloss : -245.622528 ∣ generator_nllloss : 5067.876953 ∣ generator_ganloss : 929.545410 ∣  [  std_z : 0.99  real_sub_fake : 862.90 ]
[  epoch 0023/0040] 1610/4800, lr:2.5e-05 ∣ avg_100 : 31728.096781 ∣ critic_nllloss : 25917.506641 ∣ critic_ganloss : -261.673413 ∣ generator_nllloss : 5062.203906 ∣ generator_ganloss : 936.713379 ∣  [  std_z : 0.99  real_sub_fake : 1051.05 ]
[  epoch 0023/0040] 1620/4800, lr:2.5e-05 ∣ avg_100 : 31726.355452 ∣ critic_nllloss : 25732.929688 ∣ critic_ganloss : -310.101779 ∣ generator_nllloss : 5099.900195 ∣ generator_ganloss : 960.921484 ∣  [  std_z : 0.99  real_sub_fake : 1091.77 ]
[  epoch 0023/0040] 1630/4800, lr:2.5e-05 ∣ avg_100 : 31726.928077 ∣ critic_nllloss : 25767.925781 ∣ critic_ganloss : -329.529514 ∣ generator_nllloss : 5131.922266 ∣ generator_ganloss : 969.314502 ∣  [  std_z : 0.99  real_sub_fake : 1141.08 ]
[  epoch 0023/0040] 1640/4800, lr:2.5e-05 ∣ avg_100 : 31725.250587 ∣ critic_nllloss : 25804.373437 ∣ critic_ganloss : -352.207864 ∣ generator_nllloss : 5193.593555 ∣ generator_ganloss : 979.601172 ∣  [  std_z : 1.01  real_sub_fake : 1207.48 ]
[  epoch 0023/0040] 1650/4800, lr:2.5e-05 ∣ avg_100 : 31725.362108 ∣ critic_nllloss : 25810.949023 ∣ critic_ganloss : -333.930945 ∣ generator_nllloss : 5156.916992 ∣ generator_ganloss : 1012.969189 ∣     [  std_z : 1.00  real_sub_fake : 1247.25 ]
[  epoch 0023/0040] 1660/4800, lr:2.5e-05 ∣ avg_100 : 31725.907164 ∣ critic_nllloss : 25912.869531 ∣ critic_ganloss : -284.170082 ∣ generator_nllloss : 5101.037305 ∣ generator_ganloss : 1023.562109 ∣     [  std_z : 0.99  real_sub_fake : 1169.08 ]
[  epoch 0023/0040] 1670/4800, lr:2.5e-05 ∣ avg_100 : 31727.752339 ∣ critic_nllloss : 25861.772266 ∣ critic_ganloss : -290.589798 ∣ generator_nllloss : 5167.126953 ∣ generator_ganloss : 993.139795 ∣  [  std_z : 0.99  real_sub_fake : 1179.79 ]
[  epoch 0023/0040] 1680/4800, lr:2.5e-05 ∣ avg_100 : 31727.508304 ∣ critic_nllloss : 25838.259961 ∣ critic_ganloss : -362.816870 ∣ generator_nllloss : 5145.825977 ∣ generator_ganloss : 1006.675244 ∣     [  std_z : 1.00  real_sub_fake : 1200.53 ]
[  epoch 0023/0040] 1690/4800, lr:2.5e-05 ∣ avg_100 : 31730.390217 ∣ critic_nllloss : 26014.848633 ∣ critic_ganloss : -276.388544 ∣ generator_nllloss : 5159.399609 ∣ generator_ganloss : 993.576074 ∣  [  std_z : 0.99  real_sub_fake : 1282.77 ]
[  epoch 0023/0040] 1700/4800, lr:2.5e-05 ∣ avg_100 : 31728.989723 ∣ critic_nllloss : 25854.009766 ∣ critic_ganloss : -259.082077 ∣ generator_nllloss : 5174.453516 ∣ generator_ganloss : 1016.983008 ∣     [  std_z : 0.99  real_sub_fake : 1064.28 ]
[  epoch 0023/0040] 1710/4800, lr:2.5e-05 ∣ avg_100 : 31726.467797 ∣ critic_nllloss : 25685.280078 ∣ critic_ganloss : -274.195850 ∣ generator_nllloss : 5158.755859 ∣ generator_ganloss : 980.572070 ∣  [  std_z : 1.00  real_sub_fake : 979.17 ]
[  epoch 0023/0040] 1720/4800, lr:2.5e-05 ∣ avg_100 : 31727.642272 ∣ critic_nllloss : 25945.488672 ∣ critic_ganloss : -242.303101 ∣ generator_nllloss : 5220.835938 ∣ generator_ganloss : 964.788232 ∣  [  std_z : 1.00  real_sub_fake : 996.86 ]
[  epoch 0023/0040] 1730/4800, lr:2.5e-05 ∣ avg_100 : 31727.512270 ∣ critic_nllloss : 26040.785742 ∣ critic_ganloss : -276.340268 ∣ generator_nllloss : 5202.640625 ∣ generator_ganloss : 941.501758 ∣  [  std_z : 0.99  real_sub_fake : 1039.60 ]
[  epoch 0023/0040] 1740/4800, lr:2.5e-05 ∣ avg_100 : 31723.468049 ∣ critic_nllloss : 25876.908984 ∣ critic_ganloss : -322.875702 ∣ generator_nllloss : 5136.049609 ∣ generator_ganloss : 944.108936 ∣  [  std_z : 0.99  real_sub_fake : 1124.45 ]
[  epoch 0023/0040] 1750/4800, lr:2.5e-05 ∣ avg_100 : 31722.090274 ∣ critic_nllloss : 25882.567383 ∣ critic_ganloss : -307.850198 ∣ generator_nllloss : 5098.083008 ∣ generator_ganloss : 962.399658 ∣  [  std_z : 0.99  real_sub_fake : 1067.67 ]
[  epoch 0023/0040] 1760/4800, lr:2.5e-05 ∣ avg_100 : 31724.581889 ∣ critic_nllloss : 25898.087891 ∣ critic_ganloss : -278.478519 ∣ generator_nllloss : 5184.726172 ∣ generator_ganloss : 961.775391 ∣  [  std_z : 0.99  real_sub_fake : 1060.47 ]
[  epoch 0023/0040] 1770/4800, lr:2.5e-05 ∣ avg_100 : 31724.527904 ∣ critic_nllloss : 25936.371875 ∣ critic_ganloss : -274.076080 ∣ generator_nllloss : 5118.876172 ∣ generator_ganloss : 977.364941 ∣  [  std_z : 1.00  real_sub_fake : 1001.79 ]
[  epoch 0023/0040] 1780/4800, lr:2.5e-05 ∣ avg_100 : 31722.349987 ∣ critic_nllloss : 25983.297461 ∣ critic_ganloss : -251.128387 ∣ generator_nllloss : 5258.202148 ∣ generator_ganloss : 948.263135 ∣  [  std_z : 1.00  real_sub_fake : 1021.20 ]
[  epoch 0023/0040] 1790/4800, lr:2.5e-05 ∣ avg_100 : 31719.236460 ∣ critic_nllloss : 25728.354492 ∣ critic_ganloss : -301.625458 ∣ generator_nllloss : 5214.138672 ∣ generator_ganloss : 959.549609 ∣  [  std_z : 1.00  real_sub_fake : 1100.49 ]
[  epoch 0023/0040] 1800/4800, lr:2.5e-05 ∣ avg_100 : 31720.858235 ∣ critic_nllloss : 26054.886328 ∣ critic_ganloss : -253.391824 ∣ generator_nllloss : 5220.196289 ∣ generator_ganloss : 993.497852 ∣  [  std_z : 1.00  real_sub_fake : 1122.80 ]
[  epoch 0023/0040] 1810/4800, lr:2.5e-05 ∣ avg_100 : 31721.255312 ∣ critic_nllloss : 25771.408789 ∣ critic_ganloss : -221.583386 ∣ generator_nllloss : 5262.784180 ∣ generator_ganloss : 1018.184668 ∣     [  std_z : 0.99  real_sub_fake : 971.96 ]
[  epoch 0023/0040] 1820/4800, lr:2.5e-05 ∣ avg_100 : 31721.091924 ∣ critic_nllloss : 25779.925391 ∣ critic_ganloss : -299.536009 ∣ generator_nllloss : 5141.467188 ∣ generator_ganloss : 1005.302734 ∣     [  std_z : 0.99  real_sub_fake : 942.66 ]
[  epoch 0023/0040] 1830/4800, lr:2.5e-05 ∣ avg_100 : 31720.984491 ∣ critic_nllloss : 25816.887695 ∣ critic_ganloss : -281.088324 ∣ generator_nllloss : 5168.400781 ∣ generator_ganloss : 967.721484 ∣  [  std_z : 0.99  real_sub_fake : 1090.04 ]
[  epoch 0023/0040] 1840/4800, lr:2.5e-05 ∣ avg_100 : 31722.580667 ∣ critic_nllloss : 25933.310937 ∣ critic_ganloss : -224.254778 ∣ generator_nllloss : 5152.198047 ∣ generator_ganloss : 1018.081445 ∣     [  std_z : 1.00  real_sub_fake : 853.72 ]
[  epoch 0023/0040] 1850/4800, lr:2.5e-05 ∣ avg_100 : 31725.018359 ∣ critic_nllloss : 25849.882031 ∣ critic_ganloss : -208.282249 ∣ generator_nllloss : 5230.706250 ∣ generator_ganloss : 1005.534668 ∣     [  std_z : 1.00  real_sub_fake : 939.87 ]
[  epoch 0023/0040] 1860/4800, lr:2.5e-05 ∣ avg_100 : 31723.354139 ∣ critic_nllloss : 25863.206836 ∣ critic_ganloss : -299.659886 ∣ generator_nllloss : 5151.618945 ∣ generator_ganloss : 991.457031 ∣  [  std_z : 0.99  real_sub_fake : 846.31 ]
[  epoch 0023/0040] 1870/4800, lr:2.5e-05 ∣ avg_100 : 31719.046386 ∣ critic_nllloss : 25739.051367 ∣ critic_ganloss : -297.234445 ∣ generator_nllloss : 5116.700000 ∣ generator_ganloss : 956.188770 ∣  [  std_z : 0.99  real_sub_fake : 1122.10 ]
[  epoch 0023/0040] 1880/4800, lr:2.5e-05 ∣ avg_100 : 31719.221532 ∣ critic_nllloss : 25894.008203 ∣ critic_ganloss : -275.969403 ∣ generator_nllloss : 5238.860547 ∣ generator_ganloss : 999.266602 ∣  [  std_z : 0.99  real_sub_fake : 1021.59 ]
[  epoch 0023/0040] 1890/4800, lr:2.5e-05 ∣ avg_100 : 31720.490950 ∣ critic_nllloss : 25958.083984 ∣ critic_ganloss : -277.661166 ∣ generator_nllloss : 5183.769922 ∣ generator_ganloss : 977.210107 ∣  [  std_z : 1.00  real_sub_fake : 1204.88 ]
[  epoch 0023/0040] 1900/4800, lr:2.5e-05 ∣ avg_100 : 31720.343026 ∣ critic_nllloss : 25797.572852 ∣ critic_ganloss : -172.345280 ∣ generator_nllloss : 5223.695898 ∣ generator_ganloss : 1023.346777 ∣     [  std_z : 1.00  real_sub_fake : 891.44 ]
[  epoch 0023/0040] 1910/4800, lr:2.5e-05 ∣ avg_100 : 31718.782577 ∣ critic_nllloss : 25896.571875 ∣ critic_ganloss : -298.861409 ∣ generator_nllloss : 5197.178711 ∣ generator_ganloss : 999.008594 ∣  [  std_z : 1.00  real_sub_fake : 894.63 ]
[  epoch 0023/0040] 1920/4800, lr:2.5e-05 ∣ avg_100 : 31723.515871 ∣ critic_nllloss : 26112.874414 ∣ critic_ganloss : -228.615634 ∣ generator_nllloss : 5207.790234 ∣ generator_ganloss : 982.193945 ∣  [  std_z : 0.99  real_sub_fake : 979.58 ]
[  epoch 0023/0040] 1930/4800, lr:2.5e-05 ∣ avg_100 : 31725.954190 ∣ critic_nllloss : 25803.850000 ∣ critic_ganloss : -228.699738 ∣ generator_nllloss : 5172.702539 ∣ generator_ganloss : 1001.774316 ∣     [  std_z : 0.99  real_sub_fake : 894.42 ]
[  epoch 0023/0040] 1940/4800, lr:2.5e-05 ∣ avg_100 : 31726.115214 ∣ critic_nllloss : 25809.945703 ∣ critic_ganloss : -268.270566 ∣ generator_nllloss : 5152.224805 ∣ generator_ganloss : 988.658447 ∣  [  std_z : 0.99  real_sub_fake : 949.17 ]
[  epoch 0023/0040] 1950/4800, lr:2.5e-05 ∣ avg_100 : 31728.573294 ∣ critic_nllloss : 26054.193750 ∣ critic_ganloss : -299.999506 ∣ generator_nllloss : 5221.377539 ∣ generator_ganloss : 983.846436 ∣  [  std_z : 0.99  real_sub_fake : 1087.29 ]
[  epoch 0023/0040] 1960/4800, lr:2.5e-05 ∣ avg_100 : 31729.339812 ∣ critic_nllloss : 26065.892578 ∣ critic_ganloss : -405.912735 ∣ generator_nllloss : 5189.794141 ∣ generator_ganloss : 986.572314 ∣  [  std_z : 1.00  real_sub_fake : 1134.72 ]
[  epoch 0023/0040] 1970/4800, lr:2.5e-05 ∣ avg_100 : 31732.486732 ∣ critic_nllloss : 26122.355078 ∣ critic_ganloss : -292.387286 ∣ generator_nllloss : 5192.077930 ∣ generator_ganloss : 991.620654 ∣  [  std_z : 1.00  real_sub_fake : 1383.25 ]
[  epoch 0023/0040] 1980/4800, lr:2.5e-05 ∣ avg_100 : 31733.919556 ∣ critic_nllloss : 26032.155273 ∣ critic_ganloss : -263.669275 ∣ generator_nllloss : 5176.688086 ∣ generator_ganloss : 1024.602051 ∣     [  std_z : 0.99  real_sub_fake : 1065.95 ]
[  epoch 0023/0040] 1990/4800, lr:2.5e-05 ∣ avg_100 : 31733.728349 ∣ critic_nllloss : 25935.151172 ∣ critic_ganloss : -344.953378 ∣ generator_nllloss : 5178.793750 ∣ generator_ganloss : 999.014355 ∣  [  std_z : 0.99  real_sub_fake : 1200.84 ]
[  epoch 0023/0040] 2000/4800, lr:2.5e-05 ∣ avg_100 : 31734.817042 ∣ critic_nllloss : 26031.343945 ∣ critic_ganloss : -308.926813 ∣ generator_nllloss : 5255.539844 ∣ generator_ganloss : 1031.911230 ∣     [  std_z : 1.00  real_sub_fake : 1172.90 ]
[  epoch 0023/0040] 2010/4800, lr:2.5e-05 ∣ avg_100 : 31737.717243 ∣ critic_nllloss : 25872.609375 ∣ critic_ganloss : -230.497604 ∣ generator_nllloss : 5183.401563 ∣ generator_ganloss : 1030.157813 ∣     [  std_z : 1.00  real_sub_fake : 1021.31 ]
[  epoch 0023/0040] 2020/4800, lr:2.5e-05 ∣ avg_100 : 31740.078026 ∣ critic_nllloss : 25840.961914 ∣ critic_ganloss : -157.057953 ∣ generator_nllloss : 5140.136133 ∣ generator_ganloss : 1005.004736 ∣     [  std_z : 1.00  real_sub_fake : 625.09 ]
[  epoch 0023/0040] 2030/4800, lr:2.5e-05 ∣ avg_100 : 31741.058169 ∣ critic_nllloss : 25913.743164 ∣ critic_ganloss : -189.375568 ∣ generator_nllloss : 5126.689258 ∣ generator_ganloss : 956.061914 ∣  [  std_z : 1.00  real_sub_fake : 727.30 ]
[  epoch 0023/0040] 2040/4800, lr:2.5e-05 ∣ avg_100 : 31740.894905 ∣ critic_nllloss : 25686.149805 ∣ critic_ganloss : -193.642303 ∣ generator_nllloss : 5097.877930 ∣ generator_ganloss : 949.108936 ∣  [  std_z : 0.99  real_sub_fake : 801.09 ]
[  epoch 0023/0040] 2050/4800, lr:2.5e-05 ∣ avg_100 : 31741.811176 ∣ critic_nllloss : 25816.105469 ∣ critic_ganloss : -200.864243 ∣ generator_nllloss : 5122.692383 ∣ generator_ganloss : 961.327686 ∣  [  std_z : 0.99  real_sub_fake : 789.91 ]
[  epoch 0023/0040] 2060/4800, lr:2.5e-05 ∣ avg_100 : 31742.194512 ∣ critic_nllloss : 25637.584570 ∣ critic_ganloss : -245.729886 ∣ generator_nllloss : 5267.191016 ∣ generator_ganloss : 942.514990 ∣  [  std_z : 0.99  real_sub_fake : 786.42 ]
[  epoch 0023/0040] 2070/4800, lr:2.5e-05 ∣ avg_100 : 31740.648125 ∣ critic_nllloss : 25827.774414 ∣ critic_ganloss : -323.946225 ∣ generator_nllloss : 5110.684180 ∣ generator_ganloss : 915.956006 ∣  [  std_z : 0.99  real_sub_fake : 1038.36 ]
[  epoch 0023/0040] 2080/4800, lr:2.5e-05 ∣ avg_100 : 31742.350560 ∣ critic_nllloss : 25944.280469 ∣ critic_ganloss : -326.834839 ∣ generator_nllloss : 5200.053711 ∣ generator_ganloss : 916.152637 ∣  [  std_z : 1.00  real_sub_fake : 1287.01 ]
[  epoch 0023/0040] 2090/4800, lr:2.5e-05 ∣ avg_100 : 31740.090237 ∣ critic_nllloss : 25702.036914 ∣ critic_ganloss : -188.606699 ∣ generator_nllloss : 5066.969922 ∣ generator_ganloss : 978.931885 ∣  [  std_z : 1.00  real_sub_fake : 1033.78 ]
[  epoch 0023/0040] 2100/4800, lr:2.5e-05 ∣ avg_100 : 31737.263837 ∣ critic_nllloss : 25852.166602 ∣ critic_ganloss : -307.741458 ∣ generator_nllloss : 5093.920703 ∣ generator_ganloss : 987.907129 ∣  [  std_z : 1.00  real_sub_fake : 958.53 ]
[  epoch 0023/0040] 2110/4800, lr:2.5e-05 ∣ avg_100 : 31729.507737 ∣ critic_nllloss : 25580.539258 ∣ critic_ganloss : -299.393500 ∣ generator_nllloss : 5027.128906 ∣ generator_ganloss : 1023.204639 ∣     [  std_z : 0.99  real_sub_fake : 1049.59 ]
[  epoch 0023/0040] 2120/4800, lr:2.5e-05 ∣ avg_100 : 31727.478107 ∣ critic_nllloss : 25622.868359 ∣ critic_ganloss : -303.483893 ∣ generator_nllloss : 5075.269336 ∣ generator_ganloss : 1043.332422 ∣     [  std_z : 0.99  real_sub_fake : 1135.67 ]
[  epoch 0023/0040] 2130/4800, lr:2.5e-05 ∣ avg_100 : 31727.656939 ∣ critic_nllloss : 25886.108008 ∣ critic_ganloss : -291.160098 ∣ generator_nllloss : 5163.582031 ∣ generator_ganloss : 1076.486621 ∣     [  std_z : 1.00  real_sub_fake : 1218.28 ]
[  epoch 0023/0040] 2140/4800, lr:2.5e-05 ∣ avg_100 : 31726.585818 ∣ critic_nllloss : 25827.960742 ∣ critic_ganloss : -300.573651 ∣ generator_nllloss : 5103.422266 ∣ generator_ganloss : 1063.619189 ∣     [  std_z : 1.00  real_sub_fake : 1160.23 ]
[  epoch 0023/0040] 2150/4800, lr:2.5e-05 ∣ avg_100 : 31727.521842 ∣ critic_nllloss : 25969.154297 ∣ critic_ganloss : -287.211438 ∣ generator_nllloss : 5227.835156 ∣ generator_ganloss : 1048.140576 ∣     [  std_z : 0.99  real_sub_fake : 1230.79 ]
[  epoch 0023/0040] 2160/4800, lr:2.5e-05 ∣ avg_100 : 31729.473262 ∣ critic_nllloss : 25993.911523 ∣ critic_ganloss : -337.558545 ∣ generator_nllloss : 5130.902734 ∣ generator_ganloss : 1055.572754 ∣     [  std_z : 0.99  real_sub_fake : 1204.74 ]
[  epoch 0023/0040] 2170/4800, lr:2.5e-05 ∣ avg_100 : 31730.119077 ∣ critic_nllloss : 25998.714062 ∣ critic_ganloss : -274.945532 ∣ generator_nllloss : 5185.589844 ∣ generator_ganloss : 1067.522998 ∣     [  std_z : 0.99  real_sub_fake : 1118.91 ]
[  epoch 0023/0040] 2180/4800, lr:2.5e-05 ∣ avg_100 : 31731.827733 ∣ critic_nllloss : 26041.601562 ∣ critic_ganloss : -355.091116 ∣ generator_nllloss : 5234.288867 ∣ generator_ganloss : 1056.086572 ∣     [  std_z : 0.99  real_sub_fake : 1148.25 ]
[  epoch 0023/0040] 2190/4800, lr:2.5e-05 ∣ avg_100 : 31735.683448 ∣ critic_nllloss : 26084.224609 ∣ critic_ganloss : -279.423901 ∣ generator_nllloss : 5197.050781 ∣ generator_ganloss : 1056.333252 ∣     [  std_z : 0.99  real_sub_fake : 1219.90 ]
[  epoch 0023/0040] 2200/4800, lr:2.5e-05 ∣ avg_100 : 31738.990699 ∣ critic_nllloss : 25918.503711 ∣ critic_ganloss : -391.588254 ∣ generator_nllloss : 5202.997461 ∣ generator_ganloss : 1030.003027 ∣     [  std_z : 0.99  real_sub_fake : 1266.93 ]
[  epoch 0023/0040] 2210/4800, lr:2.5e-05 ∣ avg_100 : 31737.683407 ∣ critic_nllloss : 25816.713477 ∣ critic_ganloss : -337.249246 ∣ generator_nllloss : 5147.033203 ∣ generator_ganloss : 1047.954785 ∣     [  std_z : 0.99  real_sub_fake : 1261.70 ]
[  epoch 0023/0040] 2220/4800, lr:2.5e-05 ∣ avg_100 : 31735.158203 ∣ critic_nllloss : 25796.152734 ∣ critic_ganloss : -269.341046 ∣ generator_nllloss : 5147.576563 ∣ generator_ganloss : 1031.604639 ∣     [  std_z : 0.99  real_sub_fake : 1294.22 ]
[  epoch 0023/0040] 2230/4800, lr:2.5e-05 ∣ avg_100 : 31735.352180 ∣ critic_nllloss : 25887.224609 ∣ critic_ganloss : -261.334146 ∣ generator_nllloss : 5105.053320 ∣ generator_ganloss : 997.740039 ∣  [  std_z : 1.00  real_sub_fake : 1125.18 ]
[  epoch 0023/0040] 2240/4800, lr:2.5e-05 ∣ avg_100 : 31732.673939 ∣ critic_nllloss : 25599.720898 ∣ critic_ganloss : -302.661696 ∣ generator_nllloss : 5141.277344 ∣ generator_ganloss : 1006.052783 ∣     [  std_z : 1.00  real_sub_fake : 1055.91 ]
[  epoch 0023/0040] 2250/4800, lr:2.5e-05 ∣ avg_100 : 31729.764788 ∣ critic_nllloss : 25686.796289 ∣ critic_ganloss : -309.629611 ∣ generator_nllloss : 5115.610937 ∣ generator_ganloss : 1016.453369 ∣     [  std_z : 1.00  real_sub_fake : 1049.51 ]
[  epoch 0023/0040] 2260/4800, lr:2.5e-05 ∣ avg_100 : 31724.335638 ∣ critic_nllloss : 25706.932617 ∣ critic_ganloss : -382.806256 ∣ generator_nllloss : 5135.001562 ∣ generator_ganloss : 981.090039 ∣  [  std_z : 1.00  real_sub_fake : 1214.80 ]
[  epoch 0023/0040] 2270/4800, lr:2.5e-05 ∣ avg_100 : 31719.699561 ∣ critic_nllloss : 25795.416211 ∣ critic_ganloss : -408.989282 ∣ generator_nllloss : 5135.782227 ∣ generator_ganloss : 1003.884229 ∣     [  std_z : 1.00  real_sub_fake : 1451.04 ]
[  epoch 0023/0040] 2280/4800, lr:2.5e-05 ∣ avg_100 : 31719.291491 ∣ critic_nllloss : 25870.938086 ∣ critic_ganloss : -226.242212 ∣ generator_nllloss : 5210.072461 ∣ generator_ganloss : 1029.933594 ∣     [  std_z : 0.99  real_sub_fake : 1284.61 ]
[  epoch 0023/0040] 2290/4800, lr:2.5e-05 ∣ avg_100 : 31719.469568 ∣ critic_nllloss : 25801.887109 ∣ critic_ganloss : -277.793579 ∣ generator_nllloss : 5210.382227 ∣ generator_ganloss : 1019.973926 ∣     [  std_z : 0.99  real_sub_fake : 1023.48 ]
[  epoch 0023/0040] 2300/4800, lr:2.5e-05 ∣ avg_100 : 31717.173091 ∣ critic_nllloss : 25623.474609 ∣ critic_ganloss : -323.476526 ∣ generator_nllloss : 5102.451563 ∣ generator_ganloss : 1009.141650 ∣     [  std_z : 0.99  real_sub_fake : 1101.83 ]
[  epoch 0023/0040] 2310/4800, lr:2.5e-05 ∣ avg_100 : 31721.204227 ∣ critic_nllloss : 25897.824805 ∣ critic_ganloss : -332.764435 ∣ generator_nllloss : 5190.159570 ∣ generator_ganloss : 1024.959375 ∣     [  std_z : 1.00  real_sub_fake : 1197.30 ]
[  epoch 0023/0040] 2320/4800, lr:2.5e-05 ∣ avg_100 : 31725.445356 ∣ critic_nllloss : 26065.576562 ∣ critic_ganloss : -240.700555 ∣ generator_nllloss : 5289.106445 ∣ generator_ganloss : 1018.089258 ∣     [  std_z : 1.00  real_sub_fake : 1163.71 ]
[  epoch 0023/0040] 2330/4800, lr:2.5e-05 ∣ avg_100 : 31726.920675 ∣ critic_nllloss : 25688.253906 ∣ critic_ganloss : -357.123337 ∣ generator_nllloss : 5186.633203 ∣ generator_ganloss : 1012.090576 ∣     [  std_z : 0.99  real_sub_fake : 1113.97 ]
[  epoch 0023/0040] 2340/4800, lr:2.5e-05 ∣ avg_100 : 31725.779391 ∣ critic_nllloss : 25770.003711 ∣ critic_ganloss : -344.426065 ∣ generator_nllloss : 5112.441992 ∣ generator_ganloss : 990.826074 ∣  [  std_z : 0.99  real_sub_fake : 1319.00 ]
[  epoch 0023/0040] 2350/4800, lr:2.5e-05 ∣ avg_100 : 31730.599499 ∣ critic_nllloss : 26097.547852 ∣ critic_ganloss : -268.961685 ∣ generator_nllloss : 5198.170313 ∣ generator_ganloss : 1046.572363 ∣     [  std_z : 0.99  real_sub_fake : 1257.88 ]
[  epoch 0023/0040] 2360/4800, lr:2.5e-05 ∣ avg_100 : 31729.766824 ∣ critic_nllloss : 25763.994727 ∣ critic_ganloss : -291.451721 ∣ generator_nllloss : 5144.357422 ∣ generator_ganloss : 1017.674414 ∣     [  std_z : 0.99  real_sub_fake : 1082.43 ]
[  epoch 0023/0040] 2370/4800, lr:2.5e-05 ∣ avg_100 : 31731.885252 ∣ critic_nllloss : 26062.224805 ∣ critic_ganloss : -323.389020 ∣ generator_nllloss : 5198.263867 ∣ generator_ganloss : 1031.800732 ∣     [  std_z : 1.00  real_sub_fake : 1072.26 ]
[  epoch 0023/0040] 2380/4800, lr:2.5e-05 ∣ avg_100 : 31730.161614 ∣ critic_nllloss : 25822.963672 ∣ critic_ganloss : -324.088406 ∣ generator_nllloss : 5134.744922 ∣ generator_ganloss : 1004.945703 ∣     [  std_z : 1.00  real_sub_fake : 1170.78 ]
[  epoch 0023/0040] 2390/4800, lr:2.5e-05 ∣ avg_100 : 31731.043058 ∣ critic_nllloss : 25989.443164 ∣ critic_ganloss : -284.614832 ∣ generator_nllloss : 5231.912305 ∣ generator_ganloss : 994.984668 ∣  [  std_z : 1.00  real_sub_fake : 1299.91 ]
[  epoch 0023/0040] 2400/4800, lr:2.5e-05 ∣ avg_100 : 31730.706343 ∣ critic_nllloss : 25888.345703 ∣ critic_ganloss : -223.404088 ∣ generator_nllloss : 5211.295313 ∣ generator_ganloss : 1013.329443 ∣     [  std_z : 0.99  real_sub_fake : 995.43 ]
[  epoch 0023/0040] 2410/4800, lr:2.5e-05 ∣ avg_100 : 31729.833788 ∣ critic_nllloss : 25790.175000 ∣ critic_ganloss : -326.911081 ∣ generator_nllloss : 5171.529297 ∣ generator_ganloss : 985.639941 ∣  [  std_z : 0.99  real_sub_fake : 991.17 ]
[  epoch 0023/0040] 2420/4800, lr:2.5e-05 ∣ avg_100 : 31735.335213 ∣ critic_nllloss : 26025.297852 ∣ critic_ganloss : -354.308765 ∣ generator_nllloss : 5312.933594 ∣ generator_ganloss : 977.997314 ∣  [  std_z : 0.99  real_sub_fake : 1292.68 ]
[  epoch 0023/0040] 2430/4800, lr:2.5e-05 ∣ avg_100 : 31735.483419 ∣ critic_nllloss : 25866.831641 ∣ critic_ganloss : -375.529874 ∣ generator_nllloss : 5242.341211 ∣ generator_ganloss : 1002.549756 ∣     [  std_z : 1.00  real_sub_fake : 1176.58 ]
[  epoch 0023/0040] 2440/4800, lr:2.5e-05 ∣ avg_100 : 31735.420562 ∣ critic_nllloss : 25728.363477 ∣ critic_ganloss : -262.885320 ∣ generator_nllloss : 5078.575781 ∣ generator_ganloss : 990.922412 ∣  [  std_z : 1.00  real_sub_fake : 1311.36 ]
[  epoch 0023/0040] 2450/4800, lr:2.5e-05 ∣ avg_100 : 31739.510515 ∣ critic_nllloss : 26073.390430 ∣ critic_ganloss : -176.776538 ∣ generator_nllloss : 5240.484961 ∣ generator_ganloss : 1001.316016 ∣     [  std_z : 0.99  real_sub_fake : 684.73 ]
[  epoch 0023/0040] 2460/4800, lr:2.5e-05 ∣ avg_100 : 31738.874458 ∣ critic_nllloss : 25656.180273 ∣ critic_ganloss : -90.742023 ∣ generator_nllloss : 5067.919531 ∣ generator_ganloss : 980.753516 ∣   [  std_z : 0.98  real_sub_fake : 427.93 ]
[  epoch 0023/0040] 2470/4800, lr:2.5e-05 ∣ avg_100 : 31737.022975 ∣ critic_nllloss : 25751.126172 ∣ critic_ganloss : -207.660695 ∣ generator_nllloss : 5112.477539 ∣ generator_ganloss : 976.758008 ∣  [  std_z : 0.99  real_sub_fake : 629.06 ]
[  epoch 0023/0040] 2480/4800, lr:2.5e-05 ∣ avg_100 : 31739.895469 ∣ critic_nllloss : 25958.528711 ∣ critic_ganloss : -261.134682 ∣ generator_nllloss : 5181.935742 ∣ generator_ganloss : 957.366016 ∣  [  std_z : 1.00  real_sub_fake : 777.84 ]
[  epoch 0023/0040] 2490/4800, lr:2.5e-05 ∣ avg_100 : 31739.439507 ∣ critic_nllloss : 25811.740625 ∣ critic_ganloss : -139.345700 ∣ generator_nllloss : 5197.500977 ∣ generator_ganloss : 965.575488 ∣  [  std_z : 1.00  real_sub_fake : 853.82 ]
[  epoch 0023/0040] 2500/4800, lr:2.5e-05 ∣ avg_100 : 31742.419609 ∣ critic_nllloss : 26004.840039 ∣ critic_ganloss : -224.797636 ∣ generator_nllloss : 5132.555078 ∣ generator_ganloss : 1021.083301 ∣     [  std_z : 1.00  real_sub_fake : 849.22 ]
[  epoch 0023/0040] 2510/4800, lr:2.5e-05 ∣ avg_100 : 31744.638088 ∣ critic_nllloss : 25830.424219 ∣ critic_ganloss : -240.900032 ∣ generator_nllloss : 5136.998047 ∣ generator_ganloss : 1008.051465 ∣     [  std_z : 0.99  real_sub_fake : 819.04 ]
[  epoch 0023/0040] 2520/4800, lr:2.5e-05 ∣ avg_100 : 31743.212959 ∣ critic_nllloss : 25694.754492 ∣ critic_ganloss : -254.682201 ∣ generator_nllloss : 5144.713281 ∣ generator_ganloss : 1030.551807 ∣     [  std_z : 0.99  real_sub_fake : 852.91 ]
[  epoch 0023/0040] 2530/4800, lr:2.5e-05 ∣ avg_100 : 31743.836385 ∣ critic_nllloss : 25878.116406 ∣ critic_ganloss : -168.351587 ∣ generator_nllloss : 5148.468359 ∣ generator_ganloss : 1043.150879 ∣     [  std_z : 1.00  real_sub_fake : 990.75 ]
[  epoch 0023/0040] 2540/4800, lr:2.5e-05 ∣ avg_100 : 31743.172100 ∣ critic_nllloss : 25790.602930 ∣ critic_ganloss : -247.473424 ∣ generator_nllloss : 5213.268750 ∣ generator_ganloss : 1044.376953 ∣     [  std_z : 1.00  real_sub_fake : 804.13 ]
[  epoch 0023/0040] 2550/4800, lr:2.5e-05 ∣ avg_100 : 31747.229122 ∣ critic_nllloss : 25994.062500 ∣ critic_ganloss : -304.539705 ∣ generator_nllloss : 5201.135156 ∣ generator_ganloss : 1005.894141 ∣     [  std_z : 1.00  real_sub_fake : 948.83 ]
[  epoch 0023/0040] 2560/4800, lr:2.5e-05 ∣ avg_100 : 31749.591237 ∣ critic_nllloss : 25936.537109 ∣ critic_ganloss : -288.789444 ∣ generator_nllloss : 5188.603320 ∣ generator_ganloss : 1015.620605 ∣     [  std_z : 0.99  real_sub_fake : 1028.96 ]
[  epoch 0023/0040] 2570/4800, lr:2.5e-05 ∣ avg_100 : 31752.405035 ∣ critic_nllloss : 26013.641992 ∣ critic_ganloss : -293.815134 ∣ generator_nllloss : 5262.990234 ∣ generator_ganloss : 1010.791455 ∣     [  std_z : 0.98  real_sub_fake : 1039.39 ]
[  epoch 0023/0040] 2580/4800, lr:2.5e-05 ∣ avg_100 : 31749.701263 ∣ critic_nllloss : 25796.953516 ∣ critic_ganloss : -365.301138 ∣ generator_nllloss : 5026.742969 ∣ generator_ganloss : 984.415381 ∣  [  std_z : 0.99  real_sub_fake : 1198.80 ]
[  epoch 0023/0040] 2590/4800, lr:2.5e-05 ∣ avg_100 : 31748.526121 ∣ critic_nllloss : 25675.644727 ∣ critic_ganloss : -195.092407 ∣ generator_nllloss : 5056.157812 ∣ generator_ganloss : 1005.495459 ∣     [  std_z : 1.00  real_sub_fake : 1218.13 ]
[  epoch 0023/0040] 2600/4800, lr:2.5e-05 ∣ avg_100 : 31754.271228 ∣ critic_nllloss : 26002.346094 ∣ critic_ganloss : -284.930469 ∣ generator_nllloss : 5254.268750 ∣ generator_ganloss : 1018.317578 ∣     [  std_z : 1.00  real_sub_fake : 1059.19 ]
[  epoch 0023/0040] 2610/4800, lr:2.5e-05 ∣ avg_100 : 31756.825806 ∣ critic_nllloss : 26040.865430 ∣ critic_ganloss : -266.448109 ∣ generator_nllloss : 5148.652344 ∣ generator_ganloss : 987.138672 ∣  [  std_z : 1.00  real_sub_fake : 1060.91 ]
[  epoch 0023/0040] 2620/4800, lr:2.5e-05 ∣ avg_100 : 31758.484585 ∣ critic_nllloss : 25813.126758 ∣ critic_ganloss : -279.302203 ∣ generator_nllloss : 5130.027930 ∣ generator_ganloss : 985.675000 ∣  [  std_z : 1.00  real_sub_fake : 943.94 ]
[  epoch 0023/0040] 2630/4800, lr:2.5e-05 ∣ avg_100 : 31759.991547 ∣ critic_nllloss : 25796.891992 ∣ critic_ganloss : -266.169786 ∣ generator_nllloss : 5173.133789 ∣ generator_ganloss : 986.473242 ∣  [  std_z : 1.00  real_sub_fake : 1005.70 ]
[  epoch 0023/0040] 2640/4800, lr:2.5e-05 ∣ avg_100 : 31764.287757 ∣ critic_nllloss : 26110.411719 ∣ critic_ganloss : -268.543503 ∣ generator_nllloss : 5214.233398 ∣ generator_ganloss : 998.879736 ∣  [  std_z : 1.00  real_sub_fake : 968.15 ]
[  epoch 0023/0040] 2650/4800, lr:2.5e-05 ∣ avg_100 : 31766.798722 ∣ critic_nllloss : 25912.956250 ∣ critic_ganloss : -249.744264 ∣ generator_nllloss : 5235.917578 ∣ generator_ganloss : 998.871191 ∣  [  std_z : 1.00  real_sub_fake : 939.65 ]
[  epoch 0023/0040] 2660/4800, lr:2.5e-05 ∣ avg_100 : 31768.976274 ∣ critic_nllloss : 26061.972852 ∣ critic_ganloss : -287.693658 ∣ generator_nllloss : 5220.573242 ∣ generator_ganloss : 976.201563 ∣  [  std_z : 0.99  real_sub_fake : 1074.71 ]
[  epoch 0023/0040] 2670/4800, lr:2.5e-05 ∣ avg_100 : 31769.090359 ∣ critic_nllloss : 25928.165234 ∣ critic_ganloss : -321.116464 ∣ generator_nllloss : 5145.982227 ∣ generator_ganloss : 989.826709 ∣  [  std_z : 0.99  real_sub_fake : 1174.93 ]
[  epoch 0023/0040] 2680/4800, lr:2.5e-05 ∣ avg_100 : 31771.255113 ∣ critic_nllloss : 25913.414648 ∣ critic_ganloss : -246.646857 ∣ generator_nllloss : 5172.274609 ∣ generator_ganloss : 1005.377393 ∣     [  std_z : 1.00  real_sub_fake : 1108.39 ]
[  epoch 0023/0040] 2690/4800, lr:2.5e-05 ∣ avg_100 : 31767.495597 ∣ critic_nllloss : 25720.655273 ∣ critic_ganloss : -241.951405 ∣ generator_nllloss : 5038.208984 ∣ generator_ganloss : 998.571240 ∣  [  std_z : 1.00  real_sub_fake : 980.88 ]
[  epoch 0023/0040] 2700/4800, lr:2.5e-05 ∣ avg_100 : 31766.042227 ∣ critic_nllloss : 25655.125000 ∣ critic_ganloss : -213.500864 ∣ generator_nllloss : 5193.288867 ∣ generator_ganloss : 1006.114258 ∣     [  std_z : 1.00  real_sub_fake : 923.60 ]
[  epoch 0023/0040] 2710/4800, lr:2.5e-05 ∣ avg_100 : 31767.761362 ∣ critic_nllloss : 25828.586133 ∣ critic_ganloss : -306.146202 ∣ generator_nllloss : 5195.121094 ∣ generator_ganloss : 1004.764648 ∣     [  std_z : 0.99  real_sub_fake : 931.50 ]
[  epoch 0023/0040] 2720/4800, lr:2.5e-05 ∣ avg_100 : 31765.948049 ∣ critic_nllloss : 25846.392969 ∣ critic_ganloss : -331.188434 ∣ generator_nllloss : 5201.357031 ∣ generator_ganloss : 990.916846 ∣  [  std_z : 0.99  real_sub_fake : 1136.91 ]
[  epoch 0023/0040] 2730/4800, lr:2.5e-05 ∣ avg_100 : 31764.695318 ∣ critic_nllloss : 25931.354687 ∣ critic_ganloss : -255.296964 ∣ generator_nllloss : 5113.605469 ∣ generator_ganloss : 993.651611 ∣  [  std_z : 0.99  real_sub_fake : 1139.32 ]
[  epoch 0023/0040] 2740/4800, lr:2.5e-05 ∣ avg_100 : 31766.477004 ∣ critic_nllloss : 25932.561914 ∣ critic_ganloss : -264.007812 ∣ generator_nllloss : 5160.769922 ∣ generator_ganloss : 983.036328 ∣  [  std_z : 1.00  real_sub_fake : 958.84 ]
[  epoch 0023/0040] 2750/4800, lr:2.5e-05 ∣ avg_100 : 31765.821011 ∣ critic_nllloss : 25760.323242 ∣ critic_ganloss : -281.160693 ∣ generator_nllloss : 5109.990820 ∣ generator_ganloss : 980.447217 ∣  [  std_z : 1.00  real_sub_fake : 1060.02 ]
[  epoch 0023/0040] 2760/4800, lr:2.5e-05 ∣ avg_100 : 31766.944715 ∣ critic_nllloss : 26004.747070 ∣ critic_ganloss : -299.718274 ∣ generator_nllloss : 5177.905859 ∣ generator_ganloss : 995.546680 ∣  [  std_z : 0.99  real_sub_fake : 1156.61 ]
[  epoch 0023/0040] 2770/4800, lr:2.5e-05 ∣ avg_100 : 31769.101027 ∣ critic_nllloss : 26016.774414 ∣ critic_ganloss : -266.185173 ∣ generator_nllloss : 5213.322266 ∣ generator_ganloss : 1010.256592 ∣     [  std_z : 0.99  real_sub_fake : 1186.50 ]
[  epoch 0023/0040] 2780/4800, lr:2.5e-05 ∣ avg_100 : 31767.848311 ∣ critic_nllloss : 25942.201172 ∣ critic_ganloss : -399.045749 ∣ generator_nllloss : 5287.753320 ∣ generator_ganloss : 982.454004 ∣  [  std_z : 1.00  real_sub_fake : 1226.26 ]
[  epoch 0023/0040] 2790/4800, lr:2.5e-05 ∣ avg_100 : 31769.824937 ∣ critic_nllloss : 25853.593359 ∣ critic_ganloss : -260.972633 ∣ generator_nllloss : 5173.919727 ∣ generator_ganloss : 1031.539502 ∣     [  std_z : 0.99  real_sub_fake : 1080.22 ]
[  epoch 0023/0040] 2800/4800, lr:2.5e-05 ∣ avg_100 : 31768.672818 ∣ critic_nllloss : 25881.218359 ∣ critic_ganloss : -228.873196 ∣ generator_nllloss : 5222.855273 ∣ generator_ganloss : 1024.776270 ∣     [  std_z : 0.99  real_sub_fake : 973.11 ]
[  epoch 0023/0040] 2810/4800, lr:2.5e-05 ∣ avg_100 : 31771.178762 ∣ critic_nllloss : 26036.725000 ∣ critic_ganloss : -185.217993 ∣ generator_nllloss : 5211.875781 ∣ generator_ganloss : 1018.005908 ∣     [  std_z : 1.00  real_sub_fake : 947.74 ]
[  epoch 0023/0040] 2820/4800, lr:2.5e-05 ∣ avg_100 : 31776.651880 ∣ critic_nllloss : 26200.141992 ∣ critic_ganloss : -277.897379 ∣ generator_nllloss : 5238.566211 ∣ generator_ganloss : 1013.660205 ∣     [  std_z : 1.00  real_sub_fake : 863.62 ]
[  epoch 0023/0040] 2830/4800, lr:2.5e-05 ∣ avg_100 : 31779.430466 ∣ critic_nllloss : 25949.987305 ∣ critic_ganloss : -282.831433 ∣ generator_nllloss : 5243.899414 ∣ generator_ganloss : 1038.724951 ∣     [  std_z : 1.00  real_sub_fake : 1019.97 ]
[  epoch 0023/0040] 2840/4800, lr:2.5e-05 ∣ avg_100 : 31779.586374 ∣ critic_nllloss : 25910.828125 ∣ critic_ganloss : -230.669633 ∣ generator_nllloss : 5176.354492 ∣ generator_ganloss : 1038.413525 ∣     [  std_z : 1.00  real_sub_fake : 935.10 ]
[  epoch 0023/0040] 2850/4800, lr:2.5e-05 ∣ avg_100 : 31777.060553 ∣ critic_nllloss : 25763.698242 ∣ critic_ganloss : -358.770502 ∣ generator_nllloss : 5207.143359 ∣ generator_ganloss : 1013.187451 ∣     [  std_z : 0.99  real_sub_fake : 1099.42 ]
[  epoch 0023/0040] 2860/4800, lr:2.5e-05 ∣ avg_100 : 31778.765897 ∣ critic_nllloss : 25895.966211 ∣ critic_ganloss : -234.275711 ∣ generator_nllloss : 5182.221289 ∣ generator_ganloss : 1033.245605 ∣     [  std_z : 0.99  real_sub_fake : 1306.12 ]
[  epoch 0023/0040] 2870/4800, lr:2.5e-05 ∣ avg_100 : 31782.283429 ∣ critic_nllloss : 25818.322852 ∣ critic_ganloss : -232.136490 ∣ generator_nllloss : 5214.362891 ∣ generator_ganloss : 1065.909570 ∣     [  std_z : 0.99  real_sub_fake : 971.38 ]
[  epoch 0023/0040] 2880/4800, lr:2.5e-05 ∣ avg_100 : 31784.778478 ∣ critic_nllloss : 26079.220313 ∣ critic_ganloss : -261.655988 ∣ generator_nllloss : 5254.115234 ∣ generator_ganloss : 1033.991357 ∣     [  std_z : 0.99  real_sub_fake : 937.95 ]
[  epoch 0023/0040] 2890/4800, lr:2.5e-05 ∣ avg_100 : 31785.281316 ∣ critic_nllloss : 25903.844922 ∣ critic_ganloss : -283.136340 ∣ generator_nllloss : 5243.621484 ∣ generator_ganloss : 1027.356543 ∣     [  std_z : 1.00  real_sub_fake : 915.33 ]
[  epoch 0023/0040] 2900/4800, lr:2.5e-05 ∣ avg_100 : 31783.749173 ∣ critic_nllloss : 25820.242188 ∣ critic_ganloss : -256.031979 ∣ generator_nllloss : 5142.015430 ∣ generator_ganloss : 1012.830273 ∣     [  std_z : 1.00  real_sub_fake : 1043.30 ]
[  epoch 0023/0040] 2910/4800, lr:2.5e-05 ∣ avg_100 : 31783.442318 ∣ critic_nllloss : 25830.971094 ∣ critic_ganloss : -267.603079 ∣ generator_nllloss : 5176.837500 ∣ generator_ganloss : 1023.006836 ∣     [  std_z : 1.00  real_sub_fake : 1076.53 ]
[  epoch 0023/0040] 2920/4800, lr:2.5e-05 ∣ avg_100 : 31779.857616 ∣ critic_nllloss : 25917.387500 ∣ critic_ganloss : -337.703819 ∣ generator_nllloss : 5127.738867 ∣ generator_ganloss : 1008.350195 ∣     [  std_z : 1.00  real_sub_fake : 1074.45 ]
[  epoch 0023/0040] 2930/4800, lr:2.5e-05 ∣ avg_100 : 31778.607008 ∣ critic_nllloss : 25788.591016 ∣ critic_ganloss : -262.599399 ∣ generator_nllloss : 5100.232227 ∣ generator_ganloss : 998.342480 ∣  [  std_z : 1.00  real_sub_fake : 1182.15 ]
[  epoch 0023/0040] 2940/4800, lr:2.5e-05 ∣ avg_100 : 31783.760990 ∣ critic_nllloss : 26208.382422 ∣ critic_ganloss : -270.769141 ∣ generator_nllloss : 5242.477734 ∣ generator_ganloss : 1017.865527 ∣     [  std_z : 1.00  real_sub_fake : 1134.05 ]
[  epoch 0023/0040] 2950/4800, lr:2.5e-05 ∣ avg_100 : 31781.837098 ∣ critic_nllloss : 25864.837500 ∣ critic_ganloss : -279.531134 ∣ generator_nllloss : 5187.171680 ∣ generator_ganloss : 994.551025 ∣  [  std_z : 0.99  real_sub_fake : 1059.71 ]
[  epoch 0023/0040] 2960/4800, lr:2.5e-05 ∣ avg_100 : 31779.583642 ∣ critic_nllloss : 25653.436133 ∣ critic_ganloss : -178.884030 ∣ generator_nllloss : 5134.945508 ∣ generator_ganloss : 1001.503076 ∣     [  std_z : 0.99  real_sub_fake : 877.26 ]
[  epoch 0023/0040] 2970/4800, lr:2.5e-05 ∣ avg_100 : 31776.317774 ∣ critic_nllloss : 25803.010547 ∣ critic_ganloss : -238.457706 ∣ generator_nllloss : 5103.785352 ∣ generator_ganloss : 1018.741309 ∣     [  std_z : 0.99  real_sub_fake : 852.49 ]
[  epoch 0023/0040] 2980/4800, lr:2.5e-05 ∣ avg_100 : 31776.314045 ∣ critic_nllloss : 25973.447852 ∣ critic_ganloss : -284.605171 ∣ generator_nllloss : 5279.379687 ∣ generator_ganloss : 1001.180908 ∣     [  std_z : 0.99  real_sub_fake : 911.33 ]
[  epoch 0023/0040] 2990/4800, lr:2.5e-05 ∣ avg_100 : 31777.840142 ∣ critic_nllloss : 25923.108594 ∣ critic_ganloss : -270.015988 ∣ generator_nllloss : 5248.508984 ∣ generator_ganloss : 1019.013965 ∣     [  std_z : 0.99  real_sub_fake : 1050.15 ]
[  epoch 0023/0040] 3000/4800, lr:2.5e-05 ∣ avg_100 : 31774.707903 ∣ critic_nllloss : 25777.528516 ∣ critic_ganloss : -268.311072 ∣ generator_nllloss : 5151.118750 ∣ generator_ganloss : 1036.308154 ∣     [  std_z : 1.00  real_sub_fake : 1021.92 ]
[  epoch 0023/0040] 3010/4800, lr:2.5e-05 ∣ avg_100 : 31775.771913 ∣ critic_nllloss : 25992.963672 ∣ critic_ganloss : -323.058115 ∣ generator_nllloss : 5254.658203 ∣ generator_ganloss : 1037.508350 ∣     [  std_z : 1.00  real_sub_fake : 1138.77 ]
[  epoch 0023/0040] 3020/4800, lr:2.5e-05 ∣ avg_100 : 31774.347663 ∣ critic_nllloss : 25885.461523 ∣ critic_ganloss : -352.329504 ∣ generator_nllloss : 5122.385547 ∣ generator_ganloss : 1031.102344 ∣     [  std_z : 1.00  real_sub_fake : 1186.68 ]
[  epoch 0023/0040] 3030/4800, lr:2.5e-05 ∣ avg_100 : 31772.712171 ∣ critic_nllloss : 25724.300000 ∣ critic_ganloss : -278.015729 ∣ generator_nllloss : 5161.899219 ∣ generator_ganloss : 1035.386084 ∣     [  std_z : 1.00  real_sub_fake : 1182.15 ]
[  epoch 0023/0040] 3040/4800, lr:2.5e-05 ∣ avg_100 : 31777.707895 ∣ critic_nllloss : 26029.585742 ∣ critic_ganloss : -276.001984 ∣ generator_nllloss : 5238.982617 ∣ generator_ganloss : 1046.500342 ∣     [  std_z : 0.99  real_sub_fake : 1091.05 ]
[  epoch 0023/0040] 3050/4800, lr:2.5e-05 ∣ avg_100 : 31780.028141 ∣ critic_nllloss : 25864.554883 ∣ critic_ganloss : -131.467435 ∣ generator_nllloss : 5137.386914 ∣ generator_ganloss : 1060.811523 ∣     [  std_z : 0.99  real_sub_fake : 913.33 ]
[  epoch 0023/0040] 3060/4800, lr:2.5e-05 ∣ avg_100 : 31783.510140 ∣ critic_nllloss : 25825.789453 ∣ critic_ganloss : -158.159216 ∣ generator_nllloss : 5204.951367 ∣ generator_ganloss : 1077.178955 ∣     [  std_z : 0.99  real_sub_fake : 608.90 ]
[  epoch 0023/0040] 3070/4800, lr:2.5e-05 ∣ avg_100 : 31787.874461 ∣ critic_nllloss : 25978.017969 ∣ critic_ganloss : -247.087540 ∣ generator_nllloss : 5214.308008 ∣ generator_ganloss : 1021.662109 ∣     [  std_z : 1.00  real_sub_fake : 809.06 ]
[  epoch 0023/0040] 3080/4800, lr:2.5e-05 ∣ avg_100 : 31786.745312 ∣ critic_nllloss : 25765.111719 ∣ critic_ganloss : -261.021068 ∣ generator_nllloss : 5104.314844 ∣ generator_ganloss : 1012.331543 ∣     [  std_z : 1.00  real_sub_fake : 852.18 ]
[  epoch 0023/0040] 3090/4800, lr:2.5e-05 ∣ avg_100 : 31789.124155 ∣ critic_nllloss : 25896.094531 ∣ critic_ganloss : -287.076389 ∣ generator_nllloss : 5197.184180 ∣ generator_ganloss : 991.014014 ∣  [  std_z : 0.99  real_sub_fake : 1043.48 ]
[  epoch 0023/0040] 3100/4800, lr:2.5e-05 ∣ avg_100 : 31791.514501 ∣ critic_nllloss : 25880.180664 ∣ critic_ganloss : -284.001221 ∣ generator_nllloss : 5292.398242 ∣ generator_ganloss : 976.709863 ∣  [  std_z : 0.99  real_sub_fake : 1114.30 ]
[  epoch 0023/0040] 3110/4800, lr:2.5e-05 ∣ avg_100 : 31792.690971 ∣ critic_nllloss : 25598.299414 ∣ critic_ganloss : -252.452567 ∣ generator_nllloss : 5118.044531 ∣ generator_ganloss : 985.234912 ∣  [  std_z : 0.99  real_sub_fake : 1071.91 ]
[  epoch 0023/0040] 3120/4800, lr:2.5e-05 ∣ avg_100 : 31794.595421 ∣ critic_nllloss : 25783.664453 ∣ critic_ganloss : -291.993958 ∣ generator_nllloss : 5144.603320 ∣ generator_ganloss : 992.157422 ∣  [  std_z : 0.99  real_sub_fake : 1057.03 ]
[  epoch 0023/0040] 3130/4800, lr:2.5e-05 ∣ avg_100 : 31793.855697 ∣ critic_nllloss : 25930.778711 ∣ critic_ganloss : -328.693063 ∣ generator_nllloss : 5167.522852 ∣ generator_ganloss : 991.435645 ∣  [  std_z : 0.99  real_sub_fake : 1099.97 ]
[  epoch 0023/0040] 3140/4800, lr:2.5e-05 ∣ avg_100 : 31796.482289 ∣ critic_nllloss : 25976.876758 ∣ critic_ganloss : -235.444446 ∣ generator_nllloss : 5200.071875 ∣ generator_ganloss : 1015.583594 ∣     [  std_z : 1.00  real_sub_fake : 1067.83 ]
[  epoch 0023/0040] 3150/4800, lr:2.5e-05 ∣ avg_100 : 31792.004482 ∣ critic_nllloss : 25716.976562 ∣ critic_ganloss : -269.323944 ∣ generator_nllloss : 5060.353125 ∣ generator_ganloss : 1002.132129 ∣     [  std_z : 1.00  real_sub_fake : 992.50 ]
[  epoch 0023/0040] 3160/4800, lr:2.5e-05 ∣ avg_100 : 31791.030019 ∣ critic_nllloss : 25898.238672 ∣ critic_ganloss : -295.174911 ∣ generator_nllloss : 5153.203125 ∣ generator_ganloss : 989.115283 ∣  [  std_z : 0.99  real_sub_fake : 1082.21 ]
[  epoch 0023/0040] 3170/4800, lr:2.5e-05 ∣ avg_100 : 31787.789128 ∣ critic_nllloss : 25781.472266 ∣ critic_ganloss : -313.760919 ∣ generator_nllloss : 5163.615820 ∣ generator_ganloss : 1021.465137 ∣     [  std_z : 0.98  real_sub_fake : 1150.17 ]
[  epoch 0023/0040] 3180/4800, lr:2.5e-05 ∣ avg_100 : 31785.628967 ∣ critic_nllloss : 25805.218555 ∣ critic_ganloss : -270.194887 ∣ generator_nllloss : 5221.109766 ∣ generator_ganloss : 1004.736328 ∣     [  std_z : 0.99  real_sub_fake : 1204.99 ]
[  epoch 0023/0040] 3190/4800, lr:2.5e-05 ∣ avg_100 : 31783.270417 ∣ critic_nllloss : 26077.516797 ∣ critic_ganloss : -397.257932 ∣ generator_nllloss : 5141.032031 ∣ generator_ganloss : 1001.038867 ∣     [  std_z : 1.00  real_sub_fake : 1264.78 ]
[  epoch 0023/0040] 3200/4800, lr:2.5e-05 ∣ avg_100 : 31785.240599 ∣ critic_nllloss : 26020.823047 ∣ critic_ganloss : -267.187549 ∣ generator_nllloss : 5214.045117 ∣ generator_ganloss : 989.253564 ∣  [  std_z : 1.00  real_sub_fake : 1317.14 ]
[  epoch 0023/0040] 3210/4800, lr:2.5e-05 ∣ avg_100 : 31785.983378 ∣ critic_nllloss : 25858.773633 ∣ critic_ganloss : -317.382407 ∣ generator_nllloss : 5180.898438 ∣ generator_ganloss : 1026.440430 ∣     [  std_z : 1.00  real_sub_fake : 1023.15 ]
[  epoch 0023/0040] 3220/4800, lr:2.5e-05 ∣ avg_100 : 31787.098866 ∣ critic_nllloss : 26113.628320 ∣ critic_ganloss : -374.583902 ∣ generator_nllloss : 5077.652539 ∣ generator_ganloss : 1000.844727 ∣     [  std_z : 0.99  real_sub_fake : 1273.80 ]
[  epoch 0023/0040] 3230/4800, lr:2.5e-05 ∣ avg_100 : 31789.166486 ∣ critic_nllloss : 26071.098828 ∣ critic_ganloss : -328.893277 ∣ generator_nllloss : 5180.365234 ∣ generator_ganloss : 1012.875049 ∣     [  std_z : 0.99  real_sub_fake : 1274.96 ]
[  epoch 0023/0040] 3240/4800, lr:2.5e-05 ∣ avg_100 : 31790.263141 ∣ critic_nllloss : 25766.397656 ∣ critic_ganloss : -365.668991 ∣ generator_nllloss : 5139.048047 ∣ generator_ganloss : 1014.278125 ∣     [  std_z : 0.99  real_sub_fake : 1200.90 ]
[  epoch 0023/0040] 3250/4800, lr:2.5e-05 ∣ avg_100 : 31793.732102 ∣ critic_nllloss : 26045.783789 ∣ critic_ganloss : -341.721896 ∣ generator_nllloss : 5146.226172 ∣ generator_ganloss : 1005.839014 ∣     [  std_z : 1.00  real_sub_fake : 1268.12 ]
[  epoch 0023/0040] 3260/4800, lr:2.5e-05 ∣ avg_100 : 31797.575697 ∣ critic_nllloss : 25909.532422 ∣ critic_ganloss : -332.561368 ∣ generator_nllloss : 5218.965234 ∣ generator_ganloss : 1028.641113 ∣     [  std_z : 1.00  real_sub_fake : 1243.67 ]
[  epoch 0023/0040] 3270/4800, lr:2.5e-05 ∣ avg_100 : 31804.046060 ∣ critic_nllloss : 26102.833203 ∣ critic_ganloss : -181.794907 ∣ generator_nllloss : 5246.366406 ∣ generator_ganloss : 1005.725000 ∣     [  std_z : 1.00  real_sub_fake : 1387.27 ]
[  epoch 0023/0040] 3280/4800, lr:2.5e-05 ∣ avg_100 : 31804.882513 ∣ critic_nllloss : 25857.211719 ∣ critic_ganloss : -191.877943 ∣ generator_nllloss : 5256.325391 ∣ generator_ganloss : 1046.688086 ∣     [  std_z : 0.99  real_sub_fake : 648.08 ]
[  epoch 0023/0040] 3290/4800, lr:2.5e-05 ∣ avg_100 : 31805.879519 ∣ critic_nllloss : 25952.394336 ∣ critic_ganloss : -267.827885 ∣ generator_nllloss : 5177.956055 ∣ generator_ganloss : 991.627734 ∣  [  std_z : 0.99  real_sub_fake : 714.90 ]
[  epoch 0023/0040] 3300/4800, lr:2.5e-05 ∣ avg_100 : 31811.047314 ∣ critic_nllloss : 25880.450977 ∣ critic_ganloss : -120.900005 ∣ generator_nllloss : 5219.071484 ∣ generator_ganloss : 949.748340 ∣  [  std_z : 0.99  real_sub_fake : 817.42 ]
[  epoch 0023/0040] 3310/4800, lr:2.5e-05 ∣ avg_100 : 31812.594316 ∣ critic_nllloss : 26025.541211 ∣ critic_ganloss : -207.423122 ∣ generator_nllloss : 5165.709570 ∣ generator_ganloss : 951.051855 ∣  [  std_z : 1.00  real_sub_fake : 778.70 ]
[  epoch 0023/0040] 3320/4800, lr:2.5e-05 ∣ avg_100 : 31810.473887 ∣ critic_nllloss : 26009.560156 ∣ critic_ganloss : -273.088901 ∣ generator_nllloss : 5207.108203 ∣ generator_ganloss : 976.449414 ∣  [  std_z : 1.00  real_sub_fake : 790.29 ]
[  epoch 0023/0040] 3330/4800, lr:2.5e-05 ∣ avg_100 : 31811.737433 ∣ critic_nllloss : 25792.157422 ∣ critic_ganloss : -260.823433 ∣ generator_nllloss : 5147.900000 ∣ generator_ganloss : 976.974902 ∣  [  std_z : 0.99  real_sub_fake : 939.63 ]
[  epoch 0023/0040] 3340/4800, lr:2.5e-05 ∣ avg_100 : 31814.766198 ∣ critic_nllloss : 25962.531836 ∣ critic_ganloss : -290.886882 ∣ generator_nllloss : 5197.506641 ∣ generator_ganloss : 962.570654 ∣  [  std_z : 0.99  real_sub_fake : 1137.79 ]
[  epoch 0023/0040] 3350/4800, lr:2.5e-05 ∣ avg_100 : 31811.809862 ∣ critic_nllloss : 25762.570117 ∣ critic_ganloss : -234.405789 ∣ generator_nllloss : 5255.686523 ∣ generator_ganloss : 993.844434 ∣  [  std_z : 0.99  real_sub_fake : 1053.27 ]
[  epoch 0023/0040] 3360/4800, lr:2.5e-05 ∣ avg_100 : 31811.104123 ∣ critic_nllloss : 25686.839648 ∣ critic_ganloss : -282.344650 ∣ generator_nllloss : 5174.638281 ∣ generator_ganloss : 984.867578 ∣  [  std_z : 0.99  real_sub_fake : 1081.90 ]
[  epoch 0023/0040] 3370/4800, lr:2.5e-05 ∣ avg_100 : 31807.070248 ∣ critic_nllloss : 25754.384961 ∣ critic_ganloss : -240.709163 ∣ generator_nllloss : 5050.372070 ∣ generator_ganloss : 1001.465039 ∣     [  std_z : 1.00  real_sub_fake : 997.34 ]
[  epoch 0023/0040] 3380/4800, lr:2.5e-05 ∣ avg_100 : 31807.932949 ∣ critic_nllloss : 25921.892969 ∣ critic_ganloss : -341.538382 ∣ generator_nllloss : 5166.204492 ∣ generator_ganloss : 978.276904 ∣  [  std_z : 1.00  real_sub_fake : 1060.34 ]
[  epoch 0023/0040] 3390/4800, lr:2.5e-05 ∣ avg_100 : 31807.463773 ∣ critic_nllloss : 26061.552344 ∣ critic_ganloss : -374.605231 ∣ generator_nllloss : 5217.385742 ∣ generator_ganloss : 980.474902 ∣  [  std_z : 0.99  real_sub_fake : 1245.04 ]
[  epoch 0023/0040] 3400/4800, lr:2.5e-05 ∣ avg_100 : 31806.057898 ∣ critic_nllloss : 25874.744141 ∣ critic_ganloss : -341.350781 ∣ generator_nllloss : 5208.991016 ∣ generator_ganloss : 1006.594482 ∣     [  std_z : 0.98  real_sub_fake : 1235.07 ]
[  epoch 0023/0040] 3410/4800, lr:2.5e-05 ∣ avg_100 : 31808.428287 ∣ critic_nllloss : 26000.802148 ∣ critic_ganloss : -362.561932 ∣ generator_nllloss : 5213.708594 ∣ generator_ganloss : 1005.523242 ∣     [  std_z : 0.98  real_sub_fake : 1343.68 ]
[  epoch 0023/0040] 3420/4800, lr:2.5e-05 ∣ avg_100 : 31807.005731 ∣ critic_nllloss : 25946.626367 ∣ critic_ganloss : -324.848184 ∣ generator_nllloss : 5210.001367 ∣ generator_ganloss : 987.884863 ∣  [  std_z : 0.99  real_sub_fake : 1413.98 ]
[  epoch 0023/0040] 3430/4800, lr:2.5e-05 ∣ avg_100 : 31812.944567 ∣ critic_nllloss : 26265.423438 ∣ critic_ganloss : -216.915677 ∣ generator_nllloss : 5253.341602 ∣ generator_ganloss : 1028.226953 ∣     [  std_z : 1.00  real_sub_fake : 1108.33 ]
[  epoch 0023/0040] 3440/4800, lr:2.5e-05 ∣ avg_100 : 31816.358052 ∣ critic_nllloss : 25941.097266 ∣ critic_ganloss : -242.312315 ∣ generator_nllloss : 5209.144336 ∣ generator_ganloss : 968.395605 ∣  [  std_z : 1.00  real_sub_fake : 888.13 ]
[  epoch 0023/0040] 3450/4800, lr:2.5e-05 ∣ avg_100 : 31811.880775 ∣ critic_nllloss : 25788.146875 ∣ critic_ganloss : -240.772443 ∣ generator_nllloss : 5198.327344 ∣ generator_ganloss : 944.985352 ∣  [  std_z : 0.99  real_sub_fake : 877.82 ]
[  epoch 0023/0040] 3460/4800, lr:2.5e-05 ∣ avg_100 : 31814.680051 ∣ critic_nllloss : 26013.606250 ∣ critic_ganloss : -280.601271 ∣ generator_nllloss : 5206.838477 ∣ generator_ganloss : 954.195459 ∣  [  std_z : 0.99  real_sub_fake : 942.74 ]
[  epoch 0023/0040] 3470/4800, lr:2.5e-05 ∣ avg_100 : 31818.136684 ∣ critic_nllloss : 26138.598633 ∣ critic_ganloss : -328.252798 ∣ generator_nllloss : 5202.283594 ∣ generator_ganloss : 965.734863 ∣  [  std_z : 0.99  real_sub_fake : 1110.61 ]
[  epoch 0023/0040] 3480/4800, lr:2.5e-05 ∣ avg_100 : 31814.734078 ∣ critic_nllloss : 25717.163672 ∣ critic_ganloss : -394.394748 ∣ generator_nllloss : 5210.721484 ∣ generator_ganloss : 962.944775 ∣  [  std_z : 1.00  real_sub_fake : 1172.52 ]
[  epoch 0023/0040] 3490/4800, lr:2.5e-05 ∣ avg_100 : 31815.013693 ∣ critic_nllloss : 25959.039062 ∣ critic_ganloss : -295.316052 ∣ generator_nllloss : 5228.535742 ∣ generator_ganloss : 971.174121 ∣  [  std_z : 1.00  real_sub_fake : 1400.26 ]
[  epoch 0023/0040] 3500/4800, lr:2.5e-05 ∣ avg_100 : 31812.509751 ∣ critic_nllloss : 25816.070703 ∣ critic_ganloss : -263.764560 ∣ generator_nllloss : 5194.780078 ∣ generator_ganloss : 936.200342 ∣  [  std_z : 0.99  real_sub_fake : 1031.81 ]
[  epoch 0023/0040] 3510/4800, lr:2.5e-05 ∣ avg_100 : 31812.541486 ∣ critic_nllloss : 25886.427734 ∣ critic_ganloss : -282.229694 ∣ generator_nllloss : 5174.971875 ∣ generator_ganloss : 958.577344 ∣  [  std_z : 0.98  real_sub_fake : 1016.11 ]
[  epoch 0023/0040] 3520/4800, lr:2.5e-05 ∣ avg_100 : 31814.289569 ∣ critic_nllloss : 25920.438672 ∣ critic_ganloss : -363.749677 ∣ generator_nllloss : 5264.008594 ∣ generator_ganloss : 969.448096 ∣  [  std_z : 0.99  real_sub_fake : 1202.51 ]
[  epoch 0023/0040] 3530/4800, lr:2.5e-05 ∣ avg_100 : 31815.362413 ∣ critic_nllloss : 25981.248242 ∣ critic_ganloss : -153.431226 ∣ generator_nllloss : 5179.600195 ∣ generator_ganloss : 1001.251221 ∣     [  std_z : 1.00  real_sub_fake : 1138.53 ]
[  epoch 0023/0040] 3540/4800, lr:2.5e-05 ∣ avg_100 : 31818.509270 ∣ critic_nllloss : 26277.917383 ∣ critic_ganloss : -327.260715 ∣ generator_nllloss : 5151.491992 ∣ generator_ganloss : 1013.312256 ∣     [  std_z : 1.01  real_sub_fake : 973.68 ]
[  epoch 0023/0040] 3550/4800, lr:2.5e-05 ∣ avg_100 : 31815.742536 ∣ critic_nllloss : 25755.854492 ∣ critic_ganloss : -343.182541 ∣ generator_nllloss : 5233.654688 ∣ generator_ganloss : 973.552051 ∣  [  std_z : 1.01  real_sub_fake : 1070.83 ]
[  epoch 0023/0040] 3560/4800, lr:2.5e-05 ∣ avg_100 : 31814.619409 ∣ critic_nllloss : 25860.410547 ∣ critic_ganloss : -267.615015 ∣ generator_nllloss : 5145.675781 ∣ generator_ganloss : 1001.187598 ∣     [  std_z : 0.99  real_sub_fake : 1193.45 ]
[  epoch 0023/0040] 3570/4800, lr:2.5e-05 ∣ avg_100 : 31812.578399 ∣ critic_nllloss : 25856.083398 ∣ critic_ganloss : -230.838379 ∣ generator_nllloss : 5153.253516 ∣ generator_ganloss : 1011.008984 ∣     [  std_z : 0.99  real_sub_fake : 1127.63 ]
[  epoch 0023/0040] 3580/4800, lr:2.5e-05 ∣ avg_100 : 31817.334170 ∣ critic_nllloss : 25870.235352 ∣ critic_ganloss : -239.080612 ∣ generator_nllloss : 5292.510156 ∣ generator_ganloss : 994.722949 ∣  [  std_z : 0.98  real_sub_fake : 932.86 ]
[  epoch 0023/0040] 3590/4800, lr:2.5e-05 ∣ avg_100 : 31821.057753 ∣ critic_nllloss : 26002.756250 ∣ critic_ganloss : -304.304736 ∣ generator_nllloss : 5226.127734 ∣ generator_ganloss : 989.984668 ∣  [  std_z : 0.99  real_sub_fake : 911.12 ]
[  epoch 0023/0040] 3600/4800, lr:2.5e-05 ∣ avg_100 : 31817.418787 ∣ critic_nllloss : 25694.423633 ∣ critic_ganloss : -231.876344 ∣ generator_nllloss : 5186.456055 ∣ generator_ganloss : 977.102002 ∣  [  std_z : 1.01  real_sub_fake : 997.88 ]
[  epoch 0023/0040] 3610/4800, lr:2.5e-05 ∣ avg_100 : 31816.889432 ∣ critic_nllloss : 25928.614063 ∣ critic_ganloss : -274.690939 ∣ generator_nllloss : 5191.357617 ∣ generator_ganloss : 1011.992090 ∣     [  std_z : 1.00  real_sub_fake : 911.44 ]
[  epoch 0023/0040] 3620/4800, lr:2.5e-05 ∣ avg_100 : 31819.021855 ∣ critic_nllloss : 25943.921484 ∣ critic_ganloss : -263.200931 ∣ generator_nllloss : 5217.786914 ∣ generator_ganloss : 964.262305 ∣  [  std_z : 1.00  real_sub_fake : 1109.74 ]
[  epoch 0023/0040] 3630/4800, lr:2.5e-05 ∣ avg_100 : 31819.069658 ∣ critic_nllloss : 25711.361328 ∣ critic_ganloss : -243.981525 ∣ generator_nllloss : 5206.278516 ∣ generator_ganloss : 1021.451172 ∣     [  std_z : 0.99  real_sub_fake : 955.21 ]
[  epoch 0023/0040] 3640/4800, lr:2.5e-05 ∣ avg_100 : 31816.783964 ∣ critic_nllloss : 25869.255859 ∣ critic_ganloss : -303.307617 ∣ generator_nllloss : 5257.716602 ∣ generator_ganloss : 1002.747168 ∣     [  std_z : 0.99  real_sub_fake : 1015.65 ]
[  epoch 0023/0040] 3650/4800, lr:2.5e-05 ∣ avg_100 : 31814.843387 ∣ critic_nllloss : 25868.914648 ∣ critic_ganloss : -324.689343 ∣ generator_nllloss : 5161.944922 ∣ generator_ganloss : 997.772803 ∣  [  std_z : 0.99  real_sub_fake : 1192.80 ]
[  epoch 0023/0040] 3660/4800, lr:2.5e-05 ∣ avg_100 : 31813.716452 ∣ critic_nllloss : 25895.215430 ∣ critic_ganloss : -212.795454 ∣ generator_nllloss : 5143.434180 ∣ generator_ganloss : 1032.506348 ∣     [  std_z : 1.01  real_sub_fake : 915.75 ]
[  epoch 0023/0040] 3670/4800, lr:2.5e-05 ∣ avg_100 : 31812.893676 ∣ critic_nllloss : 25740.732812 ∣ critic_ganloss : -238.366910 ∣ generator_nllloss : 5146.066406 ∣ generator_ganloss : 1012.147803 ∣     [  std_z : 1.00  real_sub_fake : 944.89 ]
[  epoch 0023/0040] 3680/4800, lr:2.5e-05 ∣ avg_100 : 31811.693351 ∣ critic_nllloss : 25948.423047 ∣ critic_ganloss : -377.779941 ∣ generator_nllloss : 5166.105078 ∣ generator_ganloss : 987.639111 ∣  [  std_z : 0.99  real_sub_fake : 1114.37 ]
[  epoch 0023/0040] 3690/4800, lr:2.5e-05 ∣ avg_100 : 31814.689222 ∣ critic_nllloss : 25929.959570 ∣ critic_ganloss : -310.600998 ∣ generator_nllloss : 5222.618750 ∣ generator_ganloss : 973.093848 ∣  [  std_z : 0.99  real_sub_fake : 1204.13 ]
[  epoch 0023/0040] 3700/4800, lr:2.5e-05 ∣ avg_100 : 31817.742647 ∣ critic_nllloss : 25992.228320 ∣ critic_ganloss : -262.948849 ∣ generator_nllloss : 5223.075195 ∣ generator_ganloss : 994.015137 ∣  [  std_z : 0.99  real_sub_fake : 1141.52 ]
[  epoch 0023/0040] 3710/4800, lr:2.5e-05 ∣ avg_100 : 31815.670445 ∣ critic_nllloss : 25800.099609 ∣ critic_ganloss : -343.795233 ∣ generator_nllloss : 5082.120313 ∣ generator_ganloss : 976.680713 ∣  [  std_z : 0.99  real_sub_fake : 1321.47 ]
[  epoch 0023/0040] 3720/4800, lr:2.5e-05 ∣ avg_100 : 31813.050529 ∣ critic_nllloss : 25610.921875 ∣ critic_ganloss : -256.491888 ∣ generator_nllloss : 5058.061328 ∣ generator_ganloss : 1032.995508 ∣     [  std_z : 1.00  real_sub_fake : 1024.73 ]
[  epoch 0023/0040] 3730/4800, lr:2.5e-05 ∣ avg_100 : 31815.427450 ∣ critic_nllloss : 26094.854687 ∣ critic_ganloss : -266.441064 ∣ generator_nllloss : 5178.873047 ∣ generator_ganloss : 1013.720264 ∣     [  std_z : 1.00  real_sub_fake : 926.95 ]
[  epoch 0023/0040] 3740/4800, lr:2.5e-05 ∣ avg_100 : 31816.078475 ∣ critic_nllloss : 25964.152930 ∣ critic_ganloss : -260.541019 ∣ generator_nllloss : 5208.165039 ∣ generator_ganloss : 965.685889 ∣  [  std_z : 1.00  real_sub_fake : 1154.49 ]
[  epoch 0023/0040] 3750/4800, lr:2.5e-05 ∣ avg_100 : 31819.782821 ∣ critic_nllloss : 25911.991016 ∣ critic_ganloss : -181.793816 ∣ generator_nllloss : 5171.614258 ∣ generator_ganloss : 1038.223730 ∣     [  std_z : 0.99  real_sub_fake : 762.92 ]
[  epoch 0023/0040] 3760/4800, lr:2.5e-05 ∣ avg_100 : 31817.236357 ∣ critic_nllloss : 25743.579297 ∣ critic_ganloss : -268.276593 ∣ generator_nllloss : 5137.302344 ∣ generator_ganloss : 1011.229932 ∣     [  std_z : 0.99  real_sub_fake : 817.85 ]
[  epoch 0023/0040] 3770/4800, lr:2.5e-05 ∣ avg_100 : 31816.346558 ∣ critic_nllloss : 25997.529687 ∣ critic_ganloss : -281.576553 ∣ generator_nllloss : 5200.553906 ∣ generator_ganloss : 968.681104 ∣  [  std_z : 0.99  real_sub_fake : 1093.64 ]
[  epoch 0023/0040] 3780/4800, lr:2.5e-05 ∣ avg_100 : 31818.563459 ∣ critic_nllloss : 26081.529102 ∣ critic_ganloss : -297.929767 ∣ generator_nllloss : 5249.731641 ∣ generator_ganloss : 1001.721924 ∣     [  std_z : 0.99  real_sub_fake : 1059.30 ]
[  epoch 0023/0040] 3790/4800, lr:2.5e-05 ∣ avg_100 : 31816.658612 ∣ critic_nllloss : 25770.027930 ∣ critic_ganloss : -239.665350 ∣ generator_nllloss : 5071.658203 ∣ generator_ganloss : 1005.574414 ∣     [  std_z : 0.99  real_sub_fake : 1090.59 ]
[  epoch 0023/0040] 3800/4800, lr:2.5e-05 ∣ avg_100 : 31813.997978 ∣ critic_nllloss : 25831.822461 ∣ critic_ganloss : -239.132532 ∣ generator_nllloss : 5050.124023 ∣ generator_ganloss : 991.099414 ∣  [  std_z : 1.00  real_sub_fake : 1095.04 ]
[  epoch 0023/0040] 3810/4800, lr:2.5e-05 ∣ avg_100 : 31811.782480 ∣ critic_nllloss : 25958.721875 ∣ critic_ganloss : -272.717979 ∣ generator_nllloss : 5177.241016 ∣ generator_ganloss : 996.593945 ∣  [  std_z : 1.00  real_sub_fake : 1011.44 ]
[  epoch 0023/0040] 3820/4800, lr:2.5e-05 ∣ avg_100 : 31806.997962 ∣ critic_nllloss : 25849.700781 ∣ critic_ganloss : -277.227589 ∣ generator_nllloss : 5155.624219 ∣ generator_ganloss : 967.921777 ∣  [  std_z : 1.00  real_sub_fake : 957.10 ]
[  epoch 0023/0040] 3830/4800, lr:2.5e-05 ∣ avg_100 : 31804.526485 ∣ critic_nllloss : 25758.171680 ∣ critic_ganloss : -268.172655 ∣ generator_nllloss : 5239.110156 ∣ generator_ganloss : 973.523438 ∣  [  std_z : 0.99  real_sub_fake : 966.64 ]
[  epoch 0023/0040] 3840/4800, lr:2.5e-05 ∣ avg_100 : 31803.587893 ∣ critic_nllloss : 25815.484766 ∣ critic_ganloss : -221.347453 ∣ generator_nllloss : 5197.760938 ∣ generator_ganloss : 1009.168994 ∣     [  std_z : 0.99  real_sub_fake : 918.05 ]
[  epoch 0023/0040] 3850/4800, lr:2.5e-05 ∣ avg_100 : 31807.078557 ∣ critic_nllloss : 25953.786914 ∣ critic_ganloss : -263.494032 ∣ generator_nllloss : 5268.915039 ∣ generator_ganloss : 1015.117041 ∣     [  std_z : 0.99  real_sub_fake : 1011.84 ]
[  epoch 0023/0040] 3860/4800, lr:2.5e-05 ∣ avg_100 : 31806.683306 ∣ critic_nllloss : 25926.933594 ∣ critic_ganloss : -232.615033 ∣ generator_nllloss : 5140.239453 ∣ generator_ganloss : 1003.074316 ∣     [  std_z : 1.00  real_sub_fake : 988.34 ]
[  epoch 0023/0040] 3870/4800, lr:2.5e-05 ∣ avg_100 : 31804.450724 ∣ critic_nllloss : 25780.243750 ∣ critic_ganloss : -262.716472 ∣ generator_nllloss : 5122.386523 ∣ generator_ganloss : 1003.286816 ∣     [  std_z : 1.01  real_sub_fake : 936.39 ]
[  epoch 0023/0040] 3880/4800, lr:2.5e-05 ∣ avg_100 : 31799.004319 ∣ critic_nllloss : 25772.780859 ∣ critic_ganloss : -332.713556 ∣ generator_nllloss : 5124.792578 ∣ generator_ganloss : 996.170557 ∣  [  std_z : 1.00  real_sub_fake : 1010.22 ]
[  epoch 0023/0040] 3890/4800, lr:2.5e-05 ∣ avg_100 : 31797.245422 ∣ critic_nllloss : 25834.638672 ∣ critic_ganloss : -225.839401 ∣ generator_nllloss : 5104.591602 ∣ generator_ganloss : 1002.405957 ∣     [  std_z : 0.99  real_sub_fake : 1122.53 ]
[  epoch 0023/0040] 3900/4800, lr:2.5e-05 ∣ avg_100 : 31797.534488 ∣ critic_nllloss : 25898.172852 ∣ critic_ganloss : -330.647058 ∣ generator_nllloss : 5178.363477 ∣ generator_ganloss : 1002.073340 ∣     [  std_z : 0.99  real_sub_fake : 1093.83 ]
[  epoch 0023/0040] 3910/4800, lr:2.5e-05 ∣ avg_100 : 31798.421605 ∣ critic_nllloss : 25963.694727 ∣ critic_ganloss : -297.855589 ∣ generator_nllloss : 5175.921875 ∣ generator_ganloss : 1010.162939 ∣     [  std_z : 0.99  real_sub_fake : 1089.53 ]
[  epoch 0023/0040] 3920/4800, lr:2.5e-05 ∣ avg_100 : 31799.606179 ∣ critic_nllloss : 25901.421289 ∣ critic_ganloss : -285.517627 ∣ generator_nllloss : 5215.607031 ∣ generator_ganloss : 1002.719531 ∣     [  std_z : 0.99  real_sub_fake : 1070.92 ]
[  epoch 0023/0040] 3930/4800, lr:2.5e-05 ∣ avg_100 : 31801.631608 ∣ critic_nllloss : 25895.702734 ∣ critic_ganloss : -312.212601 ∣ generator_nllloss : 5249.726367 ∣ generator_ganloss : 993.892725 ∣  [  std_z : 0.99  real_sub_fake : 1153.17 ]
[  epoch 0023/0040] 3940/4800, lr:2.5e-05 ∣ avg_100 : 31797.567291 ∣ critic_nllloss : 25769.069922 ∣ critic_ganloss : -234.151706 ∣ generator_nllloss : 5231.866211 ∣ generator_ganloss : 1024.740381 ∣     [  std_z : 1.00  real_sub_fake : 945.07 ]
[  epoch 0023/0040] 3950/4800, lr:2.5e-05 ∣ avg_100 : 31799.366449 ∣ critic_nllloss : 25949.501563 ∣ critic_ganloss : -208.506778 ∣ generator_nllloss : 5220.914062 ∣ generator_ganloss : 985.035986 ∣  [  std_z : 1.00  real_sub_fake : 943.73 ]
[  epoch 0023/0040] 3960/4800, lr:2.5e-05 ∣ avg_100 : 31799.246735 ∣ critic_nllloss : 25713.843750 ∣ critic_ganloss : -250.666843 ∣ generator_nllloss : 5167.464063 ∣ generator_ganloss : 968.388379 ∣  [  std_z : 0.99  real_sub_fake : 802.75 ]
[  epoch 0023/0040] 3970/4800, lr:2.5e-05 ∣ avg_100 : 31797.519997 ∣ critic_nllloss : 25694.901367 ∣ critic_ganloss : -261.806554 ∣ generator_nllloss : 5135.390234 ∣ generator_ganloss : 945.920605 ∣  [  std_z : 0.98  real_sub_fake : 998.90 ]
[  epoch 0023/0040] 3980/4800, lr:2.5e-05 ∣ avg_100 : 31792.205295 ∣ critic_nllloss : 25550.480469 ∣ critic_ganloss : -250.099509 ∣ generator_nllloss : 5144.286719 ∣ generator_ganloss : 993.265430 ∣  [  std_z : 0.99  real_sub_fake : 1018.59 ]
[  epoch 0023/0040] 3990/4800, lr:2.5e-05 ∣ avg_100 : 31787.883068 ∣ critic_nllloss : 25640.247070 ∣ critic_ganloss : -303.638240 ∣ generator_nllloss : 5145.721680 ∣ generator_ganloss : 1006.062305 ∣     [  std_z : 1.00  real_sub_fake : 988.53 ]
[  epoch 0023/0040] 4000/4800, lr:2.5e-05 ∣ avg_100 : 31788.248082 ∣ critic_nllloss : 25928.896484 ∣ critic_ganloss : -339.796484 ∣ generator_nllloss : 5135.505273 ∣ generator_ganloss : 1008.540479 ∣     [  std_z : 1.00  real_sub_fake : 1160.67 ]
[  epoch 0023/0040] 4010/4800, lr:2.5e-05 ∣ avg_100 : 31790.352307 ∣ critic_nllloss : 26088.846875 ∣ critic_ganloss : -212.310779 ∣ generator_nllloss : 5288.698047 ∣ generator_ganloss : 1007.260449 ∣     [  std_z : 0.99  real_sub_fake : 1258.17 ]
[  epoch 0023/0040] 4020/4800, lr:2.5e-05 ∣ avg_100 : 31794.642131 ∣ critic_nllloss : 26113.048438 ∣ critic_ganloss : -290.982500 ∣ generator_nllloss : 5245.750977 ∣ generator_ganloss : 1047.785400 ∣     [  std_z : 0.99  real_sub_fake : 1090.68 ]
[  epoch 0023/0040] 4030/4800, lr:2.5e-05 ∣ avg_100 : 31795.344652 ∣ critic_nllloss : 25840.895703 ∣ critic_ganloss : -347.400009 ∣ generator_nllloss : 5211.905664 ∣ generator_ganloss : 1008.420313 ∣     [  std_z : 0.99  real_sub_fake : 1155.72 ]
[  epoch 0023/0040] 4040/4800, lr:2.5e-05 ∣ avg_100 : 31794.981896 ∣ critic_nllloss : 26020.940039 ∣ critic_ganloss : -267.006116 ∣ generator_nllloss : 5221.797852 ∣ generator_ganloss : 1027.059424 ∣     [  std_z : 1.00  real_sub_fake : 1207.43 ]
[  epoch 0023/0040] 4050/4800, lr:2.5e-05 ∣ avg_100 : 31792.407529 ∣ critic_nllloss : 25776.191016 ∣ critic_ganloss : -323.876451 ∣ generator_nllloss : 5210.806836 ∣ generator_ganloss : 1010.727734 ∣     [  std_z : 0.99  real_sub_fake : 1069.82 ]
[  epoch 0023/0040] 4060/4800, lr:2.5e-05 ∣ avg_100 : 31793.688567 ∣ critic_nllloss : 25983.903125 ∣ critic_ganloss : -228.268903 ∣ generator_nllloss : 5286.923437 ∣ generator_ganloss : 1035.306738 ∣     [  std_z : 0.99  real_sub_fake : 1056.66 ]
[  epoch 0023/0040] 4070/4800, lr:2.5e-05 ∣ avg_100 : 31793.621511 ∣ critic_nllloss : 25894.296289 ∣ critic_ganloss : -159.364632 ∣ generator_nllloss : 5181.209180 ∣ generator_ganloss : 1044.054053 ∣     [  std_z : 0.99  real_sub_fake : 692.98 ]
[  epoch 0023/0040] 4080/4800, lr:2.5e-05 ∣ avg_100 : 31795.416099 ∣ critic_nllloss : 25825.972266 ∣ critic_ganloss : -224.733871 ∣ generator_nllloss : 5177.373047 ∣ generator_ganloss : 1021.584473 ∣     [  std_z : 0.99  real_sub_fake : 780.77 ]
[  epoch 0023/0040] 4090/4800, lr:2.5e-05 ∣ avg_100 : 31793.962655 ∣ critic_nllloss : 25698.779492 ∣ critic_ganloss : -217.649532 ∣ generator_nllloss : 5136.576563 ∣ generator_ganloss : 1034.165332 ∣     [  std_z : 0.99  real_sub_fake : 747.43 ]
[  epoch 0023/0040] 4100/4800, lr:2.5e-05 ∣ avg_100 : 31793.314640 ∣ critic_nllloss : 25868.959570 ∣ critic_ganloss : -277.888942 ∣ generator_nllloss : 5204.746875 ∣ generator_ganloss : 1004.668604 ∣     [  std_z : 0.99  real_sub_fake : 936.24 ]
[  epoch 0023/0040] 4110/4800, lr:2.5e-05 ∣ avg_100 : 31796.334311 ∣ critic_nllloss : 25910.671680 ∣ critic_ganloss : -279.164192 ∣ generator_nllloss : 5127.737695 ∣ generator_ganloss : 991.848193 ∣  [  std_z : 0.99  real_sub_fake : 1015.82 ]
[  epoch 0023/0040] 4120/4800, lr:2.5e-05 ∣ avg_100 : 31798.172212 ∣ critic_nllloss : 25916.148438 ∣ critic_ganloss : -340.492029 ∣ generator_nllloss : 5245.941602 ∣ generator_ganloss : 990.623340 ∣  [  std_z : 0.99  real_sub_fake : 1082.48 ]
[  epoch 0023/0040] 4130/4800, lr:2.5e-05 ∣ avg_100 : 31798.327149 ∣ critic_nllloss : 25991.985742 ∣ critic_ganloss : -326.484579 ∣ generator_nllloss : 5129.957422 ∣ generator_ganloss : 981.079199 ∣  [  std_z : 0.99  real_sub_fake : 1266.20 ]
[  epoch 0023/0040] 4140/4800, lr:2.5e-05 ∣ avg_100 : 31795.973501 ∣ critic_nllloss : 25887.506641 ∣ critic_ganloss : -310.099573 ∣ generator_nllloss : 5152.839453 ∣ generator_ganloss : 991.476514 ∣  [  std_z : 0.99  real_sub_fake : 1275.10 ]
[  epoch 0023/0040] 4150/4800, lr:2.5e-05 ∣ avg_100 : 31799.412949 ∣ critic_nllloss : 25870.137695 ∣ critic_ganloss : -159.708806 ∣ generator_nllloss : 5161.276367 ∣ generator_ganloss : 982.377441 ∣  [  std_z : 0.99  real_sub_fake : 1019.25 ]
[  epoch 0023/0040] 4160/4800, lr:2.5e-05 ∣ avg_100 : 31801.673780 ∣ critic_nllloss : 26039.651172 ∣ critic_ganloss : -295.132028 ∣ generator_nllloss : 5243.035937 ∣ generator_ganloss : 983.910107 ∣  [  std_z : 1.00  real_sub_fake : 959.10 ]
[  epoch 0023/0040] 4170/4800, lr:2.5e-05 ∣ avg_100 : 31803.625838 ∣ critic_nllloss : 25847.392773 ∣ critic_ganloss : -269.582224 ∣ generator_nllloss : 5304.275781 ∣ generator_ganloss : 965.911816 ∣  [  std_z : 1.00  real_sub_fake : 926.78 ]
[  epoch 0023/0040] 4180/4800, lr:2.5e-05 ∣ avg_100 : 31805.323981 ∣ critic_nllloss : 26035.452148 ∣ critic_ganloss : -255.828116 ∣ generator_nllloss : 5188.743359 ∣ generator_ganloss : 962.316699 ∣  [  std_z : 0.99  real_sub_fake : 1119.06 ]
[  epoch 0023/0040] 4190/4800, lr:2.5e-05 ∣ avg_100 : 31802.230726 ∣ critic_nllloss : 25667.714258 ∣ critic_ganloss : -267.145508 ∣ generator_nllloss : 5114.482227 ∣ generator_ganloss : 997.953271 ∣  [  std_z : 0.99  real_sub_fake : 982.46 ]
[  epoch 0023/0040] 4200/4800, lr:2.5e-05 ∣ avg_100 : 31802.471529 ∣ critic_nllloss : 26056.320703 ∣ critic_ganloss : -291.300659 ∣ generator_nllloss : 5246.653320 ∣ generator_ganloss : 969.341064 ∣  [  std_z : 0.99  real_sub_fake : 1118.77 ]
[  epoch 0023/0040] 4210/4800, lr:2.5e-05 ∣ avg_100 : 31805.907695 ∣ critic_nllloss : 26063.510352 ∣ critic_ganloss : -257.959277 ∣ generator_nllloss : 5285.279688 ∣ generator_ganloss : 1001.516016 ∣     [  std_z : 0.99  real_sub_fake : 1141.91 ]
[  epoch 0023/0040] 4220/4800, lr:2.5e-05 ∣ avg_100 : 31801.484106 ∣ critic_nllloss : 25684.427539 ∣ critic_ganloss : -333.036862 ∣ generator_nllloss : 5030.103320 ∣ generator_ganloss : 993.688770 ∣  [  std_z : 1.00  real_sub_fake : 1072.59 ]
[  epoch 0023/0040] 4230/4800, lr:2.5e-05 ∣ avg_100 : 31796.917440 ∣ critic_nllloss : 25755.567383 ∣ critic_ganloss : -366.119952 ∣ generator_nllloss : 5084.365625 ∣ generator_ganloss : 1004.966162 ∣     [  std_z : 1.00  real_sub_fake : 1198.49 ]
[  epoch 0023/0040] 4240/4800, lr:2.5e-05 ∣ avg_100 : 31796.912843 ∣ critic_nllloss : 25782.723242 ∣ critic_ganloss : -320.775311 ∣ generator_nllloss : 5056.572266 ∣ generator_ganloss : 1035.074902 ∣     [  std_z : 1.00  real_sub_fake : 1195.96 ]
[  epoch 0023/0040] 4250/4800, lr:2.5e-05 ∣ avg_100 : 31795.091061 ∣ critic_nllloss : 25832.021094 ∣ critic_ganloss : -306.279175 ∣ generator_nllloss : 5151.383203 ∣ generator_ganloss : 996.823828 ∣  [  std_z : 0.99  real_sub_fake : 1257.27 ]
[  epoch 0023/0040] 4260/4800, lr:2.5e-05 ∣ avg_100 : 31793.730724 ∣ critic_nllloss : 25813.328320 ∣ critic_ganloss : -254.302557 ∣ generator_nllloss : 5111.946875 ∣ generator_ganloss : 1017.570996 ∣     [  std_z : 0.99  real_sub_fake : 1055.17 ]
[  epoch 0023/0040] 4270/4800, lr:2.5e-05 ∣ avg_100 : 31791.953539 ∣ critic_nllloss : 26039.141211 ∣ critic_ganloss : -273.844928 ∣ generator_nllloss : 5213.407031 ∣ generator_ganloss : 1016.707910 ∣     [  std_z : 1.00  real_sub_fake : 1007.09 ]
[  epoch 0023/0040] 4280/4800, lr:2.5e-05 ∣ avg_100 : 31786.612657 ∣ critic_nllloss : 25602.229297 ∣ critic_ganloss : -271.559390 ∣ generator_nllloss : 5112.913281 ∣ generator_ganloss : 990.675879 ∣  [  std_z : 1.00  real_sub_fake : 1086.24 ]
[  epoch 0023/0040] 4290/4800, lr:2.5e-05 ∣ avg_100 : 31784.841603 ∣ critic_nllloss : 25771.927344 ∣ critic_ganloss : -231.228047 ∣ generator_nllloss : 5122.434570 ∣ generator_ganloss : 1013.910986 ∣     [  std_z : 1.00  real_sub_fake : 1006.92 ]
[  epoch 0023/0040] 4300/4800, lr:2.5e-05 ∣ avg_100 : 31786.056721 ∣ critic_nllloss : 26108.609570 ∣ critic_ganloss : -279.976944 ∣ generator_nllloss : 5243.281055 ∣ generator_ganloss : 977.968896 ∣  [  std_z : 0.99  real_sub_fake : 1096.10 ]
[  epoch 0023/0040] 4310/4800, lr:2.5e-05 ∣ avg_100 : 31784.416920 ∣ critic_nllloss : 25962.272266 ∣ critic_ganloss : -323.677585 ∣ generator_nllloss : 5146.543750 ∣ generator_ganloss : 985.760986 ∣  [  std_z : 0.99  real_sub_fake : 1057.60 ]
[  epoch 0023/0040] 4320/4800, lr:2.5e-05 ∣ avg_100 : 31784.688681 ∣ critic_nllloss : 26036.020703 ∣ critic_ganloss : -299.664310 ∣ generator_nllloss : 5227.964844 ∣ generator_ganloss : 982.883691 ∣  [  std_z : 0.99  real_sub_fake : 1125.03 ]
[  epoch 0023/0040] 4330/4800, lr:2.5e-05 ∣ avg_100 : 31784.576983 ∣ critic_nllloss : 25825.875391 ∣ critic_ganloss : -334.573190 ∣ generator_nllloss : 5148.290234 ∣ generator_ganloss : 1005.446729 ∣     [  std_z : 1.00  real_sub_fake : 1126.73 ]
[  epoch 0023/0040] 4340/4800, lr:2.5e-05 ∣ avg_100 : 31784.007759 ∣ critic_nllloss : 25964.165820 ∣ critic_ganloss : -315.613815 ∣ generator_nllloss : 5111.697656 ∣ generator_ganloss : 1014.550098 ∣     [  std_z : 0.99  real_sub_fake : 1137.49 ]
[  epoch 0023/0040] 4350/4800, lr:2.5e-05 ∣ avg_100 : 31786.697426 ∣ critic_nllloss : 26014.042773 ∣ critic_ganloss : -268.337564 ∣ generator_nllloss : 5319.760938 ∣ generator_ganloss : 981.195898 ∣  [  std_z : 0.99  real_sub_fake : 861.52 ]
[  epoch 0023/0040] 4360/4800, lr:2.5e-05 ∣ avg_100 : 31789.727319 ∣ critic_nllloss : 25971.330078 ∣ critic_ganloss : -223.617928 ∣ generator_nllloss : 5141.781641 ∣ generator_ganloss : 977.496387 ∣  [  std_z : 0.99  real_sub_fake : 756.88 ]
[  epoch 0023/0040] 4370/4800, lr:2.5e-05 ∣ avg_100 : 31795.001507 ∣ critic_nllloss : 26043.808789 ∣ critic_ganloss : -154.305386 ∣ generator_nllloss : 5252.772266 ∣ generator_ganloss : 950.656055 ∣  [  std_z : 0.99  real_sub_fake : 947.45 ]
[  epoch 0023/0040] 4380/4800, lr:2.5e-05 ∣ avg_100 : 31798.053963 ∣ critic_nllloss : 25932.784961 ∣ critic_ganloss : -95.150163 ∣ generator_nllloss : 5168.109375 ∣ generator_ganloss : 1024.337402 ∣  [  std_z : 0.99  real_sub_fake : 649.62 ]
[  epoch 0023/0040] 4390/4800, lr:2.5e-05 ∣ avg_100 : 31800.356236 ∣ critic_nllloss : 26060.923047 ∣ critic_ganloss : -161.605797 ∣ generator_nllloss : 5200.408203 ∣ generator_ganloss : 1015.309570 ∣     [  std_z : 1.00  real_sub_fake : 471.98 ]
[  epoch 0023/0040] 4400/4800, lr:2.5e-05 ∣ avg_100 : 31800.965755 ∣ critic_nllloss : 25931.150195 ∣ critic_ganloss : -180.522662 ∣ generator_nllloss : 5089.879102 ∣ generator_ganloss : 969.424121 ∣  [  std_z : 1.00  real_sub_fake : 565.85 ]
[  epoch 0023/0040] 4410/4800, lr:2.5e-05 ∣ avg_100 : 31802.227817 ∣ critic_nllloss : 25990.085547 ∣ critic_ganloss : -193.779797 ∣ generator_nllloss : 5240.796484 ∣ generator_ganloss : 946.575977 ∣  [  std_z : 1.00  real_sub_fake : 789.14 ]
[  epoch 0023/0040] 4420/4800, lr:2.5e-05 ∣ avg_100 : 31802.190570 ∣ critic_nllloss : 25889.935547 ∣ critic_ganloss : -235.047292 ∣ generator_nllloss : 5180.523047 ∣ generator_ganloss : 980.528418 ∣  [  std_z : 0.99  real_sub_fake : 729.45 ]
[  epoch 0023/0040] 4430/4800, lr:2.5e-05 ∣ avg_100 : 31795.697605 ∣ critic_nllloss : 25811.217578 ∣ critic_ganloss : -232.959068 ∣ generator_nllloss : 5131.985742 ∣ generator_ganloss : 970.535547 ∣  [  std_z : 0.99  real_sub_fake : 751.34 ]
[  epoch 0023/0040] 4440/4800, lr:2.5e-05 ∣ avg_100 : 31790.512832 ∣ critic_nllloss : 25585.752539 ∣ critic_ganloss : -262.725342 ∣ generator_nllloss : 5082.818750 ∣ generator_ganloss : 952.001660 ∣  [  std_z : 0.99  real_sub_fake : 800.79 ]
[  epoch 0023/0040] 4450/4800, lr:2.5e-05 ∣ avg_100 : 31790.947011 ∣ critic_nllloss : 25874.993359 ∣ critic_ganloss : -280.716577 ∣ generator_nllloss : 5203.002344 ∣ generator_ganloss : 936.825977 ∣  [  std_z : 1.00  real_sub_fake : 1028.38 ]
[  epoch 0023/0040] 4460/4800, lr:2.5e-05 ∣ avg_100 : 31789.890004 ∣ critic_nllloss : 25860.487891 ∣ critic_ganloss : -277.180762 ∣ generator_nllloss : 5222.532617 ∣ generator_ganloss : 982.498438 ∣  [  std_z : 1.00  real_sub_fake : 972.40 ]
[  epoch 0023/0040] 4470/4800, lr:2.5e-05 ∣ avg_100 : 31788.294158 ∣ critic_nllloss : 25876.896484 ∣ critic_ganloss : -253.951550 ∣ generator_nllloss : 5192.992969 ∣ generator_ganloss : 1002.841797 ∣     [  std_z : 0.99  real_sub_fake : 1019.11 ]
[  epoch 0023/0040] 4480/4800, lr:2.5e-05 ∣ avg_100 : 31793.978070 ∣ critic_nllloss : 26003.987109 ∣ critic_ganloss : -212.369681 ∣ generator_nllloss : 5253.556250 ∣ generator_ganloss : 1019.652637 ∣     [  std_z : 0.99  real_sub_fake : 1001.99 ]
[  epoch 0023/0040] 4490/4800, lr:2.5e-05 ∣ avg_100 : 31792.416717 ∣ critic_nllloss : 25722.223828 ∣ critic_ganloss : -245.073566 ∣ generator_nllloss : 5158.409180 ∣ generator_ganloss : 1071.738184 ∣     [  std_z : 0.99  real_sub_fake : 792.71 ]
[  epoch 0023/0040] 4500/4800, lr:2.5e-05 ∣ avg_100 : 31797.276533 ∣ critic_nllloss : 26083.022266 ∣ critic_ganloss : -183.193713 ∣ generator_nllloss : 5220.957227 ∣ generator_ganloss : 1048.482422 ∣     [  std_z : 1.00  real_sub_fake : 913.66 ]
[  epoch 0023/0040] 4510/4800, lr:2.5e-05 ∣ avg_100 : 31797.891667 ∣ critic_nllloss : 25886.660938 ∣ critic_ganloss : -244.248122 ∣ generator_nllloss : 5131.740625 ∣ generator_ganloss : 1025.107129 ∣     [  std_z : 1.00  real_sub_fake : 780.27 ]
[  epoch 0023/0040] 4520/4800, lr:2.5e-05 ∣ avg_100 : 31799.958831 ∣ critic_nllloss : 26030.280664 ∣ critic_ganloss : -246.387408 ∣ generator_nllloss : 5224.690430 ∣ generator_ganloss : 988.278418 ∣  [  std_z : 1.00  real_sub_fake : 958.50 ]
[  epoch 0023/0040] 4530/4800, lr:2.5e-05 ∣ avg_100 : 31796.841093 ∣ critic_nllloss : 25749.685156 ∣ critic_ganloss : -269.940094 ∣ generator_nllloss : 5223.149609 ∣ generator_ganloss : 993.999951 ∣  [  std_z : 0.99  real_sub_fake : 964.46 ]
[  epoch 0023/0040] 4540/4800, lr:2.5e-05 ∣ avg_100 : 31794.945098 ∣ critic_nllloss : 25970.510352 ∣ critic_ganloss : -276.743929 ∣ generator_nllloss : 5207.785742 ∣ generator_ganloss : 1024.309277 ∣     [  std_z : 0.99  real_sub_fake : 980.45 ]
[  epoch 0023/0040] 4550/4800, lr:2.5e-05 ∣ avg_100 : 31795.807744 ∣ critic_nllloss : 25840.251172 ∣ critic_ganloss : -277.337167 ∣ generator_nllloss : 5133.668750 ∣ generator_ganloss : 1009.560596 ∣     [  std_z : 0.99  real_sub_fake : 1064.34 ]
[  epoch 0023/0040] 4560/4800, lr:2.5e-05 ∣ avg_100 : 31798.489307 ∣ critic_nllloss : 25913.473438 ∣ critic_ganloss : -219.585919 ∣ generator_nllloss : 5278.023828 ∣ generator_ganloss : 1035.903809 ∣     [  std_z : 0.99  real_sub_fake : 978.13 ]
[  epoch 0023/0040] 4570/4800, lr:2.5e-05 ∣ avg_100 : 31798.699330 ∣ critic_nllloss : 25847.867383 ∣ critic_ganloss : -252.060712 ∣ generator_nllloss : 5202.367188 ∣ generator_ganloss : 1012.335938 ∣     [  std_z : 1.00  real_sub_fake : 1050.69 ]
[  epoch 0023/0040] 4580/4800, lr:2.5e-05 ∣ avg_100 : 31798.496584 ∣ critic_nllloss : 25938.049609 ∣ critic_ganloss : -286.993892 ∣ generator_nllloss : 5214.953125 ∣ generator_ganloss : 1032.104443 ∣     [  std_z : 1.00  real_sub_fake : 1069.68 ]
[  epoch 0023/0040] 4590/4800, lr:2.5e-05 ∣ avg_100 : 31798.003166 ∣ critic_nllloss : 25942.094727 ∣ critic_ganloss : -239.071783 ∣ generator_nllloss : 5115.132617 ∣ generator_ganloss : 1047.066504 ∣     [  std_z : 0.99  real_sub_fake : 953.08 ]
[  epoch 0023/0040] 4600/4800, lr:2.5e-05 ∣ avg_100 : 31799.900734 ∣ critic_nllloss : 25891.568945 ∣ critic_ganloss : -231.860889 ∣ generator_nllloss : 5119.182031 ∣ generator_ganloss : 1036.972070 ∣     [  std_z : 0.99  real_sub_fake : 949.63 ]
[  epoch 0023/0040] 4610/4800, lr:2.5e-05 ∣ avg_100 : 31800.986843 ∣ critic_nllloss : 26019.588086 ∣ critic_ganloss : -278.653802 ∣ generator_nllloss : 5175.534766 ∣ generator_ganloss : 1049.414746 ∣     [  std_z : 1.00  real_sub_fake : 934.74 ]
[  epoch 0023/0040] 4620/4800, lr:2.5e-05 ∣ avg_100 : 31798.843156 ∣ critic_nllloss : 25718.754688 ∣ critic_ganloss : -253.366396 ∣ generator_nllloss : 5156.454297 ∣ generator_ganloss : 1026.558398 ∣     [  std_z : 1.00  real_sub_fake : 899.19 ]
[  epoch 0023/0040] 4630/4800, lr:2.5e-05 ∣ avg_100 : 31798.755643 ∣ critic_nllloss : 25848.378906 ∣ critic_ganloss : -286.848828 ∣ generator_nllloss : 5093.212695 ∣ generator_ganloss : 1031.615479 ∣     [  std_z : 0.99  real_sub_fake : 1047.42 ]
[  epoch 0023/0040] 4640/4800, lr:2.5e-05 ∣ avg_100 : 31799.308233 ∣ critic_nllloss : 25861.298242 ∣ critic_ganloss : -199.522975 ∣ generator_nllloss : 5160.830469 ∣ generator_ganloss : 1059.065283 ∣     [  std_z : 0.99  real_sub_fake : 939.35 ]
[  epoch 0023/0040] 4650/4800, lr:2.5e-05 ∣ avg_100 : 31798.935081 ∣ critic_nllloss : 25749.547266 ∣ critic_ganloss : -220.860518 ∣ generator_nllloss : 5106.658594 ∣ generator_ganloss : 1031.282471 ∣     [  std_z : 1.00  real_sub_fake : 750.27 ]
[  epoch 0023/0040] 4660/4800, lr:2.5e-05 ∣ avg_100 : 31796.232594 ∣ critic_nllloss : 25728.042187 ∣ critic_ganloss : -226.709219 ∣ generator_nllloss : 5056.707031 ∣ generator_ganloss : 1030.071826 ∣     [  std_z : 1.00  real_sub_fake : 747.62 ]
[  epoch 0023/0040] 4670/4800, lr:2.5e-05 ∣ avg_100 : 31797.764171 ∣ critic_nllloss : 25954.615430 ∣ critic_ganloss : -298.673117 ∣ generator_nllloss : 5136.310156 ∣ generator_ganloss : 1021.485303 ∣     [  std_z : 0.99  real_sub_fake : 987.05 ]
[  epoch 0023/0040] 4680/4800, lr:2.5e-05 ∣ avg_100 : 31797.207799 ∣ critic_nllloss : 25762.401562 ∣ critic_ganloss : -297.775505 ∣ generator_nllloss : 5161.821875 ∣ generator_ganloss : 1042.302148 ∣     [  std_z : 0.98  real_sub_fake : 1104.29 ]
[  epoch 0023/0040] 4690/4800, lr:2.5e-05 ∣ avg_100 : 31797.437830 ∣ critic_nllloss : 25834.650195 ∣ critic_ganloss : -244.377597 ∣ generator_nllloss : 5185.085352 ∣ generator_ganloss : 1062.716357 ∣     [  std_z : 0.98  real_sub_fake : 1180.00 ]
[  epoch 0023/0040] 4700/4800, lr:2.5e-05 ∣ avg_100 : 31793.818918 ∣ critic_nllloss : 25734.307422 ∣ critic_ganloss : -243.697229 ∣ generator_nllloss : 5056.319922 ∣ generator_ganloss : 1037.548486 ∣     [  std_z : 0.99  real_sub_fake : 886.72 ]
[  epoch 0023/0040] 4710/4800, lr:2.5e-05 ∣ avg_100 : 31797.678400 ∣ critic_nllloss : 25930.683203 ∣ critic_ganloss : -227.503873 ∣ generator_nllloss : 5153.057422 ∣ generator_ganloss : 1044.816846 ∣     [  std_z : 1.00  real_sub_fake : 808.15 ]
[  epoch 0023/0040] 4720/4800, lr:2.5e-05 ∣ avg_100 : 31799.782968 ∣ critic_nllloss : 25844.397852 ∣ critic_ganloss : -349.996503 ∣ generator_nllloss : 5136.665625 ∣ generator_ganloss : 1024.876660 ∣     [  std_z : 1.01  real_sub_fake : 1021.16 ]
[  epoch 0023/0040] 4730/4800, lr:2.5e-05 ∣ avg_100 : 31798.804161 ∣ critic_nllloss : 25918.991992 ∣ critic_ganloss : -216.438870 ∣ generator_nllloss : 5190.069141 ∣ generator_ganloss : 1030.503955 ∣     [  std_z : 1.00  real_sub_fake : 1071.58 ]
[  epoch 0023/0040] 4740/4800, lr:2.5e-05 ∣ avg_100 : 31801.253796 ∣ critic_nllloss : 26037.666211 ∣ critic_ganloss : -226.906363 ∣ generator_nllloss : 5290.837109 ∣ generator_ganloss : 1020.829395 ∣     [  std_z : 0.99  real_sub_fake : 1035.75 ]
[  epoch 0023/0040] 4750/4800, lr:2.5e-05 ∣ avg_100 : 31800.332144 ∣ critic_nllloss : 25887.721484 ∣ critic_ganloss : -242.613626 ∣ generator_nllloss : 5171.956641 ∣ generator_ganloss : 1030.805469 ∣     [  std_z : 0.99  real_sub_fake : 957.82 ]
[  epoch 0023/0040] 4760/4800, lr:2.5e-05 ∣ avg_100 : 31802.054812 ∣ critic_nllloss : 25856.691016 ∣ critic_ganloss : -282.342155 ∣ generator_nllloss : 5189.659570 ∣ generator_ganloss : 1032.093311 ∣     [  std_z : 0.99  real_sub_fake : 880.44 ]
[  epoch 0023/0040] 4770/4800, lr:2.5e-05 ∣ avg_100 : 31801.155774 ∣ critic_nllloss : 25828.387305 ∣ critic_ganloss : -210.734537 ∣ generator_nllloss : 5178.791797 ∣ generator_ganloss : 998.839795 ∣  [  std_z : 0.99  real_sub_fake : 1115.81 ]
[  epoch 0023/0040] 4780/4800, lr:2.5e-05 ∣ avg_100 : 31796.729474 ∣ critic_nllloss : 25744.984766 ∣ critic_ganloss : -231.009926 ∣ generator_nllloss : 5051.573633 ∣ generator_ganloss : 1026.874414 ∣     [  std_z : 1.00  real_sub_fake : 880.13 ]
[  epoch 0023/0040] 4790/4800, lr:2.5e-05 ∣ avg_100 : 31800.154258 ∣ critic_nllloss : 25978.234961 ∣ critic_ganloss : -301.568297 ∣ generator_nllloss : 5269.513672 ∣ generator_ganloss : 1003.893311 ∣     [  std_z : 1.00  real_sub_fake : 1064.67 ]
[  epoch 0023/0040] 4800/4800, lr:2.5e-05 ∣ avg_100 : 31803.084411 ∣ critic_nllloss : 26041.066016 ∣ critic_ganloss : -277.707877 ∣ generator_nllloss : 5152.533203 ∣ generator_ganloss : 1011.037305 ∣     [  std_z : 0.99  real_sub_fake : 994.31 ]
[    val 023    ] Done! KLD: 0.027414: 0.01585941:32, total: 1 day, 3:30:39                     
[  epoch 0024/0040] 0010/4800, lr:2.5e-05 ∣ avg_100 : 31802.779243 ∣ critic_nllloss : 25883.288477 ∣ critic_ganloss : -277.681006 ∣ generator_nllloss : 5183.953711 ∣ generator_ganloss : 1039.760889 ∣     [  std_z : 0.99  real_sub_fake : 1087.90 ]
[  epoch 0024/0040] 0020/4800, lr:2.5e-05 ∣ avg_100 : 31802.560836 ∣ critic_nllloss : 25768.522461 ∣ critic_ganloss : -294.040875 ∣ generator_nllloss : 5154.575000 ∣ generator_ganloss : 1045.121875 ∣     [  std_z : 0.99  real_sub_fake : 1066.38 ]
[  epoch 0024/0040] 0030/4800, lr:2.5e-05 ∣ avg_100 : 31805.095633 ∣ critic_nllloss : 25980.758398 ∣ critic_ganloss : -295.696359 ∣ generator_nllloss : 5220.648633 ∣ generator_ganloss : 1050.401660 ∣     [  std_z : 0.99  real_sub_fake : 1111.54 ]
[  epoch 0024/0040] 0040/4800, lr:2.5e-05 ∣ avg_100 : 31803.314814 ∣ critic_nllloss : 25695.701172 ∣ critic_ganloss : -300.108853 ∣ generator_nllloss : 5167.112891 ∣ generator_ganloss : 1060.280176 ∣     [  std_z : 1.00  real_sub_fake : 1101.12 ]
[  epoch 0024/0040] 0050/4800, lr:2.5e-05 ∣ avg_100 : 31800.711598 ∣ critic_nllloss : 25876.622852 ∣ critic_ganloss : -308.536133 ∣ generator_nllloss : 5117.012109 ∣ generator_ganloss : 1028.904492 ∣     [  std_z : 1.00  real_sub_fake : 1257.76 ]
[  epoch 0024/0040] 0060/4800, lr:2.5e-05 ∣ avg_100 : 31802.344442 ∣ critic_nllloss : 25907.828906 ∣ critic_ganloss : -172.275723 ∣ generator_nllloss : 5221.857031 ∣ generator_ganloss : 1043.506494 ∣     [  std_z : 0.99  real_sub_fake : 1134.68 ]
[  epoch 0024/0040] 0070/4800, lr:2.5e-05 ∣ avg_100 : 31805.460081 ∣ critic_nllloss : 25889.191016 ∣ critic_ganloss : -247.990475 ∣ generator_nllloss : 5253.331641 ∣ generator_ganloss : 1060.232324 ∣     [  std_z : 0.98  real_sub_fake : 824.94 ]
[  epoch 0024/0040] 0080/4800, lr:2.5e-05 ∣ avg_100 : 31806.174784 ∣ critic_nllloss : 25829.656836 ∣ critic_ganloss : -315.806676 ∣ generator_nllloss : 5099.894141 ∣ generator_ganloss : 1018.756445 ∣     [  std_z : 0.98  real_sub_fake : 993.06 ]
[  epoch 0024/0040] 0090/4800, lr:2.5e-05 ∣ avg_100 : 31806.611383 ∣ critic_nllloss : 25797.299023 ∣ critic_ganloss : -286.324960 ∣ generator_nllloss : 5201.382422 ∣ generator_ganloss : 1047.100293 ∣     [  std_z : 0.99  real_sub_fake : 1092.85 ]
[  epoch 0024/0040] 0100/4800, lr:2.5e-05 ∣ avg_100 : 31810.364302 ∣ critic_nllloss : 26078.145313 ∣ critic_ganloss : -201.545700 ∣ generator_nllloss : 5208.063281 ∣ generator_ganloss : 1038.591602 ∣     [  std_z : 1.00  real_sub_fake : 1059.52 ]
[  epoch 0024/0040] 0110/4800, lr:2.5e-05 ∣ avg_100 : 31809.201472 ∣ critic_nllloss : 25827.115430 ∣ critic_ganloss : -274.521779 ∣ generator_nllloss : 5149.939648 ∣ generator_ganloss : 1033.107617 ∣     [  std_z : 1.01  real_sub_fake : 949.07 ]
[  epoch 0024/0040] 0120/4800, lr:2.5e-05 ∣ avg_100 : 31809.464029 ∣ critic_nllloss : 25907.771680 ∣ critic_ganloss : -266.659625 ∣ generator_nllloss : 5215.071484 ∣ generator_ganloss : 1004.302393 ∣     [  std_z : 1.00  real_sub_fake : 1047.81 ]
[  epoch 0024/0040] 0130/4800, lr:2.5e-05 ∣ avg_100 : 31805.374040 ∣ critic_nllloss : 25545.122656 ∣ critic_ganloss : -265.435919 ∣ generator_nllloss : 5121.476562 ∣ generator_ganloss : 1016.947070 ∣     [  std_z : 0.98  real_sub_fake : 1046.47 ]
[  epoch 0024/0040] 0140/4800, lr:2.5e-05 ∣ avg_100 : 31805.545019 ∣ critic_nllloss : 25885.335938 ∣ critic_ganloss : -273.217044 ∣ generator_nllloss : 5151.664648 ∣ generator_ganloss : 1044.839160 ∣     [  std_z : 0.98  real_sub_fake : 962.78 ]
[  epoch 0024/0040] 0150/4800, lr:2.5e-05 ∣ avg_100 : 31806.427383 ∣ critic_nllloss : 26038.906055 ∣ critic_ganloss : -288.748334 ∣ generator_nllloss : 5260.384766 ∣ generator_ganloss : 1024.638770 ∣     [  std_z : 0.99  real_sub_fake : 1166.22 ]
[  epoch 0024/0040] 0160/4800, lr:2.5e-05 ∣ avg_100 : 31808.217137 ∣ critic_nllloss : 25890.014062 ∣ critic_ganloss : -315.931880 ∣ generator_nllloss : 5174.958984 ∣ generator_ganloss : 1028.963525 ∣     [  std_z : 1.00  real_sub_fake : 1119.70 ]
[  epoch 0024/0040] 0170/4800, lr:2.5e-05 ∣ avg_100 : 31808.595944 ∣ critic_nllloss : 25746.690430 ∣ critic_ganloss : -284.693936 ∣ generator_nllloss : 5043.837109 ∣ generator_ganloss : 1046.452734 ∣     [  std_z : 1.00  real_sub_fake : 1033.81 ]
[  epoch 0024/0040] 0180/4800, lr:2.5e-05 ∣ avg_100 : 31808.922300 ∣ critic_nllloss : 25669.190039 ∣ critic_ganloss : -300.127081 ∣ generator_nllloss : 5072.475781 ∣ generator_ganloss : 1029.029980 ∣     [  std_z : 1.00  real_sub_fake : 1044.40 ]
[  epoch 0024/0040] 0190/4800, lr:2.5e-05 ∣ avg_100 : 31809.171974 ∣ critic_nllloss : 25674.589844 ∣ critic_ganloss : -310.425583 ∣ generator_nllloss : 5104.198047 ∣ generator_ganloss : 1044.997949 ∣     [  std_z : 0.99  real_sub_fake : 1067.28 ]
[  epoch 0024/0040] 0200/4800, lr:2.5e-05 ∣ avg_100 : 31808.507330 ∣ critic_nllloss : 25795.034180 ∣ critic_ganloss : -240.631079 ∣ generator_nllloss : 5060.346484 ∣ generator_ganloss : 1051.931787 ∣     [  std_z : 1.00  real_sub_fake : 1130.56 ]
[  epoch 0024/0040] 0210/4800, lr:2.5e-05 ∣ avg_100 : 31806.759359 ∣ critic_nllloss : 26036.522461 ∣ critic_ganloss : -315.855008 ∣ generator_nllloss : 5210.273047 ∣ generator_ganloss : 1066.756982 ∣     [  std_z : 1.00  real_sub_fake : 1087.05 ]
[  epoch 0024/0040] 0220/4800, lr:2.5e-05 ∣ avg_100 : 31804.637578 ∣ critic_nllloss : 25963.722461 ∣ critic_ganloss : -344.605444 ∣ generator_nllloss : 5229.321289 ∣ generator_ganloss : 1054.985938 ∣     [  std_z : 1.00  real_sub_fake : 1111.22 ]
[  epoch 0024/0040] 0230/4800, lr:2.5e-05 ∣ avg_100 : 31804.803643 ∣ critic_nllloss : 25799.672656 ∣ critic_ganloss : -261.831039 ∣ generator_nllloss : 5146.313281 ∣ generator_ganloss : 1046.273193 ∣     [  std_z : 0.99  real_sub_fake : 1287.06 ]
[  epoch 0024/0040] 0240/4800, lr:2.5e-05 ∣ avg_100 : 31805.088995 ∣ critic_nllloss : 26075.844531 ∣ critic_ganloss : -301.909769 ∣ generator_nllloss : 5190.758984 ∣ generator_ganloss : 1066.632666 ∣     [  std_z : 0.99  real_sub_fake : 1110.87 ]
[  epoch 0024/0040] 0250/4800, lr:2.5e-05 ∣ avg_100 : 31803.809571 ∣ critic_nllloss : 25700.551563 ∣ critic_ganloss : -280.009732 ∣ generator_nllloss : 5108.946484 ∣ generator_ganloss : 1016.418457 ∣     [  std_z : 0.99  real_sub_fake : 1186.20 ]
[  epoch 0024/0040] 0260/4800, lr:2.5e-05 ∣ avg_100 : 31801.360491 ∣ critic_nllloss : 25902.087695 ∣ critic_ganloss : -279.662283 ∣ generator_nllloss : 5184.894336 ∣ generator_ganloss : 1025.636621 ∣     [  std_z : 0.99  real_sub_fake : 1061.70 ]
[  epoch 0024/0040] 0270/4800, lr:2.5e-05 ∣ avg_100 : 31797.443019 ∣ critic_nllloss : 25718.621094 ∣ critic_ganloss : -287.458563 ∣ generator_nllloss : 5119.118945 ∣ generator_ganloss : 1018.166260 ∣     [  std_z : 0.99  real_sub_fake : 1027.92 ]
[  epoch 0024/0040] 0280/4800, lr:2.5e-05 ∣ avg_100 : 31795.775630 ∣ critic_nllloss : 25805.327148 ∣ critic_ganloss : -330.040866 ∣ generator_nllloss : 5148.629492 ∣ generator_ganloss : 1009.541211 ∣     [  std_z : 1.00  real_sub_fake : 1189.48 ]
[  epoch 0024/0040] 0290/4800, lr:2.5e-05 ∣ avg_100 : 31797.487930 ∣ critic_nllloss : 25866.255469 ∣ critic_ganloss : -274.733847 ∣ generator_nllloss : 5180.395312 ∣ generator_ganloss : 1051.184961 ∣     [  std_z : 1.00  real_sub_fake : 1238.16 ]
[  epoch 0024/0040] 0300/4800, lr:2.5e-05 ∣ avg_100 : 31796.448055 ∣ critic_nllloss : 25825.178125 ∣ critic_ganloss : -324.255450 ∣ generator_nllloss : 5164.873438 ∣ generator_ganloss : 1030.702441 ∣     [  std_z : 0.99  real_sub_fake : 1025.26 ]
[  epoch 0024/0040] 0310/4800, lr:2.5e-05 ∣ avg_100 : 31792.376071 ∣ critic_nllloss : 25605.786133 ∣ critic_ganloss : -321.576080 ∣ generator_nllloss : 5050.317578 ∣ generator_ganloss : 1009.367383 ∣     [  std_z : 0.99  real_sub_fake : 1087.82 ]
[  epoch 0024/0040] 0320/4800, lr:2.5e-05 ∣ avg_100 : 31790.967733 ∣ critic_nllloss : 25817.191602 ∣ critic_ganloss : -277.795242 ∣ generator_nllloss : 5100.902930 ∣ generator_ganloss : 1031.088232 ∣     [  std_z : 0.99  real_sub_fake : 1192.24 ]
[  epoch 0024/0040] 0330/4800, lr:2.5e-05 ∣ avg_100 : 31794.147383 ∣ critic_nllloss : 26044.852734 ∣ critic_ganloss : -152.152016 ∣ generator_nllloss : 5159.847266 ∣ generator_ganloss : 1041.954834 ∣     [  std_z : 1.00  real_sub_fake : 796.10 ]
[  epoch 0024/0040] 0340/4800, lr:2.5e-05 ∣ avg_100 : 31794.211364 ∣ critic_nllloss : 25881.294336 ∣ critic_ganloss : -224.771721 ∣ generator_nllloss : 5084.410547 ∣ generator_ganloss : 987.187891 ∣  [  std_z : 1.00  real_sub_fake : 774.49 ]
[  epoch 0024/0040] 0350/4800, lr:2.5e-05 ∣ avg_100 : 31796.658777 ∣ critic_nllloss : 26122.834961 ∣ critic_ganloss : -233.059044 ∣ generator_nllloss : 5229.446875 ∣ generator_ganloss : 979.601270 ∣  [  std_z : 1.00  real_sub_fake : 871.92 ]
[  epoch 0024/0040] 0360/4800, lr:2.5e-05 ∣ avg_100 : 31794.634448 ∣ critic_nllloss : 25932.371289 ∣ critic_ganloss : -273.408354 ∣ generator_nllloss : 5125.432617 ∣ generator_ganloss : 984.636719 ∣  [  std_z : 0.99  real_sub_fake : 875.99 ]
[  epoch 0024/0040] 0370/4800, lr:2.5e-05 ∣ avg_100 : 31793.984796 ∣ critic_nllloss : 26050.943164 ∣ critic_ganloss : -371.023483 ∣ generator_nllloss : 5138.725781 ∣ generator_ganloss : 964.387500 ∣  [  std_z : 0.99  real_sub_fake : 1204.43 ]
[  epoch 0024/0040] 0380/4800, lr:2.5e-05 ∣ avg_100 : 31792.925185 ∣ critic_nllloss : 25976.948828 ∣ critic_ganloss : -326.272748 ∣ generator_nllloss : 5187.669141 ∣ generator_ganloss : 986.377783 ∣  [  std_z : 1.00  real_sub_fake : 1263.06 ]
[  epoch 0024/0040] 0390/4800, lr:2.5e-05 ∣ avg_100 : 31795.137672 ∣ critic_nllloss : 25811.292578 ∣ critic_ganloss : -261.322385 ∣ generator_nllloss : 5184.783594 ∣ generator_ganloss : 999.499121 ∣  [  std_z : 1.00  real_sub_fake : 1178.94 ]
[  epoch 0024/0040] 0400/4800, lr:2.5e-05 ∣ avg_100 : 31791.804697 ∣ critic_nllloss : 25863.913281 ∣ critic_ganloss : -345.115836 ∣ generator_nllloss : 5142.163867 ∣ generator_ganloss : 986.755664 ∣  [  std_z : 0.99  real_sub_fake : 1183.64 ]
[  epoch 0024/0040] 0410/4800, lr:2.5e-05 ∣ avg_100 : 31793.238162 ∣ critic_nllloss : 26131.073047 ∣ critic_ganloss : -264.089926 ∣ generator_nllloss : 5340.265234 ∣ generator_ganloss : 1028.444873 ∣     [  std_z : 0.98  real_sub_fake : 1279.13 ]
[  epoch 0024/0040] 0420/4800, lr:2.5e-05 ∣ avg_100 : 31795.618887 ∣ critic_nllloss : 25793.446094 ∣ critic_ganloss : -336.417883 ∣ generator_nllloss : 5105.435156 ∣ generator_ganloss : 1050.791895 ∣     [  std_z : 0.98  real_sub_fake : 1070.19 ]
[  epoch 0024/0040] 0430/4800, lr:2.5e-05 ∣ avg_100 : 31796.847656 ∣ critic_nllloss : 25824.869727 ∣ critic_ganloss : -385.659256 ∣ generator_nllloss : 5136.815234 ∣ generator_ganloss : 1025.630420 ∣     [  std_z : 1.00  real_sub_fake : 1246.89 ]
[  epoch 0024/0040] 0440/4800, lr:2.5e-05 ∣ avg_100 : 31798.292888 ∣ critic_nllloss : 25851.911523 ∣ critic_ganloss : -305.531348 ∣ generator_nllloss : 5093.377539 ∣ generator_ganloss : 1058.360645 ∣     [  std_z : 1.00  real_sub_fake : 1287.70 ]
[  epoch 0024/0040] 0450/4800, lr:2.5e-05 ∣ avg_100 : 31801.193286 ∣ critic_nllloss : 25967.036719 ∣ critic_ganloss : -285.310040 ∣ generator_nllloss : 5231.501172 ∣ generator_ganloss : 1050.760889 ∣     [  std_z : 1.01  real_sub_fake : 1184.13 ]
[  epoch 0024/0040] 0460/4800, lr:2.5e-05 ∣ avg_100 : 31803.145733 ∣ critic_nllloss : 25848.415625 ∣ critic_ganloss : -224.890480 ∣ generator_nllloss : 5156.983008 ∣ generator_ganloss : 1103.280127 ∣     [  std_z : 1.00  real_sub_fake : 970.69 ]
[  epoch 0024/0040] 0470/4800, lr:2.5e-05 ∣ avg_100 : 31801.038256 ∣ critic_nllloss : 25793.372461 ∣ critic_ganloss : -256.808298 ∣ generator_nllloss : 5183.569922 ∣ generator_ganloss : 1064.529492 ∣     [  std_z : 0.99  real_sub_fake : 913.18 ]
[  epoch 0024/0040] 0480/4800, lr:2.5e-05 ∣ avg_100 : 31806.653466 ∣ critic_nllloss : 26017.876367 ∣ critic_ganloss : -263.775485 ∣ generator_nllloss : 5175.443359 ∣ generator_ganloss : 1066.235840 ∣     [  std_z : 0.99  real_sub_fake : 1002.09 ]
[  epoch 0024/0040] 0490/4800, lr:2.5e-05 ∣ avg_100 : 31810.196024 ∣ critic_nllloss : 26030.916211 ∣ critic_ganloss : -311.898639 ∣ generator_nllloss : 5270.082031 ∣ generator_ganloss : 1042.201025 ∣     [  std_z : 1.00  real_sub_fake : 1044.17 ]
[  epoch 0024/0040] 0500/4800, lr:2.5e-05 ∣ avg_100 : 31810.173713 ∣ critic_nllloss : 26211.445898 ∣ critic_ganloss : -380.477173 ∣ generator_nllloss : 5180.839258 ∣ generator_ganloss : 1035.843457 ∣     [  std_z : 1.00  real_sub_fake : 1264.42 ]
[  epoch 0024/0040] 0510/4800, lr:2.5e-05 ∣ avg_100 : 31809.686488 ∣ critic_nllloss : 25864.218359 ∣ critic_ganloss : -326.707596 ∣ generator_nllloss : 5153.859180 ∣ generator_ganloss : 1030.807031 ∣     [  std_z : 1.00  real_sub_fake : 1444.45 ]
[  epoch 0024/0040] 0520/4800, lr:2.5e-05 ∣ avg_100 : 31808.698839 ∣ critic_nllloss : 25958.216211 ∣ critic_ganloss : -274.501825 ∣ generator_nllloss : 5142.635938 ∣ generator_ganloss : 1022.089697 ∣     [  std_z : 1.00  real_sub_fake : 1362.72 ]
[  epoch 0024/0040] 0530/4800, lr:2.5e-05 ∣ avg_100 : 31810.908785 ∣ critic_nllloss : 26010.964062 ∣ critic_ganloss : -367.699185 ∣ generator_nllloss : 5175.689062 ∣ generator_ganloss : 1047.079785 ∣     [  std_z : 0.99  real_sub_fake : 1070.34 ]
[  epoch 0024/0040] 0540/4800, lr:2.5e-05 ∣ avg_100 : 31814.477825 ∣ critic_nllloss : 26213.200586 ∣ critic_ganloss : -338.631110 ∣ generator_nllloss : 5233.741406 ∣ generator_ganloss : 1023.392871 ∣     [  std_z : 1.00  real_sub_fake : 1237.06 ]
[  epoch 0024/0040] 0550/4800, lr:2.5e-05 ∣ avg_100 : 31810.511436 ∣ critic_nllloss : 25850.586914 ∣ critic_ganloss : -386.759744 ∣ generator_nllloss : 5155.133203 ∣ generator_ganloss : 1031.062744 ∣     [  std_z : 0.99  real_sub_fake : 1399.14 ]
[  epoch 0024/0040] 0560/4800, lr:2.5e-05 ∣ avg_100 : 31812.313972 ∣ critic_nllloss : 26111.237109 ∣ critic_ganloss : -251.362637 ∣ generator_nllloss : 5140.740625 ∣ generator_ganloss : 1046.628711 ∣     [  std_z : 0.99  real_sub_fake : 1433.62 ]
[  epoch 0024/0040] 0570/4800, lr:2.5e-05 ∣ avg_100 : 31809.209043 ∣ critic_nllloss : 25779.085742 ∣ critic_ganloss : -207.828938 ∣ generator_nllloss : 5126.226367 ∣ generator_ganloss : 1084.955615 ∣     [  std_z : 0.99  real_sub_fake : 924.00 ]
[  epoch 0024/0040] 0580/4800, lr:2.5e-05 ∣ avg_100 : 31810.869896 ∣ critic_nllloss : 26129.727930 ∣ critic_ganloss : -184.749776 ∣ generator_nllloss : 5194.475586 ∣ generator_ganloss : 1056.713184 ∣     [  std_z : 0.99  real_sub_fake : 866.00 ]
[  epoch 0024/0040] 0590/4800, lr:2.5e-05 ∣ avg_100 : 31807.497736 ∣ critic_nllloss : 25838.691602 ∣ critic_ganloss : -222.511838 ∣ generator_nllloss : 5103.631250 ∣ generator_ganloss : 1058.007959 ∣     [  std_z : 1.00  real_sub_fake : 716.07 ]
[  epoch 0024/0040] 0600/4800, lr:2.5e-05 ∣ avg_100 : 31805.943150 ∣ critic_nllloss : 25829.421289 ∣ critic_ganloss : -289.831723 ∣ generator_nllloss : 5083.847266 ∣ generator_ganloss : 1031.035352 ∣     [  std_z : 1.00  real_sub_fake : 937.79 ]
[  epoch 0024/0040] 0610/4800, lr:2.5e-05 ∣ avg_100 : 31802.053228 ∣ critic_nllloss : 25723.343945 ∣ critic_ganloss : -275.310664 ∣ generator_nllloss : 5126.388086 ∣ generator_ganloss : 1020.264648 ∣     [  std_z : 1.00  real_sub_fake : 968.37 ]
[  epoch 0024/0040] 0620/4800, lr:2.5e-05 ∣ avg_100 : 31802.499645 ∣ critic_nllloss : 25860.153516 ∣ critic_ganloss : -213.663123 ∣ generator_nllloss : 5158.802930 ∣ generator_ganloss : 1055.288086 ∣     [  std_z : 1.00  real_sub_fake : 899.64 ]
[  epoch 0024/0040] 0630/4800, lr:2.5e-05 ∣ avg_100 : 31807.054038 ∣ critic_nllloss : 26045.706641 ∣ critic_ganloss : -190.511151 ∣ generator_nllloss : 5255.950391 ∣ generator_ganloss : 1025.073193 ∣     [  std_z : 1.00  real_sub_fake : 787.03 ]
[  epoch 0024/0040] 0640/4800, lr:2.5e-05 ∣ avg_100 : 31811.033070 ∣ critic_nllloss : 25701.137305 ∣ critic_ganloss : -157.446419 ∣ generator_nllloss : 5182.176758 ∣ generator_ganloss : 1029.883203 ∣     [  std_z : 1.00  real_sub_fake : 793.57 ]
[  epoch 0024/0040] 0650/4800, lr:2.5e-05 ∣ avg_100 : 31814.016430 ∣ critic_nllloss : 25979.955469 ∣ critic_ganloss : -212.766229 ∣ generator_nllloss : 5217.224609 ∣ generator_ganloss : 1048.027246 ∣     [  std_z : 0.99  real_sub_fake : 672.20 ]
[  epoch 0024/0040] 0660/4800, lr:2.5e-05 ∣ avg_100 : 31813.799774 ∣ critic_nllloss : 25906.450195 ∣ critic_ganloss : -288.325496 ∣ generator_nllloss : 5150.104883 ∣ generator_ganloss : 998.443066 ∣  [  std_z : 0.99  real_sub_fake : 903.87 ]
[  epoch 0024/0040] 0670/4800, lr:2.5e-05 ∣ avg_100 : 31810.868811 ∣ critic_nllloss : 25723.345508 ∣ critic_ganloss : -337.960294 ∣ generator_nllloss : 5153.013477 ∣ generator_ganloss : 987.284619 ∣  [  std_z : 0.99  real_sub_fake : 969.76 ]
[  epoch 0024/0040] 0680/4800, lr:2.5e-05 ∣ avg_100 : 31805.733332 ∣ critic_nllloss : 25685.675781 ∣ critic_ganloss : -206.905344 ∣ generator_nllloss : 5084.644336 ∣ generator_ganloss : 987.863721 ∣  [  std_z : 1.00  real_sub_fake : 1091.39 ]
[  epoch 0024/0040] 0690/4800, lr:2.5e-05 ∣ avg_100 : 31807.375503 ∣ critic_nllloss : 26001.413086 ∣ critic_ganloss : -293.311322 ∣ generator_nllloss : 5145.556250 ∣ generator_ganloss : 1017.856641 ∣     [  std_z : 1.00  real_sub_fake : 1091.11 ]
[  epoch 0024/0040] 0700/4800, lr:2.5e-05 ∣ avg_100 : 31805.597595 ∣ critic_nllloss : 26010.644727 ∣ critic_ganloss : -346.756918 ∣ generator_nllloss : 5328.750000 ∣ generator_ganloss : 998.839648 ∣  [  std_z : 0.99  real_sub_fake : 1224.44 ]
[  epoch 0024/0040] 0710/4800, lr:2.5e-05 ∣ avg_100 : 31805.354106 ∣ critic_nllloss : 25858.537891 ∣ critic_ganloss : -369.855487 ∣ generator_nllloss : 5276.329883 ∣ generator_ganloss : 1009.899365 ∣     [  std_z : 0.99  real_sub_fake : 1308.11 ]
[  epoch 0024/0040] 0720/4800, lr:2.5e-05 ∣ avg_100 : 31802.511322 ∣ critic_nllloss : 25932.629297 ∣ critic_ganloss : -387.498972 ∣ generator_nllloss : 5156.049609 ∣ generator_ganloss : 1011.403760 ∣     [  std_z : 0.99  real_sub_fake : 1349.81 ]
[  epoch 0024/0040] 0730/4800, lr:2.5e-05 ∣ avg_100 : 31801.750684 ∣ critic_nllloss : 25731.006641 ∣ critic_ganloss : -269.862349 ∣ generator_nllloss : 5141.408789 ∣ generator_ganloss : 1018.277734 ∣     [  std_z : 0.99  real_sub_fake : 1174.56 ]
[  epoch 0024/0040] 0740/4800, lr:2.5e-05 ∣ avg_100 : 31798.534401 ∣ critic_nllloss : 25704.428516 ∣ critic_ganloss : -232.133873 ∣ generator_nllloss : 5138.014844 ∣ generator_ganloss : 993.923633 ∣  [  std_z : 1.00  real_sub_fake : 754.23 ]
[  epoch 0024/0040] 0750/4800, lr:2.5e-05 ∣ avg_100 : 31797.738167 ∣ critic_nllloss : 25781.149023 ∣ critic_ganloss : -338.419876 ∣ generator_nllloss : 5221.429883 ∣ generator_ganloss : 962.360937 ∣  [  std_z : 1.00  real_sub_fake : 1028.26 ]
[  epoch 0024/0040] 0760/4800, lr:2.5e-05 ∣ avg_100 : 31796.781268 ∣ critic_nllloss : 25885.242188 ∣ critic_ganloss : -140.163071 ∣ generator_nllloss : 5201.614062 ∣ generator_ganloss : 965.432129 ∣  [  std_z : 0.99  real_sub_fake : 977.14 ]
[  epoch 0024/0040] 0770/4800, lr:2.5e-05 ∣ avg_100 : 31798.339366 ∣ critic_nllloss : 26053.038086 ∣ critic_ganloss : -238.291801 ∣ generator_nllloss : 5184.658789 ∣ generator_ganloss : 966.914502 ∣  [  std_z : 0.99  real_sub_fake : 898.98 ]
[  epoch 0024/0040] 0780/4800, lr:2.5e-05 ∣ avg_100 : 31797.430112 ∣ critic_nllloss : 25917.229297 ∣ critic_ganloss : -286.196057 ∣ generator_nllloss : 5213.579883 ∣ generator_ganloss : 962.574707 ∣  [  std_z : 1.00  real_sub_fake : 929.03 ]
[  epoch 0024/0040] 0790/4800, lr:2.5e-05 ∣ avg_100 : 31796.726512 ∣ critic_nllloss : 25916.373828 ∣ critic_ganloss : -210.143510 ∣ generator_nllloss : 5093.629687 ∣ generator_ganloss : 995.002148 ∣  [  std_z : 1.00  real_sub_fake : 931.63 ]
[  epoch 0024/0040] 0800/4800, lr:2.5e-05 ∣ avg_100 : 31795.717456 ∣ critic_nllloss : 25827.948633 ∣ critic_ganloss : -290.879318 ∣ generator_nllloss : 5171.342773 ∣ generator_ganloss : 1006.544434 ∣     [  std_z : 1.00  real_sub_fake : 934.22 ]
[  epoch 0024/0040] 0810/4800, lr:2.5e-05 ∣ avg_100 : 31794.983443 ∣ critic_nllloss : 26104.699219 ∣ critic_ganloss : -320.206696 ∣ generator_nllloss : 5114.363086 ∣ generator_ganloss : 993.626904 ∣  [  std_z : 1.00  real_sub_fake : 1235.97 ]
[  epoch 0024/0040] 0820/4800, lr:2.5e-05 ∣ avg_100 : 31798.695856 ∣ critic_nllloss : 26046.890820 ∣ critic_ganloss : -232.288765 ∣ generator_nllloss : 5174.349609 ∣ generator_ganloss : 1030.690576 ∣     [  std_z : 0.99  real_sub_fake : 1071.06 ]
[  epoch 0024/0040] 0830/4800, lr:2.5e-05 ∣ avg_100 : 31800.334103 ∣ critic_nllloss : 25910.853516 ∣ critic_ganloss : -287.951366 ∣ generator_nllloss : 5194.937305 ∣ generator_ganloss : 1032.343555 ∣     [  std_z : 0.99  real_sub_fake : 1137.89 ]
[  epoch 0024/0040] 0840/4800, lr:2.5e-05 ∣ avg_100 : 31800.499211 ∣ critic_nllloss : 25935.284961 ∣ critic_ganloss : -274.257285 ∣ generator_nllloss : 5197.815625 ∣ generator_ganloss : 1039.338525 ∣     [  std_z : 1.00  real_sub_fake : 948.01 ]
[  epoch 0024/0040] 0850/4800, lr:2.5e-05 ∣ avg_100 : 31802.452854 ∣ critic_nllloss : 25901.865820 ∣ critic_ganloss : -301.467374 ∣ generator_nllloss : 5235.853516 ∣ generator_ganloss : 1025.740137 ∣     [  std_z : 1.00  real_sub_fake : 1030.62 ]
[  epoch 0024/0040] 0860/4800, lr:2.5e-05 ∣ avg_100 : 31804.270052 ∣ critic_nllloss : 25932.126758 ∣ critic_ganloss : -346.332077 ∣ generator_nllloss : 5164.900000 ∣ generator_ganloss : 1019.136914 ∣     [  std_z : 1.00  real_sub_fake : 1212.35 ]
[  epoch 0024/0040] 0870/4800, lr:2.5e-05 ∣ avg_100 : 31805.803760 ∣ critic_nllloss : 25943.545117 ∣ critic_ganloss : -215.809872 ∣ generator_nllloss : 5199.161719 ∣ generator_ganloss : 1040.211572 ∣     [  std_z : 0.99  real_sub_fake : 1220.68 ]
[  epoch 0024/0040] 0880/4800, lr:2.5e-05 ∣ avg_100 : 31809.862892 ∣ critic_nllloss : 25864.752148 ∣ critic_ganloss : -125.640501 ∣ generator_nllloss : 5239.953516 ∣ generator_ganloss : 1095.598145 ∣     [  std_z : 0.99  real_sub_fake : 608.60 ]
[  epoch 0024/0040] 0890/4800, lr:2.5e-05 ∣ avg_100 : 31810.298562 ∣ critic_nllloss : 25847.865039 ∣ critic_ganloss : -149.864024 ∣ generator_nllloss : 5119.833398 ∣ generator_ganloss : 1063.806934 ∣     [  std_z : 0.99  real_sub_fake : 548.04 ]
[  epoch 0024/0040] 0900/4800, lr:2.5e-05 ∣ avg_100 : 31813.331979 ∣ critic_nllloss : 25877.356836 ∣ critic_ganloss : -163.757831 ∣ generator_nllloss : 5153.070703 ∣ generator_ganloss : 1021.150586 ∣     [  std_z : 1.00  real_sub_fake : 614.63 ]
[  epoch 0024/0040] 0910/4800, lr:2.5e-05 ∣ avg_100 : 31812.813961 ∣ critic_nllloss : 25807.256445 ∣ critic_ganloss : -168.059161 ∣ generator_nllloss : 5227.556641 ∣ generator_ganloss : 982.497803 ∣  [  std_z : 0.99  real_sub_fake : 756.01 ]
[  epoch 0024/0040] 0920/4800, lr:2.5e-05 ∣ avg_100 : 31813.981463 ∣ critic_nllloss : 25838.777148 ∣ critic_ganloss : -241.315486 ∣ generator_nllloss : 5173.898438 ∣ generator_ganloss : 1001.333789 ∣     [  std_z : 0.99  real_sub_fake : 763.34 ]
[  epoch 0024/0040] 0930/4800, lr:2.5e-05 ∣ avg_100 : 31811.220317 ∣ critic_nllloss : 25844.936914 ∣ critic_ganloss : -303.690053 ∣ generator_nllloss : 5112.800977 ∣ generator_ganloss : 992.963721 ∣  [  std_z : 1.00  real_sub_fake : 884.79 ]
[  epoch 0024/0040] 0940/4800, lr:2.5e-05 ∣ avg_100 : 31811.161790 ∣ critic_nllloss : 26123.865625 ∣ critic_ganloss : -290.413629 ∣ generator_nllloss : 5294.762305 ∣ generator_ganloss : 988.359375 ∣  [  std_z : 1.00  real_sub_fake : 1094.55 ]
[  epoch 0024/0040] 0950/4800, lr:2.5e-05 ∣ avg_100 : 31811.444117 ∣ critic_nllloss : 25878.423828 ∣ critic_ganloss : -263.661414 ∣ generator_nllloss : 5263.590820 ∣ generator_ganloss : 997.749463 ∣  [  std_z : 1.00  real_sub_fake : 1022.96 ]
[  epoch 0024/0040] 0960/4800, lr:2.5e-05 ∣ avg_100 : 31810.381740 ∣ critic_nllloss : 25900.605273 ∣ critic_ganloss : -319.524460 ∣ generator_nllloss : 5089.891992 ∣ generator_ganloss : 1018.891211 ∣     [  std_z : 1.00  real_sub_fake : 1136.40 ]
[  epoch 0024/0040] 0970/4800, lr:2.5e-05 ∣ avg_100 : 31811.332686 ∣ critic_nllloss : 25992.725391 ∣ critic_ganloss : -285.977023 ∣ generator_nllloss : 5125.528320 ∣ generator_ganloss : 1058.102295 ∣     [  std_z : 1.00  real_sub_fake : 1086.71 ]
[  epoch 0024/0040] 0980/4800, lr:2.5e-05 ∣ avg_100 : 31813.195495 ∣ critic_nllloss : 25720.058594 ∣ critic_ganloss : -181.474100 ∣ generator_nllloss : 5184.727734 ∣ generator_ganloss : 1055.391504 ∣     [  std_z : 0.99  real_sub_fake : 1007.09 ]
[  epoch 0024/0040] 0990/4800, lr:2.5e-05 ∣ avg_100 : 31814.621780 ∣ critic_nllloss : 25973.804492 ∣ critic_ganloss : -182.319087 ∣ generator_nllloss : 5233.725586 ∣ generator_ganloss : 1067.491211 ∣     [  std_z : 0.99  real_sub_fake : 881.93 ]
[  epoch 0024/0040] 1000/4800, lr:2.5e-05 ∣ avg_100 : 31814.460776 ∣ critic_nllloss : 25914.830078 ∣ critic_ganloss : -262.157755 ∣ generator_nllloss : 5209.495703 ∣ generator_ganloss : 1048.660205 ∣     [  std_z : 0.99  real_sub_fake : 784.72 ]
[  epoch 0024/0040] 1010/4800, lr:2.5e-05 ∣ avg_100 : 31813.202216 ∣ critic_nllloss : 25774.177734 ∣ critic_ganloss : -251.670543 ∣ generator_nllloss : 5149.054688 ∣ generator_ganloss : 1031.904248 ∣     [  std_z : 1.00  real_sub_fake : 873.42 ]
[  epoch 0024/0040] 1020/4800, lr:2.5e-05 ∣ avg_100 : 31814.855889 ∣ critic_nllloss : 25894.741211 ∣ critic_ganloss : -306.219366 ∣ generator_nllloss : 5232.247070 ∣ generator_ganloss : 1018.776807 ∣     [  std_z : 1.00  real_sub_fake : 993.11 ]
[  epoch 0024/0040] 1030/4800, lr:2.5e-05 ∣ avg_100 : 31813.496102 ∣ critic_nllloss : 25884.076562 ∣ critic_ganloss : -331.301727 ∣ generator_nllloss : 5222.299805 ∣ generator_ganloss : 1045.058984 ∣     [  std_z : 0.99  real_sub_fake : 1086.82 ]
[  epoch 0024/0040] 1040/4800, lr:2.5e-05 ∣ avg_100 : 31817.138852 ∣ critic_nllloss : 25963.191602 ∣ critic_ganloss : -215.368628 ∣ generator_nllloss : 5164.602148 ∣ generator_ganloss : 1074.835303 ∣     [  std_z : 0.99  real_sub_fake : 991.30 ]
[  epoch 0024/0040] 1050/4800, lr:2.5e-05 ∣ avg_100 : 31819.911561 ∣ critic_nllloss : 26048.794922 ∣ critic_ganloss : -235.979324 ∣ generator_nllloss : 5114.639453 ∣ generator_ganloss : 1063.819092 ∣     [  std_z : 0.98  real_sub_fake : 884.58 ]
[  epoch 0024/0040] 1060/4800, lr:2.5e-05 ∣ avg_100 : 31819.592407 ∣ critic_nllloss : 25974.471094 ∣ critic_ganloss : -184.751228 ∣ generator_nllloss : 5140.377148 ∣ generator_ganloss : 1038.904297 ∣     [  std_z : 0.99  real_sub_fake : 842.67 ]
[  epoch 0024/0040] 1070/4800, lr:2.5e-05 ∣ avg_100 : 31817.711322 ∣ critic_nllloss : 25862.708984 ∣ critic_ganloss : -249.497552 ∣ generator_nllloss : 5114.749219 ∣ generator_ganloss : 1038.695361 ∣     [  std_z : 1.00  real_sub_fake : 897.59 ]
[  epoch 0024/0040] 1080/4800, lr:2.5e-05 ∣ avg_100 : 31816.698728 ∣ critic_nllloss : 25715.121875 ∣ critic_ganloss : -300.420868 ∣ generator_nllloss : 5094.450781 ∣ generator_ganloss : 1022.089551 ∣     [  std_z : 1.00  real_sub_fake : 957.93 ]
[  epoch 0024/0040] 1090/4800, lr:2.5e-05 ∣ avg_100 : 31814.914760 ∣ critic_nllloss : 25746.135156 ∣ critic_ganloss : -267.123453 ∣ generator_nllloss : 5096.833984 ∣ generator_ganloss : 1005.214307 ∣     [  std_z : 1.00  real_sub_fake : 1149.72 ]
[  epoch 0024/0040] 1100/4800, lr:2.5e-05 ∣ avg_100 : 31810.089671 ∣ critic_nllloss : 25735.858984 ∣ critic_ganloss : -282.213278 ∣ generator_nllloss : 5157.291211 ∣ generator_ganloss : 1029.808691 ∣     [  std_z : 1.00  real_sub_fake : 1091.62 ]
[  epoch 0024/0040] 1110/4800, lr:2.5e-05 ∣ avg_100 : 31812.361291 ∣ critic_nllloss : 26077.215820 ∣ critic_ganloss : -313.101062 ∣ generator_nllloss : 5166.230469 ∣ generator_ganloss : 1032.457715 ∣     [  std_z : 0.99  real_sub_fake : 1125.01 ]
[  epoch 0024/0040] 1120/4800, lr:2.5e-05 ∣ avg_100 : 31811.142525 ∣ critic_nllloss : 25922.273047 ∣ critic_ganloss : -352.918622 ∣ generator_nllloss : 5140.187695 ∣ generator_ganloss : 1029.067188 ∣     [  std_z : 0.99  real_sub_fake : 1159.60 ]
[  epoch 0024/0040] 1130/4800, lr:2.5e-05 ∣ avg_100 : 31814.577240 ∣ critic_nllloss : 25760.946289 ∣ critic_ganloss : -253.432883 ∣ generator_nllloss : 5223.152539 ∣ generator_ganloss : 1030.915967 ∣     [  std_z : 0.99  real_sub_fake : 1076.07 ]
[  epoch 0024/0040] 1140/4800, lr:2.5e-05 ∣ avg_100 : 31813.889819 ∣ critic_nllloss : 25872.424414 ∣ critic_ganloss : -326.270081 ∣ generator_nllloss : 5141.675000 ∣ generator_ganloss : 1052.051221 ∣     [  std_z : 1.00  real_sub_fake : 1164.70 ]
[  epoch 0024/0040] 1150/4800, lr:2.5e-05 ∣ avg_100 : 31812.486544 ∣ critic_nllloss : 26009.961914 ∣ critic_ganloss : -278.543259 ∣ generator_nllloss : 5122.735547 ∣ generator_ganloss : 1040.699561 ∣     [  std_z : 0.99  real_sub_fake : 1099.57 ]
[  epoch 0024/0040] 1160/4800, lr:2.5e-05 ∣ avg_100 : 31812.891914 ∣ critic_nllloss : 25914.112695 ∣ critic_ganloss : -301.672226 ∣ generator_nllloss : 5162.891602 ∣ generator_ganloss : 1043.209668 ∣     [  std_z : 0.99  real_sub_fake : 1173.36 ]
[  epoch 0024/0040] 1170/4800, lr:2.5e-05 ∣ avg_100 : 31812.772520 ∣ critic_nllloss : 25689.854297 ∣ critic_ganloss : -386.618317 ∣ generator_nllloss : 5175.875391 ∣ generator_ganloss : 1061.235498 ∣     [  std_z : 0.99  real_sub_fake : 1274.37 ]
[  epoch 0024/0040] 1180/4800, lr:2.5e-05 ∣ avg_100 : 31816.229867 ∣ critic_nllloss : 25932.384375 ∣ critic_ganloss : -363.227606 ∣ generator_nllloss : 5213.644531 ∣ generator_ganloss : 1033.502100 ∣     [  std_z : 0.99  real_sub_fake : 1404.81 ]
[  epoch 0024/0040] 1190/4800, lr:2.5e-05 ∣ avg_100 : 31820.997852 ∣ critic_nllloss : 25962.567188 ∣ critic_ganloss : -318.657782 ∣ generator_nllloss : 5260.023047 ∣ generator_ganloss : 1086.226318 ∣     [  std_z : 1.00  real_sub_fake : 1279.17 ]
[  epoch 0024/0040] 1200/4800, lr:2.5e-05 ∣ avg_100 : 31826.235458 ∣ critic_nllloss : 26070.340625 ∣ critic_ganloss : -161.182397 ∣ generator_nllloss : 5209.519727 ∣ generator_ganloss : 1071.764014 ∣     [  std_z : 1.00  real_sub_fake : 1114.00 ]
[  epoch 0024/0040] 1210/4800, lr:2.5e-05 ∣ avg_100 : 31827.138859 ∣ critic_nllloss : 26005.770508 ∣ critic_ganloss : -236.456653 ∣ generator_nllloss : 5241.056836 ∣ generator_ganloss : 1077.666895 ∣     [  std_z : 1.00  real_sub_fake : 922.17 ]
[  epoch 0024/0040] 1220/4800, lr:2.5e-05 ∣ avg_100 : 31826.840299 ∣ critic_nllloss : 25908.454102 ∣ critic_ganloss : -264.039612 ∣ generator_nllloss : 5165.664258 ∣ generator_ganloss : 1063.489551 ∣     [  std_z : 1.00  real_sub_fake : 930.45 ]
[  epoch 0024/0040] 1230/4800, lr:2.5e-05 ∣ avg_100 : 31828.714648 ∣ critic_nllloss : 26041.105273 ∣ critic_ganloss : -343.415019 ∣ generator_nllloss : 5162.060547 ∣ generator_ganloss : 1058.112207 ∣     [  std_z : 0.99  real_sub_fake : 1050.83 ]
[  epoch 0024/0040] 1240/4800, lr:2.5e-05 ∣ avg_100 : 31825.772350 ∣ critic_nllloss : 25804.107031 ∣ critic_ganloss : -286.499203 ∣ generator_nllloss : 5169.100391 ∣ generator_ganloss : 1050.388330 ∣     [  std_z : 0.99  real_sub_fake : 1152.58 ]
[  epoch 0024/0040] 1250/4800, lr:2.5e-05 ∣ avg_100 : 31829.550791 ∣ critic_nllloss : 25857.088281 ∣ critic_ganloss : -238.559581 ∣ generator_nllloss : 5221.495117 ∣ generator_ganloss : 1083.727100 ∣     [  std_z : 0.99  real_sub_fake : 948.80 ]
[  epoch 0024/0040] 1260/4800, lr:2.5e-05 ∣ avg_100 : 31831.974037 ∣ critic_nllloss : 26122.376367 ∣ critic_ganloss : -364.887216 ∣ generator_nllloss : 5281.722656 ∣ generator_ganloss : 1036.069092 ∣     [  std_z : 0.99  real_sub_fake : 1121.94 ]
[  epoch 0024/0040] 1270/4800, lr:2.5e-05 ∣ avg_100 : 31836.935688 ∣ critic_nllloss : 25886.346875 ∣ critic_ganloss : -205.231241 ∣ generator_nllloss : 5317.383594 ∣ generator_ganloss : 1066.113672 ∣     [  std_z : 0.99  real_sub_fake : 945.75 ]
[  epoch 0024/0040] 1280/4800, lr:2.5e-05 ∣ avg_100 : 31838.198225 ∣ critic_nllloss : 25778.902539 ∣ critic_ganloss : -237.232442 ∣ generator_nllloss : 5150.239453 ∣ generator_ganloss : 1067.801074 ∣     [  std_z : 0.99  real_sub_fake : 896.71 ]
[  epoch 0024/0040] 1290/4800, lr:2.5e-05 ∣ avg_100 : 31838.140448 ∣ critic_nllloss : 25784.657422 ∣ critic_ganloss : -192.544673 ∣ generator_nllloss : 5167.969141 ∣ generator_ganloss : 1057.242334 ∣     [  std_z : 1.00  real_sub_fake : 975.40 ]
[  epoch 0024/0040] 1300/4800, lr:2.5e-05 ∣ avg_100 : 31838.743269 ∣ critic_nllloss : 25839.104687 ∣ critic_ganloss : -298.909755 ∣ generator_nllloss : 5184.809766 ∣ generator_ganloss : 1031.775977 ∣     [  std_z : 1.00  real_sub_fake : 987.53 ]
[  epoch 0024/0040] 1310/4800, lr:2.5e-05 ∣ avg_100 : 31839.420030 ∣ critic_nllloss : 25706.702344 ∣ critic_ganloss : -347.001248 ∣ generator_nllloss : 5061.983594 ∣ generator_ganloss : 989.886377 ∣  [  std_z : 1.00  real_sub_fake : 1124.62 ]
[  epoch 0024/0040] 1320/4800, lr:2.5e-05 ∣ avg_100 : 31840.184728 ∣ critic_nllloss : 25800.514062 ∣ critic_ganloss : -269.574353 ∣ generator_nllloss : 5188.325977 ∣ generator_ganloss : 1028.591699 ∣     [  std_z : 1.00  real_sub_fake : 1020.72 ]
[  epoch 0024/0040] 1330/4800, lr:2.5e-05 ∣ avg_100 : 31840.974511 ∣ critic_nllloss : 26080.117188 ∣ critic_ganloss : -185.182254 ∣ generator_nllloss : 5233.214258 ∣ generator_ganloss : 1045.331934 ∣     [  std_z : 1.00  real_sub_fake : 729.06 ]
[  epoch 0024/0040] 1340/4800, lr:2.5e-05 ∣ avg_100 : 31842.941653 ∣ critic_nllloss : 25983.953125 ∣ critic_ganloss : -307.155826 ∣ generator_nllloss : 5236.969531 ∣ generator_ganloss : 1011.068359 ∣     [  std_z : 0.99  real_sub_fake : 919.07 ]
[  epoch 0024/0040] 1350/4800, lr:2.5e-05 ∣ avg_100 : 31839.985830 ∣ critic_nllloss : 25818.267188 ∣ critic_ganloss : -203.938599 ∣ generator_nllloss : 5174.803125 ∣ generator_ganloss : 1014.110059 ∣     [  std_z : 0.99  real_sub_fake : 1128.49 ]
[  epoch 0024/0040] 1360/4800, lr:2.5e-05 ∣ avg_100 : 31840.298192 ∣ critic_nllloss : 25846.215625 ∣ critic_ganloss : -270.699954 ∣ generator_nllloss : 5185.052344 ∣ generator_ganloss : 1039.700488 ∣     [  std_z : 0.98  real_sub_fake : 1006.57 ]
[  epoch 0024/0040] 1370/4800, lr:2.5e-05 ∣ avg_100 : 31839.282553 ∣ critic_nllloss : 25805.708203 ∣ critic_ganloss : -284.674677 ∣ generator_nllloss : 5120.290234 ∣ generator_ganloss : 1040.145313 ∣     [  std_z : 0.99  real_sub_fake : 1158.02 ]
[  epoch 0024/0040] 1380/4800, lr:2.5e-05 ∣ avg_100 : 31839.786249 ∣ critic_nllloss : 25925.576367 ∣ critic_ganloss : -301.924545 ∣ generator_nllloss : 5185.685938 ∣ generator_ganloss : 1065.754834 ∣     [  std_z : 1.00  real_sub_fake : 1153.05 ]
[  epoch 0024/0040] 1390/4800, lr:2.5e-05 ∣ avg_100 : 31840.138630 ∣ critic_nllloss : 25882.279883 ∣ critic_ganloss : -343.168735 ∣ generator_nllloss : 5160.599219 ∣ generator_ganloss : 1069.780615 ∣     [  std_z : 1.00  real_sub_fake : 1115.88 ]
[  epoch 0024/0040] 1400/4800, lr:2.5e-05 ∣ avg_100 : 31843.248211 ∣ critic_nllloss : 25999.732422 ∣ critic_ganloss : -279.587335 ∣ generator_nllloss : 5173.077344 ∣ generator_ganloss : 1065.452686 ∣     [  std_z : 0.99  real_sub_fake : 1118.63 ]
[  epoch 0024/0040] 1410/4800, lr:2.5e-05 ∣ avg_100 : 31841.577553 ∣ critic_nllloss : 26025.824023 ∣ critic_ganloss : -292.652744 ∣ generator_nllloss : 5273.676172 ∣ generator_ganloss : 1061.779980 ∣     [  std_z : 0.99  real_sub_fake : 1110.88 ]
[  epoch 0024/0040] 1420/4800, lr:2.5e-05 ∣ avg_100 : 31841.230539 ∣ critic_nllloss : 25772.547461 ∣ critic_ganloss : -325.866107 ∣ generator_nllloss : 5066.630273 ∣ generator_ganloss : 1065.242236 ∣     [  std_z : 0.99  real_sub_fake : 1059.28 ]
[  epoch 0024/0040] 1430/4800, lr:2.5e-05 ∣ avg_100 : 31842.898925 ∣ critic_nllloss : 25818.979883 ∣ critic_ganloss : -302.199792 ∣ generator_nllloss : 5196.870117 ∣ generator_ganloss : 1054.844531 ∣     [  std_z : 1.00  real_sub_fake : 1252.09 ]
[  epoch 0024/0040] 1440/4800, lr:2.5e-05 ∣ avg_100 : 31846.018128 ∣ critic_nllloss : 25981.905078 ∣ critic_ganloss : -328.761395 ∣ generator_nllloss : 5294.707031 ∣ generator_ganloss : 1062.187891 ∣     [  std_z : 1.00  real_sub_fake : 1309.91 ]
[  epoch 0024/0040] 1450/4800, lr:2.5e-05 ∣ avg_100 : 31844.307437 ∣ critic_nllloss : 25764.974414 ∣ critic_ganloss : -234.472156 ∣ generator_nllloss : 5195.945508 ∣ generator_ganloss : 1066.471924 ∣     [  std_z : 1.00  real_sub_fake : 1121.62 ]
[  epoch 0024/0040] 1460/4800, lr:2.5e-05 ∣ avg_100 : 31844.291693 ∣ critic_nllloss : 25945.917187 ∣ critic_ganloss : -309.578625 ∣ generator_nllloss : 5195.772461 ∣ generator_ganloss : 1050.102832 ∣     [  std_z : 0.99  real_sub_fake : 1185.51 ]
[  epoch 0024/0040] 1470/4800, lr:2.5e-05 ∣ avg_100 : 31845.108418 ∣ critic_nllloss : 25871.033789 ∣ critic_ganloss : -305.987061 ∣ generator_nllloss : 5231.458594 ∣ generator_ganloss : 1069.830762 ∣     [  std_z : 0.99  real_sub_fake : 982.31 ]
[  epoch 0024/0040] 1480/4800, lr:2.5e-05 ∣ avg_100 : 31840.915762 ∣ critic_nllloss : 25790.348438 ∣ critic_ganloss : -326.367670 ∣ generator_nllloss : 5077.017383 ∣ generator_ganloss : 1035.516357 ∣     [  std_z : 0.99  real_sub_fake : 1192.12 ]
[  epoch 0024/0040] 1490/4800, lr:2.5e-05 ∣ avg_100 : 31838.184509 ∣ critic_nllloss : 25877.955859 ∣ critic_ganloss : -364.762814 ∣ generator_nllloss : 5202.338086 ∣ generator_ganloss : 1042.644189 ∣     [  std_z : 0.99  real_sub_fake : 1339.36 ]
[  epoch 0024/0040] 1500/4800, lr:2.5e-05 ∣ avg_100 : 31834.391937 ∣ critic_nllloss : 25842.727930 ∣ critic_ganloss : -344.945398 ∣ generator_nllloss : 5136.710547 ∣ generator_ganloss : 1033.901123 ∣     [  std_z : 1.00  real_sub_fake : 1296.64 ]
[  epoch 0024/0040] 1510/4800, lr:2.5e-05 ∣ avg_100 : 31835.572971 ∣ critic_nllloss : 25852.613477 ∣ critic_ganloss : -255.272638 ∣ generator_nllloss : 5201.004102 ∣ generator_ganloss : 1041.935449 ∣     [  std_z : 1.00  real_sub_fake : 1309.62 ]
[  epoch 0024/0040] 1520/4800, lr:2.5e-05 ∣ avg_100 : 31838.367158 ∣ critic_nllloss : 26069.752344 ∣ critic_ganloss : -325.497955 ∣ generator_nllloss : 5289.902344 ∣ generator_ganloss : 1093.701953 ∣     [  std_z : 1.00  real_sub_fake : 1092.76 ]
[  epoch 0024/0040] 1530/4800, lr:2.5e-05 ∣ avg_100 : 31836.797390 ∣ critic_nllloss : 25705.108594 ∣ critic_ganloss : -328.766345 ∣ generator_nllloss : 5279.191797 ∣ generator_ganloss : 1053.522900 ∣     [  std_z : 0.99  real_sub_fake : 1164.02 ]
[  epoch 0024/0040] 1540/4800, lr:2.5e-05 ∣ avg_100 : 31831.260559 ∣ critic_nllloss : 25745.057617 ∣ critic_ganloss : -255.011087 ∣ generator_nllloss : 5023.049609 ∣ generator_ganloss : 1064.924561 ∣     [  std_z : 0.99  real_sub_fake : 1181.81 ]
[  epoch 0024/0040] 1550/4800, lr:2.5e-05 ∣ avg_100 : 31832.312821 ∣ critic_nllloss : 25865.277930 ∣ critic_ganloss : -326.704993 ∣ generator_nllloss : 5150.029492 ∣ generator_ganloss : 1066.646826 ∣     [  std_z : 0.99  real_sub_fake : 1039.59 ]
[  epoch 0024/0040] 1560/4800, lr:2.5e-05 ∣ avg_100 : 31830.071968 ∣ critic_nllloss : 25837.634766 ∣ critic_ganloss : -289.464218 ∣ generator_nllloss : 5211.468164 ∣ generator_ganloss : 1063.519824 ∣     [  std_z : 1.00  real_sub_fake : 1099.27 ]
[  epoch 0024/0040] 1570/4800, lr:2.5e-05 ∣ avg_100 : 31830.770054 ∣ critic_nllloss : 25870.186523 ∣ critic_ganloss : -249.663036 ∣ generator_nllloss : 5186.353516 ∣ generator_ganloss : 1045.370361 ∣     [  std_z : 1.00  real_sub_fake : 1060.02 ]
[  epoch 0024/0040] 1580/4800, lr:2.5e-05 ∣ avg_100 : 31826.125866 ∣ critic_nllloss : 25790.170117 ∣ critic_ganloss : -282.680513 ∣ generator_nllloss : 5197.680469 ∣ generator_ganloss : 1026.578027 ∣     [  std_z : 1.00  real_sub_fake : 1075.60 ]
[  epoch 0024/0040] 1590/4800, lr:2.5e-05 ∣ avg_100 : 31824.694941 ∣ critic_nllloss : 25719.483594 ∣ critic_ganloss : -223.991006 ∣ generator_nllloss : 5103.044922 ∣ generator_ganloss : 1036.189014 ∣     [  std_z : 1.00  real_sub_fake : 971.95 ]
[  epoch 0024/0040] 1600/4800, lr:2.5e-05 ∣ avg_100 : 31823.613845 ∣ critic_nllloss : 25693.190430 ∣ critic_ganloss : -297.240219 ∣ generator_nllloss : 5136.473047 ∣ generator_ganloss : 1013.939307 ∣     [  std_z : 0.99  real_sub_fake : 1016.55 ]
[  epoch 0024/0040] 1610/4800, lr:2.5e-05 ∣ avg_100 : 31825.037644 ∣ critic_nllloss : 25810.965430 ∣ critic_ganloss : -242.297141 ∣ generator_nllloss : 5141.344922 ∣ generator_ganloss : 1027.052686 ∣     [  std_z : 0.99  real_sub_fake : 993.20 ]
[  epoch 0024/0040] 1620/4800, lr:2.5e-05 ∣ avg_100 : 31823.012769 ∣ critic_nllloss : 25835.547070 ∣ critic_ganloss : -267.346590 ∣ generator_nllloss : 5047.945703 ∣ generator_ganloss : 1041.947754 ∣     [  std_z : 1.00  real_sub_fake : 936.73 ]
[  epoch 0024/0040] 1630/4800, lr:2.5e-05 ∣ avg_100 : 31818.998405 ∣ critic_nllloss : 25787.996484 ∣ critic_ganloss : -263.405884 ∣ generator_nllloss : 5206.229102 ∣ generator_ganloss : 1003.962939 ∣     [  std_z : 1.00  real_sub_fake : 1069.63 ]
[  epoch 0024/0040] 1640/4800, lr:2.5e-05 ∣ avg_100 : 31819.764790 ∣ critic_nllloss : 25864.867969 ∣ critic_ganloss : -220.611581 ∣ generator_nllloss : 5156.308789 ∣ generator_ganloss : 1031.824170 ∣     [  std_z : 1.00  real_sub_fake : 892.93 ]
[  epoch 0024/0040] 1650/4800, lr:2.5e-05 ∣ avg_100 : 31819.567398 ∣ critic_nllloss : 26005.118555 ∣ critic_ganloss : -217.213120 ∣ generator_nllloss : 5232.870117 ∣ generator_ganloss : 991.926367 ∣  [  std_z : 0.99  real_sub_fake : 881.23 ]
[  epoch 0024/0040] 1660/4800, lr:2.5e-05 ∣ avg_100 : 31821.660459 ∣ critic_nllloss : 25848.532617 ∣ critic_ganloss : -162.143063 ∣ generator_nllloss : 5294.679492 ∣ generator_ganloss : 994.909668 ∣  [  std_z : 0.99  real_sub_fake : 982.43 ]
[  epoch 0024/0040] 1670/4800, lr:2.5e-05 ∣ avg_100 : 31822.347938 ∣ critic_nllloss : 25694.253125 ∣ critic_ganloss : -277.987010 ∣ generator_nllloss : 5158.755078 ∣ generator_ganloss : 1019.410010 ∣     [  std_z : 0.99  real_sub_fake : 807.82 ]
[  epoch 0024/0040] 1680/4800, lr:2.5e-05 ∣ avg_100 : 31826.074770 ∣ critic_nllloss : 25983.710156 ∣ critic_ganloss : -338.653339 ∣ generator_nllloss : 5293.290039 ∣ generator_ganloss : 985.614893 ∣  [  std_z : 0.99  real_sub_fake : 1027.96 ]
[  epoch 0024/0040] 1690/4800, lr:2.5e-05 ∣ avg_100 : 31828.679499 ∣ critic_nllloss : 26029.664258 ∣ critic_ganloss : -201.020340 ∣ generator_nllloss : 5297.415430 ∣ generator_ganloss : 1005.928223 ∣     [  std_z : 0.99  real_sub_fake : 1081.75 ]
[  epoch 0024/0040] 1700/4800, lr:2.5e-05 ∣ avg_100 : 31827.187762 ∣ critic_nllloss : 25970.892773 ∣ critic_ganloss : -309.239673 ∣ generator_nllloss : 5154.343555 ∣ generator_ganloss : 1026.307031 ∣     [  std_z : 0.99  real_sub_fake : 1051.38 ]
[  epoch 0024/0040] 1710/4800, lr:2.5e-05 ∣ avg_100 : 31826.952666 ∣ critic_nllloss : 25899.967187 ∣ critic_ganloss : -333.749036 ∣ generator_nllloss : 5149.008789 ∣ generator_ganloss : 1036.175146 ∣     [  std_z : 0.99  real_sub_fake : 1048.91 ]
[  epoch 0024/0040] 1720/4800, lr:2.5e-05 ∣ avg_100 : 31828.510951 ∣ critic_nllloss : 25979.222461 ∣ critic_ganloss : -337.971967 ∣ generator_nllloss : 5193.034570 ∣ generator_ganloss : 1034.127148 ∣     [  std_z : 1.00  real_sub_fake : 1264.49 ]
[  epoch 0024/0040] 1730/4800, lr:2.5e-05 ∣ avg_100 : 31829.860893 ∣ critic_nllloss : 25764.063477 ∣ critic_ganloss : -312.873306 ∣ generator_nllloss : 5256.090625 ∣ generator_ganloss : 1048.544189 ∣     [  std_z : 0.99  real_sub_fake : 1275.81 ]
[  epoch 0024/0040] 1740/4800, lr:2.5e-05 ∣ avg_100 : 31830.760208 ∣ critic_nllloss : 25765.862305 ∣ critic_ganloss : -276.792700 ∣ generator_nllloss : 5133.046875 ∣ generator_ganloss : 1072.048193 ∣     [  std_z : 1.00  real_sub_fake : 1084.57 ]
[  epoch 0024/0040] 1750/4800, lr:2.5e-05 ∣ avg_100 : 31833.342855 ∣ critic_nllloss : 25932.619336 ∣ critic_ganloss : -348.956479 ∣ generator_nllloss : 5226.409766 ∣ generator_ganloss : 1074.712012 ∣     [  std_z : 1.00  real_sub_fake : 1129.35 ]
[  epoch 0024/0040] 1760/4800, lr:2.5e-05 ∣ avg_100 : 31834.159046 ∣ critic_nllloss : 25949.812891 ∣ critic_ganloss : -294.343140 ∣ generator_nllloss : 5250.822266 ∣ generator_ganloss : 1087.452393 ∣     [  std_z : 1.00  real_sub_fake : 1160.08 ]
[  epoch 0024/0040] 1770/4800, lr:2.5e-05 ∣ avg_100 : 31831.228842 ∣ critic_nllloss : 25784.052344 ∣ critic_ganloss : -285.206375 ∣ generator_nllloss : 5085.097656 ∣ generator_ganloss : 1089.355566 ∣     [  std_z : 0.99  real_sub_fake : 1024.53 ]
[  epoch 0024/0040] 1780/4800, lr:2.5e-05 ∣ avg_100 : 31832.911775 ∣ critic_nllloss : 25924.997461 ∣ critic_ganloss : -236.442383 ∣ generator_nllloss : 5227.413672 ∣ generator_ganloss : 1059.512354 ∣     [  std_z : 1.00  real_sub_fake : 1248.35 ]
[  epoch 0024/0040] 1790/4800, lr:2.5e-05 ∣ avg_100 : 31832.348567 ∣ critic_nllloss : 25781.570898 ∣ critic_ganloss : -298.396085 ∣ generator_nllloss : 5212.161133 ∣ generator_ganloss : 1043.205420 ∣     [  std_z : 0.99  real_sub_fake : 1039.37 ]
[  epoch 0024/0040] 1800/4800, lr:2.5e-05 ∣ avg_100 : 31834.583003 ∣ critic_nllloss : 26062.422656 ∣ critic_ganloss : -394.720151 ∣ generator_nllloss : 5245.404297 ∣ generator_ganloss : 1025.293359 ∣     [  std_z : 0.99  real_sub_fake : 1187.15 ]
[  epoch 0024/0040] 1810/4800, lr:2.5e-05 ∣ avg_100 : 31833.147541 ∣ critic_nllloss : 25958.374805 ∣ critic_ganloss : -276.451431 ∣ generator_nllloss : 5063.628906 ∣ generator_ganloss : 1003.383984 ∣     [  std_z : 0.99  real_sub_fake : 1324.07 ]
[  epoch 0024/0040] 1820/4800, lr:2.5e-05 ∣ avg_100 : 31832.854163 ∣ critic_nllloss : 25893.875000 ∣ critic_ganloss : -168.482941 ∣ generator_nllloss : 5212.429492 ∣ generator_ganloss : 1052.482910 ∣     [  std_z : 0.99  real_sub_fake : 1019.70 ]
[  epoch 0024/0040] 1830/4800, lr:2.5e-05 ∣ avg_100 : 31833.093277 ∣ critic_nllloss : 25859.630273 ∣ critic_ganloss : -240.311990 ∣ generator_nllloss : 5200.773828 ∣ generator_ganloss : 1054.002246 ∣     [  std_z : 1.00  real_sub_fake : 883.48 ]
[  epoch 0024/0040] 1840/4800, lr:2.5e-05 ∣ avg_100 : 31832.832345 ∣ critic_nllloss : 25908.442578 ∣ critic_ganloss : -226.777179 ∣ generator_nllloss : 5152.757617 ∣ generator_ganloss : 1037.665625 ∣     [  std_z : 0.99  real_sub_fake : 831.39 ]
[  epoch 0024/0040] 1850/4800, lr:2.5e-05 ∣ avg_100 : 31830.786162 ∣ critic_nllloss : 25780.600586 ∣ critic_ganloss : -296.352979 ∣ generator_nllloss : 5147.203516 ∣ generator_ganloss : 1025.922656 ∣     [  std_z : 0.99  real_sub_fake : 856.72 ]
[  epoch 0024/0040] 1860/4800, lr:2.5e-05 ∣ avg_100 : 31830.091508 ∣ critic_nllloss : 25935.985742 ∣ critic_ganloss : -347.661145 ∣ generator_nllloss : 5126.836914 ∣ generator_ganloss : 985.204736 ∣  [  std_z : 0.99  real_sub_fake : 1100.10 ]
[  epoch 0024/0040] 1870/4800, lr:2.5e-05 ∣ avg_100 : 31828.786246 ∣ critic_nllloss : 25839.161914 ∣ critic_ganloss : -215.943555 ∣ generator_nllloss : 5228.450977 ∣ generator_ganloss : 984.912988 ∣  [  std_z : 0.99  real_sub_fake : 1111.36 ]
[  epoch 0024/0040] 1880/4800, lr:2.5e-05 ∣ avg_100 : 31825.654313 ∣ critic_nllloss : 25805.677539 ∣ critic_ganloss : -248.603091 ∣ generator_nllloss : 5202.183398 ∣ generator_ganloss : 1002.212109 ∣     [  std_z : 1.00  real_sub_fake : 971.04 ]
[  epoch 0024/0040] 1890/4800, lr:2.5e-05 ∣ avg_100 : 31824.490993 ∣ critic_nllloss : 25789.540039 ∣ critic_ganloss : -265.204807 ∣ generator_nllloss : 5226.468945 ∣ generator_ganloss : 1014.505225 ∣     [  std_z : 1.00  real_sub_fake : 994.35 ]
[  epoch 0024/0040] 1900/4800, lr:2.5e-05 ∣ avg_100 : 31818.820396 ∣ critic_nllloss : 25619.205469 ∣ critic_ganloss : -259.821906 ∣ generator_nllloss : 4971.894141 ∣ generator_ganloss : 989.482861 ∣  [  std_z : 1.00  real_sub_fake : 1003.72 ]
[  epoch 0024/0040] 1910/4800, lr:2.5e-05 ∣ avg_100 : 31819.117847 ∣ critic_nllloss : 26075.458789 ∣ critic_ganloss : -367.423672 ∣ generator_nllloss : 5191.654883 ∣ generator_ganloss : 979.306836 ∣  [  std_z : 1.00  real_sub_fake : 1133.97 ]
[  epoch 0024/0040] 1920/4800, lr:2.5e-05 ∣ avg_100 : 31817.042582 ∣ critic_nllloss : 25724.782031 ∣ critic_ganloss : -252.938586 ∣ generator_nllloss : 5105.524414 ∣ generator_ganloss : 987.799561 ∣  [  std_z : 1.00  real_sub_fake : 1189.98 ]
[  epoch 0024/0040] 1930/4800, lr:2.5e-05 ∣ avg_100 : 31815.640177 ∣ critic_nllloss : 25630.860547 ∣ critic_ganloss : -192.092609 ∣ generator_nllloss : 5059.910937 ∣ generator_ganloss : 1008.092188 ∣     [  std_z : 0.99  real_sub_fake : 991.42 ]
[  epoch 0024/0040] 1940/4800, lr:2.5e-05 ∣ avg_100 : 31808.752470 ∣ critic_nllloss : 25573.590039 ∣ critic_ganloss : -264.792923 ∣ generator_nllloss : 5140.230664 ∣ generator_ganloss : 978.775195 ∣  [  std_z : 0.99  real_sub_fake : 934.63 ]
[  epoch 0024/0040] 1950/4800, lr:2.5e-05 ∣ avg_100 : 31808.373949 ∣ critic_nllloss : 25971.313281 ∣ critic_ganloss : -361.890121 ∣ generator_nllloss : 5233.975391 ∣ generator_ganloss : 994.852051 ∣  [  std_z : 1.00  real_sub_fake : 1053.85 ]
[  epoch 0024/0040] 1960/4800, lr:2.5e-05 ∣ avg_100 : 31809.926796 ∣ critic_nllloss : 25960.535547 ∣ critic_ganloss : -242.637329 ∣ generator_nllloss : 5168.957031 ∣ generator_ganloss : 958.293457 ∣  [  std_z : 1.00  real_sub_fake : 1247.28 ]
[  epoch 0024/0040] 1970/4800, lr:2.5e-05 ∣ avg_100 : 31810.398546 ∣ critic_nllloss : 25953.474609 ∣ critic_ganloss : -258.695203 ∣ generator_nllloss : 5241.638672 ∣ generator_ganloss : 1001.135889 ∣     [  std_z : 1.00  real_sub_fake : 1098.23 ]
[  epoch 0024/0040] 1980/4800, lr:2.5e-05 ∣ avg_100 : 31809.140484 ∣ critic_nllloss : 25728.999609 ∣ critic_ganloss : -243.211304 ∣ generator_nllloss : 5159.641016 ∣ generator_ganloss : 1007.468164 ∣     [  std_z : 0.99  real_sub_fake : 902.11 ]
[  epoch 0024/0040] 1990/4800, lr:2.5e-05 ∣ avg_100 : 31807.728163 ∣ critic_nllloss : 26030.069922 ∣ critic_ganloss : -319.690002 ∣ generator_nllloss : 5242.310938 ∣ generator_ganloss : 998.779248 ∣  [  std_z : 0.99  real_sub_fake : 996.45 ]
[  epoch 0024/0040] 2000/4800, lr:2.5e-05 ∣ avg_100 : 31804.542653 ∣ critic_nllloss : 25810.447852 ∣ critic_ganloss : -324.178688 ∣ generator_nllloss : 5126.159961 ∣ generator_ganloss : 979.848145 ∣  [  std_z : 0.98  real_sub_fake : 1117.13 ]
[  epoch 0024/0040] 2010/4800, lr:2.5e-05 ∣ avg_100 : 31804.206711 ∣ critic_nllloss : 25921.779297 ∣ critic_ganloss : -414.506281 ∣ generator_nllloss : 5184.536328 ∣ generator_ganloss : 978.062598 ∣  [  std_z : 0.99  real_sub_fake : 1356.88 ]
[  epoch 0024/0040] 2020/4800, lr:2.5e-05 ∣ avg_100 : 31803.725583 ∣ critic_nllloss : 25819.167969 ∣ critic_ganloss : -292.852682 ∣ generator_nllloss : 5262.885547 ∣ generator_ganloss : 1002.232080 ∣     [  std_z : 1.00  real_sub_fake : 1305.24 ]
[  epoch 0024/0040] 2030/4800, lr:2.5e-05 ∣ avg_100 : 31800.334610 ∣ critic_nllloss : 25765.023633 ∣ critic_ganloss : -367.738123 ∣ generator_nllloss : 5095.982422 ∣ generator_ganloss : 987.768359 ∣  [  std_z : 1.00  real_sub_fake : 1237.93 ]
[  epoch 0024/0040] 2040/4800, lr:2.5e-05 ∣ avg_100 : 31797.207395 ∣ critic_nllloss : 25804.142773 ∣ critic_ganloss : -325.840515 ∣ generator_nllloss : 5179.661523 ∣ generator_ganloss : 1016.575195 ∣     [  std_z : 0.99  real_sub_fake : 1210.20 ]
[  epoch 0024/0040] 2050/4800, lr:2.5e-05 ∣ avg_100 : 31794.236465 ∣ critic_nllloss : 25642.309961 ∣ critic_ganloss : -108.389900 ∣ generator_nllloss : 5156.053711 ∣ generator_ganloss : 1004.207324 ∣     [  std_z : 0.99  real_sub_fake : 1083.03 ]
[  epoch 0024/0040] 2060/4800, lr:2.5e-05 ∣ avg_100 : 31792.725155 ∣ critic_nllloss : 25909.085156 ∣ critic_ganloss : -240.547389 ∣ generator_nllloss : 5118.192578 ∣ generator_ganloss : 1031.140039 ∣     [  std_z : 0.99  real_sub_fake : 831.84 ]
[  epoch 0024/0040] 2070/4800, lr:2.5e-05 ∣ avg_100 : 31793.501665 ∣ critic_nllloss : 25866.024219 ∣ critic_ganloss : -220.202933 ∣ generator_nllloss : 5179.725781 ∣ generator_ganloss : 1018.759912 ∣     [  std_z : 1.00  real_sub_fake : 801.23 ]
[  epoch 0024/0040] 2080/4800, lr:2.5e-05 ∣ avg_100 : 31796.391372 ∣ critic_nllloss : 25965.743164 ∣ critic_ganloss : -300.304697 ∣ generator_nllloss : 5165.595703 ∣ generator_ganloss : 989.177881 ∣  [  std_z : 0.99  real_sub_fake : 904.04 ]
[  epoch 0024/0040] 2090/4800, lr:2.5e-05 ∣ avg_100 : 31798.854236 ∣ critic_nllloss : 25886.834180 ∣ critic_ganloss : -310.489244 ∣ generator_nllloss : 5251.064062 ∣ generator_ganloss : 999.937402 ∣  [  std_z : 0.99  real_sub_fake : 1105.14 ]
[  epoch 0024/0040] 2100/4800, lr:2.5e-05 ∣ avg_100 : 31797.312330 ∣ critic_nllloss : 25760.775781 ∣ critic_ganloss : -347.466080 ∣ generator_nllloss : 5070.971680 ∣ generator_ganloss : 1002.273633 ∣     [  std_z : 0.99  real_sub_fake : 1127.98 ]
[  epoch 0024/0040] 2110/4800, lr:2.5e-05 ∣ avg_100 : 31797.258054 ∣ critic_nllloss : 26122.722266 ∣ critic_ganloss : -306.306848 ∣ generator_nllloss : 5133.118164 ∣ generator_ganloss : 1007.841699 ∣     [  std_z : 1.00  real_sub_fake : 1260.80 ]
[  epoch 0024/0040] 2120/4800, lr:2.5e-05 ∣ avg_100 : 31797.663882 ∣ critic_nllloss : 25886.278906 ∣ critic_ganloss : -282.368979 ∣ generator_nllloss : 5177.155469 ∣ generator_ganloss : 998.126709 ∣  [  std_z : 1.00  real_sub_fake : 1055.59 ]
[  epoch 0024/0040] 2130/4800, lr:2.5e-05 ∣ avg_100 : 31798.885595 ∣ critic_nllloss : 25885.267773 ∣ critic_ganloss : -270.417926 ∣ generator_nllloss : 5266.111719 ∣ generator_ganloss : 1002.791650 ∣     [  std_z : 1.00  real_sub_fake : 1048.65 ]
[  epoch 0024/0040] 2140/4800, lr:2.5e-05 ∣ avg_100 : 31798.835974 ∣ critic_nllloss : 25837.985547 ∣ critic_ganloss : -317.993541 ∣ generator_nllloss : 5185.400391 ∣ generator_ganloss : 1029.526074 ∣     [  std_z : 0.99  real_sub_fake : 999.63 ]
[  epoch 0024/0040] 2150/4800, lr:2.5e-05 ∣ avg_100 : 31795.519505 ∣ critic_nllloss : 25766.116406 ∣ critic_ganloss : -287.094870 ∣ generator_nllloss : 5087.786914 ∣ generator_ganloss : 996.398438 ∣  [  std_z : 0.99  real_sub_fake : 1140.67 ]
[  epoch 0024/0040] 2160/4800, lr:2.5e-05 ∣ avg_100 : 31796.324314 ∣ critic_nllloss : 25949.011523 ∣ critic_ganloss : -275.571561 ∣ generator_nllloss : 5215.783398 ∣ generator_ganloss : 1009.799219 ∣     [  std_z : 1.00  real_sub_fake : 1167.87 ]
[  epoch 0024/0040] 2170/4800, lr:2.5e-05 ∣ avg_100 : 31799.218600 ∣ critic_nllloss : 25956.411133 ∣ critic_ganloss : -225.551649 ∣ generator_nllloss : 5065.860352 ∣ generator_ganloss : 1033.055664 ∣     [  std_z : 1.00  real_sub_fake : 877.03 ]
[  epoch 0024/0040] 2180/4800, lr:2.5e-05 ∣ avg_100 : 31798.740093 ∣ critic_nllloss : 25802.726367 ∣ critic_ganloss : -163.249092 ∣ generator_nllloss : 5130.888086 ∣ generator_ganloss : 998.087354 ∣  [  std_z : 1.00  real_sub_fake : 745.68 ]
[  epoch 0024/0040] 2190/4800, lr:2.5e-05 ∣ avg_100 : 31797.938014 ∣ critic_nllloss : 25915.639062 ∣ critic_ganloss : -212.446779 ∣ generator_nllloss : 5205.215234 ∣ generator_ganloss : 1001.543359 ∣     [  std_z : 0.99  real_sub_fake : 711.83 ]
[  epoch 0024/0040] 2200/4800, lr:2.5e-05 ∣ avg_100 : 31794.103725 ∣ critic_nllloss : 25854.315234 ∣ critic_ganloss : -214.357188 ∣ generator_nllloss : 5174.196875 ∣ generator_ganloss : 992.858105 ∣  [  std_z : 0.99  real_sub_fake : 845.37 ]
[  epoch 0024/0040] 2210/4800, lr:2.5e-05 ∣ avg_100 : 31793.682370 ∣ critic_nllloss : 26086.521289 ∣ critic_ganloss : -266.506932 ∣ generator_nllloss : 5222.598633 ∣ generator_ganloss : 1003.289111 ∣     [  std_z : 0.99  real_sub_fake : 905.18 ]
[  epoch 0024/0040] 2220/4800, lr:2.5e-05 ∣ avg_100 : 31795.850528 ∣ critic_nllloss : 26165.287891 ∣ critic_ganloss : -271.065677 ∣ generator_nllloss : 5197.394531 ∣ generator_ganloss : 998.767383 ∣  [  std_z : 0.99  real_sub_fake : 1082.21 ]
[  epoch 0024/0040] 2230/4800, lr:2.5e-05 ∣ avg_100 : 31795.375930 ∣ critic_nllloss : 25961.505273 ∣ critic_ganloss : -326.889932 ∣ generator_nllloss : 5228.185938 ∣ generator_ganloss : 1007.601904 ∣     [  std_z : 0.99  real_sub_fake : 1124.08 ]
[  epoch 0024/0040] 2240/4800, lr:2.5e-05 ∣ avg_100 : 31796.135609 ∣ critic_nllloss : 25924.042383 ∣ critic_ganloss : -257.967908 ∣ generator_nllloss : 5148.543359 ∣ generator_ganloss : 998.446582 ∣  [  std_z : 0.99  real_sub_fake : 1067.95 ]
[  epoch 0024/0040] 2250/4800, lr:2.5e-05 ∣ avg_100 : 31793.942405 ∣ critic_nllloss : 25742.084766 ∣ critic_ganloss : -206.807762 ∣ generator_nllloss : 5157.608594 ∣ generator_ganloss : 1011.544922 ∣     [  std_z : 1.00  real_sub_fake : 976.99 ]
[  epoch 0024/0040] 2260/4800, lr:2.5e-05 ∣ avg_100 : 31793.683630 ∣ critic_nllloss : 26203.503516 ∣ critic_ganloss : -282.263901 ∣ generator_nllloss : 5109.059375 ∣ generator_ganloss : 1019.104492 ∣     [  std_z : 1.00  real_sub_fake : 957.84 ]
[  epoch 0024/0040] 2270/4800, lr:2.5e-05 ∣ avg_100 : 31791.479080 ∣ critic_nllloss : 26018.712500 ∣ critic_ganloss : -316.283191 ∣ generator_nllloss : 5167.648828 ∣ generator_ganloss : 974.079687 ∣  [  std_z : 1.00  real_sub_fake : 1124.04 ]
[  epoch 0024/0040] 2280/4800, lr:2.5e-05 ∣ avg_100 : 31792.158570 ∣ critic_nllloss : 25858.106250 ∣ critic_ganloss : -236.089455 ∣ generator_nllloss : 5200.039453 ∣ generator_ganloss : 1005.603369 ∣     [  std_z : 0.99  real_sub_fake : 1037.74 ]
[  epoch 0024/0040] 2290/4800, lr:2.5e-05 ∣ avg_100 : 31791.775168 ∣ critic_nllloss : 25806.603125 ∣ critic_ganloss : -249.972821 ∣ generator_nllloss : 5221.811719 ∣ generator_ganloss : 1000.541992 ∣     [  std_z : 0.98  real_sub_fake : 971.54 ]
[  epoch 0024/0040] 2300/4800, lr:2.5e-05 ∣ avg_100 : 31790.505807 ∣ critic_nllloss : 25875.886328 ∣ critic_ganloss : -359.611948 ∣ generator_nllloss : 5114.181836 ∣ generator_ganloss : 999.388379 ∣  [  std_z : 0.99  real_sub_fake : 1115.52 ]
[  epoch 0024/0040] 2310/4800, lr:2.5e-05 ∣ avg_100 : 31792.989686 ∣ critic_nllloss : 25778.441016 ∣ critic_ganloss : -272.802104 ∣ generator_nllloss : 5162.227734 ∣ generator_ganloss : 992.092383 ∣  [  std_z : 0.99  real_sub_fake : 1142.73 ]
[  epoch 0024/0040] 2320/4800, lr:2.5e-05 ∣ avg_100 : 31791.244856 ∣ critic_nllloss : 25811.482812 ∣ critic_ganloss : -360.959921 ∣ generator_nllloss : 5130.679297 ∣ generator_ganloss : 992.172119 ∣  [  std_z : 1.00  real_sub_fake : 1267.64 ]
[  epoch 0024/0040] 2330/4800, lr:2.5e-05 ∣ avg_100 : 31788.632564 ∣ critic_nllloss : 25915.441797 ∣ critic_ganloss : -345.483972 ∣ generator_nllloss : 5320.970703 ∣ generator_ganloss : 1021.323486 ∣     [  std_z : 1.00  real_sub_fake : 1181.31 ]
[  epoch 0024/0040] 2340/4800, lr:2.5e-05 ∣ avg_100 : 31788.276587 ∣ critic_nllloss : 25865.998437 ∣ critic_ganloss : -152.646750 ∣ generator_nllloss : 5167.388867 ∣ generator_ganloss : 1008.496924 ∣     [  std_z : 0.99  real_sub_fake : 1116.49 ]
[  epoch 0024/0040] 2350/4800, lr:2.5e-05 ∣ avg_100 : 31788.367517 ∣ critic_nllloss : 25855.106055 ∣ critic_ganloss : -251.218961 ∣ generator_nllloss : 5169.267578 ∣ generator_ganloss : 1039.180078 ∣     [  std_z : 1.00  real_sub_fake : 989.87 ]
[  epoch 0024/0040] 2360/4800, lr:2.5e-05 ∣ avg_100 : 31790.445398 ∣ critic_nllloss : 25993.337305 ∣ critic_ganloss : -270.214046 ∣ generator_nllloss : 5243.901953 ∣ generator_ganloss : 1041.031396 ∣     [  std_z : 0.99  real_sub_fake : 901.25 ]
[  epoch 0024/0040] 2370/4800, lr:2.5e-05 ∣ avg_100 : 31787.108585 ∣ critic_nllloss : 25497.910352 ∣ critic_ganloss : -266.757750 ∣ generator_nllloss : 5130.459766 ∣ generator_ganloss : 986.175391 ∣  [  std_z : 0.99  real_sub_fake : 935.86 ]
[  epoch 0024/0040] 2380/4800, lr:2.5e-05 ∣ avg_100 : 31786.864731 ∣ critic_nllloss : 26009.841602 ∣ critic_ganloss : -334.699362 ∣ generator_nllloss : 5204.706250 ∣ generator_ganloss : 970.858740 ∣  [  std_z : 0.99  real_sub_fake : 1100.38 ]
[  epoch 0024/0040] 2390/4800, lr:2.5e-05 ∣ avg_100 : 31785.570947 ∣ critic_nllloss : 25826.724414 ∣ critic_ganloss : -320.628085 ∣ generator_nllloss : 5142.008203 ∣ generator_ganloss : 992.008057 ∣  [  std_z : 0.99  real_sub_fake : 1190.16 ]
[  epoch 0024/0040] 2400/4800, lr:2.5e-05 ∣ avg_100 : 31783.904499 ∣ critic_nllloss : 25831.110938 ∣ critic_ganloss : -225.941275 ∣ generator_nllloss : 5169.335938 ∣ generator_ganloss : 1017.524707 ∣     [  std_z : 0.99  real_sub_fake : 1112.45 ]
[  epoch 0024/0040] 2410/4800, lr:2.5e-05 ∣ avg_100 : 31780.293265 ∣ critic_nllloss : 25741.805078 ∣ critic_ganloss : -258.828473 ∣ generator_nllloss : 5205.540234 ∣ generator_ganloss : 1018.987158 ∣     [  std_z : 0.99  real_sub_fake : 1115.56 ]
[  epoch 0024/0040] 2420/4800, lr:2.5e-05 ∣ avg_100 : 31778.519280 ∣ critic_nllloss : 25694.040430 ∣ critic_ganloss : -343.574207 ∣ generator_nllloss : 5049.518945 ∣ generator_ganloss : 1001.170166 ∣     [  std_z : 1.00  real_sub_fake : 1154.53 ]
[  epoch 0024/0040] 2430/4800, lr:2.5e-05 ∣ avg_100 : 31779.302891 ∣ critic_nllloss : 25876.194531 ∣ critic_ganloss : -233.758292 ∣ generator_nllloss : 5185.959180 ∣ generator_ganloss : 1018.460400 ∣     [  std_z : 1.01  real_sub_fake : 1048.93 ]
[  epoch 0024/0040] 2440/4800, lr:2.5e-05 ∣ avg_100 : 31777.070694 ∣ critic_nllloss : 25893.933789 ∣ critic_ganloss : -193.021277 ∣ generator_nllloss : 5066.011523 ∣ generator_ganloss : 1019.894922 ∣     [  std_z : 1.01  real_sub_fake : 728.08 ]
[  epoch 0024/0040] 2450/4800, lr:2.5e-05 ∣ avg_100 : 31776.478170 ∣ critic_nllloss : 25784.445898 ∣ critic_ganloss : -174.111021 ∣ generator_nllloss : 5122.006641 ∣ generator_ganloss : 1001.325781 ∣     [  std_z : 1.00  real_sub_fake : 742.40 ]
[  epoch 0024/0040] 2460/4800, lr:2.5e-05 ∣ avg_100 : 31778.190397 ∣ critic_nllloss : 26059.093359 ∣ critic_ganloss : -254.189386 ∣ generator_nllloss : 5250.885742 ∣ generator_ganloss : 997.646777 ∣  [  std_z : 0.99  real_sub_fake : 836.52 ]
[  epoch 0024/0040] 2470/4800, lr:2.5e-05 ∣ avg_100 : 31775.891340 ∣ critic_nllloss : 25694.507617 ∣ critic_ganloss : -176.415829 ∣ generator_nllloss : 5121.852539 ∣ generator_ganloss : 996.486133 ∣  [  std_z : 0.98  real_sub_fake : 807.38 ]
[  epoch 0024/0040] 2480/4800, lr:2.5e-05 ∣ avg_100 : 31780.922682 ∣ critic_nllloss : 26142.716992 ∣ critic_ganloss : -280.822659 ∣ generator_nllloss : 5224.964453 ∣ generator_ganloss : 992.789844 ∣  [  std_z : 0.99  real_sub_fake : 914.21 ]
[  epoch 0024/0040] 2490/4800, lr:2.5e-05 ∣ avg_100 : 31782.457116 ∣ critic_nllloss : 25916.740430 ∣ critic_ganloss : -235.277562 ∣ generator_nllloss : 5253.809180 ∣ generator_ganloss : 976.346680 ∣  [  std_z : 1.00  real_sub_fake : 877.92 ]
[  epoch 0024/0040] 2500/4800, lr:2.5e-05 ∣ avg_100 : 31782.934911 ∣ critic_nllloss : 25779.296875 ∣ critic_ganloss : -254.380980 ∣ generator_nllloss : 5195.495898 ∣ generator_ganloss : 995.761963 ∣  [  std_z : 1.00  real_sub_fake : 829.48 ]
[  epoch 0024/0040] 2510/4800, lr:2.5e-05 ∣ avg_100 : 31783.805839 ∣ critic_nllloss : 25989.133984 ∣ critic_ganloss : -263.852966 ∣ generator_nllloss : 5214.965039 ∣ generator_ganloss : 987.127100 ∣  [  std_z : 0.99  real_sub_fake : 894.47 ]
[  epoch 0024/0040] 2520/4800, lr:2.5e-05 ∣ avg_100 : 31782.384759 ∣ critic_nllloss : 26116.129492 ∣ critic_ganloss : -301.368761 ∣ generator_nllloss : 5204.421680 ∣ generator_ganloss : 966.568311 ∣  [  std_z : 0.99  real_sub_fake : 1044.04 ]
[  epoch 0024/0040] 2530/4800, lr:2.5e-05 ∣ avg_100 : 31785.661440 ∣ critic_nllloss : 26086.234961 ∣ critic_ganloss : -266.039786 ∣ generator_nllloss : 5227.084375 ∣ generator_ganloss : 989.445508 ∣  [  std_z : 1.00  real_sub_fake : 994.36 ]
[  epoch 0024/0040] 2540/4800, lr:2.5e-05 ∣ avg_100 : 31788.191421 ∣ critic_nllloss : 25970.729102 ∣ critic_ganloss : -338.812390 ∣ generator_nllloss : 5225.862695 ∣ generator_ganloss : 973.239355 ∣  [  std_z : 1.00  real_sub_fake : 1080.86 ]
[  epoch 0024/0040] 2550/4800, lr:2.5e-05 ∣ avg_100 : 31791.497334 ∣ critic_nllloss : 26054.837109 ∣ critic_ganloss : -240.458588 ∣ generator_nllloss : 5281.526953 ∣ generator_ganloss : 989.935107 ∣  [  std_z : 0.99  real_sub_fake : 1197.13 ]
[  epoch 0024/0040] 2560/4800, lr:2.5e-05 ∣ avg_100 : 31791.183596 ∣ critic_nllloss : 25788.204883 ∣ critic_ganloss : -208.712376 ∣ generator_nllloss : 5197.321094 ∣ generator_ganloss : 1014.971143 ∣     [  std_z : 0.98  real_sub_fake : 1105.43 ]
[  epoch 0024/0040] 2570/4800, lr:2.5e-05 ∣ avg_100 : 31788.802968 ∣ critic_nllloss : 25783.013672 ∣ critic_ganloss : -299.493213 ∣ generator_nllloss : 5094.638086 ∣ generator_ganloss : 1036.025977 ∣     [  std_z : 0.99  real_sub_fake : 1054.64 ]
[  epoch 0024/0040] 2580/4800, lr:2.5e-05 ∣ avg_100 : 31789.603443 ∣ critic_nllloss : 25856.463477 ∣ critic_ganloss : -338.217477 ∣ generator_nllloss : 5248.848828 ∣ generator_ganloss : 1044.700781 ∣     [  std_z : 1.00  real_sub_fake : 992.36 ]
[  epoch 0024/0040] 2590/4800, lr:2.5e-05 ∣ avg_100 : 31792.048241 ∣ critic_nllloss : 25960.011719 ∣ critic_ganloss : -299.845227 ∣ generator_nllloss : 5175.124023 ∣ generator_ganloss : 1043.915820 ∣     [  std_z : 1.00  real_sub_fake : 1105.88 ]
[  epoch 0024/0040] 2600/4800, lr:2.5e-05 ∣ avg_100 : 31795.867201 ∣ critic_nllloss : 25976.790820 ∣ critic_ganloss : -296.265729 ∣ generator_nllloss : 5198.683789 ∣ generator_ganloss : 1049.049707 ∣     [  std_z : 1.00  real_sub_fake : 1244.87 ]
[  epoch 0024/0040] 2610/4800, lr:2.5e-05 ∣ avg_100 : 31795.986755 ∣ critic_nllloss : 25702.555078 ∣ critic_ganloss : -264.980621 ∣ generator_nllloss : 5250.732031 ∣ generator_ganloss : 1060.714795 ∣     [  std_z : 0.99  real_sub_fake : 1122.06 ]
[  epoch 0024/0040] 2620/4800, lr:2.5e-05 ∣ avg_100 : 31795.254602 ∣ critic_nllloss : 25698.624023 ∣ critic_ganloss : -243.624089 ∣ generator_nllloss : 5049.063281 ∣ generator_ganloss : 1080.815430 ∣     [  std_z : 0.99  real_sub_fake : 922.28 ]
[  epoch 0024/0040] 2630/4800, lr:2.5e-05 ∣ avg_100 : 31797.015189 ∣ critic_nllloss : 26007.726367 ∣ critic_ganloss : -285.228122 ∣ generator_nllloss : 5155.467969 ∣ generator_ganloss : 1032.875098 ∣     [  std_z : 0.99  real_sub_fake : 1073.34 ]
[  epoch 0024/0040] 2640/4800, lr:2.5e-05 ∣ avg_100 : 31796.131491 ∣ critic_nllloss : 25836.151758 ∣ critic_ganloss : -250.305289 ∣ generator_nllloss : 5111.602930 ∣ generator_ganloss : 1046.570117 ∣     [  std_z : 1.00  real_sub_fake : 1004.49 ]
[  epoch 0024/0040] 2650/4800, lr:2.5e-05 ∣ avg_100 : 31794.301952 ∣ critic_nllloss : 25829.615820 ∣ critic_ganloss : -222.215341 ∣ generator_nllloss : 5200.177539 ∣ generator_ganloss : 1022.170020 ∣     [  std_z : 0.99  real_sub_fake : 901.61 ]
[  epoch 0024/0040] 2660/4800, lr:2.5e-05 ∣ avg_100 : 31790.194639 ∣ critic_nllloss : 25683.082422 ∣ critic_ganloss : -279.253806 ∣ generator_nllloss : 5152.787891 ∣ generator_ganloss : 1008.630908 ∣     [  std_z : 0.99  real_sub_fake : 897.87 ]
[  epoch 0024/0040] 2670/4800, lr:2.5e-05 ∣ avg_100 : 31795.219509 ∣ critic_nllloss : 26113.078906 ∣ critic_ganloss : -213.098392 ∣ generator_nllloss : 5186.577930 ∣ generator_ganloss : 1010.359766 ∣     [  std_z : 1.00  real_sub_fake : 884.18 ]
[  epoch 0024/0040] 2680/4800, lr:2.5e-05 ∣ avg_100 : 31792.427183 ∣ critic_nllloss : 25875.397070 ∣ critic_ganloss : -289.799052 ∣ generator_nllloss : 5072.850781 ∣ generator_ganloss : 986.280371 ∣  [  std_z : 1.01  real_sub_fake : 948.40 ]
[  epoch 0024/0040] 2690/4800, lr:2.5e-05 ∣ avg_100 : 31791.708044 ∣ critic_nllloss : 26106.704688 ∣ critic_ganloss : -269.642160 ∣ generator_nllloss : 5215.457031 ∣ generator_ganloss : 1007.554102 ∣     [  std_z : 1.00  real_sub_fake : 952.16 ]
[  epoch 0024/0040] 2700/4800, lr:2.5e-05 ∣ avg_100 : 31790.743518 ∣ critic_nllloss : 25896.584766 ∣ critic_ganloss : -255.264175 ∣ generator_nllloss : 5116.523633 ∣ generator_ganloss : 988.006836 ∣  [  std_z : 0.99  real_sub_fake : 970.23 ]
[  epoch 0024/0040] 2710/4800, lr:2.5e-05 ∣ avg_100 : 31792.208721 ∣ critic_nllloss : 25891.820117 ∣ critic_ganloss : -214.711446 ∣ generator_nllloss : 5182.603906 ∣ generator_ganloss : 1038.209863 ∣     [  std_z : 0.98  real_sub_fake : 1044.03 ]
[  epoch 0024/0040] 2720/4800, lr:2.5e-05 ∣ avg_100 : 31789.450782 ∣ critic_nllloss : 25648.373242 ∣ critic_ganloss : -250.004039 ∣ generator_nllloss : 5152.287109 ∣ generator_ganloss : 1041.962012 ∣     [  std_z : 0.99  real_sub_fake : 835.20 ]
[  epoch 0024/0040] 2730/4800, lr:2.5e-05 ∣ avg_100 : 31790.094675 ∣ critic_nllloss : 25777.908984 ∣ critic_ganloss : -181.519473 ∣ generator_nllloss : 5179.021875 ∣ generator_ganloss : 1044.802832 ∣     [  std_z : 1.00  real_sub_fake : 921.14 ]
[  epoch 0024/0040] 2740/4800, lr:2.5e-05 ∣ avg_100 : 31790.373111 ∣ critic_nllloss : 25783.754883 ∣ critic_ganloss : -262.620749 ∣ generator_nllloss : 5137.032812 ∣ generator_ganloss : 1063.841309 ∣     [  std_z : 1.00  real_sub_fake : 857.14 ]
[  epoch 0024/0040] 2750/4800, lr:2.5e-05 ∣ avg_100 : 31792.439360 ∣ critic_nllloss : 26135.804297 ∣ critic_ganloss : -266.742633 ∣ generator_nllloss : 5188.572852 ∣ generator_ganloss : 1033.775049 ∣     [  std_z : 1.00  real_sub_fake : 1032.72 ]
[  epoch 0024/0040] 2760/4800, lr:2.5e-05 ∣ avg_100 : 31792.427082 ∣ critic_nllloss : 25923.220508 ∣ critic_ganloss : -258.042395 ∣ generator_nllloss : 5301.907031 ∣ generator_ganloss : 1025.431494 ∣     [  std_z : 0.99  real_sub_fake : 1124.85 ]
[  epoch 0024/0040] 2770/4800, lr:2.5e-05 ∣ avg_100 : 31793.834730 ∣ critic_nllloss : 25808.828711 ∣ critic_ganloss : -247.684050 ∣ generator_nllloss : 5210.035742 ∣ generator_ganloss : 1042.883594 ∣     [  std_z : 0.99  real_sub_fake : 1000.72 ]
[  epoch 0024/0040] 2780/4800, lr:2.5e-05 ∣ avg_100 : 31792.009089 ∣ critic_nllloss : 25903.964648 ∣ critic_ganloss : -327.475308 ∣ generator_nllloss : 5169.060938 ∣ generator_ganloss : 1047.366748 ∣     [  std_z : 0.99  real_sub_fake : 1011.46 ]
[  epoch 0024/0040] 2790/4800, lr:2.5e-05 ∣ avg_100 : 31789.035375 ∣ critic_nllloss : 25523.516797 ∣ critic_ganloss : -249.807437 ∣ generator_nllloss : 5126.613086 ∣ generator_ganloss : 1040.847461 ∣     [  std_z : 1.00  real_sub_fake : 1090.88 ]
[  epoch 0024/0040] 2800/4800, lr:2.5e-05 ∣ avg_100 : 31784.713084 ∣ critic_nllloss : 25575.288867 ∣ critic_ganloss : -309.572891 ∣ generator_nllloss : 5211.836914 ∣ generator_ganloss : 1028.618164 ∣     [  std_z : 1.00  real_sub_fake : 1124.31 ]
[  epoch 0024/0040] 2810/4800, lr:2.5e-05 ∣ avg_100 : 31787.837967 ∣ critic_nllloss : 25939.440430 ∣ critic_ganloss : -217.905345 ∣ generator_nllloss : 5303.278711 ∣ generator_ganloss : 1036.610840 ∣     [  std_z : 0.99  real_sub_fake : 1119.99 ]
[  epoch 0024/0040] 2820/4800, lr:2.5e-05 ∣ avg_100 : 31783.259752 ∣ critic_nllloss : 25675.902539 ∣ critic_ganloss : -352.202303 ∣ generator_nllloss : 5184.149805 ∣ generator_ganloss : 1024.632910 ∣     [  std_z : 0.99  real_sub_fake : 1035.10 ]
[  epoch 0024/0040] 2830/4800, lr:2.5e-05 ∣ avg_100 : 31782.502487 ∣ critic_nllloss : 25897.460352 ∣ critic_ganloss : -295.547562 ∣ generator_nllloss : 5184.330078 ∣ generator_ganloss : 1012.125000 ∣     [  std_z : 0.99  real_sub_fake : 1163.17 ]
[  epoch 0024/0040] 2840/4800, lr:2.5e-05 ∣ avg_100 : 31782.726422 ∣ critic_nllloss : 25953.906250 ∣ critic_ganloss : -297.396426 ∣ generator_nllloss : 5209.702734 ∣ generator_ganloss : 1028.269580 ∣     [  std_z : 0.99  real_sub_fake : 1147.58 ]
[  epoch 0024/0040] 2850/4800, lr:2.5e-05 ∣ avg_100 : 31784.390003 ∣ critic_nllloss : 25974.102734 ∣ critic_ganloss : -324.767044 ∣ generator_nllloss : 5174.332227 ∣ generator_ganloss : 1000.063965 ∣     [  std_z : 1.00  real_sub_fake : 1283.30 ]
[  epoch 0024/0040] 2860/4800, lr:2.5e-05 ∣ avg_100 : 31785.855389 ∣ critic_nllloss : 26013.321484 ∣ critic_ganloss : -331.343457 ∣ generator_nllloss : 5141.988867 ∣ generator_ganloss : 1022.937939 ∣     [  std_z : 1.00  real_sub_fake : 1157.67 ]
[  epoch 0024/0040] 2870/4800, lr:2.5e-05 ∣ avg_100 : 31784.915633 ∣ critic_nllloss : 25956.810156 ∣ critic_ganloss : -359.594641 ∣ generator_nllloss : 5133.091992 ∣ generator_ganloss : 1012.299219 ∣     [  std_z : 1.00  real_sub_fake : 1191.45 ]
[  epoch 0024/0040] 2880/4800, lr:2.5e-05 ∣ avg_100 : 31785.474471 ∣ critic_nllloss : 25952.448047 ∣ critic_ganloss : -336.022430 ∣ generator_nllloss : 5188.704492 ∣ generator_ganloss : 1012.223633 ∣     [  std_z : 0.99  real_sub_fake : 1290.11 ]
[  epoch 0024/0040] 2890/4800, lr:2.5e-05 ∣ avg_100 : 31787.002876 ∣ critic_nllloss : 25950.194727 ∣ critic_ganloss : -273.626428 ∣ generator_nllloss : 5206.419141 ∣ generator_ganloss : 1035.162451 ∣     [  std_z : 0.99  real_sub_fake : 1191.96 ]
[  epoch 0024/0040] 2900/4800, lr:2.5e-05 ∣ avg_100 : 31791.407224 ∣ critic_nllloss : 25863.572266 ∣ critic_ganloss : -330.401724 ∣ generator_nllloss : 5179.618164 ∣ generator_ganloss : 1048.406689 ∣     [  std_z : 0.99  real_sub_fake : 1099.70 ]
[  epoch 0024/0040] 2910/4800, lr:2.5e-05 ∣ avg_100 : 31788.908839 ∣ critic_nllloss : 25713.199805 ∣ critic_ganloss : -281.406232 ∣ generator_nllloss : 5122.153125 ∣ generator_ganloss : 1075.211572 ∣     [  std_z : 1.00  real_sub_fake : 1112.23 ]
[  epoch 0024/0040] 2920/4800, lr:2.5e-05 ∣ avg_100 : 31790.550164 ∣ critic_nllloss : 25855.068945 ∣ critic_ganloss : -314.650754 ∣ generator_nllloss : 5109.676953 ∣ generator_ganloss : 1079.204785 ∣     [  std_z : 1.00  real_sub_fake : 1133.73 ]
[  epoch 0024/0040] 2930/4800, lr:2.5e-05 ∣ avg_100 : 31798.105970 ∣ critic_nllloss : 26122.042578 ∣ critic_ganloss : -359.280060 ∣ generator_nllloss : 5426.703320 ∣ generator_ganloss : 1072.885840 ∣     [  std_z : 1.00  real_sub_fake : 1263.69 ]
[  epoch 0024/0040] 2940/4800, lr:2.5e-05 ∣ avg_100 : 31799.016970 ∣ critic_nllloss : 25749.476367 ∣ critic_ganloss : -375.653775 ∣ generator_nllloss : 5116.363672 ∣ generator_ganloss : 1028.716748 ∣     [  std_z : 0.99  real_sub_fake : 1213.72 ]
[  epoch 0024/0040] 2950/4800, lr:2.5e-05 ∣ avg_100 : 31798.475078 ∣ critic_nllloss : 26021.388477 ∣ critic_ganloss : -352.645419 ∣ generator_nllloss : 5059.132812 ∣ generator_ganloss : 1056.185498 ∣     [  std_z : 0.99  real_sub_fake : 1519.09 ]
[  epoch 0024/0040] 2960/4800, lr:2.5e-05 ∣ avg_100 : 31797.035686 ∣ critic_nllloss : 25838.900781 ∣ critic_ganloss : -334.519168 ∣ generator_nllloss : 5120.289453 ∣ generator_ganloss : 1076.538428 ∣     [  std_z : 1.00  real_sub_fake : 1205.82 ]
[  epoch 0024/0040] 2970/4800, lr:2.5e-05 ∣ avg_100 : 31798.397438 ∣ critic_nllloss : 26032.456055 ∣ critic_ganloss : -277.935965 ∣ generator_nllloss : 5257.837500 ∣ generator_ganloss : 1061.371582 ∣     [  std_z : 1.00  real_sub_fake : 1423.65 ]
[  epoch 0024/0040] 2980/4800, lr:2.5e-05 ∣ avg_100 : 31804.046578 ∣ critic_nllloss : 26114.352539 ∣ critic_ganloss : -244.201468 ∣ generator_nllloss : 5248.515234 ∣ generator_ganloss : 1099.145215 ∣     [  std_z : 0.99  real_sub_fake : 1082.46 ]
[  epoch 0024/0040] 2990/4800, lr:2.5e-05 ∣ avg_100 : 31802.780177 ∣ critic_nllloss : 25836.117773 ∣ critic_ganloss : -257.961032 ∣ generator_nllloss : 5175.195312 ∣ generator_ganloss : 1071.477881 ∣     [  std_z : 0.99  real_sub_fake : 908.65 ]
[  epoch 0024/0040] 3000/4800, lr:2.5e-05 ∣ avg_100 : 31806.672801 ∣ critic_nllloss : 25990.812891 ∣ critic_ganloss : -270.244115 ∣ generator_nllloss : 5190.906055 ∣ generator_ganloss : 1070.064893 ∣     [  std_z : 0.99  real_sub_fake : 956.91 ]
[  epoch 0024/0040] 3010/4800, lr:2.5e-05 ∣ avg_100 : 31807.474635 ∣ critic_nllloss : 25928.949609 ∣ critic_ganloss : -343.905005 ∣ generator_nllloss : 5121.509570 ∣ generator_ganloss : 1043.501123 ∣     [  std_z : 1.00  real_sub_fake : 1182.12 ]
[  epoch 0024/0040] 3020/4800, lr:2.5e-05 ∣ avg_100 : 31807.858994 ∣ critic_nllloss : 25937.549609 ∣ critic_ganloss : -265.857483 ∣ generator_nllloss : 5101.009961 ∣ generator_ganloss : 1057.166797 ∣     [  std_z : 1.00  real_sub_fake : 1184.50 ]
[  epoch 0024/0040] 3030/4800, lr:2.5e-05 ∣ avg_100 : 31812.630299 ∣ critic_nllloss : 25981.885156 ∣ critic_ganloss : -291.246106 ∣ generator_nllloss : 5210.307813 ∣ generator_ganloss : 1057.219922 ∣     [  std_z : 1.00  real_sub_fake : 1103.51 ]
[  epoch 0024/0040] 3040/4800, lr:2.5e-05 ∣ avg_100 : 31813.556930 ∣ critic_nllloss : 25806.807617 ∣ critic_ganloss : -316.189914 ∣ generator_nllloss : 5226.402734 ∣ generator_ganloss : 1050.181592 ∣     [  std_z : 0.99  real_sub_fake : 1077.38 ]
[  epoch 0024/0040] 3050/4800, lr:2.5e-05 ∣ avg_100 : 31811.567841 ∣ critic_nllloss : 25701.230859 ∣ critic_ganloss : -284.586938 ∣ generator_nllloss : 5021.375000 ∣ generator_ganloss : 1057.253271 ∣     [  std_z : 0.99  real_sub_fake : 1133.90 ]
[  epoch 0024/0040] 3060/4800, lr:2.5e-05 ∣ avg_100 : 31811.428260 ∣ critic_nllloss : 25974.213672 ∣ critic_ganloss : -287.003716 ∣ generator_nllloss : 5080.108203 ∣ generator_ganloss : 1036.594141 ∣     [  std_z : 1.00  real_sub_fake : 1211.86 ]
[  epoch 0024/0040] 3070/4800, lr:2.5e-05 ∣ avg_100 : 31811.991205 ∣ critic_nllloss : 25835.556445 ∣ critic_ganloss : -268.545370 ∣ generator_nllloss : 5257.493359 ∣ generator_ganloss : 1076.097070 ∣     [  std_z : 1.00  real_sub_fake : 1006.87 ]
[  epoch 0024/0040] 3080/4800, lr:2.5e-05 ∣ avg_100 : 31811.513854 ∣ critic_nllloss : 25822.071875 ∣ critic_ganloss : -276.969165 ∣ generator_nllloss : 5170.711719 ∣ generator_ganloss : 1056.662549 ∣     [  std_z : 0.99  real_sub_fake : 927.19 ]
[  epoch 0024/0040] 3090/4800, lr:2.5e-05 ∣ avg_100 : 31808.615413 ∣ critic_nllloss : 25667.592969 ∣ critic_ganloss : -278.090366 ∣ generator_nllloss : 5124.412695 ∣ generator_ganloss : 1023.586963 ∣     [  std_z : 0.99  real_sub_fake : 1148.73 ]
[  epoch 0024/0040] 3100/4800, lr:2.5e-05 ∣ avg_100 : 31812.626442 ∣ critic_nllloss : 25966.834375 ∣ critic_ganloss : -311.034045 ∣ generator_nllloss : 5180.389453 ∣ generator_ganloss : 1051.468115 ∣     [  std_z : 1.00  real_sub_fake : 1088.40 ]
[  epoch 0024/0040] 3110/4800, lr:2.5e-05 ∣ avg_100 : 31811.747218 ∣ critic_nllloss : 25902.134180 ∣ critic_ganloss : -280.344943 ∣ generator_nllloss : 5191.527148 ∣ generator_ganloss : 1056.136475 ∣     [  std_z : 1.00  real_sub_fake : 1118.53 ]
[  epoch 0024/0040] 3120/4800, lr:2.5e-05 ∣ avg_100 : 31812.640963 ∣ critic_nllloss : 25853.439453 ∣ critic_ganloss : -246.499692 ∣ generator_nllloss : 5190.054297 ∣ generator_ganloss : 1071.572559 ∣     [  std_z : 1.00  real_sub_fake : 1045.88 ]
[  epoch 0024/0040] 3130/4800, lr:2.5e-05 ∣ avg_100 : 31812.962229 ∣ critic_nllloss : 25961.934180 ∣ critic_ganloss : -244.518733 ∣ generator_nllloss : 5138.168945 ∣ generator_ganloss : 1060.295459 ∣     [  std_z : 1.00  real_sub_fake : 966.96 ]
[  epoch 0024/0040] 3140/4800, lr:2.5e-05 ∣ avg_100 : 31811.468891 ∣ critic_nllloss : 25687.176172 ∣ critic_ganloss : -273.931738 ∣ generator_nllloss : 5144.163867 ∣ generator_ganloss : 1028.176367 ∣     [  std_z : 1.00  real_sub_fake : 987.01 ]
[  epoch 0024/0040] 3150/4800, lr:2.5e-05 ∣ avg_100 : 31813.308414 ∣ critic_nllloss : 25760.330469 ∣ critic_ganloss : -242.497672 ∣ generator_nllloss : 5171.386719 ∣ generator_ganloss : 1057.939648 ∣     [  std_z : 1.00  real_sub_fake : 931.92 ]
[  epoch 0024/0040] 3160/4800, lr:2.5e-05 ∣ avg_100 : 31811.970473 ∣ critic_nllloss : 25802.089062 ∣ critic_ganloss : -288.093079 ∣ generator_nllloss : 5226.582031 ∣ generator_ganloss : 1024.650439 ∣     [  std_z : 0.99  real_sub_fake : 1041.03 ]
[  epoch 0024/0040] 3170/4800, lr:2.5e-05 ∣ avg_100 : 31811.158647 ∣ critic_nllloss : 25825.937109 ∣ critic_ganloss : -284.770447 ∣ generator_nllloss : 5157.195312 ∣ generator_ganloss : 1050.230957 ∣     [  std_z : 0.99  real_sub_fake : 1116.43 ]
[  epoch 0024/0040] 3180/4800, lr:2.5e-05 ∣ avg_100 : 31811.251822 ∣ critic_nllloss : 25978.498437 ∣ critic_ganloss : -400.321973 ∣ generator_nllloss : 5157.060547 ∣ generator_ganloss : 1042.533203 ∣     [  std_z : 1.01  real_sub_fake : 1248.83 ]
[  epoch 0024/0040] 3190/4800, lr:2.5e-05 ∣ avg_100 : 31807.593432 ∣ critic_nllloss : 25698.205859 ∣ critic_ganloss : -327.446948 ∣ generator_nllloss : 5160.250977 ∣ generator_ganloss : 1013.101953 ∣     [  std_z : 1.00  real_sub_fake : 1386.50 ]
[  epoch 0024/0040] 3200/4800, lr:2.5e-05 ∣ avg_100 : 31807.645875 ∣ critic_nllloss : 25830.905664 ∣ critic_ganloss : -289.497342 ∣ generator_nllloss : 5239.187500 ∣ generator_ganloss : 1031.661572 ∣     [  std_z : 1.00  real_sub_fake : 1235.33 ]
[  epoch 0024/0040] 3210/4800, lr:2.5e-05 ∣ avg_100 : 31805.237137 ∣ critic_nllloss : 26025.223438 ∣ critic_ganloss : -427.717184 ∣ generator_nllloss : 5178.787891 ∣ generator_ganloss : 1028.734180 ∣     [  std_z : 0.99  real_sub_fake : 1364.27 ]
[  epoch 0024/0040] 3220/4800, lr:2.5e-05 ∣ avg_100 : 31803.521992 ∣ critic_nllloss : 25979.004102 ∣ critic_ganloss : -316.978732 ∣ generator_nllloss : 5229.065430 ∣ generator_ganloss : 1027.778760 ∣     [  std_z : 0.98  real_sub_fake : 1285.57 ]
[  epoch 0024/0040] 3230/4800, lr:2.5e-05 ∣ avg_100 : 31801.928115 ∣ critic_nllloss : 25850.605273 ∣ critic_ganloss : -307.408344 ∣ generator_nllloss : 5129.756445 ∣ generator_ganloss : 1038.062158 ∣     [  std_z : 0.99  real_sub_fake : 1241.23 ]
[  epoch 0024/0040] 3240/4800, lr:2.5e-05 ∣ avg_100 : 31798.769116 ∣ critic_nllloss : 25678.718750 ∣ critic_ganloss : -307.162813 ∣ generator_nllloss : 5084.203516 ∣ generator_ganloss : 1041.405029 ∣     [  std_z : 1.00  real_sub_fake : 1229.07 ]
[  epoch 0024/0040] 3250/4800, lr:2.5e-05 ∣ avg_100 : 31799.842514 ∣ critic_nllloss : 25836.304102 ∣ critic_ganloss : -259.423117 ∣ generator_nllloss : 5202.446094 ∣ generator_ganloss : 1032.443262 ∣     [  std_z : 1.01  real_sub_fake : 1154.40 ]
[  epoch 0024/0040] 3260/4800, lr:2.5e-05 ∣ avg_100 : 31797.607317 ∣ critic_nllloss : 25908.124219 ∣ critic_ganloss : -349.638882 ∣ generator_nllloss : 5212.562695 ∣ generator_ganloss : 1054.835742 ∣     [  std_z : 1.00  real_sub_fake : 1040.83 ]
[  epoch 0024/0040] 3270/4800, lr:2.5e-05 ∣ avg_100 : 31797.726752 ∣ critic_nllloss : 25955.876953 ∣ critic_ganloss : -377.189163 ∣ generator_nllloss : 5242.260156 ∣ generator_ganloss : 1035.153369 ∣     [  std_z : 0.99  real_sub_fake : 1295.60 ]
[  epoch 0024/0040] 3280/4800, lr:2.5e-05 ∣ avg_100 : 31799.741437 ∣ critic_nllloss : 25951.391797 ∣ critic_ganloss : -113.110480 ∣ generator_nllloss : 5145.967188 ∣ generator_ganloss : 1044.879590 ∣     [  std_z : 0.98  real_sub_fake : 1229.99 ]
[  epoch 0024/0040] 3290/4800, lr:2.5e-05 ∣ avg_100 : 31800.195883 ∣ critic_nllloss : 25827.814258 ∣ critic_ganloss : -240.996385 ∣ generator_nllloss : 5175.099219 ∣ generator_ganloss : 1062.511523 ∣     [  std_z : 0.99  real_sub_fake : 791.39 ]
[  epoch 0024/0040] 3300/4800, lr:2.5e-05 ∣ avg_100 : 31800.378200 ∣ critic_nllloss : 25773.903516 ∣ critic_ganloss : -312.076791 ∣ generator_nllloss : 5159.515625 ∣ generator_ganloss : 1026.733984 ∣     [  std_z : 1.01  real_sub_fake : 919.21 ]
[  epoch 0024/0040] 3310/4800, lr:2.5e-05 ∣ avg_100 : 31802.549354 ∣ critic_nllloss : 26052.706055 ∣ critic_ganloss : -314.019189 ∣ generator_nllloss : 5109.100391 ∣ generator_ganloss : 1029.287158 ∣     [  std_z : 1.01  real_sub_fake : 1164.34 ]
[  epoch 0024/0040] 3320/4800, lr:2.5e-05 ∣ avg_100 : 31804.524471 ∣ critic_nllloss : 25890.156055 ∣ critic_ganloss : -290.206726 ∣ generator_nllloss : 5125.018945 ∣ generator_ganloss : 1045.917773 ∣     [  std_z : 1.00  real_sub_fake : 1127.37 ]
[  epoch 0024/0040] 3330/4800, lr:2.5e-05 ∣ avg_100 : 31804.069679 ∣ critic_nllloss : 25827.948242 ∣ critic_ganloss : -230.106256 ∣ generator_nllloss : 5208.211914 ∣ generator_ganloss : 1060.718896 ∣     [  std_z : 0.99  real_sub_fake : 1121.57 ]
[  epoch 0024/0040] 3340/4800, lr:2.5e-05 ∣ avg_100 : 31801.695981 ∣ critic_nllloss : 25624.135937 ∣ critic_ganloss : -211.749728 ∣ generator_nllloss : 5151.304688 ∣ generator_ganloss : 1088.176758 ∣     [  std_z : 0.98  real_sub_fake : 775.12 ]
[  epoch 0024/0040] 3350/4800, lr:2.5e-05 ∣ avg_100 : 31802.659493 ∣ critic_nllloss : 25868.013867 ∣ critic_ganloss : -236.569057 ∣ generator_nllloss : 5238.107031 ∣ generator_ganloss : 1039.134082 ∣     [  std_z : 0.99  real_sub_fake : 820.60 ]
[  epoch 0024/0040] 3360/4800, lr:2.5e-05 ∣ avg_100 : 31800.273090 ∣ critic_nllloss : 25872.785938 ∣ critic_ganloss : -299.953293 ∣ generator_nllloss : 5169.794727 ∣ generator_ganloss : 1026.788965 ∣     [  std_z : 1.00  real_sub_fake : 1095.19 ]
[  epoch 0024/0040] 3370/4800, lr:2.5e-05 ∣ avg_100 : 31807.575881 ∣ critic_nllloss : 26086.626953 ∣ critic_ganloss : -224.127269 ∣ generator_nllloss : 5184.584180 ∣ generator_ganloss : 1030.983008 ∣     [  std_z : 1.00  real_sub_fake : 945.48 ]
[  epoch 0024/0040] 3380/4800, lr:2.5e-05 ∣ avg_100 : 31806.235586 ∣ critic_nllloss : 25943.874219 ∣ critic_ganloss : -293.554448 ∣ generator_nllloss : 5054.629297 ∣ generator_ganloss : 1011.728662 ∣     [  std_z : 1.00  real_sub_fake : 1053.43 ]
[  epoch 0024/0040] 3390/4800, lr:2.5e-05 ∣ avg_100 : 31806.902678 ∣ critic_nllloss : 25826.110742 ∣ critic_ganloss : -274.759392 ∣ generator_nllloss : 5124.818164 ∣ generator_ganloss : 1030.652246 ∣     [  std_z : 1.00  real_sub_fake : 1015.14 ]
[  epoch 0024/0040] 3400/4800, lr:2.5e-05 ∣ avg_100 : 31805.983714 ∣ critic_nllloss : 25746.760156 ∣ critic_ganloss : -256.574719 ∣ generator_nllloss : 5179.357031 ∣ generator_ganloss : 1030.591406 ∣     [  std_z : 0.99  real_sub_fake : 902.48 ]
[  epoch 0024/0040] 3410/4800, lr:2.5e-05 ∣ avg_100 : 31808.708127 ∣ critic_nllloss : 26143.990039 ∣ critic_ganloss : -298.396442 ∣ generator_nllloss : 5106.334766 ∣ generator_ganloss : 1028.016992 ∣     [  std_z : 0.99  real_sub_fake : 1228.89 ]
[  epoch 0024/0040] 3420/4800, lr:2.5e-05 ∣ avg_100 : 31811.511968 ∣ critic_nllloss : 25777.480469 ∣ critic_ganloss : -325.567856 ∣ generator_nllloss : 5194.670313 ∣ generator_ganloss : 1034.956494 ∣     [  std_z : 0.99  real_sub_fake : 1102.69 ]
[  epoch 0024/0040] 3430/4800, lr:2.5e-05 ∣ avg_100 : 31811.845966 ∣ critic_nllloss : 25967.612695 ∣ critic_ganloss : -333.084290 ∣ generator_nllloss : 5211.189844 ∣ generator_ganloss : 1034.537402 ∣     [  std_z : 0.99  real_sub_fake : 1191.99 ]
[  epoch 0024/0040] 3440/4800, lr:2.5e-05 ∣ avg_100 : 31811.508735 ∣ critic_nllloss : 25777.223633 ∣ critic_ganloss : -213.696753 ∣ generator_nllloss : 5151.528125 ∣ generator_ganloss : 1038.040869 ∣     [  std_z : 1.00  real_sub_fake : 1021.74 ]
[  epoch 0024/0040] 3450/4800, lr:2.5e-05 ∣ avg_100 : 31811.089551 ∣ critic_nllloss : 25682.371875 ∣ critic_ganloss : -206.132294 ∣ generator_nllloss : 5166.497070 ∣ generator_ganloss : 1049.012158 ∣     [  std_z : 1.00  real_sub_fake : 814.06 ]
[  epoch 0024/0040] 3460/4800, lr:2.5e-05 ∣ avg_100 : 31807.195103 ∣ critic_nllloss : 25880.812695 ∣ critic_ganloss : -297.675224 ∣ generator_nllloss : 5073.207227 ∣ generator_ganloss : 1007.647070 ∣     [  std_z : 1.00  real_sub_fake : 1077.04 ]
[  epoch 0024/0040] 3470/4800, lr:2.5e-05 ∣ avg_100 : 31807.112373 ∣ critic_nllloss : 25763.044531 ∣ critic_ganloss : -281.853166 ∣ generator_nllloss : 5123.917773 ∣ generator_ganloss : 1023.048340 ∣     [  std_z : 1.00  real_sub_fake : 995.31 ]
[  epoch 0024/0040] 3480/4800, lr:2.5e-05 ∣ avg_100 : 31803.152721 ∣ critic_nllloss : 25830.393164 ∣ critic_ganloss : -334.597083 ∣ generator_nllloss : 5166.763281 ∣ generator_ganloss : 1021.124023 ∣     [  std_z : 0.99  real_sub_fake : 1082.30 ]
[  epoch 0024/0040] 3490/4800, lr:2.5e-05 ∣ avg_100 : 31803.163927 ∣ critic_nllloss : 25884.357227 ∣ critic_ganloss : -250.069159 ∣ generator_nllloss : 5243.661719 ∣ generator_ganloss : 1034.789502 ∣     [  std_z : 0.99  real_sub_fake : 1167.43 ]
[  epoch 0024/0040] 3500/4800, lr:2.5e-05 ∣ avg_100 : 31803.785587 ∣ critic_nllloss : 25897.343555 ∣ critic_ganloss : -275.639180 ∣ generator_nllloss : 5115.624219 ∣ generator_ganloss : 1041.011230 ∣     [  std_z : 0.99  real_sub_fake : 977.25 ]
[  epoch 0024/0040] 3510/4800, lr:2.5e-05 ∣ avg_100 : 31803.198323 ∣ critic_nllloss : 25886.223633 ∣ critic_ganloss : -289.502893 ∣ generator_nllloss : 5248.691406 ∣ generator_ganloss : 1023.234570 ∣     [  std_z : 0.99  real_sub_fake : 1281.74 ]
[  epoch 0024/0040] 3520/4800, lr:2.5e-05 ∣ avg_100 : 31801.399797 ∣ critic_nllloss : 25873.489844 ∣ critic_ganloss : -309.170502 ∣ generator_nllloss : 5188.192969 ∣ generator_ganloss : 1053.385791 ∣     [  std_z : 1.00  real_sub_fake : 1121.38 ]
[  epoch 0024/0040] 3530/4800, lr:2.5e-05 ∣ avg_100 : 31800.045010 ∣ critic_nllloss : 25941.937500 ∣ critic_ganloss : -292.568854 ∣ generator_nllloss : 5208.786328 ∣ generator_ganloss : 1043.091455 ∣     [  std_z : 1.00  real_sub_fake : 1098.50 ]
[  epoch 0024/0040] 3540/4800, lr:2.5e-05 ∣ avg_100 : 31798.796945 ∣ critic_nllloss : 25768.564063 ∣ critic_ganloss : -272.049008 ∣ generator_nllloss : 5171.260938 ∣ generator_ganloss : 1038.436230 ∣     [  std_z : 0.99  real_sub_fake : 943.12 ]
[  epoch 0024/0040] 3550/4800, lr:2.5e-05 ∣ avg_100 : 31796.657267 ∣ critic_nllloss : 25948.025977 ∣ critic_ganloss : -255.365529 ∣ generator_nllloss : 5146.473047 ∣ generator_ganloss : 1032.739307 ∣     [  std_z : 0.99  real_sub_fake : 1073.42 ]
[  epoch 0024/0040] 3560/4800, lr:2.5e-05 ∣ avg_100 : 31794.005900 ∣ critic_nllloss : 25762.613086 ∣ critic_ganloss : -281.541884 ∣ generator_nllloss : 5004.882031 ∣ generator_ganloss : 1040.694775 ∣     [  std_z : 1.00  real_sub_fake : 981.27 ]
[  epoch 0024/0040] 3570/4800, lr:2.5e-05 ∣ avg_100 : 31797.944581 ∣ critic_nllloss : 26125.177930 ∣ critic_ganloss : -317.535120 ∣ generator_nllloss : 5181.657227 ∣ generator_ganloss : 1018.752588 ∣     [  std_z : 1.00  real_sub_fake : 1165.83 ]
[  epoch 0024/0040] 3580/4800, lr:2.5e-05 ∣ avg_100 : 31799.902589 ∣ critic_nllloss : 25961.462305 ∣ critic_ganloss : -225.625369 ∣ generator_nllloss : 5209.630273 ∣ generator_ganloss : 1062.129248 ∣     [  std_z : 0.99  real_sub_fake : 972.84 ]
[  epoch 0024/0040] 3590/4800, lr:2.5e-05 ∣ avg_100 : 31796.688692 ∣ critic_nllloss : 25793.760742 ∣ critic_ganloss : -294.693304 ∣ generator_nllloss : 5042.850000 ∣ generator_ganloss : 1015.899121 ∣     [  std_z : 0.99  real_sub_fake : 1031.58 ]
[  epoch 0024/0040] 3600/4800, lr:2.5e-05 ∣ avg_100 : 31793.166523 ∣ critic_nllloss : 25663.382617 ∣ critic_ganloss : -312.791718 ∣ generator_nllloss : 5198.174609 ∣ generator_ganloss : 1027.276172 ∣     [  std_z : 0.99  real_sub_fake : 1141.10 ]
[  epoch 0024/0040] 3610/4800, lr:2.5e-05 ∣ avg_100 : 31793.480327 ∣ critic_nllloss : 25922.091406 ∣ critic_ganloss : -356.792169 ∣ generator_nllloss : 5188.316211 ∣ generator_ganloss : 1026.786279 ∣     [  std_z : 0.99  real_sub_fake : 1170.42 ]
[  epoch 0024/0040] 3620/4800, lr:2.5e-05 ∣ avg_100 : 31794.803599 ∣ critic_nllloss : 25928.805469 ∣ critic_ganloss : -353.750452 ∣ generator_nllloss : 5113.763281 ∣ generator_ganloss : 1028.387500 ∣     [  std_z : 1.00  real_sub_fake : 1242.83 ]
[  epoch 0024/0040] 3630/4800, lr:2.5e-05 ∣ avg_100 : 31790.651273 ∣ critic_nllloss : 25578.369336 ∣ critic_ganloss : -234.684238 ∣ generator_nllloss : 5127.762109 ∣ generator_ganloss : 1024.161523 ∣     [  std_z : 1.00  real_sub_fake : 1248.96 ]
[  epoch 0024/0040] 3640/4800, lr:2.5e-05 ∣ avg_100 : 31790.973989 ∣ critic_nllloss : 25887.432227 ∣ critic_ganloss : -285.791335 ∣ generator_nllloss : 5119.899609 ∣ generator_ganloss : 1054.750684 ∣     [  std_z : 1.00  real_sub_fake : 1039.12 ]
[  epoch 0024/0040] 3650/4800, lr:2.5e-05 ∣ avg_100 : 31790.410692 ∣ critic_nllloss : 25840.895898 ∣ critic_ganloss : -305.900098 ∣ generator_nllloss : 5208.035547 ∣ generator_ganloss : 1030.386963 ∣     [  std_z : 0.99  real_sub_fake : 1045.51 ]
[  epoch 0024/0040] 3660/4800, lr:2.5e-05 ∣ avg_100 : 31793.096745 ∣ critic_nllloss : 26005.127734 ∣ critic_ganloss : -405.667877 ∣ generator_nllloss : 5224.031055 ∣ generator_ganloss : 1010.361768 ∣     [  std_z : 0.99  real_sub_fake : 1221.85 ]
[  epoch 0024/0040] 3670/4800, lr:2.5e-05 ∣ avg_100 : 31788.586513 ∣ critic_nllloss : 25817.440234 ∣ critic_ganloss : -316.067645 ∣ generator_nllloss : 5109.093945 ∣ generator_ganloss : 1035.428516 ∣     [  std_z : 1.00  real_sub_fake : 1384.24 ]
[  epoch 0024/0040] 3680/4800, lr:2.5e-05 ∣ avg_100 : 31789.879493 ∣ critic_nllloss : 25860.585938 ∣ critic_ganloss : -344.487532 ∣ generator_nllloss : 5201.280859 ∣ generator_ganloss : 1056.647852 ∣     [  std_z : 1.00  real_sub_fake : 1254.08 ]
[  epoch 0024/0040] 3690/4800, lr:2.5e-05 ∣ avg_100 : 31788.760415 ∣ critic_nllloss : 25878.308008 ∣ critic_ganloss : -147.403377 ∣ generator_nllloss : 5140.994141 ∣ generator_ganloss : 1076.267090 ∣     [  std_z : 0.99  real_sub_fake : 1040.88 ]
[  epoch 0024/0040] 3700/4800, lr:2.5e-05 ∣ avg_100 : 31786.635190 ∣ critic_nllloss : 25630.731055 ∣ critic_ganloss : -288.888150 ∣ generator_nllloss : 5141.752539 ∣ generator_ganloss : 1049.733105 ∣     [  std_z : 0.99  real_sub_fake : 948.35 ]
[  epoch 0024/0040] 3710/4800, lr:2.5e-05 ∣ avg_100 : 31784.627168 ∣ critic_nllloss : 25705.957813 ∣ critic_ganloss : -240.709859 ∣ generator_nllloss : 5203.636523 ∣ generator_ganloss : 1028.235840 ∣     [  std_z : 0.99  real_sub_fake : 1098.43 ]
[  epoch 0024/0040] 3720/4800, lr:2.5e-05 ∣ avg_100 : 31787.842240 ∣ critic_nllloss : 25817.561914 ∣ critic_ganloss : -203.706056 ∣ generator_nllloss : 5205.868555 ∣ generator_ganloss : 1094.401074 ∣     [  std_z : 1.00  real_sub_fake : 746.10 ]
[  epoch 0024/0040] 3730/4800, lr:2.5e-05 ∣ avg_100 : 31789.907966 ∣ critic_nllloss : 25975.573242 ∣ critic_ganloss : -193.985251 ∣ generator_nllloss : 5187.166797 ∣ generator_ganloss : 1058.032080 ∣     [  std_z : 0.99  real_sub_fake : 693.78 ]
[  epoch 0024/0040] 3740/4800, lr:2.5e-05 ∣ avg_100 : 31789.860703 ∣ critic_nllloss : 25756.885156 ∣ critic_ganloss : -203.650415 ∣ generator_nllloss : 5162.418359 ∣ generator_ganloss : 1001.628857 ∣     [  std_z : 0.99  real_sub_fake : 727.99 ]
[  epoch 0024/0040] 3750/4800, lr:2.5e-05 ∣ avg_100 : 31786.891066 ∣ critic_nllloss : 25789.992969 ∣ critic_ganloss : -160.825356 ∣ generator_nllloss : 5153.755859 ∣ generator_ganloss : 1011.522314 ∣     [  std_z : 0.99  real_sub_fake : 653.65 ]
[  epoch 0024/0040] 3760/4800, lr:2.5e-05 ∣ avg_100 : 31789.513927 ∣ critic_nllloss : 26109.696289 ∣ critic_ganloss : -147.954570 ∣ generator_nllloss : 5298.948047 ∣ generator_ganloss : 994.112988 ∣  [  std_z : 0.99  real_sub_fake : 756.05 ]
[  epoch 0024/0040] 3770/4800, lr:2.5e-05 ∣ avg_100 : 31791.013642 ∣ critic_nllloss : 25855.513672 ∣ critic_ganloss : -187.889502 ∣ generator_nllloss : 5295.608398 ∣ generator_ganloss : 1000.802930 ∣     [  std_z : 1.00  real_sub_fake : 691.68 ]
[  epoch 0024/0040] 3780/4800, lr:2.5e-05 ∣ avg_100 : 31788.422098 ∣ critic_nllloss : 25640.558203 ∣ critic_ganloss : -198.186948 ∣ generator_nllloss : 5096.315430 ∣ generator_ganloss : 995.075977 ∣  [  std_z : 0.99  real_sub_fake : 680.68 ]
[  epoch 0024/0040] 3790/4800, lr:2.5e-05 ∣ avg_100 : 31793.875511 ∣ critic_nllloss : 25981.600000 ∣ critic_ganloss : -235.701109 ∣ generator_nllloss : 5257.965625 ∣ generator_ganloss : 982.646631 ∣  [  std_z : 1.00  real_sub_fake : 825.87 ]
[  epoch 0024/0040] 3800/4800, lr:2.5e-05 ∣ avg_100 : 31793.209589 ∣ critic_nllloss : 25672.225977 ∣ critic_ganloss : -305.273965 ∣ generator_nllloss : 5077.515625 ∣ generator_ganloss : 995.111279 ∣  [  std_z : 1.00  real_sub_fake : 977.42 ]
[  epoch 0024/0040] 3810/4800, lr:2.5e-05 ∣ avg_100 : 31790.744941 ∣ critic_nllloss : 25962.764062 ∣ critic_ganloss : -307.911259 ∣ generator_nllloss : 5172.535937 ∣ generator_ganloss : 987.571045 ∣  [  std_z : 1.00  real_sub_fake : 1093.62 ]
[  epoch 0024/0040] 3820/4800, lr:2.5e-05 ∣ avg_100 : 31793.764239 ∣ critic_nllloss : 25839.519727 ∣ critic_ganloss : -209.483475 ∣ generator_nllloss : 5204.381055 ∣ generator_ganloss : 999.995508 ∣  [  std_z : 0.99  real_sub_fake : 1183.77 ]
[  epoch 0024/0040] 3830/4800, lr:2.5e-05 ∣ avg_100 : 31794.512448 ∣ critic_nllloss : 25847.357227 ∣ critic_ganloss : -224.122260 ∣ generator_nllloss : 5211.831445 ∣ generator_ganloss : 1038.122363 ∣     [  std_z : 0.99  real_sub_fake : 922.49 ]
[  epoch 0024/0040] 3840/4800, lr:2.5e-05 ∣ avg_100 : 31791.117430 ∣ critic_nllloss : 25732.184570 ∣ critic_ganloss : -244.147115 ∣ generator_nllloss : 5064.218359 ∣ generator_ganloss : 1002.724512 ∣     [  std_z : 0.99  real_sub_fake : 789.13 ]
[  epoch 0024/0040] 3850/4800, lr:2.5e-05 ∣ avg_100 : 31793.288442 ∣ critic_nllloss : 26114.752734 ∣ critic_ganloss : -282.693124 ∣ generator_nllloss : 5221.694336 ∣ generator_ganloss : 987.079102 ∣  [  std_z : 1.01  real_sub_fake : 1046.55 ]
[  epoch 0024/0040] 3860/4800, lr:2.5e-05 ∣ avg_100 : 31793.506253 ∣ critic_nllloss : 26019.726367 ∣ critic_ganloss : -346.487466 ∣ generator_nllloss : 5189.588672 ∣ generator_ganloss : 1005.858350 ∣     [  std_z : 1.00  real_sub_fake : 1175.04 ]
[  epoch 0024/0040] 3870/4800, lr:2.5e-05 ∣ avg_100 : 31792.599799 ∣ critic_nllloss : 25742.440820 ∣ critic_ganloss : -220.559103 ∣ generator_nllloss : 5115.671094 ∣ generator_ganloss : 1014.408545 ∣     [  std_z : 0.99  real_sub_fake : 1040.74 ]
[  epoch 0024/0040] 3880/4800, lr:2.5e-05 ∣ avg_100 : 31794.616940 ∣ critic_nllloss : 25995.100195 ∣ critic_ganloss : -228.011649 ∣ generator_nllloss : 5215.691016 ∣ generator_ganloss : 1036.288281 ∣     [  std_z : 0.99  real_sub_fake : 1001.56 ]
[  epoch 0024/0040] 3890/4800, lr:2.5e-05 ∣ avg_100 : 31795.656087 ∣ critic_nllloss : 26020.872656 ∣ critic_ganloss : -280.661765 ∣ generator_nllloss : 5239.019922 ∣ generator_ganloss : 1042.833740 ∣     [  std_z : 0.99  real_sub_fake : 972.34 ]
[  epoch 0024/0040] 3900/4800, lr:2.5e-05 ∣ avg_100 : 31796.461491 ∣ critic_nllloss : 25861.277344 ∣ critic_ganloss : -216.735744 ∣ generator_nllloss : 5134.675781 ∣ generator_ganloss : 1062.518408 ∣     [  std_z : 1.00  real_sub_fake : 908.50 ]
[  epoch 0024/0040] 3910/4800, lr:2.5e-05 ∣ avg_100 : 31799.112801 ∣ critic_nllloss : 25996.503320 ∣ critic_ganloss : -332.940060 ∣ generator_nllloss : 5181.052734 ∣ generator_ganloss : 1049.673291 ∣     [  std_z : 1.00  real_sub_fake : 1116.31 ]
[  epoch 0024/0040] 3920/4800, lr:2.5e-05 ∣ avg_100 : 31798.993656 ∣ critic_nllloss : 25783.785547 ∣ critic_ganloss : -273.601057 ∣ generator_nllloss : 5170.286328 ∣ generator_ganloss : 1036.914648 ∣     [  std_z : 1.00  real_sub_fake : 1052.04 ]
[  epoch 0024/0040] 3930/4800, lr:2.5e-05 ∣ avg_100 : 31797.401129 ∣ critic_nllloss : 26070.153125 ∣ critic_ganloss : -252.133475 ∣ generator_nllloss : 5254.322656 ∣ generator_ganloss : 1030.756689 ∣     [  std_z : 0.99  real_sub_fake : 1053.02 ]
[  epoch 0024/0040] 3940/4800, lr:2.5e-05 ∣ avg_100 : 31801.220638 ∣ critic_nllloss : 25939.611523 ∣ critic_ganloss : -254.244283 ∣ generator_nllloss : 5158.361719 ∣ generator_ganloss : 1057.124951 ∣     [  std_z : 0.99  real_sub_fake : 944.13 ]
[  epoch 0024/0040] 3950/4800, lr:2.5e-05 ∣ avg_100 : 31801.440992 ∣ critic_nllloss : 25856.679102 ∣ critic_ganloss : -271.906339 ∣ generator_nllloss : 5167.007617 ∣ generator_ganloss : 1054.316309 ∣     [  std_z : 0.99  real_sub_fake : 1019.70 ]
[  epoch 0024/0040] 3960/4800, lr:2.5e-05 ∣ avg_100 : 31803.693026 ∣ critic_nllloss : 25905.066602 ∣ critic_ganloss : -286.488321 ∣ generator_nllloss : 5268.952734 ∣ generator_ganloss : 1038.881885 ∣     [  std_z : 1.00  real_sub_fake : 1019.92 ]
[  epoch 0024/0040] 3970/4800, lr:2.5e-05 ∣ avg_100 : 31802.135903 ∣ critic_nllloss : 25947.477344 ∣ critic_ganloss : -319.257593 ∣ generator_nllloss : 5241.890430 ∣ generator_ganloss : 1047.906738 ∣     [  std_z : 0.99  real_sub_fake : 1049.48 ]
[  epoch 0024/0040] 3980/4800, lr:2.5e-05 ∣ avg_100 : 31797.877521 ∣ critic_nllloss : 25928.066406 ∣ critic_ganloss : -322.322141 ∣ generator_nllloss : 5142.546289 ∣ generator_ganloss : 1043.682764 ∣     [  std_z : 1.00  real_sub_fake : 1168.20 ]
[  epoch 0024/0040] 3990/4800, lr:2.5e-05 ∣ avg_100 : 31796.540837 ∣ critic_nllloss : 25857.127539 ∣ critic_ganloss : -364.291907 ∣ generator_nllloss : 5140.406250 ∣ generator_ganloss : 1057.919678 ∣     [  std_z : 0.99  real_sub_fake : 1235.65 ]
[  epoch 0024/0040] 4000/4800, lr:2.5e-05 ∣ avg_100 : 31792.303836 ∣ critic_nllloss : 25730.298633 ∣ critic_ganloss : -402.269751 ∣ generator_nllloss : 5189.478711 ∣ generator_ganloss : 1040.331982 ∣     [  std_z : 0.99  real_sub_fake : 1467.49 ]
[  epoch 0024/0040] 4010/4800, lr:2.5e-05 ∣ avg_100 : 31791.011077 ∣ critic_nllloss : 25606.761719 ∣ critic_ganloss : -182.423529 ∣ generator_nllloss : 5126.213477 ∣ generator_ganloss : 1070.227783 ∣     [  std_z : 0.99  real_sub_fake : 1165.94 ]
[  epoch 0024/0040] 4020/4800, lr:2.5e-05 ∣ avg_100 : 31789.688338 ∣ critic_nllloss : 25702.250586 ∣ critic_ganloss : -234.716959 ∣ generator_nllloss : 5154.063281 ∣ generator_ganloss : 1075.998047 ∣     [  std_z : 1.00  real_sub_fake : 964.99 ]
[  epoch 0024/0040] 4030/4800, lr:2.5e-05 ∣ avg_100 : 31790.333186 ∣ critic_nllloss : 25934.337695 ∣ critic_ganloss : -234.515976 ∣ generator_nllloss : 5283.850586 ∣ generator_ganloss : 1038.979297 ∣     [  std_z : 1.00  real_sub_fake : 838.24 ]
[  epoch 0024/0040] 4040/4800, lr:2.5e-05 ∣ avg_100 : 31790.881018 ∣ critic_nllloss : 25771.022070 ∣ critic_ganloss : -194.871643 ∣ generator_nllloss : 5202.194141 ∣ generator_ganloss : 1043.640625 ∣     [  std_z : 0.99  real_sub_fake : 658.14 ]
[  epoch 0024/0040] 4050/4800, lr:2.5e-05 ∣ avg_100 : 31792.126653 ∣ critic_nllloss : 25736.995312 ∣ critic_ganloss : -227.298267 ∣ generator_nllloss : 5102.719727 ∣ generator_ganloss : 1007.418945 ∣     [  std_z : 0.99  real_sub_fake : 697.25 ]
[  epoch 0024/0040] 4060/4800, lr:2.5e-05 ∣ avg_100 : 31789.364294 ∣ critic_nllloss : 25703.563867 ∣ critic_ganloss : -266.281609 ∣ generator_nllloss : 5100.285156 ∣ generator_ganloss : 990.108984 ∣  [  std_z : 0.99  real_sub_fake : 864.36 ]
[  epoch 0024/0040] 4070/4800, lr:2.5e-05 ∣ avg_100 : 31789.670150 ∣ critic_nllloss : 25903.854102 ∣ critic_ganloss : -168.720572 ∣ generator_nllloss : 5190.546680 ∣ generator_ganloss : 1005.506836 ∣     [  std_z : 0.99  real_sub_fake : 907.01 ]
[  epoch 0024/0040] 4080/4800, lr:2.5e-05 ∣ avg_100 : 31791.645052 ∣ critic_nllloss : 25954.940430 ∣ critic_ganloss : -207.597856 ∣ generator_nllloss : 5222.400586 ∣ generator_ganloss : 1000.224023 ∣     [  std_z : 1.00  real_sub_fake : 944.06 ]
[  epoch 0024/0040] 4090/4800, lr:2.5e-05 ∣ avg_100 : 31795.113328 ∣ critic_nllloss : 25969.240234 ∣ critic_ganloss : -279.020619 ∣ generator_nllloss : 5196.415625 ∣ generator_ganloss : 997.694629 ∣  [  std_z : 1.00  real_sub_fake : 897.60 ]
[  epoch 0024/0040] 4100/4800, lr:2.5e-05 ∣ avg_100 : 31796.045096 ∣ critic_nllloss : 26100.598242 ∣ critic_ganloss : -286.898581 ∣ generator_nllloss : 5160.096875 ∣ generator_ganloss : 1007.038232 ∣     [  std_z : 1.00  real_sub_fake : 1027.60 ]
[  epoch 0024/0040] 4110/4800, lr:2.5e-05 ∣ avg_100 : 31795.939928 ∣ critic_nllloss : 25905.747266 ∣ critic_ganloss : -226.551901 ∣ generator_nllloss : 5169.717188 ∣ generator_ganloss : 1010.023486 ∣     [  std_z : 1.00  real_sub_fake : 996.74 ]
[  epoch 0024/0040] 4120/4800, lr:2.5e-05 ∣ avg_100 : 31795.987731 ∣ critic_nllloss : 25966.625391 ∣ critic_ganloss : -307.267740 ∣ generator_nllloss : 5194.812695 ∣ generator_ganloss : 1019.176514 ∣     [  std_z : 1.00  real_sub_fake : 1105.50 ]
[  epoch 0024/0040] 4130/4800, lr:2.5e-05 ∣ avg_100 : 31794.557613 ∣ critic_nllloss : 25794.486523 ∣ critic_ganloss : -292.992154 ∣ generator_nllloss : 5237.588281 ∣ generator_ganloss : 1033.785449 ∣     [  std_z : 0.99  real_sub_fake : 1138.12 ]
[  epoch 0024/0040] 4140/4800, lr:2.5e-05 ∣ avg_100 : 31796.389141 ∣ critic_nllloss : 25866.134961 ∣ critic_ganloss : -279.454514 ∣ generator_nllloss : 5135.986133 ∣ generator_ganloss : 1046.070898 ∣     [  std_z : 1.00  real_sub_fake : 1094.47 ]
[  epoch 0024/0040] 4150/4800, lr:2.5e-05 ∣ avg_100 : 31795.188991 ∣ critic_nllloss : 25691.808984 ∣ critic_ganloss : -300.237576 ∣ generator_nllloss : 5181.676562 ∣ generator_ganloss : 1053.896143 ∣     [  std_z : 1.00  real_sub_fake : 1014.52 ]
[  epoch 0024/0040] 4160/4800, lr:2.5e-05 ∣ avg_100 : 31797.097892 ∣ critic_nllloss : 26054.106641 ∣ critic_ganloss : -337.190881 ∣ generator_nllloss : 5188.284570 ∣ generator_ganloss : 1050.918213 ∣     [  std_z : 0.99  real_sub_fake : 1310.63 ]
[  epoch 0024/0040] 4170/4800, lr:2.5e-05 ∣ avg_100 : 31798.625185 ∣ critic_nllloss : 25943.107617 ∣ critic_ganloss : -353.574097 ∣ generator_nllloss : 5263.936328 ∣ generator_ganloss : 1047.852441 ∣     [  std_z : 0.99  real_sub_fake : 1287.76 ]
[  epoch 0024/0040] 4180/4800, lr:2.5e-05 ∣ avg_100 : 31799.776216 ∣ critic_nllloss : 25951.226367 ∣ critic_ganloss : -313.773981 ∣ generator_nllloss : 5175.118555 ∣ generator_ganloss : 1080.302393 ∣     [  std_z : 0.99  real_sub_fake : 1169.02 ]
[  epoch 0024/0040] 4190/4800, lr:2.5e-05 ∣ avg_100 : 31802.551997 ∣ critic_nllloss : 25858.910352 ∣ critic_ganloss : -299.983853 ∣ generator_nllloss : 5203.474609 ∣ generator_ganloss : 1059.288770 ∣     [  std_z : 1.00  real_sub_fake : 1068.03 ]
[  epoch 0024/0040] 4200/4800, lr:2.5e-05 ∣ avg_100 : 31803.210652 ∣ critic_nllloss : 25792.984375 ∣ critic_ganloss : -224.826624 ∣ generator_nllloss : 5247.669922 ∣ generator_ganloss : 1062.295215 ∣     [  std_z : 1.00  real_sub_fake : 1199.06 ]
[  epoch 0024/0040] 4210/4800, lr:2.5e-05 ∣ avg_100 : 31805.910911 ∣ critic_nllloss : 25907.071680 ∣ critic_ganloss : -165.845293 ∣ generator_nllloss : 5208.280664 ∣ generator_ganloss : 1125.547217 ∣     [  std_z : 1.00  real_sub_fake : 621.56 ]
[  epoch 0024/0040] 4220/4800, lr:2.5e-05 ∣ avg_100 : 31807.984145 ∣ critic_nllloss : 26074.668555 ∣ critic_ganloss : -229.419597 ∣ generator_nllloss : 5223.301367 ∣ generator_ganloss : 1057.642578 ∣     [  std_z : 0.99  real_sub_fake : 743.04 ]
[  epoch 0024/0040] 4230/4800, lr:2.5e-05 ∣ avg_100 : 31809.067558 ∣ critic_nllloss : 25891.816797 ∣ critic_ganloss : -241.271710 ∣ generator_nllloss : 5134.459961 ∣ generator_ganloss : 1034.351807 ∣     [  std_z : 0.99  real_sub_fake : 847.24 ]
[  epoch 0024/0040] 4240/4800, lr:2.5e-05 ∣ avg_100 : 31811.934130 ∣ critic_nllloss : 25869.495117 ∣ critic_ganloss : -282.059081 ∣ generator_nllloss : 5175.883008 ∣ generator_ganloss : 1020.502637 ∣     [  std_z : 0.99  real_sub_fake : 915.52 ]
[  epoch 0024/0040] 4250/4800, lr:2.5e-05 ∣ avg_100 : 31811.326708 ∣ critic_nllloss : 25858.417187 ∣ critic_ganloss : -308.426007 ∣ generator_nllloss : 5197.291211 ∣ generator_ganloss : 1003.745752 ∣     [  std_z : 1.00  real_sub_fake : 1118.58 ]
[  epoch 0024/0040] 4260/4800, lr:2.5e-05 ∣ avg_100 : 31808.160737 ∣ critic_nllloss : 25688.047656 ∣ critic_ganloss : -262.512741 ∣ generator_nllloss : 5059.943164 ∣ generator_ganloss : 1023.808594 ∣     [  std_z : 1.00  real_sub_fake : 1059.34 ]
[  epoch 0024/0040] 4270/4800, lr:2.5e-05 ∣ avg_100 : 31810.673247 ∣ critic_nllloss : 26207.105664 ∣ critic_ganloss : -380.395569 ∣ generator_nllloss : 5261.616016 ∣ generator_ganloss : 1019.026221 ∣     [  std_z : 1.00  real_sub_fake : 1156.61 ]
[  epoch 0024/0040] 4280/4800, lr:2.5e-05 ∣ avg_100 : 31811.156500 ∣ critic_nllloss : 25987.328906 ∣ critic_ganloss : -248.333688 ∣ generator_nllloss : 5278.542773 ∣ generator_ganloss : 1059.915381 ∣     [  std_z : 1.00  real_sub_fake : 1142.28 ]
[  epoch 0024/0040] 4290/4800, lr:2.5e-05 ∣ avg_100 : 31808.606684 ∣ critic_nllloss : 25740.304688 ∣ critic_ganloss : -300.353070 ∣ generator_nllloss : 5075.761719 ∣ generator_ganloss : 1053.733740 ∣     [  std_z : 0.99  real_sub_fake : 1099.17 ]
[  epoch 0024/0040] 4300/4800, lr:2.5e-05 ∣ avg_100 : 31810.895995 ∣ critic_nllloss : 25938.889453 ∣ critic_ganloss : -274.727277 ∣ generator_nllloss : 5152.880469 ∣ generator_ganloss : 1059.964697 ∣     [  std_z : 0.99  real_sub_fake : 1237.03 ]
[  epoch 0024/0040] 4310/4800, lr:2.5e-05 ∣ avg_100 : 31807.414060 ∣ critic_nllloss : 25657.208984 ∣ critic_ganloss : -308.753726 ∣ generator_nllloss : 5105.395703 ∣ generator_ganloss : 1075.030029 ∣     [  std_z : 1.00  real_sub_fake : 1063.11 ]
[  epoch 0024/0040] 4320/4800, lr:2.5e-05 ∣ avg_100 : 31807.011584 ∣ critic_nllloss : 25918.476953 ∣ critic_ganloss : -378.414966 ∣ generator_nllloss : 5151.200586 ∣ generator_ganloss : 1039.375879 ∣     [  std_z : 1.00  real_sub_fake : 1265.23 ]
[  epoch 0024/0040] 4330/4800, lr:2.5e-05 ∣ avg_100 : 31806.058777 ∣ critic_nllloss : 25855.454297 ∣ critic_ganloss : -321.325970 ∣ generator_nllloss : 5167.762500 ∣ generator_ganloss : 1069.601270 ∣     [  std_z : 0.99  real_sub_fake : 1317.25 ]
[  epoch 0024/0040] 4340/4800, lr:2.5e-05 ∣ avg_100 : 31812.531706 ∣ critic_nllloss : 26145.950195 ∣ critic_ganloss : -139.745920 ∣ generator_nllloss : 5262.678125 ∣ generator_ganloss : 1030.278076 ∣     [  std_z : 0.99  real_sub_fake : 1114.29 ]
[  epoch 0024/0040] 4350/4800, lr:2.5e-05 ∣ avg_100 : 31814.740931 ∣ critic_nllloss : 25927.713672 ∣ critic_ganloss : -122.608681 ∣ generator_nllloss : 5242.424609 ∣ generator_ganloss : 1082.078857 ∣     [  std_z : 1.00  real_sub_fake : 633.90 ]
[  epoch 0024/0040] 4360/4800, lr:2.5e-05 ∣ avg_100 : 31818.167190 ∣ critic_nllloss : 25942.386328 ∣ critic_ganloss : -136.199330 ∣ generator_nllloss : 5185.649609 ∣ generator_ganloss : 1120.205664 ∣     [  std_z : 1.00  real_sub_fake : 462.03 ]
[  epoch 0024/0040] 4370/4800, lr:2.5e-05 ∣ avg_100 : 31817.376575 ∣ critic_nllloss : 25871.866016 ∣ critic_ganloss : -192.464456 ∣ generator_nllloss : 5236.615234 ∣ generator_ganloss : 1082.988525 ∣     [  std_z : 0.99  real_sub_fake : 529.09 ]
[  epoch 0024/0040] 4380/4800, lr:2.5e-05 ∣ avg_100 : 31821.756475 ∣ critic_nllloss : 26018.436914 ∣ critic_ganloss : -172.362369 ∣ generator_nllloss : 5221.286914 ∣ generator_ganloss : 1087.306250 ∣     [  std_z : 1.00  real_sub_fake : 703.02 ]
[  epoch 0024/0040] 4390/4800, lr:2.5e-05 ∣ avg_100 : 31825.184466 ∣ critic_nllloss : 26003.860352 ∣ critic_ganloss : -223.344467 ∣ generator_nllloss : 5182.955078 ∣ generator_ganloss : 1086.149951 ∣     [  std_z : 1.00  real_sub_fake : 760.95 ]
[  epoch 0024/0040] 4400/4800, lr:2.5e-05 ∣ avg_100 : 31825.476065 ∣ critic_nllloss : 25747.551172 ∣ critic_ganloss : -265.432118 ∣ generator_nllloss : 5192.911914 ∣ generator_ganloss : 1054.262793 ∣     [  std_z : 0.99  real_sub_fake : 837.17 ]
[  epoch 0024/0040] 4410/4800, lr:2.5e-05 ∣ avg_100 : 31825.500198 ∣ critic_nllloss : 25949.796875 ∣ critic_ganloss : -233.340103 ∣ generator_nllloss : 5210.449414 ∣ generator_ganloss : 1055.452490 ∣     [  std_z : 0.99  real_sub_fake : 992.00 ]
[  epoch 0024/0040] 4420/4800, lr:2.5e-05 ∣ avg_100 : 31827.865970 ∣ critic_nllloss : 25942.287891 ∣ critic_ganloss : -257.458711 ∣ generator_nllloss : 5166.422461 ∣ generator_ganloss : 1066.864941 ∣     [  std_z : 1.00  real_sub_fake : 920.29 ]
[  epoch 0024/0040] 4430/4800, lr:2.5e-05 ∣ avg_100 : 31826.636871 ∣ critic_nllloss : 25802.306055 ∣ critic_ganloss : -225.542839 ∣ generator_nllloss : 5111.747266 ∣ generator_ganloss : 1068.835254 ∣     [  std_z : 1.00  real_sub_fake : 843.84 ]
[  epoch 0024/0040] 4440/4800, lr:2.5e-05 ∣ avg_100 : 31825.669924 ∣ critic_nllloss : 25763.432227 ∣ critic_ganloss : -245.526117 ∣ generator_nllloss : 5073.085547 ∣ generator_ganloss : 1065.409570 ∣     [  std_z : 1.00  real_sub_fake : 949.44 ]
[  epoch 0024/0040] 4450/4800, lr:2.5e-05 ∣ avg_100 : 31829.799222 ∣ critic_nllloss : 26111.177930 ∣ critic_ganloss : -279.193634 ∣ generator_nllloss : 5211.570703 ∣ generator_ganloss : 1061.123633 ∣     [  std_z : 1.00  real_sub_fake : 1023.29 ]
[  epoch 0024/0040] 4460/4800, lr:2.5e-05 ∣ avg_100 : 31829.834000 ∣ critic_nllloss : 25819.318359 ∣ critic_ganloss : -313.963617 ∣ generator_nllloss : 5130.654883 ∣ generator_ganloss : 1031.459863 ∣     [  std_z : 0.99  real_sub_fake : 1141.75 ]
[  epoch 0024/0040] 4470/4800, lr:2.5e-05 ∣ avg_100 : 31829.683366 ∣ critic_nllloss : 25739.998633 ∣ critic_ganloss : -264.288416 ∣ generator_nllloss : 5076.258203 ∣ generator_ganloss : 1061.125684 ∣     [  std_z : 0.98  real_sub_fake : 1086.70 ]
[  epoch 0024/0040] 4480/4800, lr:2.5e-05 ∣ avg_100 : 31834.686423 ∣ critic_nllloss : 26205.486523 ∣ critic_ganloss : -248.357233 ∣ generator_nllloss : 5173.645898 ∣ generator_ganloss : 1053.213965 ∣     [  std_z : 0.99  real_sub_fake : 995.68 ]
[  epoch 0024/0040] 4490/4800, lr:2.5e-05 ∣ avg_100 : 31832.203532 ∣ critic_nllloss : 25786.983203 ∣ critic_ganloss : -288.653986 ∣ generator_nllloss : 5159.426172 ∣ generator_ganloss : 1006.694727 ∣     [  std_z : 1.00  real_sub_fake : 1057.35 ]
[  epoch 0024/0040] 4500/4800, lr:2.5e-05 ∣ avg_100 : 31833.417201 ∣ critic_nllloss : 25868.505859 ∣ critic_ganloss : -245.725528 ∣ generator_nllloss : 5242.183398 ∣ generator_ganloss : 1034.743018 ∣     [  std_z : 1.00  real_sub_fake : 955.06 ]
[  epoch 0024/0040] 4510/4800, lr:2.5e-05 ∣ avg_100 : 31832.254374 ∣ critic_nllloss : 25858.867773 ∣ critic_ganloss : -265.215063 ∣ generator_nllloss : 5141.039453 ∣ generator_ganloss : 1017.671875 ∣     [  std_z : 0.99  real_sub_fake : 906.19 ]
[  epoch 0024/0040] 4520/4800, lr:2.5e-05 ∣ avg_100 : 31831.232561 ∣ critic_nllloss : 25866.632031 ∣ critic_ganloss : -257.025513 ∣ generator_nllloss : 5075.858008 ∣ generator_ganloss : 1018.252246 ∣     [  std_z : 0.98  real_sub_fake : 1002.55 ]
[  epoch 0024/0040] 4530/4800, lr:2.5e-05 ∣ avg_100 : 31829.671983 ∣ critic_nllloss : 25876.066016 ∣ critic_ganloss : -243.269888 ∣ generator_nllloss : 5077.349023 ∣ generator_ganloss : 1035.043457 ∣     [  std_z : 0.98  real_sub_fake : 992.53 ]
[  epoch 0024/0040] 4540/4800, lr:2.5e-05 ∣ avg_100 : 31829.342142 ∣ critic_nllloss : 25827.646094 ∣ critic_ganloss : -331.858115 ∣ generator_nllloss : 5148.248047 ∣ generator_ganloss : 1029.192090 ∣     [  std_z : 1.00  real_sub_fake : 1099.39 ]
[  epoch 0024/0040] 4550/4800, lr:2.5e-05 ∣ avg_100 : 31828.992579 ∣ critic_nllloss : 25948.328516 ∣ critic_ganloss : -314.463800 ∣ generator_nllloss : 5191.383594 ∣ generator_ganloss : 1011.668213 ∣     [  std_z : 1.01  real_sub_fake : 1223.51 ]
[  epoch 0024/0040] 4560/4800, lr:2.5e-05 ∣ avg_100 : 31832.328849 ∣ critic_nllloss : 25928.642773 ∣ critic_ganloss : -344.653146 ∣ generator_nllloss : 5246.338281 ∣ generator_ganloss : 1029.947168 ∣     [  std_z : 1.00  real_sub_fake : 1232.11 ]
[  epoch 0024/0040] 4570/4800, lr:2.5e-05 ∣ avg_100 : 31830.176834 ∣ critic_nllloss : 25894.352148 ∣ critic_ganloss : -310.127002 ∣ generator_nllloss : 5184.798047 ∣ generator_ganloss : 1023.827930 ∣     [  std_z : 0.99  real_sub_fake : 1203.47 ]
[  epoch 0024/0040] 4580/4800, lr:2.5e-05 ∣ avg_100 : 31826.877907 ∣ critic_nllloss : 25792.591797 ∣ critic_ganloss : -330.608069 ∣ generator_nllloss : 5175.969922 ∣ generator_ganloss : 1039.750049 ∣     [  std_z : 0.98  real_sub_fake : 1194.36 ]
[  epoch 0024/0040] 4590/4800, lr:2.5e-05 ∣ avg_100 : 31829.224872 ∣ critic_nllloss : 25928.253320 ∣ critic_ganloss : -352.339172 ∣ generator_nllloss : 5169.080469 ∣ generator_ganloss : 1047.518457 ∣     [  std_z : 0.99  real_sub_fake : 1094.55 ]
[  epoch 0024/0040] 4600/4800, lr:2.5e-05 ∣ avg_100 : 31828.621516 ∣ critic_nllloss : 25655.585938 ∣ critic_ganloss : -355.125851 ∣ generator_nllloss : 5176.920508 ∣ generator_ganloss : 1038.325488 ∣     [  std_z : 1.00  real_sub_fake : 1295.79 ]
[  epoch 0024/0040] 4610/4800, lr:2.5e-05 ∣ avg_100 : 31829.133633 ∣ critic_nllloss : 25961.873633 ∣ critic_ganloss : -310.396899 ∣ generator_nllloss : 5159.947461 ∣ generator_ganloss : 1020.189258 ∣     [  std_z : 1.00  real_sub_fake : 1364.65 ]
[  epoch 0024/0040] 4620/4800, lr:2.5e-05 ∣ avg_100 : 31832.956060 ∣ critic_nllloss : 26101.308789 ∣ critic_ganloss : -291.706015 ∣ generator_nllloss : 5233.204297 ∣ generator_ganloss : 1056.641406 ∣     [  std_z : 0.99  real_sub_fake : 1253.76 ]
[  epoch 0024/0040] 4630/4800, lr:2.5e-05 ∣ avg_100 : 31834.485124 ∣ critic_nllloss : 25759.780078 ∣ critic_ganloss : -264.375409 ∣ generator_nllloss : 5111.484375 ∣ generator_ganloss : 1041.626123 ∣     [  std_z : 0.99  real_sub_fake : 1126.84 ]
[  epoch 0024/0040] 4640/4800, lr:2.5e-05 ∣ avg_100 : 31836.092504 ∣ critic_nllloss : 25917.102344 ∣ critic_ganloss : -215.132214 ∣ generator_nllloss : 5182.356836 ∣ generator_ganloss : 1052.702148 ∣     [  std_z : 1.00  real_sub_fake : 1004.27 ]
[  epoch 0024/0040] 4650/4800, lr:2.5e-05 ∣ avg_100 : 31835.964829 ∣ critic_nllloss : 25877.765234 ∣ critic_ganloss : -341.009839 ∣ generator_nllloss : 5182.278516 ∣ generator_ganloss : 1041.616895 ∣     [  std_z : 1.01  real_sub_fake : 1021.51 ]
[  epoch 0024/0040] 4660/4800, lr:2.5e-05 ∣ avg_100 : 31835.482445 ∣ critic_nllloss : 25960.114063 ∣ critic_ganloss : -313.071915 ∣ generator_nllloss : 5136.279688 ∣ generator_ganloss : 1002.292432 ∣     [  std_z : 1.00  real_sub_fake : 1214.03 ]
[  epoch 0024/0040] 4670/4800, lr:2.5e-05 ∣ avg_100 : 31836.200995 ∣ critic_nllloss : 25832.089453 ∣ critic_ganloss : -354.907147 ∣ generator_nllloss : 5221.109180 ∣ generator_ganloss : 1019.458594 ∣     [  std_z : 1.00  real_sub_fake : 1207.86 ]
[  epoch 0024/0040] 4680/4800, lr:2.5e-05 ∣ avg_100 : 31838.501453 ∣ critic_nllloss : 25919.370508 ∣ critic_ganloss : -210.818051 ∣ generator_nllloss : 5245.433398 ∣ generator_ganloss : 1050.087109 ∣     [  std_z : 0.99  real_sub_fake : 1179.29 ]
[  epoch 0024/0040] 4690/4800, lr:2.5e-05 ∣ avg_100 : 31835.051411 ∣ critic_nllloss : 25691.032031 ∣ critic_ganloss : -237.629837 ∣ generator_nllloss : 5091.855664 ∣ generator_ganloss : 1057.903760 ∣     [  std_z : 0.99  real_sub_fake : 979.60 ]
[  epoch 0024/0040] 4700/4800, lr:2.5e-05 ∣ avg_100 : 31836.314716 ∣ critic_nllloss : 25710.377539 ∣ critic_ganloss : -223.340912 ∣ generator_nllloss : 5117.668164 ∣ generator_ganloss : 1054.954297 ∣     [  std_z : 0.99  real_sub_fake : 806.93 ]
[  epoch 0024/0040] 4710/4800, lr:2.5e-05 ∣ avg_100 : 31838.567239 ∣ critic_nllloss : 25856.976953 ∣ critic_ganloss : -227.790773 ∣ generator_nllloss : 5236.588672 ∣ generator_ganloss : 1056.597754 ∣     [  std_z : 1.00  real_sub_fake : 864.63 ]
[  epoch 0024/0040] 4720/4800, lr:2.5e-05 ∣ avg_100 : 31837.311258 ∣ critic_nllloss : 25897.442188 ∣ critic_ganloss : -283.689954 ∣ generator_nllloss : 5157.313672 ∣ generator_ganloss : 1017.461426 ∣     [  std_z : 1.00  real_sub_fake : 948.99 ]
[  epoch 0024/0040] 4730/4800, lr:2.5e-05 ∣ avg_100 : 31836.730285 ∣ critic_nllloss : 26010.721094 ∣ critic_ganloss : -271.002722 ∣ generator_nllloss : 5194.306836 ∣ generator_ganloss : 1034.664404 ∣     [  std_z : 1.00  real_sub_fake : 1028.37 ]
[  epoch 0024/0040] 4740/4800, lr:2.5e-05 ∣ avg_100 : 31838.846571 ∣ critic_nllloss : 26001.509180 ∣ critic_ganloss : -281.154324 ∣ generator_nllloss : 5185.427539 ∣ generator_ganloss : 1023.128125 ∣     [  std_z : 0.99  real_sub_fake : 1143.16 ]
[  epoch 0024/0040] 4750/4800, lr:2.5e-05 ∣ avg_100 : 31838.298566 ∣ critic_nllloss : 25732.079492 ∣ critic_ganloss : -143.376773 ∣ generator_nllloss : 5065.161719 ∣ generator_ganloss : 1085.780908 ∣     [  std_z : 0.99  real_sub_fake : 727.84 ]
[  epoch 0024/0040] 4760/4800, lr:2.5e-05 ∣ avg_100 : 31835.066313 ∣ critic_nllloss : 25873.667773 ∣ critic_ganloss : -119.859446 ∣ generator_nllloss : 5097.446094 ∣ generator_ganloss : 1080.322998 ∣     [  std_z : 0.99  real_sub_fake : 472.39 ]
[  epoch 0024/0040] 4770/4800, lr:2.5e-05 ∣ avg_100 : 31835.785363 ∣ critic_nllloss : 25959.025977 ∣ critic_ganloss : -165.764149 ∣ generator_nllloss : 5223.326953 ∣ generator_ganloss : 1019.351758 ∣     [  std_z : 0.99  real_sub_fake : 624.31 ]
[  epoch 0024/0040] 4780/4800, lr:2.5e-05 ∣ avg_100 : 31838.304219 ∣ critic_nllloss : 25822.817578 ∣ critic_ganloss : -158.231277 ∣ generator_nllloss : 5088.183789 ∣ generator_ganloss : 1032.878174 ∣     [  std_z : 1.00  real_sub_fake : 603.57 ]
[  epoch 0024/0040] 4790/4800, lr:2.5e-05 ∣ avg_100 : 31837.659570 ∣ critic_nllloss : 25889.573242 ∣ critic_ganloss : -215.744316 ∣ generator_nllloss : 5232.636914 ∣ generator_ganloss : 1015.580420 ∣     [  std_z : 1.00  real_sub_fake : 640.90 ]
[  epoch 0024/0040] 4800/4800, lr:2.5e-05 ∣ avg_100 : 31838.245462 ∣ critic_nllloss : 25620.593164 ∣ critic_ganloss : -205.919785 ∣ generator_nllloss : 5083.732031 ∣ generator_ganloss : 999.762695 ∣  [  std_z : 1.00  real_sub_fake : 640.38 ]
[    val 024    ] Done! KLD: 0.026381: 0.00777800:20, total: 1 day, 3:30:50                     
[  epoch 0025/0040] 0010/4800, lr:2.5e-05 ∣ avg_100 : 31837.608338 ∣ critic_nllloss : 25780.096875 ∣ critic_ganloss : -215.539919 ∣ generator_nllloss : 5185.751562 ∣ generator_ganloss : 1000.938867 ∣     [  std_z : 0.99  real_sub_fake : 788.44 ]
[  epoch 0025/0040] 0020/4800, lr:2.5e-05 ∣ avg_100 : 31837.249898 ∣ critic_nllloss : 25943.504688 ∣ critic_ganloss : -250.193268 ∣ generator_nllloss : 5147.005273 ∣ generator_ganloss : 958.252100 ∣  [  std_z : 0.99  real_sub_fake : 917.91 ]
[  epoch 0025/0040] 0030/4800, lr:2.5e-05 ∣ avg_100 : 31835.615276 ∣ critic_nllloss : 25809.140430 ∣ critic_ganloss : -230.220546 ∣ generator_nllloss : 5160.114844 ∣ generator_ganloss : 970.691846 ∣  [  std_z : 0.99  real_sub_fake : 890.22 ]
[  epoch 0025/0040] 0040/4800, lr:2.5e-05 ∣ avg_100 : 31835.685230 ∣ critic_nllloss : 25784.355859 ∣ critic_ganloss : -287.684842 ∣ generator_nllloss : 5084.913672 ∣ generator_ganloss : 980.391016 ∣  [  std_z : 1.00  real_sub_fake : 935.59 ]
[  epoch 0025/0040] 0050/4800, lr:2.5e-05 ∣ avg_100 : 31832.453971 ∣ critic_nllloss : 25818.473828 ∣ critic_ganloss : -213.937360 ∣ generator_nllloss : 5129.191992 ∣ generator_ganloss : 983.978711 ∣  [  std_z : 0.99  real_sub_fake : 935.38 ]
[  epoch 0025/0040] 0060/4800, lr:2.5e-05 ∣ avg_100 : 31834.683466 ∣ critic_nllloss : 26009.060156 ∣ critic_ganloss : -229.975116 ∣ generator_nllloss : 5333.869141 ∣ generator_ganloss : 978.681250 ∣  [  std_z : 0.99  real_sub_fake : 1049.00 ]
[  epoch 0025/0040] 0070/4800, lr:2.5e-05 ∣ avg_100 : 31836.481084 ∣ critic_nllloss : 25989.132617 ∣ critic_ganloss : -303.707571 ∣ generator_nllloss : 5161.096875 ∣ generator_ganloss : 985.201172 ∣  [  std_z : 0.99  real_sub_fake : 1036.39 ]
[  epoch 0025/0040] 0080/4800, lr:2.5e-05 ∣ avg_100 : 31834.808237 ∣ critic_nllloss : 25950.250000 ∣ critic_ganloss : -275.088818 ∣ generator_nllloss : 5180.966211 ∣ generator_ganloss : 995.655811 ∣  [  std_z : 0.99  real_sub_fake : 1002.36 ]
[  epoch 0025/0040] 0090/4800, lr:2.5e-05 ∣ avg_100 : 31833.357896 ∣ critic_nllloss : 25982.038477 ∣ critic_ganloss : -313.581921 ∣ generator_nllloss : 5215.916797 ∣ generator_ganloss : 992.657129 ∣  [  std_z : 0.99  real_sub_fake : 1177.08 ]
[  epoch 0025/0040] 0100/4800, lr:2.5e-05 ∣ avg_100 : 31831.423110 ∣ critic_nllloss : 25757.572070 ∣ critic_ganloss : -314.038861 ∣ generator_nllloss : 5191.367969 ∣ generator_ganloss : 1013.356006 ∣     [  std_z : 0.99  real_sub_fake : 1139.65 ]
[  epoch 0025/0040] 0110/4800, lr:2.5e-05 ∣ avg_100 : 31830.248469 ∣ critic_nllloss : 25953.114844 ∣ critic_ganloss : -283.549287 ∣ generator_nllloss : 5084.260938 ∣ generator_ganloss : 1022.998633 ∣     [  std_z : 0.99  real_sub_fake : 1083.75 ]
[  epoch 0025/0040] 0120/4800, lr:2.5e-05 ∣ avg_100 : 31832.293799 ∣ critic_nllloss : 25914.016406 ∣ critic_ganloss : -181.612296 ∣ generator_nllloss : 5130.810547 ∣ generator_ganloss : 1058.703857 ∣     [  std_z : 1.00  real_sub_fake : 885.54 ]
[  epoch 0025/0040] 0130/4800, lr:2.5e-05 ∣ avg_100 : 31829.596915 ∣ critic_nllloss : 25902.427344 ∣ critic_ganloss : -216.076811 ∣ generator_nllloss : 5105.343555 ∣ generator_ganloss : 1041.716455 ∣     [  std_z : 0.99  real_sub_fake : 821.07 ]
[  epoch 0025/0040] 0140/4800, lr:2.5e-05 ∣ avg_100 : 31828.110661 ∣ critic_nllloss : 25828.368555 ∣ critic_ganloss : -270.758206 ∣ generator_nllloss : 5158.497656 ∣ generator_ganloss : 1036.120557 ∣     [  std_z : 1.00  real_sub_fake : 974.93 ]
[  epoch 0025/0040] 0150/4800, lr:2.5e-05 ∣ avg_100 : 31831.279649 ∣ critic_nllloss : 26188.426953 ∣ critic_ganloss : -383.919882 ∣ generator_nllloss : 5290.480664 ∣ generator_ganloss : 1028.007715 ∣     [  std_z : 1.00  real_sub_fake : 1218.85 ]
[  epoch 0025/0040] 0160/4800, lr:2.5e-05 ∣ avg_100 : 31829.169684 ∣ critic_nllloss : 25788.260156 ∣ critic_ganloss : -263.458228 ∣ generator_nllloss : 5163.143750 ∣ generator_ganloss : 1027.470752 ∣     [  std_z : 0.99  real_sub_fake : 1188.80 ]
[  epoch 0025/0040] 0170/4800, lr:2.5e-05 ∣ avg_100 : 31831.095789 ∣ critic_nllloss : 26079.724414 ∣ critic_ganloss : -273.749843 ∣ generator_nllloss : 5248.858398 ∣ generator_ganloss : 1055.794434 ∣     [  std_z : 0.99  real_sub_fake : 1069.45 ]
[  epoch 0025/0040] 0180/4800, lr:2.5e-05 ∣ avg_100 : 31831.810155 ∣ critic_nllloss : 25950.904102 ∣ critic_ganloss : -304.299411 ∣ generator_nllloss : 5176.930859 ∣ generator_ganloss : 1039.874316 ∣     [  std_z : 0.99  real_sub_fake : 1021.51 ]
[  epoch 0025/0040] 0190/4800, lr:2.5e-05 ∣ avg_100 : 31835.609051 ∣ critic_nllloss : 26078.210547 ∣ critic_ganloss : -272.640811 ∣ generator_nllloss : 5230.557031 ∣ generator_ganloss : 1034.924414 ∣     [  std_z : 0.99  real_sub_fake : 1083.90 ]
[  epoch 0025/0040] 0200/4800, lr:2.5e-05 ∣ avg_100 : 31838.097280 ∣ critic_nllloss : 25834.155859 ∣ critic_ganloss : -237.235599 ∣ generator_nllloss : 5168.008398 ∣ generator_ganloss : 1041.733838 ∣     [  std_z : 1.00  real_sub_fake : 1017.21 ]
[  epoch 0025/0040] 0210/4800, lr:2.5e-05 ∣ avg_100 : 31839.254202 ∣ critic_nllloss : 25801.818359 ∣ critic_ganloss : -215.533511 ∣ generator_nllloss : 5122.660937 ∣ generator_ganloss : 1027.525830 ∣     [  std_z : 1.00  real_sub_fake : 837.20 ]
[  epoch 0025/0040] 0220/4800, lr:2.5e-05 ∣ avg_100 : 31837.171221 ∣ critic_nllloss : 25705.151953 ∣ critic_ganloss : -311.496106 ∣ generator_nllloss : 5090.071875 ∣ generator_ganloss : 1005.569189 ∣     [  std_z : 1.00  real_sub_fake : 936.72 ]
[  epoch 0025/0040] 0230/4800, lr:2.5e-05 ∣ avg_100 : 31838.413147 ∣ critic_nllloss : 26143.356641 ∣ critic_ganloss : -230.697906 ∣ generator_nllloss : 5209.817383 ∣ generator_ganloss : 1024.368066 ∣     [  std_z : 0.99  real_sub_fake : 1066.73 ]
[  epoch 0025/0040] 0240/4800, lr:2.5e-05 ∣ avg_100 : 31838.421712 ∣ critic_nllloss : 25880.336523 ∣ critic_ganloss : -270.816455 ∣ generator_nllloss : 5174.339258 ∣ generator_ganloss : 1038.982373 ∣     [  std_z : 1.00  real_sub_fake : 1033.72 ]
[  epoch 0025/0040] 0250/4800, lr:2.5e-05 ∣ avg_100 : 31843.088171 ∣ critic_nllloss : 26084.027734 ∣ critic_ganloss : -296.721048 ∣ generator_nllloss : 5288.344531 ∣ generator_ganloss : 1010.830371 ∣     [  std_z : 0.99  real_sub_fake : 1086.68 ]
[  epoch 0025/0040] 0260/4800, lr:2.5e-05 ∣ avg_100 : 31845.374301 ∣ critic_nllloss : 25858.043555 ∣ critic_ganloss : -230.525742 ∣ generator_nllloss : 5105.131055 ∣ generator_ganloss : 1023.640527 ∣     [  std_z : 1.00  real_sub_fake : 826.90 ]
[  epoch 0025/0040] 0270/4800, lr:2.5e-05 ∣ avg_100 : 31843.130412 ∣ critic_nllloss : 25806.467969 ∣ critic_ganloss : -229.340286 ∣ generator_nllloss : 5132.119141 ∣ generator_ganloss : 997.551367 ∣  [  std_z : 0.99  real_sub_fake : 855.53 ]
[  epoch 0025/0040] 0280/4800, lr:2.5e-05 ∣ avg_100 : 31838.655119 ∣ critic_nllloss : 25728.970508 ∣ critic_ganloss : -279.120441 ∣ generator_nllloss : 5066.397266 ∣ generator_ganloss : 1006.190527 ∣     [  std_z : 0.99  real_sub_fake : 960.71 ]
[  epoch 0025/0040] 0290/4800, lr:2.5e-05 ∣ avg_100 : 31835.207547 ∣ critic_nllloss : 25677.971875 ∣ critic_ganloss : -344.170981 ∣ generator_nllloss : 5203.551953 ∣ generator_ganloss : 1002.219824 ∣     [  std_z : 0.99  real_sub_fake : 1028.11 ]
[  epoch 0025/0040] 0300/4800, lr:2.5e-05 ∣ avg_100 : 31833.993472 ∣ critic_nllloss : 25883.850586 ∣ critic_ganloss : -245.066943 ∣ generator_nllloss : 5178.026563 ∣ generator_ganloss : 1042.617090 ∣     [  std_z : 1.00  real_sub_fake : 1127.67 ]
[  epoch 0025/0040] 0310/4800, lr:2.5e-05 ∣ avg_100 : 31832.665411 ∣ critic_nllloss : 25829.078125 ∣ critic_ganloss : -276.121802 ∣ generator_nllloss : 5141.328125 ∣ generator_ganloss : 1031.845508 ∣     [  std_z : 0.99  real_sub_fake : 1066.51 ]
[  epoch 0025/0040] 0320/4800, lr:2.5e-05 ∣ avg_100 : 31832.228111 ∣ critic_nllloss : 25910.101758 ∣ critic_ganloss : -330.457278 ∣ generator_nllloss : 5210.500195 ∣ generator_ganloss : 1039.472119 ∣     [  std_z : 0.99  real_sub_fake : 1278.05 ]
[  epoch 0025/0040] 0330/4800, lr:2.5e-05 ∣ avg_100 : 31829.620573 ∣ critic_nllloss : 25627.380859 ∣ critic_ganloss : -265.693677 ∣ generator_nllloss : 5092.554297 ∣ generator_ganloss : 1057.872803 ∣     [  std_z : 0.99  real_sub_fake : 1010.51 ]
[  epoch 0025/0040] 0340/4800, lr:2.5e-05 ∣ avg_100 : 31828.593050 ∣ critic_nllloss : 25812.179688 ∣ critic_ganloss : -270.787776 ∣ generator_nllloss : 5089.231055 ∣ generator_ganloss : 1035.362207 ∣     [  std_z : 0.99  real_sub_fake : 1083.55 ]
[  epoch 0025/0040] 0350/4800, lr:2.5e-05 ∣ avg_100 : 31834.017013 ∣ critic_nllloss : 26111.481055 ∣ critic_ganloss : -258.376318 ∣ generator_nllloss : 5259.914062 ∣ generator_ganloss : 1056.521680 ∣     [  std_z : 0.99  real_sub_fake : 1050.25 ]
[  epoch 0025/0040] 0360/4800, lr:2.5e-05 ∣ avg_100 : 31831.232334 ∣ critic_nllloss : 25874.509180 ∣ critic_ganloss : -349.511978 ∣ generator_nllloss : 5127.501172 ∣ generator_ganloss : 1025.152295 ∣     [  std_z : 0.99  real_sub_fake : 1146.43 ]
[  epoch 0025/0040] 0370/4800, lr:2.5e-05 ∣ avg_100 : 31830.680869 ∣ critic_nllloss : 25906.480078 ∣ critic_ganloss : -243.230312 ∣ generator_nllloss : 5135.230859 ∣ generator_ganloss : 1047.695166 ∣     [  std_z : 1.00  real_sub_fake : 1012.73 ]
[  epoch 0025/0040] 0380/4800, lr:2.5e-05 ∣ avg_100 : 31829.091448 ∣ critic_nllloss : 25894.721484 ∣ critic_ganloss : -319.586588 ∣ generator_nllloss : 5159.213477 ∣ generator_ganloss : 999.582861 ∣  [  std_z : 1.00  real_sub_fake : 1165.01 ]
[  epoch 0025/0040] 0390/4800, lr:2.5e-05 ∣ avg_100 : 31828.823669 ∣ critic_nllloss : 25856.401562 ∣ critic_ganloss : -250.007281 ∣ generator_nllloss : 5142.386133 ∣ generator_ganloss : 1046.131543 ∣     [  std_z : 0.99  real_sub_fake : 1125.06 ]
[  epoch 0025/0040] 0400/4800, lr:2.5e-05 ∣ avg_100 : 31828.370161 ∣ critic_nllloss : 25982.956055 ∣ critic_ganloss : -332.317270 ∣ generator_nllloss : 5164.533984 ∣ generator_ganloss : 1017.599268 ∣     [  std_z : 0.99  real_sub_fake : 1025.10 ]
[  epoch 0025/0040] 0410/4800, lr:2.5e-05 ∣ avg_100 : 31826.199011 ∣ critic_nllloss : 25904.064258 ∣ critic_ganloss : -263.027377 ∣ generator_nllloss : 5183.023828 ∣ generator_ganloss : 1033.878613 ∣     [  std_z : 0.99  real_sub_fake : 1099.35 ]
[  epoch 0025/0040] 0420/4800, lr:2.5e-05 ∣ avg_100 : 31821.676761 ∣ critic_nllloss : 25830.733203 ∣ critic_ganloss : -368.829504 ∣ generator_nllloss : 5198.432617 ∣ generator_ganloss : 1013.631592 ∣     [  std_z : 1.00  real_sub_fake : 1235.30 ]
[  epoch 0025/0040] 0430/4800, lr:2.5e-05 ∣ avg_100 : 31820.416711 ∣ critic_nllloss : 25744.599219 ∣ critic_ganloss : -190.691444 ∣ generator_nllloss : 5083.127148 ∣ generator_ganloss : 1056.316895 ∣     [  std_z : 1.00  real_sub_fake : 1060.83 ]
[  epoch 0025/0040] 0440/4800, lr:2.5e-05 ∣ avg_100 : 31817.579164 ∣ critic_nllloss : 25660.679102 ∣ critic_ganloss : -311.975836 ∣ generator_nllloss : 5152.446875 ∣ generator_ganloss : 998.916797 ∣  [  std_z : 0.99  real_sub_fake : 1045.43 ]
[  epoch 0025/0040] 0450/4800, lr:2.5e-05 ∣ avg_100 : 31816.974386 ∣ critic_nllloss : 25833.729492 ∣ critic_ganloss : -250.653998 ∣ generator_nllloss : 5088.139844 ∣ generator_ganloss : 1019.335010 ∣     [  std_z : 0.99  real_sub_fake : 1060.41 ]
[  epoch 0025/0040] 0460/4800, lr:2.5e-05 ∣ avg_100 : 31819.153577 ∣ critic_nllloss : 25805.202734 ∣ critic_ganloss : -288.268394 ∣ generator_nllloss : 5167.810156 ∣ generator_ganloss : 1042.461328 ∣     [  std_z : 1.00  real_sub_fake : 921.48 ]
[  epoch 0025/0040] 0470/4800, lr:2.5e-05 ∣ avg_100 : 31813.842397 ∣ critic_nllloss : 25762.533594 ∣ critic_ganloss : -313.331100 ∣ generator_nllloss : 5106.912305 ∣ generator_ganloss : 1020.119531 ∣     [  std_z : 0.99  real_sub_fake : 1127.37 ]
[  epoch 0025/0040] 0480/4800, lr:2.5e-05 ∣ avg_100 : 31809.451505 ∣ critic_nllloss : 25847.154883 ∣ critic_ganloss : -327.461819 ∣ generator_nllloss : 5086.783398 ∣ generator_ganloss : 1031.887695 ∣     [  std_z : 0.99  real_sub_fake : 1167.56 ]
[  epoch 0025/0040] 0490/4800, lr:2.5e-05 ∣ avg_100 : 31809.929235 ∣ critic_nllloss : 25768.700781 ∣ critic_ganloss : -325.785162 ∣ generator_nllloss : 5148.561328 ∣ generator_ganloss : 1025.743164 ∣     [  std_z : 0.99  real_sub_fake : 1331.02 ]
[  epoch 0025/0040] 0500/4800, lr:2.5e-05 ∣ avg_100 : 31810.419731 ∣ critic_nllloss : 26039.861523 ∣ critic_ganloss : -383.311960 ∣ generator_nllloss : 5261.247461 ∣ generator_ganloss : 1008.259863 ∣     [  std_z : 0.99  real_sub_fake : 1349.29 ]
[  epoch 0025/0040] 0510/4800, lr:2.5e-05 ∣ avg_100 : 31814.988047 ∣ critic_nllloss : 26088.894922 ∣ critic_ganloss : -304.384659 ∣ generator_nllloss : 5162.499414 ∣ generator_ganloss : 1038.702930 ∣     [  std_z : 1.00  real_sub_fake : 1220.44 ]
[  epoch 0025/0040] 0520/4800, lr:2.5e-05 ∣ avg_100 : 31816.097382 ∣ critic_nllloss : 25749.040234 ∣ critic_ganloss : -216.288292 ∣ generator_nllloss : 5246.818555 ∣ generator_ganloss : 1062.001514 ∣     [  std_z : 1.00  real_sub_fake : 944.70 ]
[  epoch 0025/0040] 0530/4800, lr:2.5e-05 ∣ avg_100 : 31818.578118 ∣ critic_nllloss : 26187.057227 ∣ critic_ganloss : -393.917506 ∣ generator_nllloss : 5206.989648 ∣ generator_ganloss : 1019.436230 ∣     [  std_z : 0.99  real_sub_fake : 1259.33 ]
[  epoch 0025/0040] 0540/4800, lr:2.5e-05 ∣ avg_100 : 31812.834869 ∣ critic_nllloss : 25756.233789 ∣ critic_ganloss : -269.017288 ∣ generator_nllloss : 5162.398438 ∣ generator_ganloss : 1075.220703 ∣     [  std_z : 0.99  real_sub_fake : 1214.26 ]
[  epoch 0025/0040] 0550/4800, lr:2.5e-05 ∣ avg_100 : 31812.140396 ∣ critic_nllloss : 26061.591406 ∣ critic_ganloss : -273.556247 ∣ generator_nllloss : 5192.643164 ∣ generator_ganloss : 1079.482812 ∣     [  std_z : 0.99  real_sub_fake : 1117.12 ]
[  epoch 0025/0040] 0560/4800, lr:2.5e-05 ∣ avg_100 : 31811.359350 ∣ critic_nllloss : 26012.244531 ∣ critic_ganloss : -260.665921 ∣ generator_nllloss : 5194.840039 ∣ generator_ganloss : 1087.519043 ∣     [  std_z : 0.99  real_sub_fake : 1075.49 ]
[  epoch 0025/0040] 0570/4800, lr:2.5e-05 ∣ avg_100 : 31811.420891 ∣ critic_nllloss : 26014.203125 ∣ critic_ganloss : -223.541217 ∣ generator_nllloss : 5113.294531 ∣ generator_ganloss : 1101.202930 ∣     [  std_z : 1.00  real_sub_fake : 735.04 ]
[  epoch 0025/0040] 0580/4800, lr:2.5e-05 ∣ avg_100 : 31808.196484 ∣ critic_nllloss : 25916.980469 ∣ critic_ganloss : -292.754955 ∣ generator_nllloss : 5170.929688 ∣ generator_ganloss : 1037.071875 ∣     [  std_z : 0.99  real_sub_fake : 943.61 ]
[  epoch 0025/0040] 0590/4800, lr:2.5e-05 ∣ avg_100 : 31806.795257 ∣ critic_nllloss : 25902.872852 ∣ critic_ganloss : -254.374695 ∣ generator_nllloss : 5218.060156 ∣ generator_ganloss : 1042.939893 ∣     [  std_z : 1.00  real_sub_fake : 1018.73 ]
[  epoch 0025/0040] 0600/4800, lr:2.5e-05 ∣ avg_100 : 31806.180968 ∣ critic_nllloss : 25684.425391 ∣ critic_ganloss : -194.127850 ∣ generator_nllloss : 5123.184375 ∣ generator_ganloss : 1054.382910 ∣     [  std_z : 1.00  real_sub_fake : 1008.40 ]
[  epoch 0025/0040] 0610/4800, lr:2.5e-05 ∣ avg_100 : 31804.391204 ∣ critic_nllloss : 25921.037695 ∣ critic_ganloss : -280.250128 ∣ generator_nllloss : 5106.977930 ∣ generator_ganloss : 1055.616797 ∣     [  std_z : 1.00  real_sub_fake : 1029.60 ]
[  epoch 0025/0040] 0620/4800, lr:2.5e-05 ∣ avg_100 : 31803.462939 ∣ critic_nllloss : 25844.611328 ∣ critic_ganloss : -279.353670 ∣ generator_nllloss : 5162.781250 ∣ generator_ganloss : 1097.251123 ∣     [  std_z : 1.00  real_sub_fake : 976.73 ]
[  epoch 0025/0040] 0630/4800, lr:2.5e-05 ∣ avg_100 : 31804.342348 ∣ critic_nllloss : 25944.745703 ∣ critic_ganloss : -312.130197 ∣ generator_nllloss : 5156.075977 ∣ generator_ganloss : 1056.595215 ∣     [  std_z : 1.00  real_sub_fake : 1143.08 ]
[  epoch 0025/0040] 0640/4800, lr:2.5e-05 ∣ avg_100 : 31805.290139 ∣ critic_nllloss : 25852.585547 ∣ critic_ganloss : -321.155518 ∣ generator_nllloss : 5146.297070 ∣ generator_ganloss : 1073.453223 ∣     [  std_z : 1.00  real_sub_fake : 1169.83 ]
[  epoch 0025/0040] 0650/4800, lr:2.5e-05 ∣ avg_100 : 31799.637355 ∣ critic_nllloss : 25665.794141 ∣ critic_ganloss : -303.873502 ∣ generator_nllloss : 5128.099609 ∣ generator_ganloss : 1049.379980 ∣     [  std_z : 1.00  real_sub_fake : 1244.52 ]
[  epoch 0025/0040] 0660/4800, lr:2.5e-05 ∣ avg_100 : 31803.585141 ∣ critic_nllloss : 26035.419727 ∣ critic_ganloss : -292.141260 ∣ generator_nllloss : 5224.625000 ∣ generator_ganloss : 1094.344629 ∣     [  std_z : 0.99  real_sub_fake : 1105.58 ]
[  epoch 0025/0040] 0670/4800, lr:2.5e-05 ∣ avg_100 : 31805.087293 ∣ critic_nllloss : 25822.572266 ∣ critic_ganloss : -283.040123 ∣ generator_nllloss : 5141.902539 ∣ generator_ganloss : 1081.874561 ∣     [  std_z : 0.99  real_sub_fake : 977.56 ]
[  epoch 0025/0040] 0680/4800, lr:2.5e-05 ∣ avg_100 : 31805.192249 ∣ critic_nllloss : 26001.770703 ∣ critic_ganloss : -181.976172 ∣ generator_nllloss : 5305.717383 ∣ generator_ganloss : 1068.972852 ∣     [  std_z : 0.99  real_sub_fake : 1058.41 ]
[  epoch 0025/0040] 0690/4800, lr:2.5e-05 ∣ avg_100 : 31808.831676 ∣ critic_nllloss : 26029.801758 ∣ critic_ganloss : -297.992273 ∣ generator_nllloss : 5228.162695 ∣ generator_ganloss : 1068.420703 ∣     [  std_z : 1.00  real_sub_fake : 1049.24 ]
[  epoch 0025/0040] 0700/4800, lr:2.5e-05 ∣ avg_100 : 31811.599000 ∣ critic_nllloss : 26106.351758 ∣ critic_ganloss : -302.655737 ∣ generator_nllloss : 5309.440625 ∣ generator_ganloss : 1063.302490 ∣     [  std_z : 1.00  real_sub_fake : 1094.83 ]
[  epoch 0025/0040] 0710/4800, lr:2.5e-05 ∣ avg_100 : 31812.437374 ∣ critic_nllloss : 25864.263867 ∣ critic_ganloss : -285.338080 ∣ generator_nllloss : 5187.055469 ∣ generator_ganloss : 1070.220166 ∣     [  std_z : 0.99  real_sub_fake : 1077.42 ]
[  epoch 0025/0040] 0720/4800, lr:2.5e-05 ∣ avg_100 : 31813.833885 ∣ critic_nllloss : 25906.787695 ∣ critic_ganloss : -306.536205 ∣ generator_nllloss : 5169.589453 ∣ generator_ganloss : 1073.526953 ∣     [  std_z : 0.99  real_sub_fake : 1076.19 ]
[  epoch 0025/0040] 0730/4800, lr:2.5e-05 ∣ avg_100 : 31816.414627 ∣ critic_nllloss : 25914.889844 ∣ critic_ganloss : -213.284360 ∣ generator_nllloss : 5188.012891 ∣ generator_ganloss : 1113.644385 ∣     [  std_z : 0.99  real_sub_fake : 1013.38 ]
[  epoch 0025/0040] 0740/4800, lr:2.5e-05 ∣ avg_100 : 31819.464382 ∣ critic_nllloss : 26015.536914 ∣ critic_ganloss : -256.457254 ∣ generator_nllloss : 5141.666016 ∣ generator_ganloss : 1077.458008 ∣     [  std_z : 1.00  real_sub_fake : 1015.68 ]
[  epoch 0025/0040] 0750/4800, lr:2.5e-05 ∣ avg_100 : 31819.750088 ∣ critic_nllloss : 25928.162109 ∣ critic_ganloss : -313.073553 ∣ generator_nllloss : 5184.412305 ∣ generator_ganloss : 1065.986230 ∣     [  std_z : 1.00  real_sub_fake : 1074.52 ]
[  epoch 0025/0040] 0760/4800, lr:2.5e-05 ∣ avg_100 : 31820.986487 ∣ critic_nllloss : 26012.171484 ∣ critic_ganloss : -348.878366 ∣ generator_nllloss : 5271.441602 ∣ generator_ganloss : 1049.180225 ∣     [  std_z : 0.99  real_sub_fake : 1159.43 ]
[  epoch 0025/0040] 0770/4800, lr:2.5e-05 ∣ avg_100 : 31822.755328 ∣ critic_nllloss : 26006.502930 ∣ critic_ganloss : -310.438544 ∣ generator_nllloss : 5201.635156 ∣ generator_ganloss : 1072.035742 ∣     [  std_z : 0.99  real_sub_fake : 1195.02 ]
[  epoch 0025/0040] 0780/4800, lr:2.5e-05 ∣ avg_100 : 31826.344860 ∣ critic_nllloss : 26156.083789 ∣ critic_ganloss : -384.033975 ∣ generator_nllloss : 5202.005664 ∣ generator_ganloss : 1062.601416 ∣     [  std_z : 0.99  real_sub_fake : 1260.60 ]
[  epoch 0025/0040] 0790/4800, lr:2.5e-05 ∣ avg_100 : 31824.973758 ∣ critic_nllloss : 25766.108789 ∣ critic_ganloss : -330.391663 ∣ generator_nllloss : 5194.200000 ∣ generator_ganloss : 1025.485742 ∣     [  std_z : 0.99  real_sub_fake : 1352.31 ]
[  epoch 0025/0040] 0800/4800, lr:2.5e-05 ∣ avg_100 : 31831.604701 ∣ critic_nllloss : 26068.240234 ∣ critic_ganloss : -113.868253 ∣ generator_nllloss : 5178.282812 ∣ generator_ganloss : 1046.145557 ∣     [  std_z : 0.99  real_sub_fake : 1158.12 ]
[  epoch 0025/0040] 0810/4800, lr:2.5e-05 ∣ avg_100 : 31832.730123 ∣ critic_nllloss : 25930.183984 ∣ critic_ganloss : -229.481136 ∣ generator_nllloss : 5229.825586 ∣ generator_ganloss : 1013.627246 ∣     [  std_z : 0.99  real_sub_fake : 704.68 ]
[  epoch 0025/0040] 0820/4800, lr:2.5e-05 ∣ avg_100 : 31829.558787 ∣ critic_nllloss : 25854.984961 ∣ critic_ganloss : -272.694798 ∣ generator_nllloss : 5228.100781 ∣ generator_ganloss : 971.923877 ∣  [  std_z : 1.00  real_sub_fake : 896.99 ]
[  epoch 0025/0040] 0830/4800, lr:2.5e-05 ∣ avg_100 : 31829.220345 ∣ critic_nllloss : 25776.964844 ∣ critic_ganloss : -307.698251 ∣ generator_nllloss : 5158.648438 ∣ generator_ganloss : 986.756006 ∣  [  std_z : 1.01  real_sub_fake : 1044.88 ]
[  epoch 0025/0040] 0840/4800, lr:2.5e-05 ∣ avg_100 : 31826.255930 ∣ critic_nllloss : 25733.999219 ∣ critic_ganloss : -270.399037 ∣ generator_nllloss : 5170.630469 ∣ generator_ganloss : 1006.356885 ∣     [  std_z : 1.01  real_sub_fake : 963.88 ]
[  epoch 0025/0040] 0850/4800, lr:2.5e-05 ∣ avg_100 : 31823.348423 ∣ critic_nllloss : 25649.703125 ∣ critic_ganloss : -255.910016 ∣ generator_nllloss : 5069.684375 ∣ generator_ganloss : 1006.422607 ∣     [  std_z : 0.99  real_sub_fake : 1087.53 ]
[  epoch 0025/0040] 0860/4800, lr:2.5e-05 ∣ avg_100 : 31824.239921 ∣ critic_nllloss : 25946.691016 ∣ critic_ganloss : -253.578871 ∣ generator_nllloss : 5135.903125 ∣ generator_ganloss : 1045.748828 ∣     [  std_z : 0.98  real_sub_fake : 1007.55 ]
[  epoch 0025/0040] 0870/4800, lr:2.5e-05 ∣ avg_100 : 31823.548366 ∣ critic_nllloss : 25715.831250 ∣ critic_ganloss : -257.288063 ∣ generator_nllloss : 5171.535156 ∣ generator_ganloss : 1018.516211 ∣     [  std_z : 0.99  real_sub_fake : 914.49 ]
[  epoch 0025/0040] 0880/4800, lr:2.5e-05 ∣ avg_100 : 31821.710954 ∣ critic_nllloss : 25888.216211 ∣ critic_ganloss : -202.636938 ∣ generator_nllloss : 5128.718359 ∣ generator_ganloss : 1006.034131 ∣     [  std_z : 1.00  real_sub_fake : 1015.15 ]
[  epoch 0025/0040] 0890/4800, lr:2.5e-05 ∣ avg_100 : 31823.380855 ∣ critic_nllloss : 25793.295312 ∣ critic_ganloss : -223.066354 ∣ generator_nllloss : 5202.446484 ∣ generator_ganloss : 997.476270 ∣  [  std_z : 1.00  real_sub_fake : 942.87 ]
[  epoch 0025/0040] 0900/4800, lr:2.5e-05 ∣ avg_100 : 31825.852866 ∣ critic_nllloss : 25944.260352 ∣ critic_ganloss : -235.895160 ∣ generator_nllloss : 5155.187891 ∣ generator_ganloss : 1043.307129 ∣     [  std_z : 1.00  real_sub_fake : 809.01 ]
[  epoch 0025/0040] 0910/4800, lr:2.5e-05 ∣ avg_100 : 31823.341494 ∣ critic_nllloss : 25742.736719 ∣ critic_ganloss : -200.335913 ∣ generator_nllloss : 5110.845312 ∣ generator_ganloss : 1017.989355 ∣     [  std_z : 0.99  real_sub_fake : 797.50 ]
[  epoch 0025/0040] 0920/4800, lr:2.5e-05 ∣ avg_100 : 31820.267359 ∣ critic_nllloss : 25707.569922 ∣ critic_ganloss : -325.017773 ∣ generator_nllloss : 5093.857031 ∣ generator_ganloss : 1004.704590 ∣     [  std_z : 0.99  real_sub_fake : 946.41 ]
[  epoch 0025/0040] 0930/4800, lr:2.5e-05 ∣ avg_100 : 31819.721793 ∣ critic_nllloss : 25957.366016 ∣ critic_ganloss : -312.137143 ∣ generator_nllloss : 5257.471094 ∣ generator_ganloss : 1011.433105 ∣     [  std_z : 1.00  real_sub_fake : 1023.38 ]
[  epoch 0025/0040] 0940/4800, lr:2.5e-05 ∣ avg_100 : 31819.396365 ∣ critic_nllloss : 25931.385156 ∣ critic_ganloss : -268.667883 ∣ generator_nllloss : 5215.363672 ∣ generator_ganloss : 1018.286719 ∣     [  std_z : 1.00  real_sub_fake : 1160.43 ]
[  epoch 0025/0040] 0950/4800, lr:2.5e-05 ∣ avg_100 : 31816.988035 ∣ critic_nllloss : 25620.485547 ∣ critic_ganloss : -236.898654 ∣ generator_nllloss : 5074.201367 ∣ generator_ganloss : 1041.024121 ∣     [  std_z : 1.00  real_sub_fake : 1018.43 ]
[  epoch 0025/0040] 0960/4800, lr:2.5e-05 ∣ avg_100 : 31815.556458 ∣ critic_nllloss : 25862.199219 ∣ critic_ganloss : -290.666116 ∣ generator_nllloss : 5171.690039 ∣ generator_ganloss : 1045.196582 ∣     [  std_z : 0.99  real_sub_fake : 1006.22 ]
[  epoch 0025/0040] 0970/4800, lr:2.5e-05 ∣ avg_100 : 31809.132961 ∣ critic_nllloss : 25603.930078 ∣ critic_ganloss : -276.218298 ∣ generator_nllloss : 5044.848828 ∣ generator_ganloss : 1021.030176 ∣     [  std_z : 0.98  real_sub_fake : 983.47 ]
[  epoch 0025/0040] 0980/4800, lr:2.5e-05 ∣ avg_100 : 31807.328873 ∣ critic_nllloss : 25694.008984 ∣ critic_ganloss : -254.348001 ∣ generator_nllloss : 5140.851562 ∣ generator_ganloss : 1024.726953 ∣     [  std_z : 0.99  real_sub_fake : 1061.46 ]
[  epoch 0025/0040] 0990/4800, lr:2.5e-05 ∣ avg_100 : 31807.188212 ∣ critic_nllloss : 25948.359766 ∣ critic_ganloss : -262.086702 ∣ generator_nllloss : 5195.420313 ∣ generator_ganloss : 1026.286768 ∣     [  std_z : 1.00  real_sub_fake : 1035.47 ]
[  epoch 0025/0040] 1000/4800, lr:2.5e-05 ∣ avg_100 : 31812.358891 ∣ critic_nllloss : 26063.794141 ∣ critic_ganloss : -266.975174 ∣ generator_nllloss : 5247.150977 ∣ generator_ganloss : 971.266113 ∣  [  std_z : 1.00  real_sub_fake : 1083.82 ]
[  epoch 0025/0040] 1010/4800, lr:2.5e-05 ∣ avg_100 : 31808.917066 ∣ critic_nllloss : 25750.954688 ∣ critic_ganloss : -383.814844 ∣ generator_nllloss : 5055.238672 ∣ generator_ganloss : 984.686328 ∣  [  std_z : 1.00  real_sub_fake : 1148.80 ]
[  epoch 0025/0040] 1020/4800, lr:2.5e-05 ∣ avg_100 : 31807.626618 ∣ critic_nllloss : 25871.771094 ∣ critic_ganloss : -317.914099 ∣ generator_nllloss : 5106.687695 ∣ generator_ganloss : 1008.979297 ∣     [  std_z : 1.00  real_sub_fake : 1077.92 ]
[  epoch 0025/0040] 1030/4800, lr:2.5e-05 ∣ avg_100 : 31809.194623 ∣ critic_nllloss : 25936.709961 ∣ critic_ganloss : -277.469547 ∣ generator_nllloss : 5190.915234 ∣ generator_ganloss : 1016.371387 ∣     [  std_z : 0.99  real_sub_fake : 1102.13 ]
[  epoch 0025/0040] 1040/4800, lr:2.5e-05 ∣ avg_100 : 31814.218618 ∣ critic_nllloss : 26141.616992 ∣ critic_ganloss : -246.296564 ∣ generator_nllloss : 5143.907812 ∣ generator_ganloss : 1025.146973 ∣     [  std_z : 1.00  real_sub_fake : 1244.07 ]
[  epoch 0025/0040] 1050/4800, lr:2.5e-05 ∣ avg_100 : 31815.203560 ∣ critic_nllloss : 25789.577539 ∣ critic_ganloss : -240.721820 ∣ generator_nllloss : 5210.826953 ∣ generator_ganloss : 1056.518701 ∣     [  std_z : 0.99  real_sub_fake : 909.27 ]
[  epoch 0025/0040] 1060/4800, lr:2.5e-05 ∣ avg_100 : 31814.487210 ∣ critic_nllloss : 26053.348242 ∣ critic_ganloss : -227.672282 ∣ generator_nllloss : 5164.103516 ∣ generator_ganloss : 1030.220996 ∣     [  std_z : 0.99  real_sub_fake : 838.07 ]
[  epoch 0025/0040] 1070/4800, lr:2.5e-05 ∣ avg_100 : 31815.407755 ∣ critic_nllloss : 25921.301367 ∣ critic_ganloss : -189.810396 ∣ generator_nllloss : 5163.061328 ∣ generator_ganloss : 1029.225293 ∣     [  std_z : 0.99  real_sub_fake : 847.92 ]
[  epoch 0025/0040] 1080/4800, lr:2.5e-05 ∣ avg_100 : 31815.323605 ∣ critic_nllloss : 25870.805859 ∣ critic_ganloss : -240.283719 ∣ generator_nllloss : 5164.341016 ∣ generator_ganloss : 1048.505078 ∣     [  std_z : 0.99  real_sub_fake : 804.48 ]
[  epoch 0025/0040] 1090/4800, lr:2.5e-05 ∣ avg_100 : 31811.691793 ∣ critic_nllloss : 25708.245312 ∣ critic_ganloss : -259.057458 ∣ generator_nllloss : 5058.383789 ∣ generator_ganloss : 1006.277588 ∣     [  std_z : 0.99  real_sub_fake : 1011.87 ]
[  epoch 0025/0040] 1100/4800, lr:2.5e-05 ∣ avg_100 : 31814.369063 ∣ critic_nllloss : 25933.318945 ∣ critic_ganloss : -245.003258 ∣ generator_nllloss : 5193.809180 ∣ generator_ganloss : 1033.859326 ∣     [  std_z : 1.00  real_sub_fake : 950.05 ]
[  epoch 0025/0040] 1110/4800, lr:2.5e-05 ∣ avg_100 : 31816.264291 ∣ critic_nllloss : 25962.427148 ∣ critic_ganloss : -245.364249 ∣ generator_nllloss : 5213.195703 ∣ generator_ganloss : 1036.089307 ∣     [  std_z : 1.00  real_sub_fake : 870.73 ]
[  epoch 0025/0040] 1120/4800, lr:2.5e-05 ∣ avg_100 : 31815.414915 ∣ critic_nllloss : 25894.550586 ∣ critic_ganloss : -249.922652 ∣ generator_nllloss : 5175.984766 ∣ generator_ganloss : 1016.368262 ∣     [  std_z : 1.00  real_sub_fake : 970.77 ]
[  epoch 0025/0040] 1130/4800, lr:2.5e-05 ∣ avg_100 : 31814.993319 ∣ critic_nllloss : 25777.188281 ∣ critic_ganloss : -191.863158 ∣ generator_nllloss : 5167.392187 ∣ generator_ganloss : 1038.533594 ∣     [  std_z : 0.99  real_sub_fake : 841.87 ]
[  epoch 0025/0040] 1140/4800, lr:2.5e-05 ∣ avg_100 : 31816.504332 ∣ critic_nllloss : 26018.669141 ∣ critic_ganloss : -251.890929 ∣ generator_nllloss : 5134.093750 ∣ generator_ganloss : 1002.457910 ∣     [  std_z : 0.99  real_sub_fake : 920.46 ]
[  epoch 0025/0040] 1150/4800, lr:2.5e-05 ∣ avg_100 : 31814.568897 ∣ critic_nllloss : 26000.517969 ∣ critic_ganloss : -274.162491 ∣ generator_nllloss : 5219.791406 ∣ generator_ganloss : 983.305078 ∣  [  std_z : 0.99  real_sub_fake : 1046.10 ]
[  epoch 0025/0040] 1160/4800, lr:2.5e-05 ∣ avg_100 : 31818.838084 ∣ critic_nllloss : 26204.825000 ∣ critic_ganloss : -297.580147 ∣ generator_nllloss : 5217.197266 ∣ generator_ganloss : 1017.893018 ∣     [  std_z : 1.00  real_sub_fake : 1062.97 ]
[  epoch 0025/0040] 1170/4800, lr:2.5e-05 ∣ avg_100 : 31816.325425 ∣ critic_nllloss : 25989.341211 ∣ critic_ganloss : -307.022476 ∣ generator_nllloss : 5193.723437 ∣ generator_ganloss : 983.319336 ∣  [  std_z : 1.00  real_sub_fake : 1101.19 ]
[  epoch 0025/0040] 1180/4800, lr:2.5e-05 ∣ avg_100 : 31813.579550 ∣ critic_nllloss : 25703.507227 ∣ critic_ganloss : -227.511099 ∣ generator_nllloss : 5103.414258 ∣ generator_ganloss : 1009.411963 ∣     [  std_z : 0.99  real_sub_fake : 1014.98 ]
[  epoch 0025/0040] 1190/4800, lr:2.5e-05 ∣ avg_100 : 31809.090331 ∣ critic_nllloss : 25767.467969 ∣ critic_ganloss : -288.955605 ∣ generator_nllloss : 5140.955469 ∣ generator_ganloss : 1002.661475 ∣     [  std_z : 1.00  real_sub_fake : 1037.91 ]
[  epoch 0025/0040] 1200/4800, lr:2.5e-05 ∣ avg_100 : 31806.510145 ∣ critic_nllloss : 25694.398438 ∣ critic_ganloss : -236.483908 ∣ generator_nllloss : 5086.957031 ∣ generator_ganloss : 1003.772266 ∣     [  std_z : 1.00  real_sub_fake : 1020.26 ]
[  epoch 0025/0040] 1210/4800, lr:2.5e-05 ∣ avg_100 : 31804.488829 ∣ critic_nllloss : 25843.648047 ∣ critic_ganloss : -401.069495 ∣ generator_nllloss : 5084.847461 ∣ generator_ganloss : 1006.914014 ∣     [  std_z : 0.99  real_sub_fake : 1101.23 ]
[  epoch 0025/0040] 1220/4800, lr:2.5e-05 ∣ avg_100 : 31806.943713 ∣ critic_nllloss : 25812.870703 ∣ critic_ganloss : -304.377960 ∣ generator_nllloss : 5240.041406 ∣ generator_ganloss : 986.251172 ∣  [  std_z : 0.99  real_sub_fake : 1224.79 ]
[  epoch 0025/0040] 1230/4800, lr:2.5e-05 ∣ avg_100 : 31804.647326 ∣ critic_nllloss : 26016.125586 ∣ critic_ganloss : -280.185854 ∣ generator_nllloss : 5176.963867 ∣ generator_ganloss : 1004.301904 ∣     [  std_z : 0.99  real_sub_fake : 1213.92 ]
[  epoch 0025/0040] 1240/4800, lr:2.5e-05 ∣ avg_100 : 31801.319403 ∣ critic_nllloss : 25723.901953 ∣ critic_ganloss : -374.418936 ∣ generator_nllloss : 5139.116406 ∣ generator_ganloss : 1001.450000 ∣     [  std_z : 0.99  real_sub_fake : 1306.33 ]
[  epoch 0025/0040] 1250/4800, lr:2.5e-05 ∣ avg_100 : 31799.251701 ∣ critic_nllloss : 25963.793945 ∣ critic_ganloss : -266.941296 ∣ generator_nllloss : 5170.276758 ∣ generator_ganloss : 1012.581982 ∣     [  std_z : 1.00  real_sub_fake : 1336.96 ]
[  epoch 0025/0040] 1260/4800, lr:2.5e-05 ∣ avg_100 : 31801.796537 ∣ critic_nllloss : 25946.564063 ∣ critic_ganloss : -206.352328 ∣ generator_nllloss : 5218.687109 ∣ generator_ganloss : 1051.874170 ∣     [  std_z : 1.00  real_sub_fake : 839.29 ]
[  epoch 0025/0040] 1270/4800, lr:2.5e-05 ∣ avg_100 : 31803.729908 ∣ critic_nllloss : 25896.615430 ∣ critic_ganloss : -207.323283 ∣ generator_nllloss : 5211.951563 ∣ generator_ganloss : 998.891504 ∣  [  std_z : 1.00  real_sub_fake : 691.59 ]
[  epoch 0025/0040] 1280/4800, lr:2.5e-05 ∣ avg_100 : 31808.048561 ∣ critic_nllloss : 26104.603516 ∣ critic_ganloss : -268.942130 ∣ generator_nllloss : 5166.732813 ∣ generator_ganloss : 951.908984 ∣  [  std_z : 0.99  real_sub_fake : 925.71 ]
[  epoch 0025/0040] 1290/4800, lr:2.5e-05 ∣ avg_100 : 31812.695499 ∣ critic_nllloss : 25907.020898 ∣ critic_ganloss : -191.734058 ∣ generator_nllloss : 5329.511914 ∣ generator_ganloss : 959.467773 ∣  [  std_z : 0.99  real_sub_fake : 898.41 ]
[  epoch 0025/0040] 1300/4800, lr:2.5e-05 ∣ avg_100 : 31809.833528 ∣ critic_nllloss : 25748.530664 ∣ critic_ganloss : -290.594647 ∣ generator_nllloss : 5142.995313 ∣ generator_ganloss : 972.298779 ∣  [  std_z : 0.99  real_sub_fake : 975.17 ]
[  epoch 0025/0040] 1310/4800, lr:2.5e-05 ∣ avg_100 : 31810.772050 ∣ critic_nllloss : 25953.952344 ∣ critic_ganloss : -264.292722 ∣ generator_nllloss : 5136.770312 ∣ generator_ganloss : 993.552295 ∣  [  std_z : 1.00  real_sub_fake : 1070.52 ]
[  epoch 0025/0040] 1320/4800, lr:2.5e-05 ∣ avg_100 : 31808.977915 ∣ critic_nllloss : 25781.083984 ∣ critic_ganloss : -318.991603 ∣ generator_nllloss : 5173.212500 ∣ generator_ganloss : 1014.898340 ∣     [  std_z : 1.01  real_sub_fake : 1031.62 ]
[  epoch 0025/0040] 1330/4800, lr:2.5e-05 ∣ avg_100 : 31812.707513 ∣ critic_nllloss : 25983.934766 ∣ critic_ganloss : -345.398053 ∣ generator_nllloss : 5232.771094 ∣ generator_ganloss : 1013.766309 ∣     [  std_z : 1.00  real_sub_fake : 1219.80 ]
[  epoch 0025/0040] 1340/4800, lr:2.5e-05 ∣ avg_100 : 31813.545046 ∣ critic_nllloss : 25804.875977 ∣ critic_ganloss : -243.676135 ∣ generator_nllloss : 5136.968555 ∣ generator_ganloss : 1051.570068 ∣     [  std_z : 0.99  real_sub_fake : 1106.96 ]
[  epoch 0025/0040] 1350/4800, lr:2.5e-05 ∣ avg_100 : 31805.580797 ∣ critic_nllloss : 25677.571875 ∣ critic_ganloss : -359.796616 ∣ generator_nllloss : 5039.765820 ∣ generator_ganloss : 1015.574512 ∣     [  std_z : 0.99  real_sub_fake : 1094.21 ]
[  epoch 0025/0040] 1360/4800, lr:2.5e-05 ∣ avg_100 : 31808.065744 ∣ critic_nllloss : 25879.630273 ∣ critic_ganloss : -278.697607 ∣ generator_nllloss : 5274.396094 ∣ generator_ganloss : 1050.816650 ∣     [  std_z : 1.00  real_sub_fake : 1264.99 ]
[  epoch 0025/0040] 1370/4800, lr:2.5e-05 ∣ avg_100 : 31807.361763 ∣ critic_nllloss : 25865.133008 ∣ critic_ganloss : -303.326974 ∣ generator_nllloss : 5177.554102 ∣ generator_ganloss : 1036.417480 ∣     [  std_z : 1.00  real_sub_fake : 1234.75 ]
[  epoch 0025/0040] 1380/4800, lr:2.5e-05 ∣ avg_100 : 31809.387882 ∣ critic_nllloss : 25907.299414 ∣ critic_ganloss : -263.491483 ∣ generator_nllloss : 5229.068750 ∣ generator_ganloss : 1063.666504 ∣     [  std_z : 1.00  real_sub_fake : 1105.27 ]
[  epoch 0025/0040] 1390/4800, lr:2.5e-05 ∣ avg_100 : 31809.139459 ∣ critic_nllloss : 25817.280469 ∣ critic_ganloss : -243.326703 ∣ generator_nllloss : 5187.649414 ∣ generator_ganloss : 1008.466504 ∣     [  std_z : 0.99  real_sub_fake : 1185.48 ]
[  epoch 0025/0040] 1400/4800, lr:2.5e-05 ∣ avg_100 : 31809.909505 ∣ critic_nllloss : 25907.232227 ∣ critic_ganloss : -256.277779 ∣ generator_nllloss : 5198.443750 ∣ generator_ganloss : 1060.378418 ∣     [  std_z : 0.99  real_sub_fake : 916.17 ]
[  epoch 0025/0040] 1410/4800, lr:2.5e-05 ∣ avg_100 : 31806.593009 ∣ critic_nllloss : 25625.564258 ∣ critic_ganloss : -223.319775 ∣ generator_nllloss : 5101.151367 ∣ generator_ganloss : 1022.893896 ∣     [  std_z : 0.99  real_sub_fake : 857.01 ]
[  epoch 0025/0040] 1420/4800, lr:2.5e-05 ∣ avg_100 : 31806.848493 ∣ critic_nllloss : 25854.502539 ∣ critic_ganloss : -289.570615 ∣ generator_nllloss : 5121.156250 ∣ generator_ganloss : 1013.428076 ∣     [  std_z : 0.99  real_sub_fake : 933.32 ]
[  epoch 0025/0040] 1430/4800, lr:2.5e-05 ∣ avg_100 : 31808.107825 ∣ critic_nllloss : 25877.636719 ∣ critic_ganloss : -259.070670 ∣ generator_nllloss : 5165.198047 ∣ generator_ganloss : 1035.520898 ∣     [  std_z : 1.00  real_sub_fake : 999.54 ]
[  epoch 0025/0040] 1440/4800, lr:2.5e-05 ∣ avg_100 : 31812.845819 ∣ critic_nllloss : 26092.647266 ∣ critic_ganloss : -292.981671 ∣ generator_nllloss : 5165.285156 ∣ generator_ganloss : 1008.915576 ∣     [  std_z : 1.00  real_sub_fake : 1100.17 ]
[  epoch 0025/0040] 1450/4800, lr:2.5e-05 ∣ avg_100 : 31813.680668 ∣ critic_nllloss : 25800.266406 ∣ critic_ganloss : -248.638171 ∣ generator_nllloss : 5228.571484 ∣ generator_ganloss : 993.835596 ∣  [  std_z : 0.99  real_sub_fake : 1098.80 ]
[  epoch 0025/0040] 1460/4800, lr:2.5e-05 ∣ avg_100 : 31813.403219 ∣ critic_nllloss : 25880.322266 ∣ critic_ganloss : -343.991745 ∣ generator_nllloss : 5156.378516 ∣ generator_ganloss : 1006.751855 ∣     [  std_z : 0.99  real_sub_fake : 1114.64 ]
[  epoch 0025/0040] 1470/4800, lr:2.5e-05 ∣ avg_100 : 31813.851405 ∣ critic_nllloss : 25820.311328 ∣ critic_ganloss : -314.336710 ∣ generator_nllloss : 5112.539453 ∣ generator_ganloss : 1002.538916 ∣     [  std_z : 0.99  real_sub_fake : 1163.18 ]
[  epoch 0025/0040] 1480/4800, lr:2.5e-05 ∣ avg_100 : 31816.046081 ∣ critic_nllloss : 25967.707617 ∣ critic_ganloss : -333.200735 ∣ generator_nllloss : 5198.169922 ∣ generator_ganloss : 1025.154883 ∣     [  std_z : 1.00  real_sub_fake : 1161.88 ]
[  epoch 0025/0040] 1490/4800, lr:2.5e-05 ∣ avg_100 : 31813.721763 ∣ critic_nllloss : 25626.401562 ∣ critic_ganloss : -293.253940 ∣ generator_nllloss : 5035.641797 ∣ generator_ganloss : 1015.998877 ∣     [  std_z : 1.00  real_sub_fake : 1180.58 ]
[  epoch 0025/0040] 1500/4800, lr:2.5e-05 ∣ avg_100 : 31813.062820 ∣ critic_nllloss : 25882.954883 ∣ critic_ganloss : -283.598509 ∣ generator_nllloss : 5232.291797 ∣ generator_ganloss : 1028.514502 ∣     [  std_z : 1.00  real_sub_fake : 1023.35 ]
[  epoch 0025/0040] 1510/4800, lr:2.5e-05 ∣ avg_100 : 31812.560684 ∣ critic_nllloss : 25902.265234 ∣ critic_ganloss : -215.110931 ∣ generator_nllloss : 5233.176758 ∣ generator_ganloss : 1015.167920 ∣     [  std_z : 0.99  real_sub_fake : 1141.99 ]
[  epoch 0025/0040] 1520/4800, lr:2.5e-05 ∣ avg_100 : 31813.910856 ∣ critic_nllloss : 25940.943359 ∣ critic_ganloss : -123.346837 ∣ generator_nllloss : 5134.505469 ∣ generator_ganloss : 1024.487207 ∣     [  std_z : 0.99  real_sub_fake : 951.88 ]
[  epoch 0025/0040] 1530/4800, lr:2.5e-05 ∣ avg_100 : 31810.388815 ∣ critic_nllloss : 25748.146484 ∣ critic_ganloss : -198.731451 ∣ generator_nllloss : 5104.801953 ∣ generator_ganloss : 1013.144531 ∣     [  std_z : 0.99  real_sub_fake : 686.27 ]
[  epoch 0025/0040] 1540/4800, lr:2.5e-05 ∣ avg_100 : 31812.193948 ∣ critic_nllloss : 25999.086914 ∣ critic_ganloss : -253.460976 ∣ generator_nllloss : 5174.983398 ∣ generator_ganloss : 984.739551 ∣  [  std_z : 1.00  real_sub_fake : 811.95 ]
[  epoch 0025/0040] 1550/4800, lr:2.5e-05 ∣ avg_100 : 31808.648670 ∣ critic_nllloss : 25877.083984 ∣ critic_ganloss : -296.559158 ∣ generator_nllloss : 5146.334766 ∣ generator_ganloss : 978.773779 ∣  [  std_z : 1.00  real_sub_fake : 924.86 ]
[  epoch 0025/0040] 1560/4800, lr:2.5e-05 ∣ avg_100 : 31804.099123 ∣ critic_nllloss : 25741.270117 ∣ critic_ganloss : -273.039325 ∣ generator_nllloss : 5109.177539 ∣ generator_ganloss : 1001.574609 ∣     [  std_z : 1.00  real_sub_fake : 1004.45 ]
[  epoch 0025/0040] 1570/4800, lr:2.5e-05 ∣ avg_100 : 31804.462992 ∣ critic_nllloss : 26163.897070 ∣ critic_ganloss : -326.882471 ∣ generator_nllloss : 5201.851758 ∣ generator_ganloss : 1002.679932 ∣     [  std_z : 1.00  real_sub_fake : 1155.12 ]
[  epoch 0025/0040] 1580/4800, lr:2.5e-05 ∣ avg_100 : 31802.129656 ∣ critic_nllloss : 25768.098633 ∣ critic_ganloss : -320.262802 ∣ generator_nllloss : 5115.396094 ∣ generator_ganloss : 1035.661572 ∣     [  std_z : 0.99  real_sub_fake : 1132.76 ]
[  epoch 0025/0040] 1590/4800, lr:2.5e-05 ∣ avg_100 : 31800.953861 ∣ critic_nllloss : 25863.200391 ∣ critic_ganloss : -258.527811 ∣ generator_nllloss : 5131.592969 ∣ generator_ganloss : 1055.653174 ∣     [  std_z : 0.99  real_sub_fake : 1130.14 ]
[  epoch 0025/0040] 1600/4800, lr:2.5e-05 ∣ avg_100 : 31803.333962 ∣ critic_nllloss : 25922.533789 ∣ critic_ganloss : -295.418921 ∣ generator_nllloss : 5213.836328 ∣ generator_ganloss : 1064.923682 ∣     [  std_z : 0.99  real_sub_fake : 953.23 ]
[  epoch 0025/0040] 1610/4800, lr:2.5e-05 ∣ avg_100 : 31803.835373 ∣ critic_nllloss : 25947.614453 ∣ critic_ganloss : -252.609317 ∣ generator_nllloss : 5139.469922 ∣ generator_ganloss : 1019.048389 ∣     [  std_z : 0.99  real_sub_fake : 1178.74 ]
[  epoch 0025/0040] 1620/4800, lr:2.5e-05 ∣ avg_100 : 31803.310245 ∣ critic_nllloss : 25884.302344 ∣ critic_ganloss : -288.897964 ∣ generator_nllloss : 5119.993359 ∣ generator_ganloss : 1057.379443 ∣     [  std_z : 0.99  real_sub_fake : 914.19 ]
[  epoch 0025/0040] 1630/4800, lr:2.5e-05 ∣ avg_100 : 31801.040442 ∣ critic_nllloss : 25713.522656 ∣ critic_ganloss : -317.291293 ∣ generator_nllloss : 5220.348437 ∣ generator_ganloss : 1001.726660 ∣     [  std_z : 1.00  real_sub_fake : 1089.44 ]
[  epoch 0025/0040] 1640/4800, lr:2.5e-05 ∣ avg_100 : 31799.782142 ∣ critic_nllloss : 25734.724023 ∣ critic_ganloss : -309.777258 ∣ generator_nllloss : 5189.838672 ∣ generator_ganloss : 1010.564893 ∣     [  std_z : 1.00  real_sub_fake : 1152.03 ]
[  epoch 0025/0040] 1650/4800, lr:2.5e-05 ∣ avg_100 : 31801.783152 ∣ critic_nllloss : 25878.816602 ∣ critic_ganloss : -277.659711 ∣ generator_nllloss : 5128.979102 ∣ generator_ganloss : 1009.365234 ∣     [  std_z : 0.99  real_sub_fake : 1176.84 ]
[  epoch 0025/0040] 1660/4800, lr:2.5e-05 ∣ avg_100 : 31799.851162 ∣ critic_nllloss : 25840.266016 ∣ critic_ganloss : -235.452841 ∣ generator_nllloss : 5234.056641 ∣ generator_ganloss : 1030.179199 ∣     [  std_z : 1.00  real_sub_fake : 991.66 ]
[  epoch 0025/0040] 1670/4800, lr:2.5e-05 ∣ avg_100 : 31802.952954 ∣ critic_nllloss : 26072.985938 ∣ critic_ganloss : -273.859697 ∣ generator_nllloss : 5249.887891 ∣ generator_ganloss : 1024.474316 ∣     [  std_z : 0.99  real_sub_fake : 1089.24 ]
[  epoch 0025/0040] 1680/4800, lr:2.5e-05 ∣ avg_100 : 31799.546695 ∣ critic_nllloss : 25929.491406 ∣ critic_ganloss : -298.731107 ∣ generator_nllloss : 5205.472656 ∣ generator_ganloss : 1017.625928 ∣     [  std_z : 0.99  real_sub_fake : 1077.25 ]
[  epoch 0025/0040] 1690/4800, lr:2.5e-05 ∣ avg_100 : 31797.710683 ∣ critic_nllloss : 25843.368359 ∣ critic_ganloss : -254.998611 ∣ generator_nllloss : 5271.114062 ∣ generator_ganloss : 985.307861 ∣  [  std_z : 0.99  real_sub_fake : 1020.43 ]
[  epoch 0025/0040] 1700/4800, lr:2.5e-05 ∣ avg_100 : 31795.675044 ∣ critic_nllloss : 26070.354492 ∣ critic_ganloss : -305.107828 ∣ generator_nllloss : 5213.636719 ∣ generator_ganloss : 993.991846 ∣  [  std_z : 0.99  real_sub_fake : 1075.14 ]
[  epoch 0025/0040] 1710/4800, lr:2.5e-05 ∣ avg_100 : 31794.185930 ∣ critic_nllloss : 25824.867383 ∣ critic_ganloss : -333.562340 ∣ generator_nllloss : 5186.622461 ∣ generator_ganloss : 1009.362598 ∣     [  std_z : 0.99  real_sub_fake : 1043.72 ]
[  epoch 0025/0040] 1720/4800, lr:2.5e-05 ∣ avg_100 : 31794.748798 ∣ critic_nllloss : 25940.792773 ∣ critic_ganloss : -271.670712 ∣ generator_nllloss : 5221.641406 ∣ generator_ganloss : 1008.891211 ∣     [  std_z : 0.99  real_sub_fake : 1093.35 ]
[  epoch 0025/0040] 1730/4800, lr:2.5e-05 ∣ avg_100 : 31791.688393 ∣ critic_nllloss : 25865.096094 ∣ critic_ganloss : -333.786633 ∣ generator_nllloss : 5149.280859 ∣ generator_ganloss : 1016.631885 ∣     [  std_z : 0.99  real_sub_fake : 1177.36 ]
[  epoch 0025/0040] 1740/4800, lr:2.5e-05 ∣ avg_100 : 31785.650438 ∣ critic_nllloss : 25585.807422 ∣ critic_ganloss : -390.724615 ∣ generator_nllloss : 5158.448242 ∣ generator_ganloss : 1020.877148 ∣     [  std_z : 0.99  real_sub_fake : 1346.34 ]
[  epoch 0025/0040] 1750/4800, lr:2.5e-05 ∣ avg_100 : 31788.764996 ∣ critic_nllloss : 26074.977148 ∣ critic_ganloss : -168.733871 ∣ generator_nllloss : 5214.726953 ∣ generator_ganloss : 1055.972705 ∣     [  std_z : 1.00  real_sub_fake : 1065.45 ]
[  epoch 0025/0040] 1760/4800, lr:2.5e-05 ∣ avg_100 : 31788.085971 ∣ critic_nllloss : 25837.403516 ∣ critic_ganloss : -206.091806 ∣ generator_nllloss : 5262.918359 ∣ generator_ganloss : 1021.782324 ∣     [  std_z : 1.00  real_sub_fake : 852.38 ]
[  epoch 0025/0040] 1770/4800, lr:2.5e-05 ∣ avg_100 : 31786.314526 ∣ critic_nllloss : 25784.222656 ∣ critic_ganloss : -241.268063 ∣ generator_nllloss : 5194.559961 ∣ generator_ganloss : 1055.076221 ∣     [  std_z : 0.99  real_sub_fake : 874.42 ]
[  epoch 0025/0040] 1780/4800, lr:2.5e-05 ∣ avg_100 : 31782.525345 ∣ critic_nllloss : 25743.240625 ∣ critic_ganloss : -311.994806 ∣ generator_nllloss : 5187.049805 ∣ generator_ganloss : 1039.443213 ∣     [  std_z : 0.99  real_sub_fake : 962.17 ]
[  epoch 0025/0040] 1790/4800, lr:2.5e-05 ∣ avg_100 : 31784.388431 ∣ critic_nllloss : 25902.940234 ∣ critic_ganloss : -285.704575 ∣ generator_nllloss : 5198.417969 ∣ generator_ganloss : 1026.057861 ∣     [  std_z : 0.99  real_sub_fake : 1118.03 ]
[  epoch 0025/0040] 1800/4800, lr:2.5e-05 ∣ avg_100 : 31781.246437 ∣ critic_nllloss : 25975.531836 ∣ critic_ganloss : -342.196915 ∣ generator_nllloss : 5187.722852 ∣ generator_ganloss : 1043.543164 ∣     [  std_z : 1.00  real_sub_fake : 1138.89 ]
[  epoch 0025/0040] 1810/4800, lr:2.5e-05 ∣ avg_100 : 31778.153533 ∣ critic_nllloss : 25766.576367 ∣ critic_ganloss : -275.115515 ∣ generator_nllloss : 5095.008203 ∣ generator_ganloss : 1048.396191 ∣     [  std_z : 0.99  real_sub_fake : 1105.43 ]
[  epoch 0025/0040] 1820/4800, lr:2.5e-05 ∣ avg_100 : 31777.800281 ∣ critic_nllloss : 25942.212500 ∣ critic_ganloss : -336.206049 ∣ generator_nllloss : 5104.402148 ∣ generator_ganloss : 1036.581055 ∣     [  std_z : 0.99  real_sub_fake : 1226.55 ]
[  epoch 0025/0040] 1830/4800, lr:2.5e-05 ∣ avg_100 : 31777.203192 ∣ critic_nllloss : 25734.931250 ∣ critic_ganloss : -276.362720 ∣ generator_nllloss : 5055.870898 ∣ generator_ganloss : 1040.522656 ∣     [  std_z : 0.99  real_sub_fake : 1065.92 ]
[  epoch 0025/0040] 1840/4800, lr:2.5e-05 ∣ avg_100 : 31780.437530 ∣ critic_nllloss : 25975.351562 ∣ critic_ganloss : -248.366202 ∣ generator_nllloss : 5170.440625 ∣ generator_ganloss : 1066.595410 ∣     [  std_z : 1.00  real_sub_fake : 1064.08 ]
[  epoch 0025/0040] 1850/4800, lr:2.5e-05 ∣ avg_100 : 31786.050726 ∣ critic_nllloss : 26058.937695 ∣ critic_ganloss : -276.243640 ∣ generator_nllloss : 5209.807617 ∣ generator_ganloss : 1038.717969 ∣     [  std_z : 1.00  real_sub_fake : 1104.52 ]
[  epoch 0025/0040] 1860/4800, lr:2.5e-05 ∣ avg_100 : 31786.066327 ∣ critic_nllloss : 25892.230469 ∣ critic_ganloss : -229.522464 ∣ generator_nllloss : 5192.834375 ∣ generator_ganloss : 1020.781836 ∣     [  std_z : 0.99  real_sub_fake : 993.83 ]
[  epoch 0025/0040] 1870/4800, lr:2.5e-05 ∣ avg_100 : 31788.057197 ∣ critic_nllloss : 25828.849805 ∣ critic_ganloss : -218.377893 ∣ generator_nllloss : 5214.245117 ∣ generator_ganloss : 1022.964502 ∣     [  std_z : 0.99  real_sub_fake : 766.70 ]
[  epoch 0025/0040] 1880/4800, lr:2.5e-05 ∣ avg_100 : 31790.591894 ∣ critic_nllloss : 26066.067969 ∣ critic_ganloss : -204.648354 ∣ generator_nllloss : 5218.750000 ∣ generator_ganloss : 993.631836 ∣  [  std_z : 1.00  real_sub_fake : 835.61 ]
[  epoch 0025/0040] 1890/4800, lr:2.5e-05 ∣ avg_100 : 31790.449364 ∣ critic_nllloss : 25944.191016 ∣ critic_ganloss : -267.642119 ∣ generator_nllloss : 5102.933398 ∣ generator_ganloss : 976.416504 ∣  [  std_z : 1.00  real_sub_fake : 871.53 ]
[  epoch 0025/0040] 1900/4800, lr:2.5e-05 ∣ avg_100 : 31790.656522 ∣ critic_nllloss : 26044.141797 ∣ critic_ganloss : -268.094841 ∣ generator_nllloss : 5176.509375 ∣ generator_ganloss : 975.019678 ∣  [  std_z : 1.00  real_sub_fake : 930.03 ]
[  epoch 0025/0040] 1910/4800, lr:2.5e-05 ∣ avg_100 : 31792.154895 ∣ critic_nllloss : 25886.925195 ∣ critic_ganloss : -213.874597 ∣ generator_nllloss : 5158.663086 ∣ generator_ganloss : 989.359082 ∣  [  std_z : 0.99  real_sub_fake : 942.06 ]
[  epoch 0025/0040] 1920/4800, lr:2.5e-05 ∣ avg_100 : 31796.243828 ∣ critic_nllloss : 25952.329883 ∣ critic_ganloss : -282.387007 ∣ generator_nllloss : 5217.059766 ∣ generator_ganloss : 1003.004395 ∣     [  std_z : 0.99  real_sub_fake : 1044.96 ]
[  epoch 0025/0040] 1930/4800, lr:2.5e-05 ∣ avg_100 : 31793.468519 ∣ critic_nllloss : 25795.544531 ∣ critic_ganloss : -267.570850 ∣ generator_nllloss : 5119.530469 ∣ generator_ganloss : 989.098047 ∣  [  std_z : 0.99  real_sub_fake : 968.42 ]
[  epoch 0025/0040] 1940/4800, lr:2.5e-05 ∣ avg_100 : 31789.955311 ∣ critic_nllloss : 25683.648633 ∣ critic_ganloss : -317.967062 ∣ generator_nllloss : 5178.471484 ∣ generator_ganloss : 1000.893799 ∣     [  std_z : 0.99  real_sub_fake : 1066.12 ]
[  epoch 0025/0040] 1950/4800, lr:2.5e-05 ∣ avg_100 : 31789.850177 ∣ critic_nllloss : 25686.494141 ∣ critic_ganloss : -272.444659 ∣ generator_nllloss : 5075.467383 ∣ generator_ganloss : 998.782129 ∣  [  std_z : 1.00  real_sub_fake : 1091.79 ]
[  epoch 0025/0040] 1960/4800, lr:2.5e-05 ∣ avg_100 : 31791.524440 ∣ critic_nllloss : 25932.830859 ∣ critic_ganloss : -258.946216 ∣ generator_nllloss : 5260.738672 ∣ generator_ganloss : 1021.222656 ∣     [  std_z : 1.00  real_sub_fake : 1159.87 ]
[  epoch 0025/0040] 1970/4800, lr:2.5e-05 ∣ avg_100 : 31796.888220 ∣ critic_nllloss : 25968.605859 ∣ critic_ganloss : -232.890506 ∣ generator_nllloss : 5184.717188 ∣ generator_ganloss : 1009.536230 ∣     [  std_z : 1.00  real_sub_fake : 1087.56 ]
[  epoch 0025/0040] 1980/4800, lr:2.5e-05 ∣ avg_100 : 31798.442955 ∣ critic_nllloss : 25809.737500 ∣ critic_ganloss : -275.685770 ∣ generator_nllloss : 5191.725586 ∣ generator_ganloss : 1034.935693 ∣     [  std_z : 0.99  real_sub_fake : 974.34 ]
[  epoch 0025/0040] 1990/4800, lr:2.5e-05 ∣ avg_100 : 31799.136514 ∣ critic_nllloss : 25983.925195 ∣ critic_ganloss : -274.419336 ∣ generator_nllloss : 5257.066602 ∣ generator_ganloss : 1010.763574 ∣     [  std_z : 0.99  real_sub_fake : 971.43 ]
[  epoch 0025/0040] 2000/4800, lr:2.5e-05 ∣ avg_100 : 31796.780680 ∣ critic_nllloss : 25833.632031 ∣ critic_ganloss : -311.129036 ∣ generator_nllloss : 5235.086133 ∣ generator_ganloss : 1022.063525 ∣     [  std_z : 1.00  real_sub_fake : 978.35 ]
[  epoch 0025/0040] 2010/4800, lr:2.5e-05 ∣ avg_100 : 31799.803485 ∣ critic_nllloss : 25767.628125 ∣ critic_ganloss : -236.562375 ∣ generator_nllloss : 5155.670703 ∣ generator_ganloss : 1022.608936 ∣     [  std_z : 1.00  real_sub_fake : 1096.26 ]
[  epoch 0025/0040] 2020/4800, lr:2.5e-05 ∣ avg_100 : 31800.333349 ∣ critic_nllloss : 25827.870508 ∣ critic_ganloss : -297.926097 ∣ generator_nllloss : 5151.464844 ∣ generator_ganloss : 1041.101172 ∣     [  std_z : 0.99  real_sub_fake : 1010.83 ]
[  epoch 0025/0040] 2030/4800, lr:2.5e-05 ∣ avg_100 : 31799.857152 ∣ critic_nllloss : 25991.019336 ∣ critic_ganloss : -369.636771 ∣ generator_nllloss : 5197.689844 ∣ generator_ganloss : 999.834863 ∣  [  std_z : 0.99  real_sub_fake : 1257.00 ]
[  epoch 0025/0040] 2040/4800, lr:2.5e-05 ∣ avg_100 : 31794.441887 ∣ critic_nllloss : 25694.790039 ∣ critic_ganloss : -319.533057 ∣ generator_nllloss : 5105.935742 ∣ generator_ganloss : 1041.656055 ∣     [  std_z : 0.99  real_sub_fake : 1124.27 ]
[  epoch 0025/0040] 2050/4800, lr:2.5e-05 ∣ avg_100 : 31792.889376 ∣ critic_nllloss : 25752.325000 ∣ critic_ganloss : -207.101028 ∣ generator_nllloss : 5086.760742 ∣ generator_ganloss : 1028.965527 ∣     [  std_z : 1.00  real_sub_fake : 1106.84 ]
[  epoch 0025/0040] 2060/4800, lr:2.5e-05 ∣ avg_100 : 31793.179517 ∣ critic_nllloss : 26057.392383 ∣ critic_ganloss : -263.748170 ∣ generator_nllloss : 5200.234570 ∣ generator_ganloss : 1055.135791 ∣     [  std_z : 1.00  real_sub_fake : 942.76 ]
[  epoch 0025/0040] 2070/4800, lr:2.5e-05 ∣ avg_100 : 31790.218764 ∣ critic_nllloss : 25808.570117 ∣ critic_ganloss : -350.640121 ∣ generator_nllloss : 5142.698828 ∣ generator_ganloss : 1027.073437 ∣     [  std_z : 1.00  real_sub_fake : 1033.71 ]
[  epoch 0025/0040] 2080/4800, lr:2.5e-05 ∣ avg_100 : 31789.193558 ∣ critic_nllloss : 25837.535547 ∣ critic_ganloss : -274.926587 ∣ generator_nllloss : 5151.718750 ∣ generator_ganloss : 1026.519922 ∣     [  std_z : 0.99  real_sub_fake : 1153.28 ]
[  epoch 0025/0040] 2090/4800, lr:2.5e-05 ∣ avg_100 : 31793.968699 ∣ critic_nllloss : 26144.785938 ∣ critic_ganloss : -355.610049 ∣ generator_nllloss : 5175.157617 ∣ generator_ganloss : 1027.029883 ∣     [  std_z : 0.99  real_sub_fake : 1306.77 ]
[  epoch 0025/0040] 2100/4800, lr:2.5e-05 ∣ avg_100 : 31792.486172 ∣ critic_nllloss : 25852.173828 ∣ critic_ganloss : -286.772438 ∣ generator_nllloss : 5146.313477 ∣ generator_ganloss : 1056.016602 ∣     [  std_z : 0.99  real_sub_fake : 1061.44 ]
[  epoch 0025/0040] 2110/4800, lr:2.5e-05 ∣ avg_100 : 31791.115646 ∣ critic_nllloss : 25980.766406 ∣ critic_ganloss : -330.639825 ∣ generator_nllloss : 5161.173047 ∣ generator_ganloss : 1017.995703 ∣     [  std_z : 1.00  real_sub_fake : 1251.81 ]
[  epoch 0025/0040] 2120/4800, lr:2.5e-05 ∣ avg_100 : 31788.540829 ∣ critic_nllloss : 25699.007617 ∣ critic_ganloss : -246.352478 ∣ generator_nllloss : 5082.750781 ∣ generator_ganloss : 1044.093262 ∣     [  std_z : 1.00  real_sub_fake : 978.23 ]
[  epoch 0025/0040] 2130/4800, lr:2.5e-05 ∣ avg_100 : 31790.945197 ∣ critic_nllloss : 26013.525977 ∣ critic_ganloss : -261.533411 ∣ generator_nllloss : 5261.944141 ∣ generator_ganloss : 1017.751025 ∣     [  std_z : 1.00  real_sub_fake : 1335.83 ]
[  epoch 0025/0040] 2140/4800, lr:2.5e-05 ∣ avg_100 : 31791.988944 ∣ critic_nllloss : 25877.238477 ∣ critic_ganloss : -107.244466 ∣ generator_nllloss : 5133.712109 ∣ generator_ganloss : 1103.998486 ∣     [  std_z : 0.99  real_sub_fake : 732.85 ]
[  epoch 0025/0040] 2150/4800, lr:2.5e-05 ∣ avg_100 : 31789.960531 ∣ critic_nllloss : 25722.698047 ∣ critic_ganloss : -207.301788 ∣ generator_nllloss : 5136.022656 ∣ generator_ganloss : 1075.191748 ∣     [  std_z : 0.99  real_sub_fake : 598.73 ]
[  epoch 0025/0040] 2160/4800, lr:2.5e-05 ∣ avg_100 : 31786.739402 ∣ critic_nllloss : 25779.367188 ∣ critic_ganloss : -216.147856 ∣ generator_nllloss : 5217.590625 ∣ generator_ganloss : 1039.412305 ∣     [  std_z : 0.99  real_sub_fake : 713.78 ]
[  epoch 0025/0040] 2170/4800, lr:2.5e-05 ∣ avg_100 : 31785.856536 ∣ critic_nllloss : 25906.405078 ∣ critic_ganloss : -299.558896 ∣ generator_nllloss : 5136.857227 ∣ generator_ganloss : 1027.371484 ∣     [  std_z : 0.99  real_sub_fake : 879.18 ]
[  epoch 0025/0040] 2180/4800, lr:2.5e-05 ∣ avg_100 : 31783.953156 ∣ critic_nllloss : 25606.194336 ∣ critic_ganloss : -343.010495 ∣ generator_nllloss : 5126.519531 ∣ generator_ganloss : 1008.780957 ∣     [  std_z : 0.99  real_sub_fake : 1112.91 ]
[  epoch 0025/0040] 2190/4800, lr:2.5e-05 ∣ avg_100 : 31784.418002 ∣ critic_nllloss : 25706.894141 ∣ critic_ganloss : -247.987122 ∣ generator_nllloss : 5162.655469 ∣ generator_ganloss : 1047.051367 ∣     [  std_z : 0.99  real_sub_fake : 1080.21 ]
[  epoch 0025/0040] 2200/4800, lr:2.5e-05 ∣ avg_100 : 31788.534663 ∣ critic_nllloss : 26027.987695 ∣ critic_ganloss : -253.007690 ∣ generator_nllloss : 5128.587500 ∣ generator_ganloss : 1056.742432 ∣     [  std_z : 0.99  real_sub_fake : 953.84 ]
[  epoch 0025/0040] 2210/4800, lr:2.5e-05 ∣ avg_100 : 31791.457463 ∣ critic_nllloss : 25908.557422 ∣ critic_ganloss : -280.284262 ∣ generator_nllloss : 5165.954102 ∣ generator_ganloss : 1032.392822 ∣     [  std_z : 1.00  real_sub_fake : 1022.15 ]
[  epoch 0025/0040] 2220/4800, lr:2.5e-05 ∣ avg_100 : 31788.634521 ∣ critic_nllloss : 25591.432031 ∣ critic_ganloss : -300.283344 ∣ generator_nllloss : 5101.644141 ∣ generator_ganloss : 1059.698291 ∣     [  std_z : 1.00  real_sub_fake : 1072.67 ]
[  epoch 0025/0040] 2230/4800, lr:2.5e-05 ∣ avg_100 : 31785.762243 ∣ critic_nllloss : 25730.259375 ∣ critic_ganloss : -330.460454 ∣ generator_nllloss : 5167.567383 ∣ generator_ganloss : 1062.611377 ∣     [  std_z : 1.01  real_sub_fake : 1093.80 ]
[  epoch 0025/0040] 2240/4800, lr:2.5e-05 ∣ avg_100 : 31789.565224 ∣ critic_nllloss : 25851.708203 ∣ critic_ganloss : -251.972272 ∣ generator_nllloss : 5232.036523 ∣ generator_ganloss : 1038.575049 ∣     [  std_z : 1.00  real_sub_fake : 1185.11 ]
[  epoch 0025/0040] 2250/4800, lr:2.5e-05 ∣ avg_100 : 31788.800134 ∣ critic_nllloss : 25877.256445 ∣ critic_ganloss : -283.970044 ∣ generator_nllloss : 5144.847070 ∣ generator_ganloss : 1065.068896 ∣     [  std_z : 0.98  real_sub_fake : 1079.45 ]
[  epoch 0025/0040] 2260/4800, lr:2.5e-05 ∣ avg_100 : 31790.522992 ∣ critic_nllloss : 26123.492969 ∣ critic_ganloss : -304.746182 ∣ generator_nllloss : 5304.737500 ∣ generator_ganloss : 1059.574609 ∣     [  std_z : 0.99  real_sub_fake : 1115.69 ]
[  epoch 0025/0040] 2270/4800, lr:2.5e-05 ∣ avg_100 : 31792.149118 ∣ critic_nllloss : 26027.944922 ∣ critic_ganloss : -286.168825 ∣ generator_nllloss : 5263.903320 ∣ generator_ganloss : 1057.068359 ∣     [  std_z : 0.99  real_sub_fake : 1063.42 ]
[  epoch 0025/0040] 2280/4800, lr:2.5e-05 ∣ avg_100 : 31792.107764 ∣ critic_nllloss : 25903.425781 ∣ critic_ganloss : -246.286159 ∣ generator_nllloss : 5235.550977 ∣ generator_ganloss : 1057.477197 ∣     [  std_z : 0.99  real_sub_fake : 1014.55 ]
[  epoch 0025/0040] 2290/4800, lr:2.5e-05 ∣ avg_100 : 31790.579444 ∣ critic_nllloss : 25891.049414 ∣ critic_ganloss : -266.951022 ∣ generator_nllloss : 5177.790820 ∣ generator_ganloss : 1049.545264 ∣     [  std_z : 0.99  real_sub_fake : 1049.59 ]
[  epoch 0025/0040] 2300/4800, lr:2.5e-05 ∣ avg_100 : 31797.793881 ∣ critic_nllloss : 26246.826758 ∣ critic_ganloss : -293.699402 ∣ generator_nllloss : 5308.487891 ∣ generator_ganloss : 1033.058643 ∣     [  std_z : 1.00  real_sub_fake : 1138.09 ]
[  epoch 0025/0040] 2310/4800, lr:2.5e-05 ∣ avg_100 : 31798.052271 ∣ critic_nllloss : 25809.771680 ∣ critic_ganloss : -248.805524 ∣ generator_nllloss : 5247.855078 ∣ generator_ganloss : 1036.999951 ∣     [  std_z : 1.00  real_sub_fake : 1108.05 ]
[  epoch 0025/0040] 2320/4800, lr:2.5e-05 ∣ avg_100 : 31799.365844 ∣ critic_nllloss : 25864.432227 ∣ critic_ganloss : -346.441129 ∣ generator_nllloss : 5193.952539 ∣ generator_ganloss : 1069.616846 ∣     [  std_z : 0.99  real_sub_fake : 1012.07 ]
[  epoch 0025/0040] 2330/4800, lr:2.5e-05 ∣ avg_100 : 31799.448720 ∣ critic_nllloss : 25864.209180 ∣ critic_ganloss : -240.050841 ∣ generator_nllloss : 5233.928320 ∣ generator_ganloss : 1035.275098 ∣     [  std_z : 0.99  real_sub_fake : 1038.80 ]
[  epoch 0025/0040] 2340/4800, lr:2.5e-05 ∣ avg_100 : 31800.186396 ∣ critic_nllloss : 25932.420312 ∣ critic_ganloss : -314.615991 ∣ generator_nllloss : 5156.277148 ∣ generator_ganloss : 1049.424609 ∣     [  std_z : 0.99  real_sub_fake : 1133.80 ]
[  epoch 0025/0040] 2350/4800, lr:2.5e-05 ∣ avg_100 : 31801.769828 ∣ critic_nllloss : 25747.981836 ∣ critic_ganloss : -287.929861 ∣ generator_nllloss : 5022.092383 ∣ generator_ganloss : 1049.314453 ∣     [  std_z : 1.00  real_sub_fake : 1052.88 ]
[  epoch 0025/0040] 2360/4800, lr:2.5e-05 ∣ avg_100 : 31798.937795 ∣ critic_nllloss : 25806.202930 ∣ critic_ganloss : -326.483844 ∣ generator_nllloss : 5137.946875 ∣ generator_ganloss : 1025.276074 ∣     [  std_z : 0.99  real_sub_fake : 1175.99 ]
[  epoch 0025/0040] 2370/4800, lr:2.5e-05 ∣ avg_100 : 31796.853501 ∣ critic_nllloss : 25856.770313 ∣ critic_ganloss : -392.399136 ∣ generator_nllloss : 5071.393750 ∣ generator_ganloss : 1031.583301 ∣     [  std_z : 1.00  real_sub_fake : 1328.60 ]
[  epoch 0025/0040] 2380/4800, lr:2.5e-05 ∣ avg_100 : 31797.554262 ∣ critic_nllloss : 26043.031836 ∣ critic_ganloss : -253.545575 ∣ generator_nllloss : 5161.862891 ∣ generator_ganloss : 1055.270117 ∣     [  std_z : 1.00  real_sub_fake : 1259.00 ]
[  epoch 0025/0040] 2390/4800, lr:2.5e-05 ∣ avg_100 : 31797.349689 ∣ critic_nllloss : 25811.646680 ∣ critic_ganloss : -278.644412 ∣ generator_nllloss : 5173.026563 ∣ generator_ganloss : 1043.583594 ∣     [  std_z : 1.00  real_sub_fake : 1144.92 ]
[  epoch 0025/0040] 2400/4800, lr:2.5e-05 ∣ avg_100 : 31796.982366 ∣ critic_nllloss : 25828.315820 ∣ critic_ganloss : -160.017178 ∣ generator_nllloss : 5126.466211 ∣ generator_ganloss : 1078.279492 ∣     [  std_z : 1.00  real_sub_fake : 1002.31 ]
[  epoch 0025/0040] 2410/4800, lr:2.5e-05 ∣ avg_100 : 31800.208942 ∣ critic_nllloss : 25760.537695 ∣ critic_ganloss : -259.395712 ∣ generator_nllloss : 5265.021680 ∣ generator_ganloss : 1082.783691 ∣     [  std_z : 0.99  real_sub_fake : 822.07 ]
[  epoch 0025/0040] 2420/4800, lr:2.5e-05 ∣ avg_100 : 31803.254344 ∣ critic_nllloss : 26005.181445 ∣ critic_ganloss : -287.110300 ∣ generator_nllloss : 5218.444141 ∣ generator_ganloss : 1067.541113 ∣     [  std_z : 0.98  real_sub_fake : 962.44 ]
[  epoch 0025/0040] 2430/4800, lr:2.5e-05 ∣ avg_100 : 31803.329420 ∣ critic_nllloss : 25934.058008 ∣ critic_ganloss : -313.202264 ∣ generator_nllloss : 5143.851367 ∣ generator_ganloss : 1062.085547 ∣     [  std_z : 0.99  real_sub_fake : 1055.27 ]
[  epoch 0025/0040] 2440/4800, lr:2.5e-05 ∣ avg_100 : 31801.304263 ∣ critic_nllloss : 25915.045898 ∣ critic_ganloss : -379.378671 ∣ generator_nllloss : 5183.173047 ∣ generator_ganloss : 1052.510303 ∣     [  std_z : 1.00  real_sub_fake : 1281.31 ]
[  epoch 0025/0040] 2450/4800, lr:2.5e-05 ∣ avg_100 : 31801.307851 ∣ critic_nllloss : 25825.204688 ∣ critic_ganloss : -280.864377 ∣ generator_nllloss : 5183.958203 ∣ generator_ganloss : 1046.095605 ∣     [  std_z : 1.00  real_sub_fake : 1228.46 ]
[  epoch 0025/0040] 2460/4800, lr:2.5e-05 ∣ avg_100 : 31804.822933 ∣ critic_nllloss : 26022.267969 ∣ critic_ganloss : -266.047134 ∣ generator_nllloss : 5222.729883 ∣ generator_ganloss : 1072.018408 ∣     [  std_z : 0.99  real_sub_fake : 1158.93 ]
[  epoch 0025/0040] 2470/4800, lr:2.5e-05 ∣ avg_100 : 31804.563180 ∣ critic_nllloss : 25713.259961 ∣ critic_ganloss : -304.338937 ∣ generator_nllloss : 5152.760156 ∣ generator_ganloss : 1033.396484 ∣     [  std_z : 0.98  real_sub_fake : 1061.50 ]
[  epoch 0025/0040] 2480/4800, lr:2.5e-05 ∣ avg_100 : 31804.353642 ∣ critic_nllloss : 25902.783594 ∣ critic_ganloss : -267.710214 ∣ generator_nllloss : 5131.259766 ∣ generator_ganloss : 1070.544775 ∣     [  std_z : 0.99  real_sub_fake : 1031.07 ]
[  epoch 0025/0040] 2490/4800, lr:2.5e-05 ∣ avg_100 : 31810.251791 ∣ critic_nllloss : 25957.792969 ∣ critic_ganloss : -270.443016 ∣ generator_nllloss : 5243.191211 ∣ generator_ganloss : 1044.061963 ∣     [  std_z : 1.00  real_sub_fake : 1037.76 ]
[  epoch 0025/0040] 2500/4800, lr:2.5e-05 ∣ avg_100 : 31809.129613 ∣ critic_nllloss : 25800.645117 ∣ critic_ganloss : -240.261940 ∣ generator_nllloss : 5187.567773 ∣ generator_ganloss : 999.993994 ∣  [  std_z : 1.01  real_sub_fake : 1075.72 ]
[  epoch 0025/0040] 2510/4800, lr:2.5e-05 ∣ avg_100 : 31810.769337 ∣ critic_nllloss : 26061.762891 ∣ critic_ganloss : -265.028952 ∣ generator_nllloss : 5270.945898 ∣ generator_ganloss : 1031.791504 ∣     [  std_z : 1.00  real_sub_fake : 1071.21 ]
[  epoch 0025/0040] 2520/4800, lr:2.5e-05 ∣ avg_100 : 31809.855029 ∣ critic_nllloss : 25796.344922 ∣ critic_ganloss : -230.464111 ∣ generator_nllloss : 5277.071289 ∣ generator_ganloss : 1042.206299 ∣     [  std_z : 0.99  real_sub_fake : 809.17 ]
[  epoch 0025/0040] 2530/4800, lr:2.5e-05 ∣ avg_100 : 31810.344185 ∣ critic_nllloss : 25821.101953 ∣ critic_ganloss : -248.678891 ∣ generator_nllloss : 5155.363477 ∣ generator_ganloss : 988.490527 ∣  [  std_z : 0.99  real_sub_fake : 979.53 ]
[  epoch 0025/0040] 2540/4800, lr:2.5e-05 ∣ avg_100 : 31808.359385 ∣ critic_nllloss : 25792.663867 ∣ critic_ganloss : -217.262660 ∣ generator_nllloss : 5086.600391 ∣ generator_ganloss : 1044.867285 ∣     [  std_z : 0.99  real_sub_fake : 946.82 ]
[  epoch 0025/0040] 2550/4800, lr:2.5e-05 ∣ avg_100 : 31809.638312 ∣ critic_nllloss : 25827.762500 ∣ critic_ganloss : -239.249779 ∣ generator_nllloss : 5217.657812 ∣ generator_ganloss : 1027.355566 ∣     [  std_z : 1.00  real_sub_fake : 929.72 ]
[  epoch 0025/0040] 2560/4800, lr:2.5e-05 ∣ avg_100 : 31810.772343 ∣ critic_nllloss : 25706.659570 ∣ critic_ganloss : -252.667493 ∣ generator_nllloss : 5219.023828 ∣ generator_ganloss : 1019.370117 ∣     [  std_z : 1.00  real_sub_fake : 908.39 ]
[  epoch 0025/0040] 2570/4800, lr:2.5e-05 ∣ avg_100 : 31806.868767 ∣ critic_nllloss : 25751.815039 ∣ critic_ganloss : -339.980386 ∣ generator_nllloss : 5208.562109 ∣ generator_ganloss : 1030.791992 ∣     [  std_z : 1.00  real_sub_fake : 1053.11 ]
[  epoch 0025/0040] 2580/4800, lr:2.5e-05 ∣ avg_100 : 31810.466078 ∣ critic_nllloss : 26034.294531 ∣ critic_ganloss : -302.993845 ∣ generator_nllloss : 5205.362500 ∣ generator_ganloss : 1021.961377 ∣     [  std_z : 1.00  real_sub_fake : 1203.55 ]
[  epoch 0025/0040] 2590/4800, lr:2.5e-05 ∣ avg_100 : 31810.451960 ∣ critic_nllloss : 25878.888672 ∣ critic_ganloss : -307.324326 ∣ generator_nllloss : 5177.712891 ∣ generator_ganloss : 1041.229736 ∣     [  std_z : 1.00  real_sub_fake : 1190.39 ]
[  epoch 0025/0040] 2600/4800, lr:2.5e-05 ∣ avg_100 : 31806.558067 ∣ critic_nllloss : 25623.387305 ∣ critic_ganloss : -245.821158 ∣ generator_nllloss : 5106.756250 ∣ generator_ganloss : 1032.163135 ∣     [  std_z : 1.00  real_sub_fake : 1113.47 ]
[  epoch 0025/0040] 2610/4800, lr:2.5e-05 ∣ avg_100 : 31804.982374 ∣ critic_nllloss : 25825.411914 ∣ critic_ganloss : -280.996785 ∣ generator_nllloss : 5085.883008 ∣ generator_ganloss : 1065.656055 ∣     [  std_z : 0.99  real_sub_fake : 1051.55 ]
[  epoch 0025/0040] 2620/4800, lr:2.5e-05 ∣ avg_100 : 31805.379927 ∣ critic_nllloss : 25788.926563 ∣ critic_ganloss : -255.549768 ∣ generator_nllloss : 5195.884961 ∣ generator_ganloss : 1083.270703 ∣     [  std_z : 0.99  real_sub_fake : 947.88 ]
[  epoch 0025/0040] 2630/4800, lr:2.5e-05 ∣ avg_100 : 31808.153439 ∣ critic_nllloss : 25940.723633 ∣ critic_ganloss : -325.785947 ∣ generator_nllloss : 5232.831055 ∣ generator_ganloss : 1047.888916 ∣     [  std_z : 0.99  real_sub_fake : 1011.33 ]
[  epoch 0025/0040] 2640/4800, lr:2.5e-05 ∣ avg_100 : 31812.942188 ∣ critic_nllloss : 26051.014844 ∣ critic_ganloss : -247.618176 ∣ generator_nllloss : 5261.847266 ∣ generator_ganloss : 1038.981250 ∣     [  std_z : 0.99  real_sub_fake : 1136.76 ]
[  epoch 0025/0040] 2650/4800, lr:2.5e-05 ∣ avg_100 : 31815.120497 ∣ critic_nllloss : 26007.345898 ∣ critic_ganloss : -333.683682 ∣ generator_nllloss : 5256.198633 ∣ generator_ganloss : 1027.471289 ∣     [  std_z : 0.99  real_sub_fake : 1204.97 ]
[  epoch 0025/0040] 2660/4800, lr:2.5e-05 ∣ avg_100 : 31817.323977 ∣ critic_nllloss : 26125.661523 ∣ critic_ganloss : -298.025858 ∣ generator_nllloss : 5240.611719 ∣ generator_ganloss : 1021.149609 ∣     [  std_z : 1.00  real_sub_fake : 1241.39 ]
[  epoch 0025/0040] 2670/4800, lr:2.5e-05 ∣ avg_100 : 31815.074701 ∣ critic_nllloss : 25954.447266 ∣ critic_ganloss : -386.868317 ∣ generator_nllloss : 5246.455469 ∣ generator_ganloss : 1034.526465 ∣     [  std_z : 1.00  real_sub_fake : 1199.58 ]
[  epoch 0025/0040] 2680/4800, lr:2.5e-05 ∣ avg_100 : 31813.509831 ∣ critic_nllloss : 25871.741016 ∣ critic_ganloss : -314.360355 ∣ generator_nllloss : 5123.820898 ∣ generator_ganloss : 1016.170313 ∣     [  std_z : 0.99  real_sub_fake : 1322.69 ]
[  epoch 0025/0040] 2690/4800, lr:2.5e-05 ∣ avg_100 : 31810.173874 ∣ critic_nllloss : 25494.581055 ∣ critic_ganloss : -126.482460 ∣ generator_nllloss : 5100.688281 ∣ generator_ganloss : 1042.409131 ∣     [  std_z : 0.99  real_sub_fake : 710.92 ]
[  epoch 0025/0040] 2700/4800, lr:2.5e-05 ∣ avg_100 : 31809.012545 ∣ critic_nllloss : 25824.841211 ∣ critic_ganloss : -167.887489 ∣ generator_nllloss : 5174.157812 ∣ generator_ganloss : 1025.630762 ∣     [  std_z : 1.00  real_sub_fake : 659.91 ]
[  epoch 0025/0040] 2710/4800, lr:2.5e-05 ∣ avg_100 : 31810.189804 ∣ critic_nllloss : 25849.110742 ∣ critic_ganloss : -205.897328 ∣ generator_nllloss : 5130.697070 ∣ generator_ganloss : 1031.105566 ∣     [  std_z : 1.00  real_sub_fake : 645.70 ]
[  epoch 0025/0040] 2720/4800, lr:2.5e-05 ∣ avg_100 : 31811.581823 ∣ critic_nllloss : 26111.373047 ∣ critic_ganloss : -253.841177 ∣ generator_nllloss : 5179.594531 ∣ generator_ganloss : 1001.730176 ∣     [  std_z : 0.99  real_sub_fake : 841.43 ]
[  epoch 0025/0040] 2730/4800, lr:2.5e-05 ∣ avg_100 : 31812.361281 ∣ critic_nllloss : 25872.651953 ∣ critic_ganloss : -217.801778 ∣ generator_nllloss : 5107.150586 ∣ generator_ganloss : 1013.167236 ∣     [  std_z : 1.00  real_sub_fake : 832.66 ]
[  epoch 0025/0040] 2740/4800, lr:2.5e-05 ∣ avg_100 : 31816.631025 ∣ critic_nllloss : 25861.148633 ∣ critic_ganloss : -219.439571 ∣ generator_nllloss : 5126.148047 ∣ generator_ganloss : 1033.525439 ∣     [  std_z : 1.01  real_sub_fake : 822.95 ]
[  epoch 0025/0040] 2750/4800, lr:2.5e-05 ∣ avg_100 : 31810.533507 ∣ critic_nllloss : 25671.764453 ∣ critic_ganloss : -265.828656 ∣ generator_nllloss : 5146.584180 ∣ generator_ganloss : 1014.671191 ∣     [  std_z : 1.00  real_sub_fake : 848.93 ]
[  epoch 0025/0040] 2760/4800, lr:2.5e-05 ∣ avg_100 : 31806.288345 ∣ critic_nllloss : 25649.884570 ∣ critic_ganloss : -271.876022 ∣ generator_nllloss : 5107.268750 ∣ generator_ganloss : 1006.218848 ∣     [  std_z : 0.99  real_sub_fake : 1005.89 ]
[  epoch 0025/0040] 2770/4800, lr:2.5e-05 ∣ avg_100 : 31808.203801 ∣ critic_nllloss : 25960.639453 ∣ critic_ganloss : -232.399654 ∣ generator_nllloss : 5208.772461 ∣ generator_ganloss : 1047.124170 ∣     [  std_z : 0.99  real_sub_fake : 1019.60 ]
[  epoch 0025/0040] 2780/4800, lr:2.5e-05 ∣ avg_100 : 31810.603563 ∣ critic_nllloss : 25796.427344 ∣ critic_ganloss : -226.608276 ∣ generator_nllloss : 5272.008398 ∣ generator_ganloss : 1055.887598 ∣     [  std_z : 0.99  real_sub_fake : 967.38 ]
[  epoch 0025/0040] 2790/4800, lr:2.5e-05 ∣ avg_100 : 31811.682845 ∣ critic_nllloss : 26010.468164 ∣ critic_ganloss : -318.811325 ∣ generator_nllloss : 5199.352148 ∣ generator_ganloss : 1058.630664 ∣     [  std_z : 1.00  real_sub_fake : 1099.02 ]
[  epoch 0025/0040] 2800/4800, lr:2.5e-05 ∣ avg_100 : 31814.253818 ∣ critic_nllloss : 26192.723047 ∣ critic_ganloss : -256.670407 ∣ generator_nllloss : 5139.207617 ∣ generator_ganloss : 1046.437988 ∣     [  std_z : 1.00  real_sub_fake : 1117.46 ]
[  epoch 0025/0040] 2810/4800, lr:2.5e-05 ∣ avg_100 : 31816.294214 ∣ critic_nllloss : 25935.663086 ∣ critic_ganloss : -312.306253 ∣ generator_nllloss : 5183.074023 ∣ generator_ganloss : 1032.473975 ∣     [  std_z : 1.00  real_sub_fake : 1164.61 ]
[  epoch 0025/0040] 2820/4800, lr:2.5e-05 ∣ avg_100 : 31817.442685 ∣ critic_nllloss : 25832.738867 ∣ critic_ganloss : -234.186856 ∣ generator_nllloss : 5206.726562 ∣ generator_ganloss : 1056.558154 ∣     [  std_z : 1.00  real_sub_fake : 1056.22 ]
[  epoch 0025/0040] 2830/4800, lr:2.5e-05 ∣ avg_100 : 31819.721654 ∣ critic_nllloss : 25844.775195 ∣ critic_ganloss : -304.062256 ∣ generator_nllloss : 5209.059375 ∣ generator_ganloss : 1033.086719 ∣     [  std_z : 0.99  real_sub_fake : 1063.20 ]
[  epoch 0025/0040] 2840/4800, lr:2.5e-05 ∣ avg_100 : 31816.376797 ∣ critic_nllloss : 25784.550586 ∣ critic_ganloss : -326.975638 ∣ generator_nllloss : 5123.592383 ∣ generator_ganloss : 1048.368311 ∣     [  std_z : 0.99  real_sub_fake : 1125.86 ]
[  epoch 0025/0040] 2850/4800, lr:2.5e-05 ∣ avg_100 : 31813.497114 ∣ critic_nllloss : 25914.448633 ∣ critic_ganloss : -359.775729 ∣ generator_nllloss : 5161.666211 ∣ generator_ganloss : 1026.912207 ∣     [  std_z : 0.99  real_sub_fake : 1153.54 ]
[  epoch 0025/0040] 2860/4800, lr:2.5e-05 ∣ avg_100 : 31813.024804 ∣ critic_nllloss : 25948.342187 ∣ critic_ganloss : -261.370871 ∣ generator_nllloss : 5105.743359 ∣ generator_ganloss : 1036.378613 ∣     [  std_z : 1.00  real_sub_fake : 1272.29 ]
[  epoch 0025/0040] 2870/4800, lr:2.5e-05 ∣ avg_100 : 31812.744969 ∣ critic_nllloss : 25863.936133 ∣ critic_ganloss : -262.673709 ∣ generator_nllloss : 5188.412305 ∣ generator_ganloss : 1030.023291 ∣     [  std_z : 1.00  real_sub_fake : 1139.18 ]
[  epoch 0025/0040] 2880/4800, lr:2.5e-05 ∣ avg_100 : 31810.718629 ∣ critic_nllloss : 25896.315430 ∣ critic_ganloss : -205.657886 ∣ generator_nllloss : 5125.777734 ∣ generator_ganloss : 1054.732129 ∣     [  std_z : 1.00  real_sub_fake : 914.64 ]
[  epoch 0025/0040] 2890/4800, lr:2.5e-05 ∣ avg_100 : 31810.120012 ∣ critic_nllloss : 25814.591992 ∣ critic_ganloss : -270.636214 ∣ generator_nllloss : 5087.192773 ∣ generator_ganloss : 1064.888623 ∣     [  std_z : 0.99  real_sub_fake : 832.76 ]
[  epoch 0025/0040] 2900/4800, lr:2.5e-05 ∣ avg_100 : 31807.847595 ∣ critic_nllloss : 25819.218555 ∣ critic_ganloss : -272.125035 ∣ generator_nllloss : 5093.378906 ∣ generator_ganloss : 1059.861865 ∣     [  std_z : 1.00  real_sub_fake : 923.66 ]
[  epoch 0025/0040] 2910/4800, lr:2.5e-05 ∣ avg_100 : 31808.563277 ∣ critic_nllloss : 25960.228516 ∣ critic_ganloss : -298.857526 ∣ generator_nllloss : 5206.493359 ∣ generator_ganloss : 1024.776611 ∣     [  std_z : 0.99  real_sub_fake : 1160.23 ]
[  epoch 0025/0040] 2920/4800, lr:2.5e-05 ∣ avg_100 : 31807.529793 ∣ critic_nllloss : 25825.353711 ∣ critic_ganloss : -266.542825 ∣ generator_nllloss : 5182.689062 ∣ generator_ganloss : 1045.158691 ∣     [  std_z : 0.99  real_sub_fake : 1141.96 ]
[  epoch 0025/0040] 2930/4800, lr:2.5e-05 ∣ avg_100 : 31807.962809 ∣ critic_nllloss : 25746.167969 ∣ critic_ganloss : -264.766484 ∣ generator_nllloss : 5140.132031 ∣ generator_ganloss : 1058.370215 ∣     [  std_z : 1.00  real_sub_fake : 1004.40 ]
[  epoch 0025/0040] 2940/4800, lr:2.5e-05 ∣ avg_100 : 31809.437834 ∣ critic_nllloss : 25733.646484 ∣ critic_ganloss : -329.325980 ∣ generator_nllloss : 5254.052344 ∣ generator_ganloss : 1034.176514 ∣     [  std_z : 1.00  real_sub_fake : 1106.78 ]
[  epoch 0025/0040] 2950/4800, lr:2.5e-05 ∣ avg_100 : 31813.778805 ∣ critic_nllloss : 26020.338867 ∣ critic_ganloss : -344.063242 ∣ generator_nllloss : 5183.619336 ∣ generator_ganloss : 1062.501172 ∣     [  std_z : 0.99  real_sub_fake : 1156.82 ]
[  epoch 0025/0040] 2960/4800, lr:2.5e-05 ∣ avg_100 : 31812.676564 ∣ critic_nllloss : 25867.786719 ∣ critic_ganloss : -332.692392 ∣ generator_nllloss : 5274.801953 ∣ generator_ganloss : 1035.725537 ∣     [  std_z : 0.99  real_sub_fake : 1263.98 ]
[  epoch 0025/0040] 2970/4800, lr:2.5e-05 ∣ avg_100 : 31815.592267 ∣ critic_nllloss : 26111.823047 ∣ critic_ganloss : -131.237631 ∣ generator_nllloss : 5256.078516 ∣ generator_ganloss : 984.875195 ∣  [  std_z : 0.99  real_sub_fake : 1179.25 ]
[  epoch 0025/0040] 2980/4800, lr:2.5e-05 ∣ avg_100 : 31818.003785 ∣ critic_nllloss : 25957.059180 ∣ critic_ganloss : -195.609515 ∣ generator_nllloss : 5196.173047 ∣ generator_ganloss : 1044.242090 ∣     [  std_z : 1.00  real_sub_fake : 745.86 ]
[  epoch 0025/0040] 2990/4800, lr:2.5e-05 ∣ avg_100 : 31817.353845 ∣ critic_nllloss : 25873.442969 ∣ critic_ganloss : -249.299290 ∣ generator_nllloss : 5238.543164 ∣ generator_ganloss : 1049.655176 ∣     [  std_z : 1.00  real_sub_fake : 764.67 ]
[  epoch 0025/0040] 3000/4800, lr:2.5e-05 ∣ avg_100 : 31817.110420 ∣ critic_nllloss : 25944.366602 ∣ critic_ganloss : -300.365784 ∣ generator_nllloss : 5093.008008 ∣ generator_ganloss : 1018.301367 ∣     [  std_z : 1.00  real_sub_fake : 937.65 ]
[  epoch 0025/0040] 3010/4800, lr:2.5e-05 ∣ avg_100 : 31819.577853 ∣ critic_nllloss : 25985.966211 ∣ critic_ganloss : -289.589923 ∣ generator_nllloss : 5241.713672 ∣ generator_ganloss : 1017.998730 ∣     [  std_z : 1.00  real_sub_fake : 973.25 ]
[  epoch 0025/0040] 3020/4800, lr:2.5e-05 ∣ avg_100 : 31817.082389 ∣ critic_nllloss : 25618.752344 ∣ critic_ganloss : -339.584285 ∣ generator_nllloss : 5191.383789 ∣ generator_ganloss : 1002.412158 ∣     [  std_z : 0.99  real_sub_fake : 1102.59 ]
[  epoch 0025/0040] 3030/4800, lr:2.5e-05 ∣ avg_100 : 31816.922198 ∣ critic_nllloss : 25924.473438 ∣ critic_ganloss : -296.103674 ∣ generator_nllloss : 5165.499414 ∣ generator_ganloss : 1009.018945 ∣     [  std_z : 0.99  real_sub_fake : 1146.17 ]
[  epoch 0025/0040] 3040/4800, lr:2.5e-05 ∣ avg_100 : 31820.938608 ∣ critic_nllloss : 25926.589648 ∣ critic_ganloss : -257.407294 ∣ generator_nllloss : 5243.363477 ∣ generator_ganloss : 1011.943945 ∣     [  std_z : 1.00  real_sub_fake : 1202.28 ]
[  epoch 0025/0040] 3050/4800, lr:2.5e-05 ∣ avg_100 : 31820.486967 ∣ critic_nllloss : 25723.920312 ∣ critic_ganloss : -245.140259 ∣ generator_nllloss : 5086.719336 ∣ generator_ganloss : 1050.286816 ∣     [  std_z : 1.00  real_sub_fake : 1089.59 ]
[  epoch 0025/0040] 3060/4800, lr:2.5e-05 ∣ avg_100 : 31817.984340 ∣ critic_nllloss : 25978.425195 ∣ critic_ganloss : -336.468158 ∣ generator_nllloss : 5136.098047 ∣ generator_ganloss : 1020.696729 ∣     [  std_z : 1.00  real_sub_fake : 1120.56 ]
[  epoch 0025/0040] 3070/4800, lr:2.5e-05 ∣ avg_100 : 31822.089452 ∣ critic_nllloss : 26073.063672 ∣ critic_ganloss : -245.565820 ∣ generator_nllloss : 5153.189062 ∣ generator_ganloss : 1057.526562 ∣     [  std_z : 0.99  real_sub_fake : 1092.45 ]
[  epoch 0025/0040] 3080/4800, lr:2.5e-05 ∣ avg_100 : 31823.135997 ∣ critic_nllloss : 25932.768555 ∣ critic_ganloss : -274.049957 ∣ generator_nllloss : 5143.896484 ∣ generator_ganloss : 1042.887109 ∣     [  std_z : 0.99  real_sub_fake : 1073.30 ]
[  epoch 0025/0040] 3090/4800, lr:2.5e-05 ∣ avg_100 : 31823.977296 ∣ critic_nllloss : 25943.927539 ∣ critic_ganloss : -190.521539 ∣ generator_nllloss : 5251.899023 ∣ generator_ganloss : 1070.188232 ∣     [  std_z : 0.99  real_sub_fake : 909.80 ]
[  epoch 0025/0040] 3100/4800, lr:2.5e-05 ∣ avg_100 : 31828.331947 ∣ critic_nllloss : 26071.220508 ∣ critic_ganloss : -183.933048 ∣ generator_nllloss : 5238.084375 ∣ generator_ganloss : 1077.824756 ∣     [  std_z : 1.00  real_sub_fake : 549.09 ]
[  epoch 0025/0040] 3110/4800, lr:2.5e-05 ∣ avg_100 : 31827.375956 ∣ critic_nllloss : 25750.653125 ∣ critic_ganloss : -186.324399 ∣ generator_nllloss : 5130.992578 ∣ generator_ganloss : 1038.374902 ∣     [  std_z : 1.00  real_sub_fake : 645.13 ]
[  epoch 0025/0040] 3120/4800, lr:2.5e-05 ∣ avg_100 : 31832.510373 ∣ critic_nllloss : 26080.674609 ∣ critic_ganloss : -246.687534 ∣ generator_nllloss : 5248.395312 ∣ generator_ganloss : 1010.558545 ∣     [  std_z : 1.00  real_sub_fake : 793.62 ]
[  epoch 0025/0040] 3130/4800, lr:2.5e-05 ∣ avg_100 : 31830.415419 ∣ critic_nllloss : 25889.204688 ∣ critic_ganloss : -185.080058 ∣ generator_nllloss : 5101.883984 ∣ generator_ganloss : 1016.183691 ∣     [  std_z : 0.99  real_sub_fake : 777.63 ]
[  epoch 0025/0040] 3140/4800, lr:2.5e-05 ∣ avg_100 : 31829.011158 ∣ critic_nllloss : 25866.266016 ∣ critic_ganloss : -210.711218 ∣ generator_nllloss : 5187.696094 ∣ generator_ganloss : 1024.027637 ∣     [  std_z : 0.99  real_sub_fake : 886.44 ]
[  epoch 0025/0040] 3150/4800, lr:2.5e-05 ∣ avg_100 : 31830.542369 ∣ critic_nllloss : 25902.196680 ∣ critic_ganloss : -232.336935 ∣ generator_nllloss : 5188.691016 ∣ generator_ganloss : 1021.181006 ∣     [  std_z : 1.00  real_sub_fake : 742.14 ]
[  epoch 0025/0040] 3160/4800, lr:2.5e-05 ∣ avg_100 : 31831.087127 ∣ critic_nllloss : 25955.235547 ∣ critic_ganloss : -298.319089 ∣ generator_nllloss : 5230.095312 ∣ generator_ganloss : 987.686230 ∣  [  std_z : 1.00  real_sub_fake : 922.40 ]
[  epoch 0025/0040] 3170/4800, lr:2.5e-05 ∣ avg_100 : 31832.619746 ∣ critic_nllloss : 25995.701953 ∣ critic_ganloss : -200.758858 ∣ generator_nllloss : 5119.409961 ∣ generator_ganloss : 1009.983740 ∣     [  std_z : 1.00  real_sub_fake : 1083.26 ]
[  epoch 0025/0040] 3180/4800, lr:2.5e-05 ∣ avg_100 : 31836.961493 ∣ critic_nllloss : 25848.951172 ∣ critic_ganloss : -230.345152 ∣ generator_nllloss : 5168.715625 ∣ generator_ganloss : 1045.337402 ∣     [  std_z : 0.99  real_sub_fake : 943.35 ]
[  epoch 0025/0040] 3190/4800, lr:2.5e-05 ∣ avg_100 : 31840.334865 ∣ critic_nllloss : 25912.971875 ∣ critic_ganloss : -297.252850 ∣ generator_nllloss : 5358.801367 ∣ generator_ganloss : 1031.430664 ∣     [  std_z : 0.99  real_sub_fake : 1026.15 ]
[  epoch 0025/0040] 3200/4800, lr:2.5e-05 ∣ avg_100 : 31840.633756 ∣ critic_nllloss : 26033.529883 ∣ critic_ganloss : -263.858350 ∣ generator_nllloss : 5152.372266 ∣ generator_ganloss : 1068.155273 ∣     [  std_z : 0.99  real_sub_fake : 1026.84 ]
[  epoch 0025/0040] 3210/4800, lr:2.5e-05 ∣ avg_100 : 31844.884427 ∣ critic_nllloss : 26140.140625 ∣ critic_ganloss : -209.928534 ∣ generator_nllloss : 5263.752539 ∣ generator_ganloss : 1057.722559 ∣     [  std_z : 1.00  real_sub_fake : 993.85 ]
[  epoch 0025/0040] 3220/4800, lr:2.5e-05 ∣ avg_100 : 31848.589959 ∣ critic_nllloss : 25868.292969 ∣ critic_ganloss : -217.814854 ∣ generator_nllloss : 5145.474414 ∣ generator_ganloss : 1027.091699 ∣     [  std_z : 1.00  real_sub_fake : 878.30 ]
[  epoch 0025/0040] 3230/4800, lr:2.5e-05 ∣ avg_100 : 31852.734281 ∣ critic_nllloss : 26055.566602 ∣ critic_ganloss : -260.216399 ∣ generator_nllloss : 5212.025195 ∣ generator_ganloss : 1037.034570 ∣     [  std_z : 1.00  real_sub_fake : 878.67 ]
[  epoch 0025/0040] 3240/4800, lr:2.5e-05 ∣ avg_100 : 31853.785233 ∣ critic_nllloss : 26011.508984 ∣ critic_ganloss : -255.393579 ∣ generator_nllloss : 5171.776758 ∣ generator_ganloss : 1047.550488 ∣     [  std_z : 0.99  real_sub_fake : 905.71 ]
[  epoch 0025/0040] 3250/4800, lr:2.5e-05 ∣ avg_100 : 31852.361866 ∣ critic_nllloss : 25692.242383 ∣ critic_ganloss : -246.821303 ∣ generator_nllloss : 5166.528906 ∣ generator_ganloss : 1048.915723 ∣     [  std_z : 0.99  real_sub_fake : 929.10 ]
[  epoch 0025/0040] 3260/4800, lr:2.5e-05 ∣ avg_100 : 31849.478839 ∣ critic_nllloss : 25975.152539 ∣ critic_ganloss : -279.267438 ∣ generator_nllloss : 5145.697656 ∣ generator_ganloss : 1053.173438 ∣     [  std_z : 0.99  real_sub_fake : 926.59 ]
[  epoch 0025/0040] 3270/4800, lr:2.5e-05 ∣ avg_100 : 31848.583203 ∣ critic_nllloss : 26007.343945 ∣ critic_ganloss : -308.743434 ∣ generator_nllloss : 5243.509375 ∣ generator_ganloss : 1031.074219 ∣     [  std_z : 1.00  real_sub_fake : 1071.68 ]
[  epoch 0025/0040] 3280/4800, lr:2.5e-05 ∣ avg_100 : 31846.350196 ∣ critic_nllloss : 25804.283594 ∣ critic_ganloss : -322.923083 ∣ generator_nllloss : 5212.630469 ∣ generator_ganloss : 1032.876172 ∣     [  std_z : 0.99  real_sub_fake : 1168.94 ]
[  epoch 0025/0040] 3290/4800, lr:2.5e-05 ∣ avg_100 : 31843.882112 ∣ critic_nllloss : 25610.713477 ∣ critic_ganloss : -195.409851 ∣ generator_nllloss : 5136.594922 ∣ generator_ganloss : 1052.727490 ∣     [  std_z : 0.99  real_sub_fake : 1025.07 ]
[  epoch 0025/0040] 3300/4800, lr:2.5e-05 ∣ avg_100 : 31841.164401 ∣ critic_nllloss : 25947.543945 ∣ critic_ganloss : -176.382976 ∣ generator_nllloss : 5188.696680 ∣ generator_ganloss : 1063.045117 ∣     [  std_z : 1.00  real_sub_fake : 875.23 ]
[  epoch 0025/0040] 3310/4800, lr:2.5e-05 ∣ avg_100 : 31842.769863 ∣ critic_nllloss : 25908.363477 ∣ critic_ganloss : -204.619505 ∣ generator_nllloss : 5221.413281 ∣ generator_ganloss : 1081.210156 ∣     [  std_z : 1.00  real_sub_fake : 621.01 ]
[  epoch 0025/0040] 3320/4800, lr:2.5e-05 ∣ avg_100 : 31840.438782 ∣ critic_nllloss : 25678.518555 ∣ critic_ganloss : -243.617961 ∣ generator_nllloss : 5071.236914 ∣ generator_ganloss : 1042.314941 ∣     [  std_z : 1.00  real_sub_fake : 795.41 ]
[  epoch 0025/0040] 3330/4800, lr:2.5e-05 ∣ avg_100 : 31839.761779 ∣ critic_nllloss : 25875.692578 ∣ critic_ganloss : -249.243044 ∣ generator_nllloss : 5148.791406 ∣ generator_ganloss : 1050.420508 ∣     [  std_z : 0.99  real_sub_fake : 951.92 ]
[  epoch 0025/0040] 3340/4800, lr:2.5e-05 ∣ avg_100 : 31842.516705 ∣ critic_nllloss : 26108.181445 ∣ critic_ganloss : -271.138380 ∣ generator_nllloss : 5227.871875 ∣ generator_ganloss : 1034.083740 ∣     [  std_z : 0.99  real_sub_fake : 1112.50 ]
[  epoch 0025/0040] 3350/4800, lr:2.5e-05 ∣ avg_100 : 31843.746668 ∣ critic_nllloss : 25839.195312 ∣ critic_ganloss : -360.584821 ∣ generator_nllloss : 5134.222461 ∣ generator_ganloss : 1041.622168 ∣     [  std_z : 0.99  real_sub_fake : 1124.22 ]
[  epoch 0025/0040] 3360/4800, lr:2.5e-05 ∣ avg_100 : 31845.268547 ∣ critic_nllloss : 25866.806445 ∣ critic_ganloss : -316.669653 ∣ generator_nllloss : 5198.034961 ∣ generator_ganloss : 1046.958105 ∣     [  std_z : 0.99  real_sub_fake : 1101.29 ]
[  epoch 0025/0040] 3370/4800, lr:2.5e-05 ∣ avg_100 : 31850.059838 ∣ critic_nllloss : 26078.332422 ∣ critic_ganloss : -275.195592 ∣ generator_nllloss : 5184.679688 ∣ generator_ganloss : 1058.660791 ∣     [  std_z : 1.00  real_sub_fake : 1160.62 ]
[  epoch 0025/0040] 3380/4800, lr:2.5e-05 ∣ avg_100 : 31846.894904 ∣ critic_nllloss : 25820.791016 ∣ critic_ganloss : -359.180435 ∣ generator_nllloss : 5183.257227 ∣ generator_ganloss : 1045.258105 ∣     [  std_z : 1.00  real_sub_fake : 1149.65 ]
[  epoch 0025/0040] 3390/4800, lr:2.5e-05 ∣ avg_100 : 31847.767289 ∣ critic_nllloss : 25951.844336 ∣ critic_ganloss : -328.523831 ∣ generator_nllloss : 5160.709180 ∣ generator_ganloss : 1052.821289 ∣     [  std_z : 1.00  real_sub_fake : 1356.49 ]
[  epoch 0025/0040] 3400/4800, lr:2.5e-05 ∣ avg_100 : 31847.334596 ∣ critic_nllloss : 25769.671289 ∣ critic_ganloss : -243.069533 ∣ generator_nllloss : 5210.162305 ∣ generator_ganloss : 1093.010937 ∣     [  std_z : 0.99  real_sub_fake : 930.88 ]
[  epoch 0025/0040] 3410/4800, lr:2.5e-05 ∣ avg_100 : 31845.920621 ∣ critic_nllloss : 25787.416797 ∣ critic_ganloss : -273.417407 ∣ generator_nllloss : 5127.129492 ∣ generator_ganloss : 1066.420996 ∣     [  std_z : 0.99  real_sub_fake : 1113.88 ]
[  epoch 0025/0040] 3420/4800, lr:2.5e-05 ∣ avg_100 : 31847.166786 ∣ critic_nllloss : 26011.454102 ∣ critic_ganloss : -200.100461 ∣ generator_nllloss : 5219.338867 ∣ generator_ganloss : 1097.980371 ∣     [  std_z : 1.00  real_sub_fake : 891.30 ]
[  epoch 0025/0040] 3430/4800, lr:2.5e-05 ∣ avg_100 : 31847.217380 ∣ critic_nllloss : 25807.335352 ∣ critic_ganloss : -260.685779 ∣ generator_nllloss : 5201.282617 ∣ generator_ganloss : 1083.919824 ∣     [  std_z : 1.00  real_sub_fake : 915.41 ]
[  epoch 0025/0040] 3440/4800, lr:2.5e-05 ∣ avg_100 : 31844.055981 ∣ critic_nllloss : 25644.768945 ∣ critic_ganloss : -258.040636 ∣ generator_nllloss : 4994.732617 ∣ generator_ganloss : 1073.749756 ∣     [  std_z : 0.99  real_sub_fake : 885.86 ]
[  epoch 0025/0040] 3450/4800, lr:2.5e-05 ∣ avg_100 : 31846.765563 ∣ critic_nllloss : 26020.114258 ∣ critic_ganloss : -265.931384 ∣ generator_nllloss : 5232.996875 ∣ generator_ganloss : 1058.172559 ∣     [  std_z : 0.99  real_sub_fake : 1001.58 ]
[  epoch 0025/0040] 3460/4800, lr:2.5e-05 ∣ avg_100 : 31846.655310 ∣ critic_nllloss : 25922.243359 ∣ critic_ganloss : -145.302477 ∣ generator_nllloss : 5214.953711 ∣ generator_ganloss : 1048.049316 ∣     [  std_z : 0.98  real_sub_fake : 970.22 ]
[  epoch 0025/0040] 3470/4800, lr:2.5e-05 ∣ avg_100 : 31849.395103 ∣ critic_nllloss : 25928.961133 ∣ critic_ganloss : -289.528099 ∣ generator_nllloss : 5169.250586 ∣ generator_ganloss : 1060.373291 ∣     [  std_z : 0.99  real_sub_fake : 823.32 ]
[  epoch 0025/0040] 3480/4800, lr:2.5e-05 ∣ avg_100 : 31850.619026 ∣ critic_nllloss : 25904.937891 ∣ critic_ganloss : -202.467604 ∣ generator_nllloss : 5242.483203 ∣ generator_ganloss : 1014.316699 ∣     [  std_z : 1.00  real_sub_fake : 879.62 ]
[  epoch 0025/0040] 3490/4800, lr:2.5e-05 ∣ avg_100 : 31849.149885 ∣ critic_nllloss : 25852.100000 ∣ critic_ganloss : -197.498569 ∣ generator_nllloss : 5149.759570 ∣ generator_ganloss : 1023.328027 ∣     [  std_z : 1.00  real_sub_fake : 751.00 ]
[  epoch 0025/0040] 3500/4800, lr:2.5e-05 ∣ avg_100 : 31850.802931 ∣ critic_nllloss : 25913.319336 ∣ critic_ganloss : -242.211491 ∣ generator_nllloss : 5222.529688 ∣ generator_ganloss : 1019.612012 ∣     [  std_z : 0.99  real_sub_fake : 751.95 ]
[  epoch 0025/0040] 3510/4800, lr:2.5e-05 ∣ avg_100 : 31849.057215 ∣ critic_nllloss : 25969.353711 ∣ critic_ganloss : -277.164371 ∣ generator_nllloss : 5237.103516 ∣ generator_ganloss : 995.606982 ∣  [  std_z : 0.99  real_sub_fake : 979.59 ]
[  epoch 0025/0040] 3520/4800, lr:2.5e-05 ∣ avg_100 : 31845.283983 ∣ critic_nllloss : 25644.730273 ∣ critic_ganloss : -256.990030 ∣ generator_nllloss : 5104.324219 ∣ generator_ganloss : 1015.770703 ∣     [  std_z : 0.99  real_sub_fake : 1016.86 ]
[  epoch 0025/0040] 3530/4800, lr:2.5e-05 ∣ avg_100 : 31847.316223 ∣ critic_nllloss : 25872.501563 ∣ critic_ganloss : -247.103513 ∣ generator_nllloss : 5258.276758 ∣ generator_ganloss : 1035.826270 ∣     [  std_z : 1.00  real_sub_fake : 1072.55 ]
[  epoch 0025/0040] 3540/4800, lr:2.5e-05 ∣ avg_100 : 31846.277588 ∣ critic_nllloss : 25678.465625 ∣ critic_ganloss : -251.782295 ∣ generator_nllloss : 5139.405078 ∣ generator_ganloss : 1036.916992 ∣     [  std_z : 1.01  real_sub_fake : 1041.43 ]
[  epoch 0025/0040] 3550/4800, lr:2.5e-05 ∣ avg_100 : 31849.549138 ∣ critic_nllloss : 26168.127734 ∣ critic_ganloss : -257.579837 ∣ generator_nllloss : 5184.451758 ∣ generator_ganloss : 1065.681396 ∣     [  std_z : 1.00  real_sub_fake : 910.47 ]
[  epoch 0025/0040] 3560/4800, lr:2.5e-05 ∣ avg_100 : 31852.752978 ∣ critic_nllloss : 26023.892383 ∣ critic_ganloss : -233.718701 ∣ generator_nllloss : 5189.706250 ∣ generator_ganloss : 1032.890137 ∣     [  std_z : 0.98  real_sub_fake : 1002.86 ]
[  epoch 0025/0040] 3570/4800, lr:2.5e-05 ∣ avg_100 : 31854.735043 ∣ critic_nllloss : 25811.320703 ∣ critic_ganloss : -254.942955 ∣ generator_nllloss : 5225.823242 ∣ generator_ganloss : 1067.194238 ∣     [  std_z : 0.99  real_sub_fake : 997.67 ]
[  epoch 0025/0040] 3580/4800, lr:2.5e-05 ∣ avg_100 : 31853.070054 ∣ critic_nllloss : 25906.618750 ∣ critic_ganloss : -326.600500 ∣ generator_nllloss : 5161.668750 ∣ generator_ganloss : 1050.438672 ∣     [  std_z : 1.00  real_sub_fake : 983.03 ]
[  epoch 0025/0040] 3590/4800, lr:2.5e-05 ∣ avg_100 : 31852.969955 ∣ critic_nllloss : 25859.831055 ∣ critic_ganloss : -269.679309 ∣ generator_nllloss : 5162.877930 ∣ generator_ganloss : 1027.467334 ∣     [  std_z : 1.00  real_sub_fake : 1130.52 ]
[  epoch 0025/0040] 3600/4800, lr:2.5e-05 ∣ avg_100 : 31857.312974 ∣ critic_nllloss : 25993.388672 ∣ critic_ganloss : -309.139511 ∣ generator_nllloss : 5232.641406 ∣ generator_ganloss : 1033.896875 ∣     [  std_z : 1.00  real_sub_fake : 1147.04 ]
[  epoch 0025/0040] 3610/4800, lr:2.5e-05 ∣ avg_100 : 31862.241092 ∣ critic_nllloss : 26145.992773 ∣ critic_ganloss : -259.278635 ∣ generator_nllloss : 5269.975195 ∣ generator_ganloss : 1032.076660 ∣     [  std_z : 0.99  real_sub_fake : 1153.40 ]
[  epoch 0025/0040] 3620/4800, lr:2.5e-05 ∣ avg_100 : 31863.946583 ∣ critic_nllloss : 26054.109180 ∣ critic_ganloss : -304.808435 ∣ generator_nllloss : 5200.069922 ∣ generator_ganloss : 1033.710938 ∣     [  std_z : 0.99  real_sub_fake : 1094.89 ]
[  epoch 0025/0040] 3630/4800, lr:2.5e-05 ∣ avg_100 : 31863.270395 ∣ critic_nllloss : 25837.468750 ∣ critic_ganloss : -280.883946 ∣ generator_nllloss : 5224.864062 ∣ generator_ganloss : 1046.589990 ∣     [  std_z : 1.00  real_sub_fake : 960.15 ]
[  epoch 0025/0040] 3640/4800, lr:2.5e-05 ∣ avg_100 : 31859.899369 ∣ critic_nllloss : 25813.750781 ∣ critic_ganloss : -284.118115 ∣ generator_nllloss : 5211.145117 ∣ generator_ganloss : 1026.344775 ∣     [  std_z : 1.01  real_sub_fake : 1180.62 ]
[  epoch 0025/0040] 3650/4800, lr:2.5e-05 ∣ avg_100 : 31858.525074 ∣ critic_nllloss : 25885.067773 ∣ critic_ganloss : -273.537723 ∣ generator_nllloss : 5161.660352 ∣ generator_ganloss : 1046.712207 ∣     [  std_z : 0.99  real_sub_fake : 1045.32 ]
[  epoch 0025/0040] 3660/4800, lr:2.5e-05 ∣ avg_100 : 31853.093771 ∣ critic_nllloss : 25694.327344 ∣ critic_ganloss : -368.371753 ∣ generator_nllloss : 5211.181641 ∣ generator_ganloss : 1009.129541 ∣     [  std_z : 0.99  real_sub_fake : 1096.40 ]
[  epoch 0025/0040] 3670/4800, lr:2.5e-05 ∣ avg_100 : 31852.170122 ∣ critic_nllloss : 25775.154492 ∣ critic_ganloss : -237.522266 ∣ generator_nllloss : 5170.513672 ∣ generator_ganloss : 1048.050000 ∣     [  std_z : 0.99  real_sub_fake : 1178.43 ]
[  epoch 0025/0040] 3680/4800, lr:2.5e-05 ∣ avg_100 : 31855.769689 ∣ critic_nllloss : 25939.834180 ∣ critic_ganloss : -241.028123 ∣ generator_nllloss : 5300.317578 ∣ generator_ganloss : 1058.204980 ∣     [  std_z : 0.99  real_sub_fake : 857.08 ]
[  epoch 0025/0040] 3690/4800, lr:2.5e-05 ∣ avg_100 : 31859.628823 ∣ critic_nllloss : 25858.849414 ∣ critic_ganloss : -121.634337 ∣ generator_nllloss : 5149.871484 ∣ generator_ganloss : 1010.022803 ∣     [  std_z : 1.00  real_sub_fake : 883.73 ]
[  epoch 0025/0040] 3700/4800, lr:2.5e-05 ∣ avg_100 : 31859.876858 ∣ critic_nllloss : 25851.380469 ∣ critic_ganloss : -172.972833 ∣ generator_nllloss : 5106.349609 ∣ generator_ganloss : 1096.788623 ∣     [  std_z : 1.00  real_sub_fake : 611.55 ]
[  epoch 0025/0040] 3710/4800, lr:2.5e-05 ∣ avg_100 : 31859.165223 ∣ critic_nllloss : 25751.327539 ∣ critic_ganloss : -206.250078 ∣ generator_nllloss : 5111.922070 ∣ generator_ganloss : 1076.852979 ∣     [  std_z : 1.00  real_sub_fake : 599.68 ]
[  epoch 0025/0040] 3720/4800, lr:2.5e-05 ∣ avg_100 : 31858.286311 ∣ critic_nllloss : 26002.084570 ∣ critic_ganloss : -278.238147 ∣ generator_nllloss : 5190.325977 ∣ generator_ganloss : 1036.792969 ∣     [  std_z : 0.99  real_sub_fake : 891.73 ]
[  epoch 0025/0040] 3730/4800, lr:2.5e-05 ∣ avg_100 : 31857.157663 ∣ critic_nllloss : 25779.599609 ∣ critic_ganloss : -297.509637 ∣ generator_nllloss : 5140.258203 ∣ generator_ganloss : 1039.955078 ∣     [  std_z : 0.99  real_sub_fake : 1056.95 ]
[  epoch 0025/0040] 3740/4800, lr:2.5e-05 ∣ avg_100 : 31857.308585 ∣ critic_nllloss : 25867.045508 ∣ critic_ganloss : -361.840836 ∣ generator_nllloss : 5264.206055 ∣ generator_ganloss : 1047.064014 ∣     [  std_z : 0.99  real_sub_fake : 1138.17 ]
[  epoch 0025/0040] 3750/4800, lr:2.5e-05 ∣ avg_100 : 31859.933393 ∣ critic_nllloss : 25946.788281 ∣ critic_ganloss : -375.004306 ∣ generator_nllloss : 5223.686719 ∣ generator_ganloss : 1034.201270 ∣     [  std_z : 0.99  real_sub_fake : 1268.53 ]
[  epoch 0025/0040] 3760/4800, lr:2.5e-05 ∣ avg_100 : 31861.908731 ∣ critic_nllloss : 25774.020703 ∣ critic_ganloss : -320.866339 ∣ generator_nllloss : 5203.806836 ∣ generator_ganloss : 1032.068750 ∣     [  std_z : 1.00  real_sub_fake : 1258.21 ]
[  epoch 0025/0040] 3770/4800, lr:2.5e-05 ∣ avg_100 : 31862.328713 ∣ critic_nllloss : 25955.648828 ∣ critic_ganloss : -210.378516 ∣ generator_nllloss : 5210.119336 ∣ generator_ganloss : 1070.744922 ∣     [  std_z : 1.00  real_sub_fake : 1104.21 ]
[  epoch 0025/0040] 3780/4800, lr:2.5e-05 ∣ avg_100 : 31862.569201 ∣ critic_nllloss : 26031.699219 ∣ critic_ganloss : -320.725253 ∣ generator_nllloss : 5195.855469 ∣ generator_ganloss : 1014.934473 ∣     [  std_z : 1.00  real_sub_fake : 1231.84 ]
[  epoch 0025/0040] 3790/4800, lr:2.5e-05 ∣ avg_100 : 31863.756118 ∣ critic_nllloss : 25969.805469 ∣ critic_ganloss : -218.297046 ∣ generator_nllloss : 5230.859961 ∣ generator_ganloss : 1085.962988 ∣     [  std_z : 0.99  real_sub_fake : 907.15 ]
[  epoch 0025/0040] 3800/4800, lr:2.5e-05 ∣ avg_100 : 31860.378401 ∣ critic_nllloss : 25691.052539 ∣ critic_ganloss : -168.073286 ∣ generator_nllloss : 5183.565625 ∣ generator_ganloss : 1077.381641 ∣     [  std_z : 0.99  real_sub_fake : 479.86 ]
[  epoch 0025/0040] 3810/4800, lr:2.5e-05 ∣ avg_100 : 31860.011179 ∣ critic_nllloss : 25912.363281 ∣ critic_ganloss : -220.046368 ∣ generator_nllloss : 5084.806250 ∣ generator_ganloss : 1025.059424 ∣     [  std_z : 1.00  real_sub_fake : 738.19 ]
[  epoch 0025/0040] 3820/4800, lr:2.5e-05 ∣ avg_100 : 31857.468797 ∣ critic_nllloss : 25773.812500 ∣ critic_ganloss : -211.958623 ∣ generator_nllloss : 5045.285742 ∣ generator_ganloss : 1000.458936 ∣     [  std_z : 0.99  real_sub_fake : 918.79 ]
[  epoch 0025/0040] 3830/4800, lr:2.5e-05 ∣ avg_100 : 31856.586498 ∣ critic_nllloss : 25714.384961 ∣ critic_ganloss : -204.190343 ∣ generator_nllloss : 5174.635938 ∣ generator_ganloss : 1009.798633 ∣     [  std_z : 0.99  real_sub_fake : 797.66 ]
[  epoch 0025/0040] 3840/4800, lr:2.5e-05 ∣ avg_100 : 31855.587473 ∣ critic_nllloss : 25652.956055 ∣ critic_ganloss : -201.105147 ∣ generator_nllloss : 5068.618750 ∣ generator_ganloss : 1009.163477 ∣     [  std_z : 0.99  real_sub_fake : 855.73 ]
[  epoch 0025/0040] 3850/4800, lr:2.5e-05 ∣ avg_100 : 31857.215238 ∣ critic_nllloss : 26029.602539 ∣ critic_ganloss : -307.805005 ∣ generator_nllloss : 5177.738867 ∣ generator_ganloss : 1006.491406 ∣     [  std_z : 1.00  real_sub_fake : 978.83 ]
[  epoch 0025/0040] 3860/4800, lr:2.5e-05 ∣ avg_100 : 31855.307178 ∣ critic_nllloss : 25798.655273 ∣ critic_ganloss : -266.432928 ∣ generator_nllloss : 5104.360352 ∣ generator_ganloss : 1001.704590 ∣     [  std_z : 0.99  real_sub_fake : 996.12 ]
[  epoch 0025/0040] 3870/4800, lr:2.5e-05 ∣ avg_100 : 31856.032571 ∣ critic_nllloss : 25967.335352 ∣ critic_ganloss : -297.405627 ∣ generator_nllloss : 5217.510742 ∣ generator_ganloss : 1004.796875 ∣     [  std_z : 0.99  real_sub_fake : 1124.41 ]
[  epoch 0025/0040] 3880/4800, lr:2.5e-05 ∣ avg_100 : 31855.713435 ∣ critic_nllloss : 25915.444141 ∣ critic_ganloss : -292.941608 ∣ generator_nllloss : 5210.823047 ∣ generator_ganloss : 1005.928223 ∣     [  std_z : 1.00  real_sub_fake : 1175.21 ]
[  epoch 0025/0040] 3890/4800, lr:2.5e-05 ∣ avg_100 : 31856.350110 ∣ critic_nllloss : 25897.900781 ∣ critic_ganloss : -268.153625 ∣ generator_nllloss : 5114.698242 ∣ generator_ganloss : 1015.259229 ∣     [  std_z : 1.00  real_sub_fake : 1072.94 ]
[  epoch 0025/0040] 3900/4800, lr:2.5e-05 ∣ avg_100 : 31857.049764 ∣ critic_nllloss : 25841.175000 ∣ critic_ganloss : -300.972165 ∣ generator_nllloss : 5227.378711 ∣ generator_ganloss : 1002.718164 ∣     [  std_z : 0.99  real_sub_fake : 1183.01 ]
[  epoch 0025/0040] 3910/4800, lr:2.5e-05 ∣ avg_100 : 31856.174542 ∣ critic_nllloss : 25878.107031 ∣ critic_ganloss : -298.415646 ∣ generator_nllloss : 5198.435938 ∣ generator_ganloss : 1026.991406 ∣     [  std_z : 0.99  real_sub_fake : 1093.46 ]
[  epoch 0025/0040] 3920/4800, lr:2.5e-05 ∣ avg_100 : 31854.105479 ∣ critic_nllloss : 25682.864648 ∣ critic_ganloss : -320.158176 ∣ generator_nllloss : 5183.908789 ∣ generator_ganloss : 1033.137061 ∣     [  std_z : 0.99  real_sub_fake : 1063.77 ]
[  epoch 0025/0040] 3930/4800, lr:2.5e-05 ∣ avg_100 : 31854.256086 ∣ critic_nllloss : 25871.561914 ∣ critic_ganloss : -312.043130 ∣ generator_nllloss : 5113.419531 ∣ generator_ganloss : 1022.026123 ∣     [  std_z : 1.00  real_sub_fake : 1174.20 ]
[  epoch 0025/0040] 3940/4800, lr:2.5e-05 ∣ avg_100 : 31855.061684 ∣ critic_nllloss : 25933.694727 ∣ critic_ganloss : -321.835623 ∣ generator_nllloss : 5138.647656 ∣ generator_ganloss : 1022.602393 ∣     [  std_z : 1.00  real_sub_fake : 1238.33 ]
[  epoch 0025/0040] 3950/4800, lr:2.5e-05 ∣ avg_100 : 31852.270106 ∣ critic_nllloss : 25822.930078 ∣ critic_ganloss : -402.126486 ∣ generator_nllloss : 5206.501953 ∣ generator_ganloss : 1015.932861 ∣     [  std_z : 1.00  real_sub_fake : 1300.76 ]
[  epoch 0025/0040] 3960/4800, lr:2.5e-05 ∣ avg_100 : 31851.621803 ∣ critic_nllloss : 25791.931055 ∣ critic_ganloss : -278.871109 ∣ generator_nllloss : 5249.472461 ∣ generator_ganloss : 1018.259082 ∣     [  std_z : 0.99  real_sub_fake : 1390.81 ]
[  epoch 0025/0040] 3970/4800, lr:2.5e-05 ∣ avg_100 : 31850.348838 ∣ critic_nllloss : 25978.843359 ∣ critic_ganloss : -237.897211 ∣ generator_nllloss : 5308.342773 ∣ generator_ganloss : 1044.953711 ∣     [  std_z : 0.99  real_sub_fake : 1230.62 ]
[  epoch 0025/0040] 3980/4800, lr:2.5e-05 ∣ avg_100 : 31848.929583 ∣ critic_nllloss : 25908.057227 ∣ critic_ganloss : -273.195322 ∣ generator_nllloss : 5197.373828 ∣ generator_ganloss : 1027.703516 ∣     [  std_z : 0.99  real_sub_fake : 1173.87 ]
[  epoch 0025/0040] 3990/4800, lr:2.5e-05 ∣ avg_100 : 31848.214006 ∣ critic_nllloss : 25975.810937 ∣ critic_ganloss : -310.209555 ∣ generator_nllloss : 5141.371094 ∣ generator_ganloss : 1033.811914 ∣     [  std_z : 1.00  real_sub_fake : 980.17 ]
[  epoch 0025/0040] 4000/4800, lr:2.5e-05 ∣ avg_100 : 31851.163215 ∣ critic_nllloss : 26044.230859 ∣ critic_ganloss : -234.899509 ∣ generator_nllloss : 5217.634961 ∣ generator_ganloss : 1023.264795 ∣     [  std_z : 1.00  real_sub_fake : 959.34 ]
[  epoch 0025/0040] 4010/4800, lr:2.5e-05 ∣ avg_100 : 31849.227126 ∣ critic_nllloss : 25867.983398 ∣ critic_ganloss : -284.536095 ∣ generator_nllloss : 5166.131641 ∣ generator_ganloss : 1012.900830 ∣     [  std_z : 1.00  real_sub_fake : 955.69 ]
[  epoch 0025/0040] 4020/4800, lr:2.5e-05 ∣ avg_100 : 31849.742901 ∣ critic_nllloss : 25761.094336 ∣ critic_ganloss : -279.779750 ∣ generator_nllloss : 5020.756641 ∣ generator_ganloss : 1022.470215 ∣     [  std_z : 0.99  real_sub_fake : 985.43 ]
[  epoch 0025/0040] 4030/4800, lr:2.5e-05 ∣ avg_100 : 31849.581709 ∣ critic_nllloss : 25755.550586 ∣ critic_ganloss : -221.908188 ∣ generator_nllloss : 5245.207812 ∣ generator_ganloss : 1007.918799 ∣     [  std_z : 0.99  real_sub_fake : 1061.22 ]
[  epoch 0025/0040] 4040/4800, lr:2.5e-05 ∣ avg_100 : 31846.069038 ∣ critic_nllloss : 25649.564258 ∣ critic_ganloss : -266.910538 ∣ generator_nllloss : 5140.703320 ∣ generator_ganloss : 1049.865625 ∣     [  std_z : 0.99  real_sub_fake : 895.81 ]
[  epoch 0025/0040] 4050/4800, lr:2.5e-05 ∣ avg_100 : 31848.392960 ∣ critic_nllloss : 25948.041406 ∣ critic_ganloss : -285.104572 ∣ generator_nllloss : 5162.640234 ∣ generator_ganloss : 1022.601318 ∣     [  std_z : 1.00  real_sub_fake : 1085.68 ]
[  epoch 0025/0040] 4060/4800, lr:2.5e-05 ∣ avg_100 : 31846.524286 ∣ critic_nllloss : 25855.189453 ∣ critic_ganloss : -281.133969 ∣ generator_nllloss : 5008.277344 ∣ generator_ganloss : 1029.551611 ∣     [  std_z : 1.00  real_sub_fake : 1047.09 ]
[  epoch 0025/0040] 4070/4800, lr:2.5e-05 ∣ avg_100 : 31844.151244 ∣ critic_nllloss : 25933.594922 ∣ critic_ganloss : -302.735739 ∣ generator_nllloss : 5146.291211 ∣ generator_ganloss : 1023.758838 ∣     [  std_z : 1.00  real_sub_fake : 1154.10 ]
[  epoch 0025/0040] 4080/4800, lr:2.5e-05 ∣ avg_100 : 31842.214931 ∣ critic_nllloss : 25812.975195 ∣ critic_ganloss : -311.880035 ∣ generator_nllloss : 5119.821094 ∣ generator_ganloss : 1030.954590 ∣     [  std_z : 1.00  real_sub_fake : 1165.54 ]
[  epoch 0025/0040] 4090/4800, lr:2.5e-05 ∣ avg_100 : 31840.093204 ∣ critic_nllloss : 25923.351758 ∣ critic_ganloss : -307.496710 ∣ generator_nllloss : 5199.087891 ∣ generator_ganloss : 1048.377637 ∣     [  std_z : 1.00  real_sub_fake : 1167.57 ]
[  epoch 0025/0040] 4100/4800, lr:2.5e-05 ∣ avg_100 : 31834.963811 ∣ critic_nllloss : 25780.035547 ∣ critic_ganloss : -292.388171 ∣ generator_nllloss : 5161.763867 ∣ generator_ganloss : 1040.846045 ∣     [  std_z : 0.99  real_sub_fake : 1091.85 ]
[  epoch 0025/0040] 4110/4800, lr:2.5e-05 ∣ avg_100 : 31835.969598 ∣ critic_nllloss : 25874.602344 ∣ critic_ganloss : -345.013022 ∣ generator_nllloss : 5276.216602 ∣ generator_ganloss : 1028.469043 ∣     [  std_z : 0.99  real_sub_fake : 1252.37 ]
[  epoch 0025/0040] 4120/4800, lr:2.5e-05 ∣ avg_100 : 31832.756115 ∣ critic_nllloss : 25912.679883 ∣ critic_ganloss : -353.615152 ∣ generator_nllloss : 5159.886328 ∣ generator_ganloss : 1052.641504 ∣     [  std_z : 0.99  real_sub_fake : 1228.68 ]
[  epoch 0025/0040] 4130/4800, lr:2.5e-05 ∣ avg_100 : 31833.834997 ∣ critic_nllloss : 26012.218164 ∣ critic_ganloss : -283.094116 ∣ generator_nllloss : 5150.980273 ∣ generator_ganloss : 1049.976270 ∣     [  std_z : 0.99  real_sub_fake : 1141.88 ]
[  epoch 0025/0040] 4140/4800, lr:2.5e-05 ∣ avg_100 : 31831.672290 ∣ critic_nllloss : 25725.438867 ∣ critic_ganloss : -276.592577 ∣ generator_nllloss : 5164.491406 ∣ generator_ganloss : 1037.670117 ∣     [  std_z : 1.00  real_sub_fake : 1060.88 ]
[  epoch 0025/0040] 4150/4800, lr:2.5e-05 ∣ avg_100 : 31829.161476 ∣ critic_nllloss : 25677.448633 ∣ critic_ganloss : -216.123543 ∣ generator_nllloss : 5166.911328 ∣ generator_ganloss : 1000.413867 ∣     [  std_z : 1.00  real_sub_fake : 974.41 ]
[  epoch 0025/0040] 4160/4800, lr:2.5e-05 ∣ avg_100 : 31829.441662 ∣ critic_nllloss : 25963.156445 ∣ critic_ganloss : -246.467313 ∣ generator_nllloss : 5190.988477 ∣ generator_ganloss : 995.039062 ∣  [  std_z : 0.99  real_sub_fake : 1075.98 ]
[  epoch 0025/0040] 4170/4800, lr:2.5e-05 ∣ avg_100 : 31831.222739 ∣ critic_nllloss : 26183.494141 ∣ critic_ganloss : -303.788866 ∣ generator_nllloss : 5210.438867 ∣ generator_ganloss : 1012.300293 ∣     [  std_z : 1.00  real_sub_fake : 1010.51 ]
[  epoch 0025/0040] 4180/4800, lr:2.5e-05 ∣ avg_100 : 31830.893473 ∣ critic_nllloss : 25892.651367 ∣ critic_ganloss : -275.076106 ∣ generator_nllloss : 5190.605469 ∣ generator_ganloss : 991.551758 ∣  [  std_z : 0.99  real_sub_fake : 1034.25 ]
[  epoch 0025/0040] 4190/4800, lr:2.5e-05 ∣ avg_100 : 31826.530302 ∣ critic_nllloss : 25784.852148 ∣ critic_ganloss : -360.846265 ∣ generator_nllloss : 5143.120313 ∣ generator_ganloss : 1002.507715 ∣     [  std_z : 0.99  real_sub_fake : 1166.17 ]
[  epoch 0025/0040] 4200/4800, lr:2.5e-05 ∣ avg_100 : 31824.197014 ∣ critic_nllloss : 25854.541211 ∣ critic_ganloss : -284.825687 ∣ generator_nllloss : 5166.319336 ∣ generator_ganloss : 1020.835449 ∣     [  std_z : 0.99  real_sub_fake : 1185.65 ]
[  epoch 0025/0040] 4210/4800, lr:2.5e-05 ∣ avg_100 : 31821.943601 ∣ critic_nllloss : 26022.567969 ∣ critic_ganloss : -330.580673 ∣ generator_nllloss : 5302.225391 ∣ generator_ganloss : 1032.133203 ∣     [  std_z : 0.99  real_sub_fake : 1170.33 ]
[  epoch 0025/0040] 4220/4800, lr:2.5e-05 ∣ avg_100 : 31823.587285 ∣ critic_nllloss : 25940.359570 ∣ critic_ganloss : -194.427896 ∣ generator_nllloss : 5163.538672 ∣ generator_ganloss : 1077.942285 ∣     [  std_z : 0.99  real_sub_fake : 951.39 ]
[  epoch 0025/0040] 4230/4800, lr:2.5e-05 ∣ avg_100 : 31820.552853 ∣ critic_nllloss : 25779.573633 ∣ critic_ganloss : -200.740601 ∣ generator_nllloss : 5088.516797 ∣ generator_ganloss : 1073.616992 ∣     [  std_z : 0.99  real_sub_fake : 659.05 ]
[  epoch 0025/0040] 4240/4800, lr:2.5e-05 ∣ avg_100 : 31818.418900 ∣ critic_nllloss : 25887.453320 ∣ critic_ganloss : -303.796193 ∣ generator_nllloss : 5147.480078 ∣ generator_ganloss : 1030.910059 ∣     [  std_z : 1.00  real_sub_fake : 863.73 ]
[  epoch 0025/0040] 4250/4800, lr:2.5e-05 ∣ avg_100 : 31821.085415 ∣ critic_nllloss : 25850.423828 ∣ critic_ganloss : -156.179782 ∣ generator_nllloss : 5205.274414 ∣ generator_ganloss : 1027.998828 ∣     [  std_z : 1.00  real_sub_fake : 972.37 ]
[  epoch 0025/0040] 4260/4800, lr:2.5e-05 ∣ avg_100 : 31819.371770 ∣ critic_nllloss : 25834.997266 ∣ critic_ganloss : -306.674442 ∣ generator_nllloss : 5161.939844 ∣ generator_ganloss : 1033.128955 ∣     [  std_z : 0.99  real_sub_fake : 907.66 ]
[  epoch 0025/0040] 4270/4800, lr:2.5e-05 ∣ avg_100 : 31816.046182 ∣ critic_nllloss : 25667.250781 ∣ critic_ganloss : -233.993256 ∣ generator_nllloss : 5193.908008 ∣ generator_ganloss : 1013.459766 ∣     [  std_z : 0.99  real_sub_fake : 988.86 ]
[  epoch 0025/0040] 4280/4800, lr:2.5e-05 ∣ avg_100 : 31814.438258 ∣ critic_nllloss : 25707.660352 ∣ critic_ganloss : -274.445938 ∣ generator_nllloss : 5107.446289 ∣ generator_ganloss : 1025.414111 ∣     [  std_z : 0.99  real_sub_fake : 941.48 ]
[  epoch 0025/0040] 4290/4800, lr:2.5e-05 ∣ avg_100 : 31813.770540 ∣ critic_nllloss : 25721.917187 ∣ critic_ganloss : -288.251660 ∣ generator_nllloss : 5066.784375 ∣ generator_ganloss : 1037.404297 ∣     [  std_z : 1.00  real_sub_fake : 1012.38 ]
[  epoch 0025/0040] 4300/4800, lr:2.5e-05 ∣ avg_100 : 31812.735141 ∣ critic_nllloss : 25933.003125 ∣ critic_ganloss : -206.260956 ∣ generator_nllloss : 5155.979492 ∣ generator_ganloss : 1036.641211 ∣     [  std_z : 1.00  real_sub_fake : 1048.38 ]
[  epoch 0025/0040] 4310/4800, lr:2.5e-05 ∣ avg_100 : 31809.800391 ∣ critic_nllloss : 25799.562695 ∣ critic_ganloss : -244.581131 ∣ generator_nllloss : 5147.802930 ∣ generator_ganloss : 1010.107910 ∣     [  std_z : 0.99  real_sub_fake : 919.50 ]
[  epoch 0025/0040] 4320/4800, lr:2.5e-05 ∣ avg_100 : 31810.097037 ∣ critic_nllloss : 25693.165430 ∣ critic_ganloss : -292.614055 ∣ generator_nllloss : 5178.129492 ∣ generator_ganloss : 999.436230 ∣  [  std_z : 0.98  real_sub_fake : 901.23 ]
[  epoch 0025/0040] 4330/4800, lr:2.5e-05 ∣ avg_100 : 31808.916402 ∣ critic_nllloss : 25802.824219 ∣ critic_ganloss : -219.661359 ∣ generator_nllloss : 5114.836523 ∣ generator_ganloss : 1009.598486 ∣     [  std_z : 0.99  real_sub_fake : 985.28 ]
[  epoch 0025/0040] 4340/4800, lr:2.5e-05 ∣ avg_100 : 31806.348540 ∣ critic_nllloss : 25897.203516 ∣ critic_ganloss : -288.283966 ∣ generator_nllloss : 5225.142773 ∣ generator_ganloss : 1008.150195 ∣     [  std_z : 1.00  real_sub_fake : 970.95 ]
[  epoch 0025/0040] 4350/4800, lr:2.5e-05 ∣ avg_100 : 31806.520435 ∣ critic_nllloss : 25793.560352 ∣ critic_ganloss : -276.003165 ∣ generator_nllloss : 5130.290430 ∣ generator_ganloss : 1023.796973 ∣     [  std_z : 1.01  real_sub_fake : 1014.16 ]
[  epoch 0025/0040] 4360/4800, lr:2.5e-05 ∣ avg_100 : 31805.971858 ∣ critic_nllloss : 25809.547266 ∣ critic_ganloss : -243.524207 ∣ generator_nllloss : 5146.294922 ∣ generator_ganloss : 1027.954248 ∣     [  std_z : 1.00  real_sub_fake : 949.46 ]
[  epoch 0025/0040] 4370/4800, lr:2.5e-05 ∣ avg_100 : 31805.602198 ∣ critic_nllloss : 25936.462891 ∣ critic_ganloss : -236.510382 ∣ generator_nllloss : 5252.184961 ∣ generator_ganloss : 1057.373828 ∣     [  std_z : 0.99  real_sub_fake : 929.62 ]
[  epoch 0025/0040] 4380/4800, lr:2.5e-05 ∣ avg_100 : 31809.546238 ∣ critic_nllloss : 26112.369727 ∣ critic_ganloss : -313.130127 ∣ generator_nllloss : 5250.559570 ∣ generator_ganloss : 1034.730762 ∣     [  std_z : 0.98  real_sub_fake : 1102.80 ]
[  epoch 0025/0040] 4390/4800, lr:2.5e-05 ∣ avg_100 : 31813.374847 ∣ critic_nllloss : 26260.987109 ∣ critic_ganloss : -373.111835 ∣ generator_nllloss : 5299.187305 ∣ generator_ganloss : 1032.649268 ∣     [  std_z : 0.99  real_sub_fake : 1284.11 ]
[  epoch 0025/0040] 4400/4800, lr:2.5e-05 ∣ avg_100 : 31811.588830 ∣ critic_nllloss : 25827.414062 ∣ critic_ganloss : -348.853549 ∣ generator_nllloss : 5140.475391 ∣ generator_ganloss : 1032.137354 ∣     [  std_z : 0.99  real_sub_fake : 1326.62 ]
[  epoch 0025/0040] 4410/4800, lr:2.5e-05 ∣ avg_100 : 31813.006964 ∣ critic_nllloss : 25863.004492 ∣ critic_ganloss : -230.213382 ∣ generator_nllloss : 5166.500977 ∣ generator_ganloss : 1050.071191 ∣     [  std_z : 1.00  real_sub_fake : 1276.24 ]
[  epoch 0025/0040] 4420/4800, lr:2.5e-05 ∣ avg_100 : 31809.572430 ∣ critic_nllloss : 25814.048242 ∣ critic_ganloss : -266.287938 ∣ generator_nllloss : 5160.211914 ∣ generator_ganloss : 1077.247314 ∣     [  std_z : 1.00  real_sub_fake : 996.63 ]
[  epoch 0025/0040] 4430/4800, lr:2.5e-05 ∣ avg_100 : 31809.014096 ∣ critic_nllloss : 25855.479883 ∣ critic_ganloss : -287.975662 ∣ generator_nllloss : 5176.232031 ∣ generator_ganloss : 1032.282324 ∣     [  std_z : 0.98  real_sub_fake : 1039.40 ]
[  epoch 0025/0040] 4440/4800, lr:2.5e-05 ∣ avg_100 : 31812.810684 ∣ critic_nllloss : 25850.150781 ∣ critic_ganloss : -213.073299 ∣ generator_nllloss : 5107.412891 ∣ generator_ganloss : 1090.379150 ∣     [  std_z : 0.99  real_sub_fake : 941.60 ]
[  epoch 0025/0040] 4450/4800, lr:2.5e-05 ∣ avg_100 : 31811.651409 ∣ critic_nllloss : 25964.143164 ∣ critic_ganloss : -292.572162 ∣ generator_nllloss : 5180.460742 ∣ generator_ganloss : 1077.393018 ∣     [  std_z : 0.99  real_sub_fake : 972.38 ]
[  epoch 0025/0040] 4460/4800, lr:2.5e-05 ∣ avg_100 : 31806.950859 ∣ critic_nllloss : 25725.089062 ∣ critic_ganloss : -330.520465 ∣ generator_nllloss : 5124.398047 ∣ generator_ganloss : 1050.922314 ∣     [  std_z : 1.00  real_sub_fake : 1052.12 ]
[  epoch 0025/0040] 4470/4800, lr:2.5e-05 ∣ avg_100 : 31804.509629 ∣ critic_nllloss : 25762.970703 ∣ critic_ganloss : -303.661404 ∣ generator_nllloss : 5126.348437 ∣ generator_ganloss : 1039.276123 ∣     [  std_z : 1.00  real_sub_fake : 1133.24 ]
[  epoch 0025/0040] 4480/4800, lr:2.5e-05 ∣ avg_100 : 31799.191174 ∣ critic_nllloss : 25599.458594 ∣ critic_ganloss : -337.209573 ∣ generator_nllloss : 5128.628906 ∣ generator_ganloss : 1036.546729 ∣     [  std_z : 1.00  real_sub_fake : 1081.09 ]
[  epoch 0025/0040] 4490/4800, lr:2.5e-05 ∣ avg_100 : 31799.464310 ∣ critic_nllloss : 25957.062695 ∣ critic_ganloss : -246.894077 ∣ generator_nllloss : 5103.910547 ∣ generator_ganloss : 1040.923486 ∣     [  std_z : 0.99  real_sub_fake : 1246.28 ]
[  epoch 0025/0040] 4500/4800, lr:2.5e-05 ∣ avg_100 : 31797.129726 ∣ critic_nllloss : 25769.142773 ∣ critic_ganloss : -226.040279 ∣ generator_nllloss : 5073.154492 ∣ generator_ganloss : 1063.534180 ∣     [  std_z : 0.99  real_sub_fake : 859.29 ]
[  epoch 0025/0040] 4510/4800, lr:2.5e-05 ∣ avg_100 : 31794.716790 ∣ critic_nllloss : 25733.697266 ∣ critic_ganloss : -262.907307 ∣ generator_nllloss : 5186.302344 ∣ generator_ganloss : 1026.513965 ∣     [  std_z : 0.99  real_sub_fake : 911.09 ]
[  epoch 0025/0040] 4520/4800, lr:2.5e-05 ∣ avg_100 : 31795.312719 ∣ critic_nllloss : 25694.875781 ∣ critic_ganloss : -278.964629 ∣ generator_nllloss : 5110.135938 ∣ generator_ganloss : 1041.380908 ∣     [  std_z : 1.00  real_sub_fake : 1060.00 ]
[  epoch 0025/0040] 4530/4800, lr:2.5e-05 ∣ avg_100 : 31793.199669 ∣ critic_nllloss : 25739.177344 ∣ critic_ganloss : -269.592581 ∣ generator_nllloss : 5196.703516 ∣ generator_ganloss : 1041.907861 ∣     [  std_z : 1.00  real_sub_fake : 1055.61 ]
[  epoch 0025/0040] 4540/4800, lr:2.5e-05 ∣ avg_100 : 31792.830665 ∣ critic_nllloss : 25749.612891 ∣ critic_ganloss : -364.196210 ∣ generator_nllloss : 5164.424805 ∣ generator_ganloss : 1016.263525 ∣     [  std_z : 0.99  real_sub_fake : 1231.54 ]
[  epoch 0025/0040] 4550/4800, lr:2.5e-05 ∣ avg_100 : 31790.715696 ∣ critic_nllloss : 25972.447070 ∣ critic_ganloss : -269.410703 ∣ generator_nllloss : 5207.200977 ∣ generator_ganloss : 1038.946729 ∣     [  std_z : 0.99  real_sub_fake : 1217.00 ]
[  epoch 0025/0040] 4560/4800, lr:2.5e-05 ∣ avg_100 : 31787.727286 ∣ critic_nllloss : 25753.151562 ∣ critic_ganloss : -233.235751 ∣ generator_nllloss : 5157.116016 ∣ generator_ganloss : 1036.897314 ∣     [  std_z : 0.99  real_sub_fake : 1285.49 ]
[  epoch 0025/0040] 4570/4800, lr:2.5e-05 ∣ avg_100 : 31787.794291 ∣ critic_nllloss : 25832.671484 ∣ critic_ganloss : -225.684460 ∣ generator_nllloss : 5172.964648 ∣ generator_ganloss : 1076.144043 ∣     [  std_z : 0.99  real_sub_fake : 855.82 ]
[  epoch 0025/0040] 4580/4800, lr:2.5e-05 ∣ avg_100 : 31788.260234 ∣ critic_nllloss : 25816.123633 ∣ critic_ganloss : -208.326619 ∣ generator_nllloss : 5180.357422 ∣ generator_ganloss : 1050.565479 ∣     [  std_z : 1.00  real_sub_fake : 825.62 ]
[  epoch 0025/0040] 4590/4800, lr:2.5e-05 ∣ avg_100 : 31788.222920 ∣ critic_nllloss : 25831.552539 ∣ critic_ganloss : -285.469185 ∣ generator_nllloss : 5176.098437 ∣ generator_ganloss : 1054.583887 ∣     [  std_z : 1.00  real_sub_fake : 882.47 ]
[  epoch 0025/0040] 4600/4800, lr:2.5e-05 ∣ avg_100 : 31785.781332 ∣ critic_nllloss : 25879.967383 ∣ critic_ganloss : -290.220526 ∣ generator_nllloss : 5075.529297 ∣ generator_ganloss : 1041.352490 ∣     [  std_z : 1.00  real_sub_fake : 1006.66 ]
[  epoch 0025/0040] 4610/4800, lr:2.5e-05 ∣ avg_100 : 31782.371593 ∣ critic_nllloss : 25906.412891 ∣ critic_ganloss : -277.111444 ∣ generator_nllloss : 5175.492188 ∣ generator_ganloss : 1042.998437 ∣     [  std_z : 1.01  real_sub_fake : 1122.18 ]
[  epoch 0025/0040] 4620/4800, lr:2.5e-05 ∣ avg_100 : 31780.630115 ∣ critic_nllloss : 25847.825000 ∣ critic_ganloss : -251.167096 ∣ generator_nllloss : 5158.808594 ∣ generator_ganloss : 1053.467334 ∣     [  std_z : 1.00  real_sub_fake : 1078.40 ]
[  epoch 0025/0040] 4630/4800, lr:2.5e-05 ∣ avg_100 : 31781.424716 ∣ critic_nllloss : 25942.182227 ∣ critic_ganloss : -290.088596 ∣ generator_nllloss : 5211.394922 ∣ generator_ganloss : 1044.010400 ∣     [  std_z : 0.98  real_sub_fake : 1090.95 ]
[  epoch 0025/0040] 4640/4800, lr:2.5e-05 ∣ avg_100 : 31783.361449 ∣ critic_nllloss : 26020.374219 ∣ critic_ganloss : -335.192581 ∣ generator_nllloss : 5246.578711 ∣ generator_ganloss : 1029.035498 ∣     [  std_z : 0.98  real_sub_fake : 1122.26 ]
[  epoch 0025/0040] 4650/4800, lr:2.5e-05 ∣ avg_100 : 31782.083974 ∣ critic_nllloss : 25831.247461 ∣ critic_ganloss : -355.173053 ∣ generator_nllloss : 5190.710938 ∣ generator_ganloss : 1025.369727 ∣     [  std_z : 0.99  real_sub_fake : 1229.88 ]
[  epoch 0025/0040] 4660/4800, lr:2.5e-05 ∣ avg_100 : 31781.765766 ∣ critic_nllloss : 25695.100781 ∣ critic_ganloss : -269.430408 ∣ generator_nllloss : 5063.165430 ∣ generator_ganloss : 1025.610156 ∣     [  std_z : 1.00  real_sub_fake : 1189.33 ]
[  epoch 0025/0040] 4670/4800, lr:2.5e-05 ∣ avg_100 : 31783.549224 ∣ critic_nllloss : 25989.362109 ∣ critic_ganloss : -310.352011 ∣ generator_nllloss : 5230.474414 ∣ generator_ganloss : 1025.057227 ∣     [  std_z : 1.00  real_sub_fake : 1191.54 ]
[  epoch 0025/0040] 4680/4800, lr:2.5e-05 ∣ avg_100 : 31778.086625 ∣ critic_nllloss : 25690.641406 ∣ critic_ganloss : -384.750894 ∣ generator_nllloss : 5168.550977 ∣ generator_ganloss : 1036.627197 ∣     [  std_z : 1.00  real_sub_fake : 1237.39 ]
[  epoch 0025/0040] 4690/4800, lr:2.5e-05 ∣ avg_100 : 31776.537778 ∣ critic_nllloss : 25842.401367 ∣ critic_ganloss : -295.723419 ∣ generator_nllloss : 5144.280078 ∣ generator_ganloss : 1051.266699 ∣     [  std_z : 0.98  real_sub_fake : 1214.57 ]
[  epoch 0025/0040] 4700/4800, lr:2.5e-05 ∣ avg_100 : 31775.196430 ∣ critic_nllloss : 25881.669727 ∣ critic_ganloss : -339.385852 ∣ generator_nllloss : 5156.723047 ∣ generator_ganloss : 1048.404102 ∣     [  std_z : 0.99  real_sub_fake : 1170.42 ]
[  epoch 0025/0040] 4710/4800, lr:2.5e-05 ∣ avg_100 : 31774.476729 ∣ critic_nllloss : 25668.830859 ∣ critic_ganloss : -247.584016 ∣ generator_nllloss : 5189.697266 ∣ generator_ganloss : 1050.938281 ∣     [  std_z : 1.00  real_sub_fake : 1133.71 ]
[  epoch 0025/0040] 4720/4800, lr:2.5e-05 ∣ avg_100 : 31775.177168 ∣ critic_nllloss : 25925.103125 ∣ critic_ganloss : -210.960481 ∣ generator_nllloss : 5243.736914 ∣ generator_ganloss : 1063.129736 ∣     [  std_z : 1.01  real_sub_fake : 831.18 ]
[  epoch 0025/0040] 4730/4800, lr:2.5e-05 ∣ avg_100 : 31779.748597 ∣ critic_nllloss : 26042.443164 ∣ critic_ganloss : -194.782573 ∣ generator_nllloss : 5237.760938 ∣ generator_ganloss : 1034.024609 ∣     [  std_z : 1.00  real_sub_fake : 1061.71 ]
[  epoch 0025/0040] 4740/4800, lr:2.5e-05 ∣ avg_100 : 31781.067075 ∣ critic_nllloss : 25958.992188 ∣ critic_ganloss : -204.444627 ∣ generator_nllloss : 5122.401563 ∣ generator_ganloss : 1071.373389 ∣     [  std_z : 0.99  real_sub_fake : 802.25 ]
[  epoch 0025/0040] 4750/4800, lr:2.5e-05 ∣ avg_100 : 31781.422898 ∣ critic_nllloss : 25848.234961 ∣ critic_ganloss : -248.106410 ∣ generator_nllloss : 5206.176562 ∣ generator_ganloss : 1058.949170 ∣     [  std_z : 0.98  real_sub_fake : 810.33 ]
[  epoch 0025/0040] 4760/4800, lr:2.5e-05 ∣ avg_100 : 31781.687475 ∣ critic_nllloss : 25837.671680 ∣ critic_ganloss : -254.138539 ∣ generator_nllloss : 5081.737891 ∣ generator_ganloss : 1050.216602 ∣     [  std_z : 0.98  real_sub_fake : 876.24 ]
[  epoch 0025/0040] 4770/4800, lr:2.5e-05 ∣ avg_100 : 31777.487285 ∣ critic_nllloss : 25766.708008 ∣ critic_ganloss : -325.599774 ∣ generator_nllloss : 5128.439453 ∣ generator_ganloss : 1036.567969 ∣     [  std_z : 1.00  real_sub_fake : 1050.61 ]
[  epoch 0025/0040] 4780/4800, lr:2.5e-05 ∣ avg_100 : 31776.022982 ∣ critic_nllloss : 25813.001953 ∣ critic_ganloss : -286.501404 ∣ generator_nllloss : 5187.611719 ∣ generator_ganloss : 1061.221338 ∣     [  std_z : 1.01  real_sub_fake : 1100.24 ]
[  epoch 0025/0040] 4790/4800, lr:2.5e-05 ∣ avg_100 : 31775.082207 ∣ critic_nllloss : 25980.977734 ∣ critic_ganloss : -287.102246 ∣ generator_nllloss : 5214.655859 ∣ generator_ganloss : 1065.722461 ∣     [  std_z : 1.00  real_sub_fake : 1113.84 ]
[  epoch 0025/0040] 4800/4800, lr:2.5e-05 ∣ avg_100 : 31775.995461 ∣ critic_nllloss : 25909.338672 ∣ critic_ganloss : -306.297086 ∣ generator_nllloss : 5192.935742 ∣ generator_ganloss : 1079.274609 ∣     [  std_z : 0.99  real_sub_fake : 1128.73 ]
[    val 025    ] Done! KLD: 0.029681: 0.01543419:07, total: 1 day, 3:30:59                     
[  epoch 0026/0040] 0010/4800, lr:2.5e-05 ∣ avg_100 : 31775.944732 ∣ critic_nllloss : 25853.208398 ∣ critic_ganloss : -258.636377 ∣ generator_nllloss : 5135.349609 ∣ generator_ganloss : 1067.188086 ∣     [  std_z : 0.99  real_sub_fake : 1152.40 ]
[  epoch 0026/0040] 0020/4800, lr:2.5e-05 ∣ avg_100 : 31778.311909 ∣ critic_nllloss : 25915.028516 ∣ critic_ganloss : -312.943895 ∣ generator_nllloss : 5150.449609 ∣ generator_ganloss : 1091.782031 ∣     [  std_z : 0.99  real_sub_fake : 1033.54 ]
[  epoch 0026/0040] 0030/4800, lr:2.5e-05 ∣ avg_100 : 31779.322297 ∣ critic_nllloss : 25906.464844 ∣ critic_ganloss : -342.204410 ∣ generator_nllloss : 5189.447852 ∣ generator_ganloss : 1041.959717 ∣     [  std_z : 1.00  real_sub_fake : 1143.44 ]
[  epoch 0026/0040] 0040/4800, lr:2.5e-05 ∣ avg_100 : 31777.798498 ∣ critic_nllloss : 25532.327539 ∣ critic_ganloss : -321.362866 ∣ generator_nllloss : 5106.384375 ∣ generator_ganloss : 1059.904102 ∣     [  std_z : 1.00  real_sub_fake : 1214.66 ]
[  epoch 0026/0040] 0050/4800, lr:2.5e-05 ∣ avg_100 : 31780.345811 ∣ critic_nllloss : 26022.464453 ∣ critic_ganloss : -196.538156 ∣ generator_nllloss : 5260.680859 ∣ generator_ganloss : 1074.151953 ∣     [  std_z : 1.00  real_sub_fake : 1119.71 ]
[  epoch 0026/0040] 0060/4800, lr:2.5e-05 ∣ avg_100 : 31783.350570 ∣ critic_nllloss : 25996.223242 ∣ critic_ganloss : -291.990231 ∣ generator_nllloss : 5165.021094 ∣ generator_ganloss : 1069.509082 ∣     [  std_z : 0.99  real_sub_fake : 996.95 ]
[  epoch 0026/0040] 0070/4800, lr:2.5e-05 ∣ avg_100 : 31782.143978 ∣ critic_nllloss : 25827.249805 ∣ critic_ganloss : -337.773221 ∣ generator_nllloss : 5228.989258 ∣ generator_ganloss : 1053.112354 ∣     [  std_z : 0.99  real_sub_fake : 1153.82 ]
[  epoch 0026/0040] 0080/4800, lr:2.5e-05 ∣ avg_100 : 31779.932347 ∣ critic_nllloss : 25771.782031 ∣ critic_ganloss : -388.862810 ∣ generator_nllloss : 5170.991797 ∣ generator_ganloss : 1064.179688 ∣     [  std_z : 0.99  real_sub_fake : 1176.75 ]
[  epoch 0026/0040] 0090/4800, lr:2.5e-05 ∣ avg_100 : 31779.462314 ∣ critic_nllloss : 25817.068945 ∣ critic_ganloss : -265.906940 ∣ generator_nllloss : 5133.367383 ∣ generator_ganloss : 1028.171875 ∣     [  std_z : 0.99  real_sub_fake : 1343.35 ]
[  epoch 0026/0040] 0100/4800, lr:2.5e-05 ∣ avg_100 : 31782.603829 ∣ critic_nllloss : 26018.843555 ∣ critic_ganloss : -203.995949 ∣ generator_nllloss : 5230.989844 ∣ generator_ganloss : 1038.613818 ∣     [  std_z : 1.00  real_sub_fake : 1123.53 ]
[  epoch 0026/0040] 0110/4800, lr:2.5e-05 ∣ avg_100 : 31784.218733 ∣ critic_nllloss : 25947.934961 ∣ critic_ganloss : -227.277431 ∣ generator_nllloss : 5215.275586 ∣ generator_ganloss : 1030.676025 ∣     [  std_z : 1.00  real_sub_fake : 724.06 ]
[  epoch 0026/0040] 0120/4800, lr:2.5e-05 ∣ avg_100 : 31786.535067 ∣ critic_nllloss : 25917.797852 ∣ critic_ganloss : -228.403616 ∣ generator_nllloss : 5123.295703 ∣ generator_ganloss : 998.695752 ∣  [  std_z : 1.00  real_sub_fake : 979.18 ]
[  epoch 0026/0040] 0130/4800, lr:2.5e-05 ∣ avg_100 : 31787.076292 ∣ critic_nllloss : 25811.005664 ∣ critic_ganloss : -274.819632 ∣ generator_nllloss : 5157.959375 ∣ generator_ganloss : 1054.941504 ∣     [  std_z : 0.99  real_sub_fake : 982.76 ]
[  epoch 0026/0040] 0140/4800, lr:2.5e-05 ∣ avg_100 : 31788.223663 ∣ critic_nllloss : 25844.051953 ∣ critic_ganloss : -179.285004 ∣ generator_nllloss : 5143.970898 ∣ generator_ganloss : 1079.108398 ∣     [  std_z : 0.99  real_sub_fake : 789.01 ]
[  epoch 0026/0040] 0150/4800, lr:2.5e-05 ∣ avg_100 : 31790.686524 ∣ critic_nllloss : 25974.312305 ∣ critic_ganloss : -264.694287 ∣ generator_nllloss : 5158.061328 ∣ generator_ganloss : 1021.845215 ∣     [  std_z : 1.00  real_sub_fake : 899.85 ]
[  epoch 0026/0040] 0160/4800, lr:2.5e-05 ∣ avg_100 : 31791.944392 ∣ critic_nllloss : 25971.084180 ∣ critic_ganloss : -252.880452 ∣ generator_nllloss : 5182.896289 ∣ generator_ganloss : 1005.478271 ∣     [  std_z : 0.99  real_sub_fake : 984.10 ]
[  epoch 0026/0040] 0170/4800, lr:2.5e-05 ∣ avg_100 : 31791.366836 ∣ critic_nllloss : 26143.509570 ∣ critic_ganloss : -373.717590 ∣ generator_nllloss : 5274.636133 ∣ generator_ganloss : 992.058936 ∣  [  std_z : 0.99  real_sub_fake : 1091.54 ]
[  epoch 0026/0040] 0180/4800, lr:2.5e-05 ∣ avg_100 : 31789.987674 ∣ critic_nllloss : 25824.143359 ∣ critic_ganloss : -264.459909 ∣ generator_nllloss : 5160.809961 ∣ generator_ganloss : 1001.529590 ∣     [  std_z : 0.99  real_sub_fake : 1139.09 ]
[  epoch 0026/0040] 0190/4800, lr:2.5e-05 ∣ avg_100 : 31789.241498 ∣ critic_nllloss : 25764.992969 ∣ critic_ganloss : -268.167746 ∣ generator_nllloss : 5248.723242 ∣ generator_ganloss : 1020.618311 ∣     [  std_z : 1.00  real_sub_fake : 1118.36 ]
[  epoch 0026/0040] 0200/4800, lr:2.5e-05 ∣ avg_100 : 31787.931749 ∣ critic_nllloss : 26018.105859 ∣ critic_ganloss : -281.862164 ∣ generator_nllloss : 5114.907031 ∣ generator_ganloss : 1068.105469 ∣     [  std_z : 1.00  real_sub_fake : 933.63 ]
[  epoch 0026/0040] 0210/4800, lr:2.5e-05 ∣ avg_100 : 31787.679470 ∣ critic_nllloss : 25795.328125 ∣ critic_ganloss : -338.044376 ∣ generator_nllloss : 5212.335156 ∣ generator_ganloss : 1067.633057 ∣     [  std_z : 1.00  real_sub_fake : 1075.49 ]
[  epoch 0026/0040] 0220/4800, lr:2.5e-05 ∣ avg_100 : 31789.414206 ∣ critic_nllloss : 25792.695117 ∣ critic_ganloss : -243.302881 ∣ generator_nllloss : 5095.448047 ∣ generator_ganloss : 1053.174707 ∣     [  std_z : 0.99  real_sub_fake : 1223.39 ]
[  epoch 0026/0040] 0230/4800, lr:2.5e-05 ∣ avg_100 : 31791.834744 ∣ critic_nllloss : 25974.069336 ∣ critic_ganloss : -277.377264 ∣ generator_nllloss : 5260.052539 ∣ generator_ganloss : 1072.078223 ∣     [  std_z : 0.98  real_sub_fake : 1015.73 ]
[  epoch 0026/0040] 0240/4800, lr:2.5e-05 ∣ avg_100 : 31798.170975 ∣ critic_nllloss : 26174.126367 ∣ critic_ganloss : -200.559610 ∣ generator_nllloss : 5187.114844 ∣ generator_ganloss : 1046.164111 ∣     [  std_z : 1.00  real_sub_fake : 977.22 ]
[  epoch 0026/0040] 0250/4800, lr:2.5e-05 ∣ avg_100 : 31797.634853 ∣ critic_nllloss : 25944.636328 ∣ critic_ganloss : -297.709770 ∣ generator_nllloss : 5119.786719 ∣ generator_ganloss : 1027.852930 ∣     [  std_z : 1.00  real_sub_fake : 977.67 ]
[  epoch 0026/0040] 0260/4800, lr:2.5e-05 ∣ avg_100 : 31798.113200 ∣ critic_nllloss : 25684.143359 ∣ critic_ganloss : -248.077612 ∣ generator_nllloss : 5173.150195 ∣ generator_ganloss : 1050.503174 ∣     [  std_z : 1.00  real_sub_fake : 919.69 ]
[  epoch 0026/0040] 0270/4800, lr:2.5e-05 ∣ avg_100 : 31797.766911 ∣ critic_nllloss : 25882.028125 ∣ critic_ganloss : -338.859979 ∣ generator_nllloss : 5168.790234 ∣ generator_ganloss : 1054.322021 ∣     [  std_z : 1.00  real_sub_fake : 1043.20 ]
[  epoch 0026/0040] 0280/4800, lr:2.5e-05 ∣ avg_100 : 31797.917743 ∣ critic_nllloss : 25804.844531 ∣ critic_ganloss : -295.699141 ∣ generator_nllloss : 5120.852148 ∣ generator_ganloss : 1036.956494 ∣     [  std_z : 0.99  real_sub_fake : 1127.57 ]
[  epoch 0026/0040] 0290/4800, lr:2.5e-05 ∣ avg_100 : 31796.961798 ∣ critic_nllloss : 25810.189648 ∣ critic_ganloss : -263.997424 ∣ generator_nllloss : 5145.610352 ∣ generator_ganloss : 1075.923486 ∣     [  std_z : 0.99  real_sub_fake : 1061.35 ]
[  epoch 0026/0040] 0300/4800, lr:2.5e-05 ∣ avg_100 : 31800.544563 ∣ critic_nllloss : 26035.718555 ∣ critic_ganloss : -288.116046 ∣ generator_nllloss : 5260.781641 ∣ generator_ganloss : 1040.149609 ∣     [  std_z : 0.99  real_sub_fake : 1240.24 ]
[  epoch 0026/0040] 0310/4800, lr:2.5e-05 ∣ avg_100 : 31800.783218 ∣ critic_nllloss : 25887.520508 ∣ critic_ganloss : -253.983365 ∣ generator_nllloss : 5162.693164 ∣ generator_ganloss : 1061.910156 ∣     [  std_z : 0.99  real_sub_fake : 998.77 ]
[  epoch 0026/0040] 0320/4800, lr:2.5e-05 ∣ avg_100 : 31801.970895 ∣ critic_nllloss : 25905.151953 ∣ critic_ganloss : -307.665541 ∣ generator_nllloss : 5238.988281 ∣ generator_ganloss : 1053.885547 ∣     [  std_z : 0.99  real_sub_fake : 973.66 ]
[  epoch 0026/0040] 0330/4800, lr:2.5e-05 ∣ avg_100 : 31804.558125 ∣ critic_nllloss : 26166.342773 ∣ critic_ganloss : -231.613068 ∣ generator_nllloss : 5180.549414 ∣ generator_ganloss : 1073.524512 ∣     [  std_z : 1.00  real_sub_fake : 959.91 ]
[  epoch 0026/0040] 0340/4800, lr:2.5e-05 ∣ avg_100 : 31804.773798 ∣ critic_nllloss : 25802.175977 ∣ critic_ganloss : -287.882855 ∣ generator_nllloss : 5106.256836 ∣ generator_ganloss : 1052.025146 ∣     [  std_z : 1.00  real_sub_fake : 1078.37 ]
[  epoch 0026/0040] 0350/4800, lr:2.5e-05 ∣ avg_100 : 31807.422833 ∣ critic_nllloss : 25960.170508 ∣ critic_ganloss : -357.419275 ∣ generator_nllloss : 5234.100391 ∣ generator_ganloss : 1056.702148 ∣     [  std_z : 1.00  real_sub_fake : 1162.98 ]
[  epoch 0026/0040] 0360/4800, lr:2.5e-05 ∣ avg_100 : 31804.921340 ∣ critic_nllloss : 25727.800195 ∣ critic_ganloss : -263.037843 ∣ generator_nllloss : 5145.766016 ∣ generator_ganloss : 1042.039062 ∣     [  std_z : 0.99  real_sub_fake : 1079.53 ]
[  epoch 0026/0040] 0370/4800, lr:2.5e-05 ∣ avg_100 : 31803.207771 ∣ critic_nllloss : 25975.588086 ∣ critic_ganloss : -317.894449 ∣ generator_nllloss : 5235.936719 ∣ generator_ganloss : 1037.457178 ∣     [  std_z : 0.99  real_sub_fake : 1238.71 ]
[  epoch 0026/0040] 0380/4800, lr:2.5e-05 ∣ avg_100 : 31803.192967 ∣ critic_nllloss : 25905.301953 ∣ critic_ganloss : -340.906570 ∣ generator_nllloss : 5193.229688 ∣ generator_ganloss : 1040.626953 ∣     [  std_z : 0.99  real_sub_fake : 1252.01 ]
[  epoch 0026/0040] 0390/4800, lr:2.5e-05 ∣ avg_100 : 31809.921471 ∣ critic_nllloss : 26117.369141 ∣ critic_ganloss : -228.564366 ∣ generator_nllloss : 5298.761914 ∣ generator_ganloss : 1054.917676 ∣     [  std_z : 1.00  real_sub_fake : 1117.52 ]
[  epoch 0026/0040] 0400/4800, lr:2.5e-05 ∣ avg_100 : 31810.229827 ∣ critic_nllloss : 25854.804688 ∣ critic_ganloss : -314.423064 ∣ generator_nllloss : 5174.727148 ∣ generator_ganloss : 1072.597070 ∣     [  std_z : 0.99  real_sub_fake : 996.70 ]
[  epoch 0026/0040] 0410/4800, lr:2.5e-05 ∣ avg_100 : 31809.629723 ∣ critic_nllloss : 25866.964844 ∣ critic_ganloss : -215.947934 ∣ generator_nllloss : 5262.978711 ∣ generator_ganloss : 1052.339941 ∣     [  std_z : 0.98  real_sub_fake : 1030.53 ]
[  epoch 0026/0040] 0420/4800, lr:2.5e-05 ∣ avg_100 : 31810.637423 ∣ critic_nllloss : 25958.431836 ∣ critic_ganloss : -235.612767 ∣ generator_nllloss : 5300.342188 ∣ generator_ganloss : 1065.021387 ∣     [  std_z : 0.99  real_sub_fake : 936.18 ]
[  epoch 0026/0040] 0430/4800, lr:2.5e-05 ∣ avg_100 : 31810.921071 ∣ critic_nllloss : 25880.572461 ∣ critic_ganloss : -300.688330 ∣ generator_nllloss : 5133.347656 ∣ generator_ganloss : 1056.099756 ∣     [  std_z : 0.99  real_sub_fake : 1042.68 ]
[  epoch 0026/0040] 0440/4800, lr:2.5e-05 ∣ avg_100 : 31812.509701 ∣ critic_nllloss : 26010.802734 ∣ critic_ganloss : -353.385861 ∣ generator_nllloss : 5200.731445 ∣ generator_ganloss : 1062.762012 ∣     [  std_z : 1.00  real_sub_fake : 1129.22 ]
[  epoch 0026/0040] 0450/4800, lr:2.5e-05 ∣ avg_100 : 31812.724699 ∣ critic_nllloss : 25927.642383 ∣ critic_ganloss : -308.038666 ∣ generator_nllloss : 5278.404688 ∣ generator_ganloss : 1051.008643 ∣     [  std_z : 1.00  real_sub_fake : 1257.13 ]
[  epoch 0026/0040] 0460/4800, lr:2.5e-05 ∣ avg_100 : 31814.419028 ∣ critic_nllloss : 25909.459961 ∣ critic_ganloss : -245.414877 ∣ generator_nllloss : 5166.393945 ∣ generator_ganloss : 1062.385498 ∣     [  std_z : 0.99  real_sub_fake : 1181.51 ]
[  epoch 0026/0040] 0470/4800, lr:2.5e-05 ∣ avg_100 : 31813.033051 ∣ critic_nllloss : 25704.313281 ∣ critic_ganloss : -329.281009 ∣ generator_nllloss : 5075.276172 ∣ generator_ganloss : 1051.719141 ∣     [  std_z : 0.99  real_sub_fake : 1094.30 ]
[  epoch 0026/0040] 0480/4800, lr:2.5e-05 ∣ avg_100 : 31816.409401 ∣ critic_nllloss : 25981.483984 ∣ critic_ganloss : -301.150681 ∣ generator_nllloss : 5180.089063 ∣ generator_ganloss : 1043.287451 ∣     [  std_z : 0.99  real_sub_fake : 1208.30 ]
[  epoch 0026/0040] 0490/4800, lr:2.5e-05 ∣ avg_100 : 31818.818315 ∣ critic_nllloss : 25959.950586 ∣ critic_ganloss : -257.791556 ∣ generator_nllloss : 5024.972266 ∣ generator_ganloss : 1051.614355 ∣     [  std_z : 1.00  real_sub_fake : 1001.90 ]
[  epoch 0026/0040] 0500/4800, lr:2.5e-05 ∣ avg_100 : 31818.861576 ∣ critic_nllloss : 25892.337305 ∣ critic_ganloss : -264.817773 ∣ generator_nllloss : 5265.110937 ∣ generator_ganloss : 1031.058496 ∣     [  std_z : 1.00  real_sub_fake : 1046.77 ]
[  epoch 0026/0040] 0510/4800, lr:2.5e-05 ∣ avg_100 : 31820.233844 ∣ critic_nllloss : 25916.694336 ∣ critic_ganloss : -306.016670 ∣ generator_nllloss : 5176.971289 ∣ generator_ganloss : 1062.470215 ∣     [  std_z : 1.00  real_sub_fake : 969.27 ]
[  epoch 0026/0040] 0520/4800, lr:2.5e-05 ∣ avg_100 : 31821.526391 ∣ critic_nllloss : 25826.684961 ∣ critic_ganloss : -284.360159 ∣ generator_nllloss : 5124.403711 ∣ generator_ganloss : 1040.643262 ∣     [  std_z : 0.99  real_sub_fake : 1080.77 ]
[  epoch 0026/0040] 0530/4800, lr:2.5e-05 ∣ avg_100 : 31819.873187 ∣ critic_nllloss : 25707.995898 ∣ critic_ganloss : -295.840076 ∣ generator_nllloss : 5078.085156 ∣ generator_ganloss : 1052.036572 ∣     [  std_z : 0.99  real_sub_fake : 1083.51 ]
[  epoch 0026/0040] 0540/4800, lr:2.5e-05 ∣ avg_100 : 31819.762776 ∣ critic_nllloss : 25940.816992 ∣ critic_ganloss : -311.482068 ∣ generator_nllloss : 5155.263281 ∣ generator_ganloss : 1046.573145 ∣     [  std_z : 0.99  real_sub_fake : 1194.23 ]
[  epoch 0026/0040] 0550/4800, lr:2.5e-05 ∣ avg_100 : 31822.493180 ∣ critic_nllloss : 25950.683984 ∣ critic_ganloss : -249.722189 ∣ generator_nllloss : 5193.723828 ∣ generator_ganloss : 1049.999414 ∣     [  std_z : 0.99  real_sub_fake : 1160.14 ]
[  epoch 0026/0040] 0560/4800, lr:2.5e-05 ∣ avg_100 : 31824.803723 ∣ critic_nllloss : 25923.957617 ∣ critic_ganloss : -281.144386 ∣ generator_nllloss : 5279.219336 ∣ generator_ganloss : 1049.293945 ∣     [  std_z : 1.00  real_sub_fake : 800.23 ]
[  epoch 0026/0040] 0570/4800, lr:2.5e-05 ∣ avg_100 : 31823.544365 ∣ critic_nllloss : 25840.140625 ∣ critic_ganloss : -198.958659 ∣ generator_nllloss : 5221.992383 ∣ generator_ganloss : 1020.401172 ∣     [  std_z : 0.99  real_sub_fake : 930.05 ]
[  epoch 0026/0040] 0580/4800, lr:2.5e-05 ∣ avg_100 : 31821.674850 ∣ critic_nllloss : 25930.978320 ∣ critic_ganloss : -290.312395 ∣ generator_nllloss : 5206.920313 ∣ generator_ganloss : 1049.992188 ∣     [  std_z : 0.99  real_sub_fake : 1052.79 ]
[  epoch 0026/0040] 0590/4800, lr:2.5e-05 ∣ avg_100 : 31816.489951 ∣ critic_nllloss : 25794.274609 ∣ critic_ganloss : -280.759047 ∣ generator_nllloss : 5138.472852 ∣ generator_ganloss : 1049.233496 ∣     [  std_z : 0.99  real_sub_fake : 1073.96 ]
[  epoch 0026/0040] 0600/4800, lr:2.5e-05 ∣ avg_100 : 31818.948899 ∣ critic_nllloss : 26038.462500 ∣ critic_ganloss : -299.308279 ∣ generator_nllloss : 5098.625977 ∣ generator_ganloss : 1059.287891 ∣     [  std_z : 0.99  real_sub_fake : 1033.80 ]
[  epoch 0026/0040] 0610/4800, lr:2.5e-05 ∣ avg_100 : 31817.851762 ∣ critic_nllloss : 25807.386523 ∣ critic_ganloss : -284.751297 ∣ generator_nllloss : 5187.854688 ∣ generator_ganloss : 1029.159668 ∣     [  std_z : 1.00  real_sub_fake : 1214.33 ]
[  epoch 0026/0040] 0620/4800, lr:2.5e-05 ∣ avg_100 : 31815.731556 ∣ critic_nllloss : 25695.798242 ∣ critic_ganloss : -277.465236 ∣ generator_nllloss : 5101.492969 ∣ generator_ganloss : 1053.372900 ∣     [  std_z : 1.00  real_sub_fake : 1092.09 ]
[  epoch 0026/0040] 0630/4800, lr:2.5e-05 ∣ avg_100 : 31815.416196 ∣ critic_nllloss : 25795.169727 ∣ critic_ganloss : -208.699011 ∣ generator_nllloss : 5094.728320 ∣ generator_ganloss : 1063.283545 ∣     [  std_z : 0.99  real_sub_fake : 998.99 ]
[  epoch 0026/0040] 0640/4800, lr:2.5e-05 ∣ avg_100 : 31813.776122 ∣ critic_nllloss : 25806.837695 ∣ critic_ganloss : -305.658290 ∣ generator_nllloss : 5122.813281 ∣ generator_ganloss : 1046.869434 ∣     [  std_z : 0.99  real_sub_fake : 1011.10 ]
[  epoch 0026/0040] 0650/4800, lr:2.5e-05 ∣ avg_100 : 31811.017088 ∣ critic_nllloss : 25842.160547 ∣ critic_ganloss : -263.589005 ∣ generator_nllloss : 5046.066992 ∣ generator_ganloss : 1028.882910 ∣     [  std_z : 1.00  real_sub_fake : 1156.04 ]
[  epoch 0026/0040] 0660/4800, lr:2.5e-05 ∣ avg_100 : 31812.144541 ∣ critic_nllloss : 25765.094727 ∣ critic_ganloss : -287.449435 ∣ generator_nllloss : 5152.049609 ∣ generator_ganloss : 1052.939307 ∣     [  std_z : 0.99  real_sub_fake : 1110.30 ]
[  epoch 0026/0040] 0670/4800, lr:2.5e-05 ∣ avg_100 : 31812.430308 ∣ critic_nllloss : 25698.746875 ∣ critic_ganloss : -301.304056 ∣ generator_nllloss : 5219.459961 ∣ generator_ganloss : 1036.607812 ∣     [  std_z : 0.99  real_sub_fake : 1152.27 ]
[  epoch 0026/0040] 0680/4800, lr:2.5e-05 ∣ avg_100 : 31814.686659 ∣ critic_nllloss : 25856.925781 ∣ critic_ganloss : -365.360828 ∣ generator_nllloss : 5129.887500 ∣ generator_ganloss : 1031.607275 ∣     [  std_z : 0.99  real_sub_fake : 1238.41 ]
[  epoch 0026/0040] 0690/4800, lr:2.5e-05 ∣ avg_100 : 31817.529700 ∣ critic_nllloss : 26160.629102 ∣ critic_ganloss : -335.428851 ∣ generator_nllloss : 5288.430859 ∣ generator_ganloss : 1025.675635 ∣     [  std_z : 1.00  real_sub_fake : 1227.72 ]
[  epoch 0026/0040] 0700/4800, lr:2.5e-05 ∣ avg_100 : 31819.712770 ∣ critic_nllloss : 25983.893359 ∣ critic_ganloss : -315.949417 ∣ generator_nllloss : 5206.480273 ∣ generator_ganloss : 1023.673975 ∣     [  std_z : 1.00  real_sub_fake : 1173.92 ]
[  epoch 0026/0040] 0710/4800, lr:2.5e-05 ∣ avg_100 : 31819.074660 ∣ critic_nllloss : 25792.023242 ∣ critic_ganloss : -307.357831 ∣ generator_nllloss : 5095.699023 ∣ generator_ganloss : 1039.430859 ∣     [  std_z : 0.99  real_sub_fake : 1142.81 ]
[  epoch 0026/0040] 0720/4800, lr:2.5e-05 ∣ avg_100 : 31821.221998 ∣ critic_nllloss : 25936.645313 ∣ critic_ganloss : -346.061200 ∣ generator_nllloss : 5159.242188 ∣ generator_ganloss : 1032.335449 ∣     [  std_z : 0.99  real_sub_fake : 1142.64 ]
[  epoch 0026/0040] 0730/4800, lr:2.5e-05 ∣ avg_100 : 31823.968484 ∣ critic_nllloss : 26089.311328 ∣ critic_ganloss : -368.848917 ∣ generator_nllloss : 5240.254687 ∣ generator_ganloss : 1022.127637 ∣     [  std_z : 1.00  real_sub_fake : 1279.45 ]
[  epoch 0026/0040] 0740/4800, lr:2.5e-05 ∣ avg_100 : 31826.749394 ∣ critic_nllloss : 25901.762109 ∣ critic_ganloss : -298.075150 ∣ generator_nllloss : 5234.045508 ∣ generator_ganloss : 1006.463574 ∣     [  std_z : 1.00  real_sub_fake : 1256.90 ]
[  epoch 0026/0040] 0750/4800, lr:2.5e-05 ∣ avg_100 : 31827.208152 ∣ critic_nllloss : 25986.402930 ∣ critic_ganloss : -246.583673 ∣ generator_nllloss : 5226.032031 ∣ generator_ganloss : 1029.208545 ∣     [  std_z : 1.00  real_sub_fake : 1192.54 ]
[  epoch 0026/0040] 0760/4800, lr:2.5e-05 ∣ avg_100 : 31827.448818 ∣ critic_nllloss : 25752.376758 ∣ critic_ganloss : -272.116600 ∣ generator_nllloss : 5196.059961 ∣ generator_ganloss : 1061.675635 ∣     [  std_z : 0.99  real_sub_fake : 933.83 ]
[  epoch 0026/0040] 0770/4800, lr:2.5e-05 ∣ avg_100 : 31827.292328 ∣ critic_nllloss : 25822.444531 ∣ critic_ganloss : -222.376176 ∣ generator_nllloss : 5179.720117 ∣ generator_ganloss : 1060.658203 ∣     [  std_z : 0.99  real_sub_fake : 927.80 ]
[  epoch 0026/0040] 0780/4800, lr:2.5e-05 ∣ avg_100 : 31826.849853 ∣ critic_nllloss : 25817.276953 ∣ critic_ganloss : -232.746964 ∣ generator_nllloss : 5140.580469 ∣ generator_ganloss : 1069.361963 ∣     [  std_z : 1.00  real_sub_fake : 961.58 ]
[  epoch 0026/0040] 0790/4800, lr:2.5e-05 ∣ avg_100 : 31829.886935 ∣ critic_nllloss : 26122.460156 ∣ critic_ganloss : -311.700211 ∣ generator_nllloss : 5209.526367 ∣ generator_ganloss : 1060.187646 ∣     [  std_z : 1.00  real_sub_fake : 999.66 ]
[  epoch 0026/0040] 0800/4800, lr:2.5e-05 ∣ avg_100 : 31835.389211 ∣ critic_nllloss : 26176.403906 ∣ critic_ganloss : -286.848517 ∣ generator_nllloss : 5305.225195 ∣ generator_ganloss : 1062.075635 ∣     [  std_z : 1.00  real_sub_fake : 1074.78 ]
[  epoch 0026/0040] 0810/4800, lr:2.5e-05 ∣ avg_100 : 31834.007958 ∣ critic_nllloss : 25787.027539 ∣ critic_ganloss : -191.669147 ∣ generator_nllloss : 5054.753516 ∣ generator_ganloss : 1059.554834 ∣     [  std_z : 0.99  real_sub_fake : 815.09 ]
[  epoch 0026/0040] 0820/4800, lr:2.5e-05 ∣ avg_100 : 31837.518414 ∣ critic_nllloss : 26096.388281 ∣ critic_ganloss : -177.145091 ∣ generator_nllloss : 5195.209570 ∣ generator_ganloss : 1045.526709 ∣     [  std_z : 0.99  real_sub_fake : 893.86 ]
[  epoch 0026/0040] 0830/4800, lr:2.5e-05 ∣ avg_100 : 31839.266954 ∣ critic_nllloss : 25993.219336 ∣ critic_ganloss : -210.826402 ∣ generator_nllloss : 5249.331055 ∣ generator_ganloss : 1050.628906 ∣     [  std_z : 1.00  real_sub_fake : 800.44 ]
[  epoch 0026/0040] 0840/4800, lr:2.5e-05 ∣ avg_100 : 31837.867524 ∣ critic_nllloss : 25971.848047 ∣ critic_ganloss : -345.844998 ∣ generator_nllloss : 5177.710156 ∣ generator_ganloss : 1017.139648 ∣     [  std_z : 1.00  real_sub_fake : 1047.59 ]
[  epoch 0026/0040] 0850/4800, lr:2.5e-05 ∣ avg_100 : 31839.269574 ∣ critic_nllloss : 25865.922461 ∣ critic_ganloss : -272.539963 ∣ generator_nllloss : 5167.153320 ∣ generator_ganloss : 1071.824316 ∣     [  std_z : 1.00  real_sub_fake : 1097.47 ]
[  epoch 0026/0040] 0860/4800, lr:2.5e-05 ∣ avg_100 : 31844.200991 ∣ critic_nllloss : 26047.184766 ∣ critic_ganloss : -317.038257 ∣ generator_nllloss : 5215.403711 ∣ generator_ganloss : 1062.037402 ∣     [  std_z : 0.99  real_sub_fake : 1169.72 ]
[  epoch 0026/0040] 0870/4800, lr:2.5e-05 ∣ avg_100 : 31841.472529 ∣ critic_nllloss : 25781.934570 ∣ critic_ganloss : -283.960353 ∣ generator_nllloss : 5109.067969 ∣ generator_ganloss : 1054.653320 ∣     [  std_z : 0.99  real_sub_fake : 1018.09 ]
[  epoch 0026/0040] 0880/4800, lr:2.5e-05 ∣ avg_100 : 31845.678771 ∣ critic_nllloss : 26008.663867 ∣ critic_ganloss : -334.145544 ∣ generator_nllloss : 5218.713477 ∣ generator_ganloss : 1038.461084 ∣     [  std_z : 0.99  real_sub_fake : 1245.36 ]
[  epoch 0026/0040] 0890/4800, lr:2.5e-05 ∣ avg_100 : 31844.663129 ∣ critic_nllloss : 25727.930859 ∣ critic_ganloss : -353.118939 ∣ generator_nllloss : 5215.934570 ∣ generator_ganloss : 1049.914111 ∣     [  std_z : 0.99  real_sub_fake : 1091.62 ]
[  epoch 0026/0040] 0900/4800, lr:2.5e-05 ∣ avg_100 : 31849.204727 ∣ critic_nllloss : 26118.639453 ∣ critic_ganloss : -252.990457 ∣ generator_nllloss : 5292.725000 ∣ generator_ganloss : 1043.196826 ∣     [  std_z : 0.99  real_sub_fake : 1347.55 ]
[  epoch 0026/0040] 0910/4800, lr:2.5e-05 ∣ avg_100 : 31851.192666 ∣ critic_nllloss : 25895.129883 ∣ critic_ganloss : -354.713593 ∣ generator_nllloss : 5249.003125 ∣ generator_ganloss : 1071.256836 ∣     [  std_z : 0.99  real_sub_fake : 1158.74 ]
[  epoch 0026/0040] 0920/4800, lr:2.5e-05 ∣ avg_100 : 31846.925473 ∣ critic_nllloss : 25775.466406 ∣ critic_ganloss : -360.731595 ∣ generator_nllloss : 5118.949609 ∣ generator_ganloss : 1060.605566 ∣     [  std_z : 0.99  real_sub_fake : 1224.07 ]
[  epoch 0026/0040] 0930/4800, lr:2.5e-05 ∣ avg_100 : 31842.597325 ∣ critic_nllloss : 25934.031250 ∣ critic_ganloss : -397.614420 ∣ generator_nllloss : 5114.032031 ∣ generator_ganloss : 1036.182471 ∣     [  std_z : 0.99  real_sub_fake : 1362.45 ]
[  epoch 0026/0040] 0940/4800, lr:2.5e-05 ∣ avg_100 : 31842.245518 ∣ critic_nllloss : 25785.118750 ∣ critic_ganloss : -156.661414 ∣ generator_nllloss : 5230.392969 ∣ generator_ganloss : 1054.291553 ∣     [  std_z : 0.99  real_sub_fake : 1282.42 ]
[  epoch 0026/0040] 0950/4800, lr:2.5e-05 ∣ avg_100 : 31840.861971 ∣ critic_nllloss : 25822.412109 ∣ critic_ganloss : -229.265213 ∣ generator_nllloss : 5072.553125 ∣ generator_ganloss : 1061.199561 ∣     [  std_z : 0.99  real_sub_fake : 847.29 ]
[  epoch 0026/0040] 0960/4800, lr:2.5e-05 ∣ avg_100 : 31842.190710 ∣ critic_nllloss : 25815.268750 ∣ critic_ganloss : -229.741000 ∣ generator_nllloss : 5220.276172 ∣ generator_ganloss : 1042.557617 ∣     [  std_z : 1.00  real_sub_fake : 742.37 ]
[  epoch 0026/0040] 0970/4800, lr:2.5e-05 ∣ avg_100 : 31842.217688 ∣ critic_nllloss : 25773.583984 ∣ critic_ganloss : -304.281926 ∣ generator_nllloss : 5105.081055 ∣ generator_ganloss : 1034.430273 ∣     [  std_z : 0.99  real_sub_fake : 985.01 ]
[  epoch 0026/0040] 0980/4800, lr:2.5e-05 ∣ avg_100 : 31845.971624 ∣ critic_nllloss : 26090.671094 ∣ critic_ganloss : -245.575824 ∣ generator_nllloss : 5238.542383 ∣ generator_ganloss : 1067.089551 ∣     [  std_z : 0.99  real_sub_fake : 1082.97 ]
[  epoch 0026/0040] 0990/4800, lr:2.5e-05 ∣ avg_100 : 31847.343597 ∣ critic_nllloss : 26032.475977 ∣ critic_ganloss : -221.608463 ∣ generator_nllloss : 5267.787109 ∣ generator_ganloss : 1032.796484 ∣     [  std_z : 0.99  real_sub_fake : 998.34 ]
[  epoch 0026/0040] 1000/4800, lr:2.5e-05 ∣ avg_100 : 31846.145982 ∣ critic_nllloss : 25828.456445 ∣ critic_ganloss : -232.472256 ∣ generator_nllloss : 5105.904492 ∣ generator_ganloss : 1053.601758 ∣     [  std_z : 1.00  real_sub_fake : 887.73 ]
[  epoch 0026/0040] 1010/4800, lr:2.5e-05 ∣ avg_100 : 31844.315191 ∣ critic_nllloss : 25650.278906 ∣ critic_ganloss : -315.485959 ∣ generator_nllloss : 5232.138672 ∣ generator_ganloss : 1047.099023 ∣     [  std_z : 1.00  real_sub_fake : 883.49 ]
[  epoch 0026/0040] 1020/4800, lr:2.5e-05 ∣ avg_100 : 31843.042162 ∣ critic_nllloss : 25853.009180 ∣ critic_ganloss : -279.735602 ∣ generator_nllloss : 5120.591016 ∣ generator_ganloss : 1023.148730 ∣     [  std_z : 0.99  real_sub_fake : 1082.44 ]
[  epoch 0026/0040] 1030/4800, lr:2.5e-05 ∣ avg_100 : 31842.711279 ∣ critic_nllloss : 25775.171875 ∣ critic_ganloss : -237.686320 ∣ generator_nllloss : 5156.682617 ∣ generator_ganloss : 1068.411572 ∣     [  std_z : 0.99  real_sub_fake : 1083.43 ]
[  epoch 0026/0040] 1040/4800, lr:2.5e-05 ∣ avg_100 : 31847.184672 ∣ critic_nllloss : 25874.876563 ∣ critic_ganloss : -256.224486 ∣ generator_nllloss : 5147.597070 ∣ generator_ganloss : 1058.343262 ∣     [  std_z : 0.99  real_sub_fake : 951.75 ]
[  epoch 0026/0040] 1050/4800, lr:2.5e-05 ∣ avg_100 : 31840.162687 ∣ critic_nllloss : 25665.959766 ∣ critic_ganloss : -302.393839 ∣ generator_nllloss : 5058.636328 ∣ generator_ganloss : 1036.358350 ∣     [  std_z : 1.00  real_sub_fake : 1120.15 ]
[  epoch 0026/0040] 1060/4800, lr:2.5e-05 ∣ avg_100 : 31837.052400 ∣ critic_nllloss : 25784.000586 ∣ critic_ganloss : -386.981192 ∣ generator_nllloss : 5189.792773 ∣ generator_ganloss : 1040.922363 ∣     [  std_z : 1.00  real_sub_fake : 1169.29 ]
[  epoch 0026/0040] 1070/4800, lr:2.5e-05 ∣ avg_100 : 31835.117448 ∣ critic_nllloss : 25755.132031 ∣ critic_ganloss : -278.962604 ∣ generator_nllloss : 5069.653125 ∣ generator_ganloss : 1032.260400 ∣     [  std_z : 0.99  real_sub_fake : 1222.82 ]
[  epoch 0026/0040] 1080/4800, lr:2.5e-05 ∣ avg_100 : 31836.297289 ∣ critic_nllloss : 25846.206445 ∣ critic_ganloss : -257.178934 ∣ generator_nllloss : 5115.263672 ∣ generator_ganloss : 1031.783691 ∣     [  std_z : 0.99  real_sub_fake : 1255.71 ]
[  epoch 0026/0040] 1090/4800, lr:2.5e-05 ∣ avg_100 : 31841.068101 ∣ critic_nllloss : 26139.891602 ∣ critic_ganloss : -246.864259 ∣ generator_nllloss : 5212.517187 ∣ generator_ganloss : 1084.237891 ∣     [  std_z : 0.99  real_sub_fake : 1023.30 ]
[  epoch 0026/0040] 1100/4800, lr:2.5e-05 ∣ avg_100 : 31838.947679 ∣ critic_nllloss : 25918.812109 ∣ critic_ganloss : -306.909552 ∣ generator_nllloss : 5197.991602 ∣ generator_ganloss : 1062.514941 ∣     [  std_z : 0.99  real_sub_fake : 947.50 ]
[  epoch 0026/0040] 1110/4800, lr:2.5e-05 ∣ avg_100 : 31836.941230 ∣ critic_nllloss : 25920.433398 ∣ critic_ganloss : -323.402057 ∣ generator_nllloss : 5129.266211 ∣ generator_ganloss : 1039.666699 ∣     [  std_z : 1.00  real_sub_fake : 1114.24 ]
[  epoch 0026/0040] 1120/4800, lr:2.5e-05 ∣ avg_100 : 31834.778279 ∣ critic_nllloss : 25811.998633 ∣ critic_ganloss : -327.606079 ∣ generator_nllloss : 5062.567578 ∣ generator_ganloss : 1048.130420 ∣     [  std_z : 1.00  real_sub_fake : 1139.72 ]
[  epoch 0026/0040] 1130/4800, lr:2.5e-05 ∣ avg_100 : 31836.026613 ∣ critic_nllloss : 25802.483398 ∣ critic_ganloss : -235.800000 ∣ generator_nllloss : 5218.621094 ∣ generator_ganloss : 1088.615869 ∣     [  std_z : 0.99  real_sub_fake : 1076.06 ]
[  epoch 0026/0040] 1140/4800, lr:2.5e-05 ∣ avg_100 : 31837.774032 ∣ critic_nllloss : 25958.207617 ∣ critic_ganloss : -220.454666 ∣ generator_nllloss : 5229.711719 ∣ generator_ganloss : 1095.123437 ∣     [  std_z : 0.98  real_sub_fake : 880.85 ]
[  epoch 0026/0040] 1150/4800, lr:2.5e-05 ∣ avg_100 : 31834.586023 ∣ critic_nllloss : 25621.229102 ∣ critic_ganloss : -272.086894 ∣ generator_nllloss : 5145.374414 ∣ generator_ganloss : 1076.207031 ∣     [  std_z : 0.99  real_sub_fake : 878.57 ]
[  epoch 0026/0040] 1160/4800, lr:2.5e-05 ∣ avg_100 : 31835.018136 ∣ critic_nllloss : 26009.333008 ∣ critic_ganloss : -310.433546 ∣ generator_nllloss : 5178.833008 ∣ generator_ganloss : 1072.057080 ∣     [  std_z : 1.00  real_sub_fake : 1062.03 ]
[  epoch 0026/0040] 1170/4800, lr:2.5e-05 ∣ avg_100 : 31834.381543 ∣ critic_nllloss : 25929.535742 ∣ critic_ganloss : -247.191400 ∣ generator_nllloss : 5230.524219 ∣ generator_ganloss : 1059.959277 ∣     [  std_z : 1.00  real_sub_fake : 1137.49 ]
[  epoch 0026/0040] 1180/4800, lr:2.5e-05 ∣ avg_100 : 31836.760768 ∣ critic_nllloss : 26027.197070 ∣ critic_ganloss : -321.105209 ∣ generator_nllloss : 5179.269141 ∣ generator_ganloss : 1074.584473 ∣     [  std_z : 1.01  real_sub_fake : 1126.75 ]
[  epoch 0026/0040] 1190/4800, lr:2.5e-05 ∣ avg_100 : 31836.318900 ∣ critic_nllloss : 25814.922656 ∣ critic_ganloss : -322.375110 ∣ generator_nllloss : 5185.967383 ∣ generator_ganloss : 1043.464990 ∣     [  std_z : 0.99  real_sub_fake : 1188.95 ]
[  epoch 0026/0040] 1200/4800, lr:2.5e-05 ∣ avg_100 : 31835.821973 ∣ critic_nllloss : 25867.067773 ∣ critic_ganloss : -270.601048 ∣ generator_nllloss : 5160.810156 ∣ generator_ganloss : 1112.286670 ∣     [  std_z : 0.99  real_sub_fake : 958.19 ]
[  epoch 0026/0040] 1210/4800, lr:2.5e-05 ∣ avg_100 : 31835.991544 ∣ critic_nllloss : 25723.359180 ∣ critic_ganloss : -250.561432 ∣ generator_nllloss : 5219.129687 ∣ generator_ganloss : 1062.281641 ∣     [  std_z : 0.99  real_sub_fake : 984.41 ]
[  epoch 0026/0040] 1220/4800, lr:2.5e-05 ∣ avg_100 : 31839.347422 ∣ critic_nllloss : 25983.664453 ∣ critic_ganloss : -247.928969 ∣ generator_nllloss : 5205.246875 ∣ generator_ganloss : 1092.620410 ∣     [  std_z : 0.99  real_sub_fake : 1078.23 ]
[  epoch 0026/0040] 1230/4800, lr:2.5e-05 ∣ avg_100 : 31839.520568 ∣ critic_nllloss : 25896.373437 ∣ critic_ganloss : -93.449878 ∣ generator_nllloss : 5200.316406 ∣ generator_ganloss : 1042.897510 ∣  [  std_z : 0.99  real_sub_fake : 770.32 ]
[  epoch 0026/0040] 1240/4800, lr:2.5e-05 ∣ avg_100 : 31836.676314 ∣ critic_nllloss : 25888.549023 ∣ critic_ganloss : -151.341833 ∣ generator_nllloss : 5157.757422 ∣ generator_ganloss : 1027.455664 ∣     [  std_z : 0.99  real_sub_fake : 578.61 ]
[  epoch 0026/0040] 1250/4800, lr:2.5e-05 ∣ avg_100 : 31834.047089 ∣ critic_nllloss : 25528.298438 ∣ critic_ganloss : -156.208572 ∣ generator_nllloss : 5113.632031 ∣ generator_ganloss : 1045.921826 ∣     [  std_z : 1.00  real_sub_fake : 560.23 ]
[  epoch 0026/0040] 1260/4800, lr:2.5e-05 ∣ avg_100 : 31836.285400 ∣ critic_nllloss : 25863.031445 ∣ critic_ganloss : -178.350638 ∣ generator_nllloss : 5131.464844 ∣ generator_ganloss : 1067.404492 ∣     [  std_z : 1.00  real_sub_fake : 620.63 ]
[  epoch 0026/0040] 1270/4800, lr:2.5e-05 ∣ avg_100 : 31838.191261 ∣ critic_nllloss : 25885.307617 ∣ critic_ganloss : -232.415662 ∣ generator_nllloss : 5237.176172 ∣ generator_ganloss : 1066.798438 ∣     [  std_z : 0.99  real_sub_fake : 746.16 ]
[  epoch 0026/0040] 1280/4800, lr:2.5e-05 ∣ avg_100 : 31837.225695 ∣ critic_nllloss : 25709.821289 ∣ critic_ganloss : -307.971530 ∣ generator_nllloss : 5112.327148 ∣ generator_ganloss : 1056.220508 ∣     [  std_z : 0.99  real_sub_fake : 821.85 ]
[  epoch 0026/0040] 1290/4800, lr:2.5e-05 ∣ avg_100 : 31835.873574 ∣ critic_nllloss : 25717.120898 ∣ critic_ganloss : -287.721988 ∣ generator_nllloss : 5150.502344 ∣ generator_ganloss : 1052.612744 ∣     [  std_z : 0.99  real_sub_fake : 1114.05 ]
[  epoch 0026/0040] 1300/4800, lr:2.5e-05 ∣ avg_100 : 31835.311847 ∣ critic_nllloss : 26021.100000 ∣ critic_ganloss : -344.000073 ∣ generator_nllloss : 5244.096094 ∣ generator_ganloss : 1071.164990 ∣     [  std_z : 1.00  real_sub_fake : 1165.50 ]
[  epoch 0026/0040] 1310/4800, lr:2.5e-05 ∣ avg_100 : 31833.776539 ∣ critic_nllloss : 25722.960547 ∣ critic_ganloss : -218.285275 ∣ generator_nllloss : 5140.111914 ∣ generator_ganloss : 1059.822461 ∣     [  std_z : 1.00  real_sub_fake : 1076.24 ]
[  epoch 0026/0040] 1320/4800, lr:2.5e-05 ∣ avg_100 : 31832.198989 ∣ critic_nllloss : 25824.641602 ∣ critic_ganloss : -291.252112 ∣ generator_nllloss : 5146.927539 ∣ generator_ganloss : 1052.288281 ∣     [  std_z : 1.00  real_sub_fake : 942.61 ]
[  epoch 0026/0040] 1330/4800, lr:2.5e-05 ∣ avg_100 : 31827.379323 ∣ critic_nllloss : 25835.927148 ∣ critic_ganloss : -289.967410 ∣ generator_nllloss : 5141.934570 ∣ generator_ganloss : 1018.942725 ∣     [  std_z : 0.99  real_sub_fake : 1128.63 ]
[  epoch 0026/0040] 1340/4800, lr:2.5e-05 ∣ avg_100 : 31829.531238 ∣ critic_nllloss : 25871.905273 ∣ critic_ganloss : -266.240744 ∣ generator_nllloss : 5228.272266 ∣ generator_ganloss : 1053.829785 ∣     [  std_z : 0.99  real_sub_fake : 1038.91 ]
[  epoch 0026/0040] 1350/4800, lr:2.5e-05 ∣ avg_100 : 31831.297027 ∣ critic_nllloss : 26134.367578 ∣ critic_ganloss : -286.087016 ∣ generator_nllloss : 5163.745898 ∣ generator_ganloss : 1058.106152 ∣     [  std_z : 0.99  real_sub_fake : 1070.20 ]
[  epoch 0026/0040] 1360/4800, lr:2.5e-05 ∣ avg_100 : 31833.869224 ∣ critic_nllloss : 25937.499609 ∣ critic_ganloss : -264.556674 ∣ generator_nllloss : 5191.010742 ∣ generator_ganloss : 1045.833496 ∣     [  std_z : 0.99  real_sub_fake : 1047.24 ]
[  epoch 0026/0040] 1370/4800, lr:2.5e-05 ∣ avg_100 : 31829.516925 ∣ critic_nllloss : 25771.753516 ∣ critic_ganloss : -335.850934 ∣ generator_nllloss : 5036.414453 ∣ generator_ganloss : 1023.540625 ∣     [  std_z : 1.00  real_sub_fake : 1103.17 ]
[  epoch 0026/0040] 1380/4800, lr:2.5e-05 ∣ avg_100 : 31828.997355 ∣ critic_nllloss : 25884.426953 ∣ critic_ganloss : -304.500665 ∣ generator_nllloss : 5148.493750 ∣ generator_ganloss : 1017.874951 ∣     [  std_z : 1.00  real_sub_fake : 1212.99 ]
[  epoch 0026/0040] 1390/4800, lr:2.5e-05 ∣ avg_100 : 31825.108025 ∣ critic_nllloss : 25903.668164 ∣ critic_ganloss : -273.221820 ∣ generator_nllloss : 5179.558398 ∣ generator_ganloss : 1043.546582 ∣     [  std_z : 0.99  real_sub_fake : 1232.37 ]
[  epoch 0026/0040] 1400/4800, lr:2.5e-05 ∣ avg_100 : 31825.410761 ∣ critic_nllloss : 25936.548633 ∣ critic_ganloss : -336.054019 ∣ generator_nllloss : 5168.101172 ∣ generator_ganloss : 1049.383740 ∣     [  std_z : 0.99  real_sub_fake : 1132.24 ]
[  epoch 0026/0040] 1410/4800, lr:2.5e-05 ∣ avg_100 : 31820.033866 ∣ critic_nllloss : 25639.450391 ∣ critic_ganloss : -325.328159 ∣ generator_nllloss : 5080.664648 ∣ generator_ganloss : 1033.859131 ∣     [  std_z : 0.99  real_sub_fake : 1201.63 ]
[  epoch 0026/0040] 1420/4800, lr:2.5e-05 ∣ avg_100 : 31816.881272 ∣ critic_nllloss : 25817.675977 ∣ critic_ganloss : -295.716275 ∣ generator_nllloss : 5197.978906 ∣ generator_ganloss : 1052.984619 ∣     [  std_z : 0.99  real_sub_fake : 1091.57 ]
[  epoch 0026/0040] 1430/4800, lr:2.5e-05 ∣ avg_100 : 31816.390435 ∣ critic_nllloss : 25792.708203 ∣ critic_ganloss : -270.001965 ∣ generator_nllloss : 5169.704102 ∣ generator_ganloss : 1027.837500 ∣     [  std_z : 0.99  real_sub_fake : 1112.29 ]
[  epoch 0026/0040] 1440/4800, lr:2.5e-05 ∣ avg_100 : 31816.351898 ∣ critic_nllloss : 25998.952148 ∣ critic_ganloss : -296.689941 ∣ generator_nllloss : 5203.334766 ∣ generator_ganloss : 1011.459668 ∣     [  std_z : 1.00  real_sub_fake : 1187.23 ]
[  epoch 0026/0040] 1450/4800, lr:2.5e-05 ∣ avg_100 : 31817.339405 ∣ critic_nllloss : 26023.202539 ∣ critic_ganloss : -251.890622 ∣ generator_nllloss : 5226.733398 ∣ generator_ganloss : 1049.722461 ∣     [  std_z : 1.00  real_sub_fake : 1082.76 ]
[  epoch 0026/0040] 1460/4800, lr:2.5e-05 ∣ avg_100 : 31817.003847 ∣ critic_nllloss : 25945.389844 ∣ critic_ganloss : -333.670105 ∣ generator_nllloss : 5213.079102 ∣ generator_ganloss : 1034.469873 ∣     [  std_z : 1.00  real_sub_fake : 1003.87 ]
[  epoch 0026/0040] 1470/4800, lr:2.5e-05 ∣ avg_100 : 31819.517920 ∣ critic_nllloss : 25956.710156 ∣ critic_ganloss : -328.401111 ∣ generator_nllloss : 5109.575391 ∣ generator_ganloss : 1015.550439 ∣     [  std_z : 1.00  real_sub_fake : 1229.50 ]
[  epoch 0026/0040] 1480/4800, lr:2.5e-05 ∣ avg_100 : 31816.316215 ∣ critic_nllloss : 25740.370703 ∣ critic_ganloss : -360.863763 ∣ generator_nllloss : 5163.096680 ∣ generator_ganloss : 1040.935693 ∣     [  std_z : 0.99  real_sub_fake : 1268.80 ]
[  epoch 0026/0040] 1490/4800, lr:2.5e-05 ∣ avg_100 : 31818.593660 ∣ critic_nllloss : 25991.188086 ∣ critic_ganloss : -303.362863 ∣ generator_nllloss : 5250.192969 ∣ generator_ganloss : 1068.471973 ∣     [  std_z : 0.98  real_sub_fake : 1084.74 ]
[  epoch 0026/0040] 1500/4800, lr:2.5e-05 ∣ avg_100 : 31820.853100 ∣ critic_nllloss : 26234.409375 ∣ critic_ganloss : -371.999011 ∣ generator_nllloss : 5224.653125 ∣ generator_ganloss : 1062.569482 ∣     [  std_z : 0.98  real_sub_fake : 1259.66 ]
[  epoch 0026/0040] 1510/4800, lr:2.5e-05 ∣ avg_100 : 31818.844434 ∣ critic_nllloss : 25920.939063 ∣ critic_ganloss : -430.267941 ∣ generator_nllloss : 5118.843750 ∣ generator_ganloss : 1039.737695 ∣     [  std_z : 1.00  real_sub_fake : 1463.25 ]
[  epoch 0026/0040] 1520/4800, lr:2.5e-05 ∣ avg_100 : 31819.627058 ∣ critic_nllloss : 25842.122266 ∣ critic_ganloss : -343.490689 ∣ generator_nllloss : 5201.579687 ∣ generator_ganloss : 1085.422949 ∣     [  std_z : 1.00  real_sub_fake : 1461.92 ]
[  epoch 0026/0040] 1530/4800, lr:2.5e-05 ∣ avg_100 : 31823.147657 ∣ critic_nllloss : 25846.747656 ∣ critic_ganloss : -222.547937 ∣ generator_nllloss : 5212.406055 ∣ generator_ganloss : 1057.731641 ∣     [  std_z : 1.00  real_sub_fake : 1311.97 ]
[  epoch 0026/0040] 1540/4800, lr:2.5e-05 ∣ avg_100 : 31821.002496 ∣ critic_nllloss : 25571.899023 ∣ critic_ganloss : -206.034984 ∣ generator_nllloss : 5140.241406 ∣ generator_ganloss : 1110.549756 ∣     [  std_z : 0.99  real_sub_fake : 841.37 ]
[  epoch 0026/0040] 1550/4800, lr:2.5e-05 ∣ avg_100 : 31821.804127 ∣ critic_nllloss : 25900.543359 ∣ critic_ganloss : -250.410268 ∣ generator_nllloss : 5268.730859 ∣ generator_ganloss : 1105.984229 ∣     [  std_z : 0.98  real_sub_fake : 784.92 ]
[  epoch 0026/0040] 1560/4800, lr:2.5e-05 ∣ avg_100 : 31819.394568 ∣ critic_nllloss : 25873.133398 ∣ critic_ganloss : -351.127896 ∣ generator_nllloss : 5150.373828 ∣ generator_ganloss : 1057.991309 ∣     [  std_z : 0.99  real_sub_fake : 1027.46 ]
[  epoch 0026/0040] 1570/4800, lr:2.5e-05 ∣ avg_100 : 31815.803114 ∣ critic_nllloss : 25624.632422 ∣ critic_ganloss : -298.962311 ∣ generator_nllloss : 5147.894922 ∣ generator_ganloss : 1050.865039 ∣     [  std_z : 1.00  real_sub_fake : 1203.50 ]
[  epoch 0026/0040] 1580/4800, lr:2.5e-05 ∣ avg_100 : 31812.714357 ∣ critic_nllloss : 25708.314844 ∣ critic_ganloss : -268.631448 ∣ generator_nllloss : 5094.562891 ∣ generator_ganloss : 1054.456494 ∣     [  std_z : 1.00  real_sub_fake : 1316.24 ]
[  epoch 0026/0040] 1590/4800, lr:2.5e-05 ∣ avg_100 : 31813.898509 ∣ critic_nllloss : 25898.922461 ∣ critic_ganloss : -305.829724 ∣ generator_nllloss : 5182.863672 ∣ generator_ganloss : 1043.680664 ∣     [  std_z : 1.00  real_sub_fake : 1188.92 ]
[  epoch 0026/0040] 1600/4800, lr:2.5e-05 ∣ avg_100 : 31814.765262 ∣ critic_nllloss : 25942.980469 ∣ critic_ganloss : -244.557494 ∣ generator_nllloss : 5247.425391 ∣ generator_ganloss : 1037.895068 ∣     [  std_z : 0.99  real_sub_fake : 916.46 ]
[  epoch 0026/0040] 1610/4800, lr:2.5e-05 ∣ avg_100 : 31816.700254 ∣ critic_nllloss : 25982.097656 ∣ critic_ganloss : -330.771228 ∣ generator_nllloss : 5248.047656 ∣ generator_ganloss : 1033.774609 ∣     [  std_z : 0.99  real_sub_fake : 1064.97 ]
[  epoch 0026/0040] 1620/4800, lr:2.5e-05 ∣ avg_100 : 31819.723923 ∣ critic_nllloss : 25869.774219 ∣ critic_ganloss : -256.531726 ∣ generator_nllloss : 5210.055469 ∣ generator_ganloss : 1052.267822 ∣     [  std_z : 0.99  real_sub_fake : 1042.00 ]
[  epoch 0026/0040] 1630/4800, lr:2.5e-05 ∣ avg_100 : 31822.178471 ∣ critic_nllloss : 25981.795117 ∣ critic_ganloss : -303.373846 ∣ generator_nllloss : 5288.731055 ∣ generator_ganloss : 1022.785059 ∣     [  std_z : 1.00  real_sub_fake : 1092.71 ]
[  epoch 0026/0040] 1640/4800, lr:2.5e-05 ∣ avg_100 : 31824.143648 ∣ critic_nllloss : 25830.742969 ∣ critic_ganloss : -137.444991 ∣ generator_nllloss : 5128.611328 ∣ generator_ganloss : 1045.470557 ∣     [  std_z : 1.00  real_sub_fake : 971.44 ]
[  epoch 0026/0040] 1650/4800, lr:2.5e-05 ∣ avg_100 : 31824.454198 ∣ critic_nllloss : 25592.249219 ∣ critic_ganloss : -170.552003 ∣ generator_nllloss : 5217.564844 ∣ generator_ganloss : 1045.314355 ∣     [  std_z : 1.00  real_sub_fake : 862.02 ]
[  epoch 0026/0040] 1660/4800, lr:2.5e-05 ∣ avg_100 : 31826.784883 ∣ critic_nllloss : 25920.749805 ∣ critic_ganloss : -216.786600 ∣ generator_nllloss : 5168.313281 ∣ generator_ganloss : 1043.426221 ∣     [  std_z : 0.99  real_sub_fake : 818.51 ]
[  epoch 0026/0040] 1670/4800, lr:2.5e-05 ∣ avg_100 : 31829.968359 ∣ critic_nllloss : 26001.127148 ∣ critic_ganloss : -272.445430 ∣ generator_nllloss : 5202.730664 ∣ generator_ganloss : 1040.445801 ∣     [  std_z : 0.99  real_sub_fake : 843.97 ]
[  epoch 0026/0040] 1680/4800, lr:2.5e-05 ∣ avg_100 : 31829.392238 ∣ critic_nllloss : 25763.582227 ∣ critic_ganloss : -328.551717 ∣ generator_nllloss : 5135.463281 ∣ generator_ganloss : 1024.953906 ∣     [  std_z : 0.99  real_sub_fake : 969.86 ]
[  epoch 0026/0040] 1690/4800, lr:2.5e-05 ∣ avg_100 : 31826.948717 ∣ critic_nllloss : 25893.677734 ∣ critic_ganloss : -284.412827 ∣ generator_nllloss : 5245.444336 ∣ generator_ganloss : 1040.245361 ∣     [  std_z : 1.00  real_sub_fake : 1141.25 ]
[  epoch 0026/0040] 1700/4800, lr:2.5e-05 ∣ avg_100 : 31827.011651 ∣ critic_nllloss : 25940.652734 ∣ critic_ganloss : -268.577069 ∣ generator_nllloss : 5188.065625 ∣ generator_ganloss : 1044.250342 ∣     [  std_z : 1.01  real_sub_fake : 1119.37 ]
[  epoch 0026/0040] 1710/4800, lr:2.5e-05 ∣ avg_100 : 31831.358176 ∣ critic_nllloss : 26110.752734 ∣ critic_ganloss : -374.182864 ∣ generator_nllloss : 5269.463867 ∣ generator_ganloss : 1048.414014 ∣     [  std_z : 1.00  real_sub_fake : 1132.86 ]
[  epoch 0026/0040] 1720/4800, lr:2.5e-05 ∣ avg_100 : 31831.152616 ∣ critic_nllloss : 25890.827930 ∣ critic_ganloss : -318.561313 ∣ generator_nllloss : 5145.819336 ∣ generator_ganloss : 1043.519824 ∣     [  std_z : 0.99  real_sub_fake : 1284.24 ]
[  epoch 0026/0040] 1730/4800, lr:2.5e-05 ∣ avg_100 : 31827.632070 ∣ critic_nllloss : 25746.704883 ∣ critic_ganloss : -216.433075 ∣ generator_nllloss : 5054.715039 ∣ generator_ganloss : 1045.803223 ∣     [  std_z : 0.98  real_sub_fake : 1037.31 ]
[  epoch 0026/0040] 1740/4800, lr:2.5e-05 ∣ avg_100 : 31830.937049 ∣ critic_nllloss : 26092.336719 ∣ critic_ganloss : -223.316951 ∣ generator_nllloss : 5240.831055 ∣ generator_ganloss : 1064.843164 ∣     [  std_z : 0.98  real_sub_fake : 850.76 ]
[  epoch 0026/0040] 1750/4800, lr:2.5e-05 ∣ avg_100 : 31828.772357 ∣ critic_nllloss : 25822.441992 ∣ critic_ganloss : -253.764253 ∣ generator_nllloss : 5169.181055 ∣ generator_ganloss : 1040.731885 ∣     [  std_z : 0.99  real_sub_fake : 917.08 ]
[  epoch 0026/0040] 1760/4800, lr:2.5e-05 ∣ avg_100 : 31824.865536 ∣ critic_nllloss : 25604.705664 ∣ critic_ganloss : -349.833261 ∣ generator_nllloss : 5071.108984 ∣ generator_ganloss : 1021.332178 ∣     [  std_z : 1.00  real_sub_fake : 1039.25 ]
[  epoch 0026/0040] 1770/4800, lr:2.5e-05 ∣ avg_100 : 31825.394034 ∣ critic_nllloss : 26058.010937 ∣ critic_ganloss : -299.924692 ∣ generator_nllloss : 5096.804883 ∣ generator_ganloss : 1038.405371 ∣     [  std_z : 1.00  real_sub_fake : 1231.41 ]
[  epoch 0026/0040] 1780/4800, lr:2.5e-05 ∣ avg_100 : 31822.561322 ∣ critic_nllloss : 25685.580078 ∣ critic_ganloss : -318.439352 ∣ generator_nllloss : 5125.259375 ∣ generator_ganloss : 1018.801123 ∣     [  std_z : 1.00  real_sub_fake : 1181.01 ]
[  epoch 0026/0040] 1790/4800, lr:2.5e-05 ∣ avg_100 : 31820.810628 ∣ critic_nllloss : 25907.978906 ∣ critic_ganloss : -243.107602 ∣ generator_nllloss : 5204.157422 ∣ generator_ganloss : 1036.375830 ∣     [  std_z : 0.99  real_sub_fake : 1195.85 ]
[  epoch 0026/0040] 1800/4800, lr:2.5e-05 ∣ avg_100 : 31817.526335 ∣ critic_nllloss : 25999.615039 ∣ critic_ganloss : -322.566164 ∣ generator_nllloss : 5207.407617 ∣ generator_ganloss : 1043.970459 ∣     [  std_z : 0.99  real_sub_fake : 1096.39 ]
[  epoch 0026/0040] 1810/4800, lr:2.5e-05 ∣ avg_100 : 31818.446834 ∣ critic_nllloss : 25894.599414 ∣ critic_ganloss : -322.501782 ∣ generator_nllloss : 5186.948438 ∣ generator_ganloss : 1042.670557 ∣     [  std_z : 0.99  real_sub_fake : 1095.62 ]
[  epoch 0026/0040] 1820/4800, lr:2.5e-05 ∣ avg_100 : 31815.399832 ∣ critic_nllloss : 25967.014062 ∣ critic_ganloss : -321.869144 ∣ generator_nllloss : 5184.042578 ∣ generator_ganloss : 1026.091797 ∣     [  std_z : 0.99  real_sub_fake : 1193.76 ]
[  epoch 0026/0040] 1830/4800, lr:2.5e-05 ∣ avg_100 : 31814.376387 ∣ critic_nllloss : 25970.531445 ∣ critic_ganloss : -247.711580 ∣ generator_nllloss : 5180.351172 ∣ generator_ganloss : 1076.837354 ∣     [  std_z : 1.00  real_sub_fake : 1056.33 ]
[  epoch 0026/0040] 1840/4800, lr:2.5e-05 ∣ avg_100 : 31816.298400 ∣ critic_nllloss : 25907.831445 ∣ critic_ganloss : -130.492780 ∣ generator_nllloss : 5206.441406 ∣ generator_ganloss : 1029.274023 ∣     [  std_z : 1.00  real_sub_fake : 958.01 ]
[  epoch 0026/0040] 1850/4800, lr:2.5e-05 ∣ avg_100 : 31816.961313 ∣ critic_nllloss : 25903.165625 ∣ critic_ganloss : -220.928894 ∣ generator_nllloss : 5168.196289 ∣ generator_ganloss : 1048.218457 ∣     [  std_z : 1.00  real_sub_fake : 774.02 ]
[  epoch 0026/0040] 1860/4800, lr:2.5e-05 ∣ avg_100 : 31817.884761 ∣ critic_nllloss : 26041.856641 ∣ critic_ganloss : -219.110919 ∣ generator_nllloss : 5215.900586 ∣ generator_ganloss : 1061.286133 ∣     [  std_z : 0.99  real_sub_fake : 717.17 ]
[  epoch 0026/0040] 1870/4800, lr:2.5e-05 ∣ avg_100 : 31820.083772 ∣ critic_nllloss : 25894.542969 ∣ critic_ganloss : -220.203667 ∣ generator_nllloss : 5172.366797 ∣ generator_ganloss : 1034.890527 ∣     [  std_z : 0.99  real_sub_fake : 829.51 ]
[  epoch 0026/0040] 1880/4800, lr:2.5e-05 ∣ avg_100 : 31819.302124 ∣ critic_nllloss : 25912.240039 ∣ critic_ganloss : -265.868900 ∣ generator_nllloss : 5184.836719 ∣ generator_ganloss : 1022.320166 ∣     [  std_z : 0.99  real_sub_fake : 943.35 ]
[  epoch 0026/0040] 1890/4800, lr:2.5e-05 ∣ avg_100 : 31821.111850 ∣ critic_nllloss : 25829.253125 ∣ critic_ganloss : -267.901825 ∣ generator_nllloss : 5216.810156 ∣ generator_ganloss : 1043.471729 ∣     [  std_z : 0.99  real_sub_fake : 964.88 ]
[  epoch 0026/0040] 1900/4800, lr:2.5e-05 ∣ avg_100 : 31818.825063 ∣ critic_nllloss : 25996.214453 ∣ critic_ganloss : -277.875716 ∣ generator_nllloss : 5222.307031 ∣ generator_ganloss : 1032.246387 ∣     [  std_z : 1.00  real_sub_fake : 1016.61 ]
[  epoch 0026/0040] 1910/4800, lr:2.5e-05 ∣ avg_100 : 31815.656197 ∣ critic_nllloss : 25750.098047 ∣ critic_ganloss : -323.915340 ∣ generator_nllloss : 5096.136914 ∣ generator_ganloss : 1021.470020 ∣     [  std_z : 1.01  real_sub_fake : 1059.26 ]
[  epoch 0026/0040] 1920/4800, lr:2.5e-05 ∣ avg_100 : 31818.420554 ∣ critic_nllloss : 25841.820312 ∣ critic_ganloss : -242.770856 ∣ generator_nllloss : 5220.020312 ∣ generator_ganloss : 1051.655957 ∣     [  std_z : 0.99  real_sub_fake : 1160.95 ]
[  epoch 0026/0040] 1930/4800, lr:2.5e-05 ∣ avg_100 : 31820.016177 ∣ critic_nllloss : 25806.784570 ∣ critic_ganloss : -237.948732 ∣ generator_nllloss : 5232.212891 ∣ generator_ganloss : 1045.144922 ∣     [  std_z : 0.98  real_sub_fake : 988.84 ]
[  epoch 0026/0040] 1940/4800, lr:2.5e-05 ∣ avg_100 : 31819.661188 ∣ critic_nllloss : 25887.298242 ∣ critic_ganloss : -248.149695 ∣ generator_nllloss : 5186.843945 ∣ generator_ganloss : 1051.650391 ∣     [  std_z : 0.99  real_sub_fake : 938.88 ]
[  epoch 0026/0040] 1950/4800, lr:2.5e-05 ∣ avg_100 : 31819.278557 ∣ critic_nllloss : 25774.536914 ∣ critic_ganloss : -269.433237 ∣ generator_nllloss : 5162.898047 ∣ generator_ganloss : 1020.634766 ∣     [  std_z : 1.00  real_sub_fake : 1089.53 ]
[  epoch 0026/0040] 1960/4800, lr:2.5e-05 ∣ avg_100 : 31818.128813 ∣ critic_nllloss : 25877.594141 ∣ critic_ganloss : -339.687012 ∣ generator_nllloss : 5154.462891 ∣ generator_ganloss : 1041.017188 ∣     [  std_z : 1.00  real_sub_fake : 1121.94 ]
[  epoch 0026/0040] 1970/4800, lr:2.5e-05 ∣ avg_100 : 31817.141406 ∣ critic_nllloss : 25761.965039 ∣ critic_ganloss : -331.109433 ∣ generator_nllloss : 5055.441016 ∣ generator_ganloss : 1023.775977 ∣     [  std_z : 1.00  real_sub_fake : 1196.58 ]
[  epoch 0026/0040] 1980/4800, lr:2.5e-05 ∣ avg_100 : 31814.248283 ∣ critic_nllloss : 25951.109961 ∣ critic_ganloss : -292.300745 ∣ generator_nllloss : 5181.080078 ∣ generator_ganloss : 1021.525684 ∣     [  std_z : 1.00  real_sub_fake : 1213.03 ]
[  epoch 0026/0040] 1990/4800, lr:2.5e-05 ∣ avg_100 : 31809.772532 ∣ critic_nllloss : 25751.255664 ∣ critic_ganloss : -282.057346 ∣ generator_nllloss : 5167.782422 ∣ generator_ganloss : 1026.895215 ∣     [  std_z : 0.99  real_sub_fake : 1133.54 ]
[  epoch 0026/0040] 2000/4800, lr:2.5e-05 ∣ avg_100 : 31813.547552 ∣ critic_nllloss : 26048.073828 ∣ critic_ganloss : -201.354404 ∣ generator_nllloss : 5241.616602 ∣ generator_ganloss : 1044.656445 ∣     [  std_z : 0.99  real_sub_fake : 1132.49 ]
[  epoch 0026/0040] 2010/4800, lr:2.5e-05 ∣ avg_100 : 31814.813218 ∣ critic_nllloss : 25757.986719 ∣ critic_ganloss : -263.074150 ∣ generator_nllloss : 5199.379102 ∣ generator_ganloss : 1046.305518 ∣     [  std_z : 0.99  real_sub_fake : 865.50 ]
[  epoch 0026/0040] 2020/4800, lr:2.5e-05 ∣ avg_100 : 31815.501628 ∣ critic_nllloss : 25916.203711 ∣ critic_ganloss : -292.794594 ∣ generator_nllloss : 5154.447266 ∣ generator_ganloss : 1007.997949 ∣     [  std_z : 0.99  real_sub_fake : 1026.11 ]
[  epoch 0026/0040] 2030/4800, lr:2.5e-05 ∣ avg_100 : 31816.669605 ∣ critic_nllloss : 25941.842383 ∣ critic_ganloss : -269.237283 ∣ generator_nllloss : 5177.465234 ∣ generator_ganloss : 1029.307178 ∣     [  std_z : 1.00  real_sub_fake : 1032.56 ]
[  epoch 0026/0040] 2040/4800, lr:2.5e-05 ∣ avg_100 : 31816.626151 ∣ critic_nllloss : 25943.399805 ∣ critic_ganloss : -291.437029 ∣ generator_nllloss : 5136.830664 ∣ generator_ganloss : 1031.453516 ∣     [  std_z : 1.00  real_sub_fake : 984.64 ]
[  epoch 0026/0040] 2050/4800, lr:2.5e-05 ∣ avg_100 : 31818.646830 ∣ critic_nllloss : 25803.019141 ∣ critic_ganloss : -327.564693 ∣ generator_nllloss : 5154.075391 ∣ generator_ganloss : 1031.098730 ∣     [  std_z : 1.00  real_sub_fake : 1084.94 ]
[  epoch 0026/0040] 2060/4800, lr:2.5e-05 ∣ avg_100 : 31817.448489 ∣ critic_nllloss : 25591.249414 ∣ critic_ganloss : -264.480884 ∣ generator_nllloss : 5135.650391 ∣ generator_ganloss : 1045.481445 ∣     [  std_z : 1.00  real_sub_fake : 1025.24 ]
[  epoch 0026/0040] 2070/4800, lr:2.5e-05 ∣ avg_100 : 31820.293649 ∣ critic_nllloss : 25946.652539 ∣ critic_ganloss : -286.180205 ∣ generator_nllloss : 5156.841016 ∣ generator_ganloss : 1045.285645 ∣     [  std_z : 0.99  real_sub_fake : 1151.65 ]
[  epoch 0026/0040] 2080/4800, lr:2.5e-05 ∣ avg_100 : 31820.479183 ∣ critic_nllloss : 25775.305664 ∣ critic_ganloss : -244.691168 ∣ generator_nllloss : 5162.583984 ∣ generator_ganloss : 1061.429736 ∣     [  std_z : 0.99  real_sub_fake : 1014.81 ]
[  epoch 0026/0040] 2090/4800, lr:2.5e-05 ∣ avg_100 : 31816.438626 ∣ critic_nllloss : 25837.542578 ∣ critic_ganloss : -291.376917 ∣ generator_nllloss : 5216.857227 ∣ generator_ganloss : 1022.703857 ∣     [  std_z : 1.00  real_sub_fake : 993.26 ]
[  epoch 0026/0040] 2100/4800, lr:2.5e-05 ∣ avg_100 : 31814.722292 ∣ critic_nllloss : 25821.279492 ∣ critic_ganloss : -304.141110 ∣ generator_nllloss : 5156.215820 ∣ generator_ganloss : 1027.421533 ∣     [  std_z : 0.99  real_sub_fake : 1120.67 ]
[  epoch 0026/0040] 2110/4800, lr:2.5e-05 ∣ avg_100 : 31812.209324 ∣ critic_nllloss : 25703.257617 ∣ critic_ganloss : -342.179895 ∣ generator_nllloss : 5120.807031 ∣ generator_ganloss : 1032.782715 ∣     [  std_z : 0.99  real_sub_fake : 1128.10 ]
[  epoch 0026/0040] 2120/4800, lr:2.5e-05 ∣ avg_100 : 31811.138194 ∣ critic_nllloss : 25568.267773 ∣ critic_ganloss : -199.075858 ∣ generator_nllloss : 5074.036328 ∣ generator_ganloss : 1044.749316 ∣     [  std_z : 0.99  real_sub_fake : 1133.75 ]
[  epoch 0026/0040] 2130/4800, lr:2.5e-05 ∣ avg_100 : 31809.884615 ∣ critic_nllloss : 25813.675586 ∣ critic_ganloss : -267.860051 ∣ generator_nllloss : 5146.161914 ∣ generator_ganloss : 1056.585010 ∣     [  std_z : 0.99  real_sub_fake : 844.31 ]
[  epoch 0026/0040] 2140/4800, lr:2.5e-05 ∣ avg_100 : 31805.707656 ∣ critic_nllloss : 25692.983984 ∣ critic_ganloss : -243.108095 ∣ generator_nllloss : 5163.921680 ∣ generator_ganloss : 1031.094629 ∣     [  std_z : 1.00  real_sub_fake : 868.54 ]
[  epoch 0026/0040] 2150/4800, lr:2.5e-05 ∣ avg_100 : 31804.178635 ∣ critic_nllloss : 25559.119141 ∣ critic_ganloss : -304.472290 ∣ generator_nllloss : 5147.264258 ∣ generator_ganloss : 1015.910449 ∣     [  std_z : 1.01  real_sub_fake : 1023.58 ]
[  epoch 0026/0040] 2160/4800, lr:2.5e-05 ∣ avg_100 : 31805.647278 ∣ critic_nllloss : 26098.620703 ∣ critic_ganloss : -300.230588 ∣ generator_nllloss : 5259.927734 ∣ generator_ganloss : 1038.335986 ∣     [  std_z : 1.00  real_sub_fake : 1203.23 ]
[  epoch 0026/0040] 2170/4800, lr:2.5e-05 ∣ avg_100 : 31803.676126 ∣ critic_nllloss : 25836.752930 ∣ critic_ganloss : -234.123526 ∣ generator_nllloss : 5135.900977 ∣ generator_ganloss : 1037.182227 ∣     [  std_z : 0.99  real_sub_fake : 1093.30 ]
[  epoch 0026/0040] 2180/4800, lr:2.5e-05 ∣ avg_100 : 31801.520124 ∣ critic_nllloss : 25784.498242 ∣ critic_ganloss : -211.425502 ∣ generator_nllloss : 5127.379297 ∣ generator_ganloss : 1043.893213 ∣     [  std_z : 0.99  real_sub_fake : 1012.13 ]
[  epoch 0026/0040] 2190/4800, lr:2.5e-05 ∣ avg_100 : 31802.829108 ∣ critic_nllloss : 25887.714062 ∣ critic_ganloss : -284.902753 ∣ generator_nllloss : 5212.379297 ∣ generator_ganloss : 1037.687744 ∣     [  std_z : 1.00  real_sub_fake : 988.26 ]
[  epoch 0026/0040] 2200/4800, lr:2.5e-05 ∣ avg_100 : 31801.902998 ∣ critic_nllloss : 25862.361523 ∣ critic_ganloss : -322.535028 ∣ generator_nllloss : 5207.982031 ∣ generator_ganloss : 1029.144043 ∣     [  std_z : 1.00  real_sub_fake : 1014.17 ]
[  epoch 0026/0040] 2210/4800, lr:2.5e-05 ∣ avg_100 : 31804.751463 ∣ critic_nllloss : 26124.473828 ∣ critic_ganloss : -340.996542 ∣ generator_nllloss : 5224.477734 ∣ generator_ganloss : 1031.100488 ∣     [  std_z : 0.99  real_sub_fake : 1144.10 ]
[  epoch 0026/0040] 2220/4800, lr:2.5e-05 ∣ avg_100 : 31799.509110 ∣ critic_nllloss : 25705.488281 ∣ critic_ganloss : -316.065631 ∣ generator_nllloss : 5081.196484 ∣ generator_ganloss : 1038.748340 ∣     [  std_z : 0.99  real_sub_fake : 1249.27 ]
[  epoch 0026/0040] 2230/4800, lr:2.5e-05 ∣ avg_100 : 31797.087007 ∣ critic_nllloss : 25912.474219 ∣ critic_ganloss : -231.584299 ∣ generator_nllloss : 5080.598242 ∣ generator_ganloss : 1042.439014 ∣     [  std_z : 0.99  real_sub_fake : 1181.45 ]
[  epoch 0026/0040] 2240/4800, lr:2.5e-05 ∣ avg_100 : 31797.603013 ∣ critic_nllloss : 26030.564648 ∣ critic_ganloss : -280.685999 ∣ generator_nllloss : 5186.827148 ∣ generator_ganloss : 1037.315137 ∣     [  std_z : 0.99  real_sub_fake : 1017.95 ]
[  epoch 0026/0040] 2250/4800, lr:2.5e-05 ∣ avg_100 : 31799.969010 ∣ critic_nllloss : 25742.681055 ∣ critic_ganloss : -236.051657 ∣ generator_nllloss : 5205.717578 ∣ generator_ganloss : 1055.896436 ∣     [  std_z : 1.00  real_sub_fake : 848.93 ]
[  epoch 0026/0040] 2260/4800, lr:2.5e-05 ∣ avg_100 : 31800.505579 ∣ critic_nllloss : 26026.032422 ∣ critic_ganloss : -297.884514 ∣ generator_nllloss : 5178.913281 ∣ generator_ganloss : 1030.145801 ∣     [  std_z : 1.00  real_sub_fake : 1004.96 ]
[  epoch 0026/0040] 2270/4800, lr:2.5e-05 ∣ avg_100 : 31796.799124 ∣ critic_nllloss : 25765.544336 ∣ critic_ganloss : -321.719849 ∣ generator_nllloss : 5105.251172 ∣ generator_ganloss : 1037.145410 ∣     [  std_z : 1.00  real_sub_fake : 1152.44 ]
[  epoch 0026/0040] 2280/4800, lr:2.5e-05 ∣ avg_100 : 31800.027631 ∣ critic_nllloss : 25957.447461 ∣ critic_ganloss : -273.987503 ∣ generator_nllloss : 5170.127148 ∣ generator_ganloss : 1039.661035 ∣     [  std_z : 0.99  real_sub_fake : 1125.03 ]
[  epoch 0026/0040] 2290/4800, lr:2.5e-05 ∣ avg_100 : 31800.903018 ∣ critic_nllloss : 25854.105078 ∣ critic_ganloss : -298.230005 ∣ generator_nllloss : 5126.317969 ∣ generator_ganloss : 1037.859717 ∣     [  std_z : 0.99  real_sub_fake : 1106.23 ]
[  epoch 0026/0040] 2300/4800, lr:2.5e-05 ∣ avg_100 : 31798.560823 ∣ critic_nllloss : 25752.203320 ∣ critic_ganloss : -292.064580 ∣ generator_nllloss : 5216.801953 ∣ generator_ganloss : 1081.200781 ∣     [  std_z : 0.99  real_sub_fake : 878.74 ]
[  epoch 0026/0040] 2310/4800, lr:2.5e-05 ∣ avg_100 : 31796.908871 ∣ critic_nllloss : 25696.572070 ∣ critic_ganloss : -329.362717 ∣ generator_nllloss : 5149.730859 ∣ generator_ganloss : 1022.474268 ∣     [  std_z : 1.00  real_sub_fake : 1205.17 ]
[  epoch 0026/0040] 2320/4800, lr:2.5e-05 ∣ avg_100 : 31796.693505 ∣ critic_nllloss : 25770.661133 ∣ critic_ganloss : -322.427121 ∣ generator_nllloss : 5225.887305 ∣ generator_ganloss : 1036.947363 ∣     [  std_z : 1.00  real_sub_fake : 1245.25 ]
[  epoch 0026/0040] 2330/4800, lr:2.5e-05 ∣ avg_100 : 31798.516258 ∣ critic_nllloss : 25935.312695 ∣ critic_ganloss : -350.724084 ∣ generator_nllloss : 5273.958398 ∣ generator_ganloss : 1030.565332 ∣     [  std_z : 0.99  real_sub_fake : 1283.84 ]
[  epoch 0026/0040] 2340/4800, lr:2.5e-05 ∣ avg_100 : 31796.188628 ∣ critic_nllloss : 25771.432422 ∣ critic_ganloss : -282.510983 ∣ generator_nllloss : 5111.884375 ∣ generator_ganloss : 1054.197754 ∣     [  std_z : 0.99  real_sub_fake : 1091.87 ]
[  epoch 0026/0040] 2350/4800, lr:2.5e-05 ∣ avg_100 : 31792.569659 ∣ critic_nllloss : 25712.359766 ∣ critic_ganloss : -244.444144 ∣ generator_nllloss : 5212.148438 ∣ generator_ganloss : 1028.171631 ∣     [  std_z : 0.99  real_sub_fake : 1212.44 ]
[  epoch 0026/0040] 2360/4800, lr:2.5e-05 ∣ avg_100 : 31790.651384 ∣ critic_nllloss : 25846.682812 ∣ critic_ganloss : -303.866731 ∣ generator_nllloss : 5134.148633 ∣ generator_ganloss : 1040.994971 ∣     [  std_z : 1.00  real_sub_fake : 1087.33 ]
[  epoch 0026/0040] 2370/4800, lr:2.5e-05 ∣ avg_100 : 31795.241621 ∣ critic_nllloss : 25995.986914 ∣ critic_ganloss : -333.323718 ∣ generator_nllloss : 5239.939453 ∣ generator_ganloss : 1052.278711 ∣     [  std_z : 1.00  real_sub_fake : 1134.23 ]
[  epoch 0026/0040] 2380/4800, lr:2.5e-05 ∣ avg_100 : 31793.998008 ∣ critic_nllloss : 25731.332422 ∣ critic_ganloss : -335.206296 ∣ generator_nllloss : 5178.409375 ∣ generator_ganloss : 1047.398145 ∣     [  std_z : 1.00  real_sub_fake : 1197.82 ]
[  epoch 0026/0040] 2390/4800, lr:2.5e-05 ∣ avg_100 : 31791.253695 ∣ critic_nllloss : 25666.983789 ∣ critic_ganloss : -332.053232 ∣ generator_nllloss : 5170.785156 ∣ generator_ganloss : 1073.404346 ∣     [  std_z : 1.00  real_sub_fake : 1191.83 ]
[  epoch 0026/0040] 2400/4800, lr:2.5e-05 ∣ avg_100 : 31790.771306 ∣ critic_nllloss : 25791.155078 ∣ critic_ganloss : -264.325200 ∣ generator_nllloss : 5154.849414 ∣ generator_ganloss : 1088.061328 ∣     [  std_z : 0.99  real_sub_fake : 1012.94 ]
[  epoch 0026/0040] 2410/4800, lr:2.5e-05 ∣ avg_100 : 31791.142810 ∣ critic_nllloss : 25654.017188 ∣ critic_ganloss : -358.535168 ∣ generator_nllloss : 5137.193359 ∣ generator_ganloss : 1033.121094 ∣     [  std_z : 0.99  real_sub_fake : 1274.74 ]
[  epoch 0026/0040] 2420/4800, lr:2.5e-05 ∣ avg_100 : 31794.239035 ∣ critic_nllloss : 25996.149219 ∣ critic_ganloss : -278.834354 ∣ generator_nllloss : 5277.660547 ∣ generator_ganloss : 1087.570312 ∣     [  std_z : 1.00  real_sub_fake : 1328.91 ]
[  epoch 0026/0040] 2430/4800, lr:2.5e-05 ∣ avg_100 : 31796.038988 ∣ critic_nllloss : 25987.026562 ∣ critic_ganloss : -310.232745 ∣ generator_nllloss : 5157.312109 ∣ generator_ganloss : 1066.137207 ∣     [  std_z : 1.00  real_sub_fake : 1117.69 ]
[  epoch 0026/0040] 2440/4800, lr:2.5e-05 ∣ avg_100 : 31792.645566 ∣ critic_nllloss : 25601.590820 ∣ critic_ganloss : -198.713202 ∣ generator_nllloss : 5079.292578 ∣ generator_ganloss : 1095.544189 ∣     [  std_z : 1.00  real_sub_fake : 820.07 ]
[  epoch 0026/0040] 2450/4800, lr:2.5e-05 ∣ avg_100 : 31795.836254 ∣ critic_nllloss : 26252.257812 ∣ critic_ganloss : -249.167052 ∣ generator_nllloss : 5276.598047 ∣ generator_ganloss : 1087.147754 ∣     [  std_z : 1.00  real_sub_fake : 881.41 ]
[  epoch 0026/0040] 2460/4800, lr:2.5e-05 ∣ avg_100 : 31794.033663 ∣ critic_nllloss : 25840.661719 ∣ critic_ganloss : -336.638599 ∣ generator_nllloss : 5136.994531 ∣ generator_ganloss : 1037.991992 ∣     [  std_z : 0.99  real_sub_fake : 1087.54 ]
[  epoch 0026/0040] 2470/4800, lr:2.5e-05 ∣ avg_100 : 31794.227840 ∣ critic_nllloss : 25748.908398 ∣ critic_ganloss : -295.920966 ∣ generator_nllloss : 5253.014258 ∣ generator_ganloss : 1066.850928 ∣     [  std_z : 0.99  real_sub_fake : 1146.23 ]
[  epoch 0026/0040] 2480/4800, lr:2.5e-05 ∣ avg_100 : 31797.952383 ∣ critic_nllloss : 25910.427930 ∣ critic_ganloss : -202.164532 ∣ generator_nllloss : 5193.708203 ∣ generator_ganloss : 1054.021973 ∣     [  std_z : 0.99  real_sub_fake : 1107.16 ]
[  epoch 0026/0040] 2490/4800, lr:2.5e-05 ∣ avg_100 : 31797.912511 ∣ critic_nllloss : 25916.090039 ∣ critic_ganloss : -159.313248 ∣ generator_nllloss : 5205.746875 ∣ generator_ganloss : 1039.979297 ∣     [  std_z : 1.00  real_sub_fake : 850.07 ]
[  epoch 0026/0040] 2500/4800, lr:2.5e-05 ∣ avg_100 : 31794.653146 ∣ critic_nllloss : 25815.386914 ∣ critic_ganloss : -207.036673 ∣ generator_nllloss : 5196.621875 ∣ generator_ganloss : 1018.724316 ∣     [  std_z : 1.00  real_sub_fake : 799.97 ]
[  epoch 0026/0040] 2510/4800, lr:2.5e-05 ∣ avg_100 : 31795.270372 ∣ critic_nllloss : 25796.050391 ∣ critic_ganloss : -243.908572 ∣ generator_nllloss : 5131.512695 ∣ generator_ganloss : 1027.320703 ∣     [  std_z : 1.00  real_sub_fake : 779.21 ]
[  epoch 0026/0040] 2520/4800, lr:2.5e-05 ∣ avg_100 : 31797.860665 ∣ critic_nllloss : 26006.224414 ∣ critic_ganloss : -207.507190 ∣ generator_nllloss : 5211.783984 ∣ generator_ganloss : 1034.162256 ∣     [  std_z : 0.99  real_sub_fake : 867.63 ]
[  epoch 0026/0040] 2530/4800, lr:2.5e-05 ∣ avg_100 : 31794.431159 ∣ critic_nllloss : 25671.283984 ∣ critic_ganloss : -258.819327 ∣ generator_nllloss : 5085.298828 ∣ generator_ganloss : 1053.623340 ∣     [  std_z : 0.99  real_sub_fake : 932.16 ]
[  epoch 0026/0040] 2540/4800, lr:2.5e-05 ∣ avg_100 : 31798.886184 ∣ critic_nllloss : 26008.842187 ∣ critic_ganloss : -269.947873 ∣ generator_nllloss : 5263.092969 ∣ generator_ganloss : 1060.170459 ∣     [  std_z : 1.00  real_sub_fake : 1015.94 ]
[  epoch 0026/0040] 2550/4800, lr:2.5e-05 ∣ avg_100 : 31799.494104 ∣ critic_nllloss : 25958.592773 ∣ critic_ganloss : -269.623679 ∣ generator_nllloss : 5322.239648 ∣ generator_ganloss : 1074.431396 ∣     [  std_z : 0.99  real_sub_fake : 961.06 ]
[  epoch 0026/0040] 2560/4800, lr:2.5e-05 ∣ avg_100 : 31799.739561 ∣ critic_nllloss : 25820.780469 ∣ critic_ganloss : -289.451898 ∣ generator_nllloss : 5171.047656 ∣ generator_ganloss : 1052.540137 ∣     [  std_z : 0.99  real_sub_fake : 1119.47 ]
[  epoch 0026/0040] 2570/4800, lr:2.5e-05 ∣ avg_100 : 31800.540467 ∣ critic_nllloss : 25707.409180 ∣ critic_ganloss : -236.470749 ∣ generator_nllloss : 5071.278906 ∣ generator_ganloss : 1062.303320 ∣     [  std_z : 0.98  real_sub_fake : 1011.26 ]
[  epoch 0026/0040] 2580/4800, lr:2.5e-05 ∣ avg_100 : 31803.292487 ∣ critic_nllloss : 26046.680664 ∣ critic_ganloss : -383.668192 ∣ generator_nllloss : 5158.388867 ∣ generator_ganloss : 1042.503418 ∣     [  std_z : 1.00  real_sub_fake : 1195.72 ]
[  epoch 0026/0040] 2590/4800, lr:2.5e-05 ∣ avg_100 : 31805.216925 ∣ critic_nllloss : 26056.058398 ∣ critic_ganloss : -338.594574 ∣ generator_nllloss : 5252.864453 ∣ generator_ganloss : 1041.752588 ∣     [  std_z : 1.00  real_sub_fake : 1213.75 ]
[  epoch 0026/0040] 2600/4800, lr:2.5e-05 ∣ avg_100 : 31800.389294 ∣ critic_nllloss : 25717.834766 ∣ critic_ganloss : -341.424307 ∣ generator_nllloss : 5063.492188 ∣ generator_ganloss : 1061.077734 ∣     [  std_z : 1.00  real_sub_fake : 1170.32 ]
[  epoch 0026/0040] 2610/4800, lr:2.5e-05 ∣ avg_100 : 31801.522031 ∣ critic_nllloss : 26059.322266 ∣ critic_ganloss : -223.671533 ∣ generator_nllloss : 5154.538281 ∣ generator_ganloss : 1056.233398 ∣     [  std_z : 0.99  real_sub_fake : 1258.78 ]
[  epoch 0026/0040] 2620/4800, lr:2.5e-05 ∣ avg_100 : 31798.856354 ∣ critic_nllloss : 25690.480078 ∣ critic_ganloss : -260.411249 ∣ generator_nllloss : 5103.510742 ∣ generator_ganloss : 1075.418457 ∣     [  std_z : 0.99  real_sub_fake : 984.44 ]
[  epoch 0026/0040] 2630/4800, lr:2.5e-05 ∣ avg_100 : 31798.762771 ∣ critic_nllloss : 25967.902930 ∣ critic_ganloss : -343.299596 ∣ generator_nllloss : 5298.126758 ∣ generator_ganloss : 1057.849072 ∣     [  std_z : 1.00  real_sub_fake : 1032.42 ]
[  epoch 0026/0040] 2640/4800, lr:2.5e-05 ∣ avg_100 : 31798.713850 ∣ critic_nllloss : 25880.357422 ∣ critic_ganloss : -288.968445 ∣ generator_nllloss : 5216.782617 ∣ generator_ganloss : 1054.316113 ∣     [  std_z : 1.00  real_sub_fake : 1070.29 ]
[  epoch 0026/0040] 2650/4800, lr:2.5e-05 ∣ avg_100 : 31801.954142 ∣ critic_nllloss : 26072.858984 ∣ critic_ganloss : -302.009769 ∣ generator_nllloss : 5183.389648 ∣ generator_ganloss : 1054.366748 ∣     [  std_z : 1.00  real_sub_fake : 1107.38 ]
[  epoch 0026/0040] 2660/4800, lr:2.5e-05 ∣ avg_100 : 31800.324023 ∣ critic_nllloss : 25890.653516 ∣ critic_ganloss : -252.463535 ∣ generator_nllloss : 5046.296484 ∣ generator_ganloss : 1068.204346 ∣     [  std_z : 1.00  real_sub_fake : 1104.96 ]
[  epoch 0026/0040] 2670/4800, lr:2.5e-05 ∣ avg_100 : 31798.568082 ∣ critic_nllloss : 25783.571875 ∣ critic_ganloss : -203.312663 ∣ generator_nllloss : 5147.236133 ∣ generator_ganloss : 1068.768701 ∣     [  std_z : 0.99  real_sub_fake : 736.30 ]
[  epoch 0026/0040] 2680/4800, lr:2.5e-05 ∣ avg_100 : 31803.288937 ∣ critic_nllloss : 26103.028125 ∣ critic_ganloss : -320.695798 ∣ generator_nllloss : 5252.020898 ∣ generator_ganloss : 1033.180029 ∣     [  std_z : 1.00  real_sub_fake : 990.50 ]
[  epoch 0026/0040] 2690/4800, lr:2.5e-05 ∣ avg_100 : 31802.429021 ∣ critic_nllloss : 25793.676758 ∣ critic_ganloss : -148.206200 ∣ generator_nllloss : 5116.955859 ∣ generator_ganloss : 1046.536572 ∣     [  std_z : 1.00  real_sub_fake : 997.36 ]
[  epoch 0026/0040] 2700/4800, lr:2.5e-05 ∣ avg_100 : 31801.828481 ∣ critic_nllloss : 25911.935937 ∣ critic_ganloss : -295.634180 ∣ generator_nllloss : 5191.908398 ∣ generator_ganloss : 1036.127441 ∣     [  std_z : 1.00  real_sub_fake : 1063.18 ]
[  epoch 0026/0040] 2710/4800, lr:2.5e-05 ∣ avg_100 : 31798.167727 ∣ critic_nllloss : 25733.246484 ∣ critic_ganloss : -297.297037 ∣ generator_nllloss : 5194.464453 ∣ generator_ganloss : 1057.958447 ∣     [  std_z : 0.99  real_sub_fake : 1011.28 ]
[  epoch 0026/0040] 2720/4800, lr:2.5e-05 ∣ avg_100 : 31797.449103 ∣ critic_nllloss : 25790.885937 ∣ critic_ganloss : -314.756744 ∣ generator_nllloss : 5158.935156 ∣ generator_ganloss : 1054.679102 ∣     [  std_z : 0.99  real_sub_fake : 1081.24 ]
[  epoch 0026/0040] 2730/4800, lr:2.5e-05 ∣ avg_100 : 31801.163949 ∣ critic_nllloss : 26064.420312 ∣ critic_ganloss : -322.803516 ∣ generator_nllloss : 5209.612109 ∣ generator_ganloss : 1051.045703 ∣     [  std_z : 0.99  real_sub_fake : 1236.28 ]
[  epoch 0026/0040] 2740/4800, lr:2.5e-05 ∣ avg_100 : 31797.420860 ∣ critic_nllloss : 25838.666992 ∣ critic_ganloss : -283.853113 ∣ generator_nllloss : 5189.092578 ∣ generator_ganloss : 1056.478662 ∣     [  std_z : 1.00  real_sub_fake : 1146.05 ]
[  epoch 0026/0040] 2750/4800, lr:2.5e-05 ∣ avg_100 : 31797.816886 ∣ critic_nllloss : 25937.388281 ∣ critic_ganloss : -349.672894 ∣ generator_nllloss : 5188.134570 ∣ generator_ganloss : 1042.343359 ∣     [  std_z : 1.00  real_sub_fake : 1282.64 ]
[  epoch 0026/0040] 2760/4800, lr:2.5e-05 ∣ avg_100 : 31805.343463 ∣ critic_nllloss : 26027.329688 ∣ critic_ganloss : -250.366177 ∣ generator_nllloss : 5236.255859 ∣ generator_ganloss : 1086.751807 ∣     [  std_z : 1.00  real_sub_fake : 1207.33 ]
[  epoch 0026/0040] 2770/4800, lr:2.5e-05 ∣ avg_100 : 31802.078971 ∣ critic_nllloss : 25732.674219 ∣ critic_ganloss : -325.221600 ∣ generator_nllloss : 5090.976562 ∣ generator_ganloss : 1068.418213 ∣     [  std_z : 0.99  real_sub_fake : 1040.74 ]
[  epoch 0026/0040] 2780/4800, lr:2.5e-05 ∣ avg_100 : 31806.027818 ∣ critic_nllloss : 25928.654297 ∣ critic_ganloss : -230.777618 ∣ generator_nllloss : 5168.697656 ∣ generator_ganloss : 1039.511523 ∣     [  std_z : 0.98  real_sub_fake : 1097.68 ]
[  epoch 0026/0040] 2790/4800, lr:2.5e-05 ∣ avg_100 : 31805.564326 ∣ critic_nllloss : 25912.694922 ∣ critic_ganloss : -250.254797 ∣ generator_nllloss : 5156.472852 ∣ generator_ganloss : 1040.142383 ∣     [  std_z : 0.99  real_sub_fake : 949.41 ]
[  epoch 0026/0040] 2800/4800, lr:2.5e-05 ∣ avg_100 : 31803.855330 ∣ critic_nllloss : 25863.058398 ∣ critic_ganloss : -274.118860 ∣ generator_nllloss : 5139.040625 ∣ generator_ganloss : 1029.547168 ∣     [  std_z : 1.00  real_sub_fake : 931.62 ]
[  epoch 0026/0040] 2810/4800, lr:2.5e-05 ∣ avg_100 : 31804.029330 ∣ critic_nllloss : 25930.855273 ∣ critic_ganloss : -277.112912 ∣ generator_nllloss : 5144.168164 ∣ generator_ganloss : 1021.206104 ∣     [  std_z : 1.01  real_sub_fake : 1055.64 ]
[  epoch 0026/0040] 2820/4800, lr:2.5e-05 ∣ avg_100 : 31807.580142 ∣ critic_nllloss : 26158.728711 ∣ critic_ganloss : -246.736098 ∣ generator_nllloss : 5217.859375 ∣ generator_ganloss : 1080.508496 ∣     [  std_z : 1.00  real_sub_fake : 1002.24 ]
[  epoch 0026/0040] 2830/4800, lr:2.5e-05 ∣ avg_100 : 31807.285169 ∣ critic_nllloss : 25975.828711 ∣ critic_ganloss : -257.614505 ∣ generator_nllloss : 5168.508008 ∣ generator_ganloss : 1063.788965 ∣     [  std_z : 1.00  real_sub_fake : 964.17 ]
[  epoch 0026/0040] 2840/4800, lr:2.5e-05 ∣ avg_100 : 31807.060588 ∣ critic_nllloss : 25948.095313 ∣ critic_ganloss : -265.982802 ∣ generator_nllloss : 5249.889844 ∣ generator_ganloss : 1058.593555 ∣     [  std_z : 0.98  real_sub_fake : 1011.08 ]
[  epoch 0026/0040] 2850/4800, lr:2.5e-05 ∣ avg_100 : 31807.411904 ∣ critic_nllloss : 25899.528516 ∣ critic_ganloss : -215.422461 ∣ generator_nllloss : 5186.129297 ∣ generator_ganloss : 1063.547754 ∣     [  std_z : 0.99  real_sub_fake : 1035.71 ]
[  epoch 0026/0040] 2860/4800, lr:2.5e-05 ∣ avg_100 : 31803.440342 ∣ critic_nllloss : 25809.614648 ∣ critic_ganloss : -340.932028 ∣ generator_nllloss : 5176.724609 ∣ generator_ganloss : 1057.368994 ∣     [  std_z : 1.00  real_sub_fake : 988.56 ]
[  epoch 0026/0040] 2870/4800, lr:2.5e-05 ∣ avg_100 : 31802.717343 ∣ critic_nllloss : 25884.734180 ∣ critic_ganloss : -306.922476 ∣ generator_nllloss : 5180.917383 ∣ generator_ganloss : 1050.567676 ∣     [  std_z : 1.00  real_sub_fake : 1078.89 ]
[  epoch 0026/0040] 2880/4800, lr:2.5e-05 ∣ avg_100 : 31804.638555 ∣ critic_nllloss : 26046.609766 ∣ critic_ganloss : -356.667599 ∣ generator_nllloss : 5300.517578 ∣ generator_ganloss : 1055.189502 ∣     [  std_z : 0.99  real_sub_fake : 1245.84 ]
[  epoch 0026/0040] 2890/4800, lr:2.5e-05 ∣ avg_100 : 31805.034617 ∣ critic_nllloss : 25880.281055 ∣ critic_ganloss : -318.876419 ∣ generator_nllloss : 5223.378711 ∣ generator_ganloss : 1076.456006 ∣     [  std_z : 0.99  real_sub_fake : 1252.72 ]
[  epoch 0026/0040] 2900/4800, lr:2.5e-05 ∣ avg_100 : 31803.140386 ∣ critic_nllloss : 25875.540820 ∣ critic_ganloss : -319.034283 ∣ generator_nllloss : 5168.839063 ∣ generator_ganloss : 1058.123437 ∣     [  std_z : 0.99  real_sub_fake : 1239.91 ]
[  epoch 0026/0040] 2910/4800, lr:2.5e-05 ∣ avg_100 : 31807.107016 ∣ critic_nllloss : 25986.340820 ∣ critic_ganloss : -317.254221 ∣ generator_nllloss : 5216.625000 ∣ generator_ganloss : 1054.741113 ∣     [  std_z : 0.99  real_sub_fake : 1271.96 ]
[  epoch 0026/0040] 2920/4800, lr:2.5e-05 ∣ avg_100 : 31804.784353 ∣ critic_nllloss : 25646.236523 ∣ critic_ganloss : -236.037785 ∣ generator_nllloss : 5145.562695 ∣ generator_ganloss : 1082.697900 ∣     [  std_z : 1.00  real_sub_fake : 1016.88 ]
[  epoch 0026/0040] 2930/4800, lr:2.5e-05 ∣ avg_100 : 31805.163410 ∣ critic_nllloss : 25811.473242 ∣ critic_ganloss : -279.207977 ∣ generator_nllloss : 5273.717383 ∣ generator_ganloss : 1078.116699 ∣     [  std_z : 1.01  real_sub_fake : 1005.73 ]
[  epoch 0026/0040] 2940/4800, lr:2.5e-05 ∣ avg_100 : 31805.752347 ∣ critic_nllloss : 25960.247266 ∣ critic_ganloss : -315.711685 ∣ generator_nllloss : 5236.766016 ∣ generator_ganloss : 1055.235010 ∣     [  std_z : 1.00  real_sub_fake : 1097.97 ]
[  epoch 0026/0040] 2950/4800, lr:2.5e-05 ∣ avg_100 : 31808.040593 ∣ critic_nllloss : 25905.008398 ∣ critic_ganloss : -258.375269 ∣ generator_nllloss : 5210.047266 ∣ generator_ganloss : 1060.780762 ∣     [  std_z : 0.99  real_sub_fake : 1076.79 ]
[  epoch 0026/0040] 2960/4800, lr:2.5e-05 ∣ avg_100 : 31808.101316 ∣ critic_nllloss : 25970.708203 ∣ critic_ganloss : -307.831219 ∣ generator_nllloss : 5032.460352 ∣ generator_ganloss : 1044.122168 ∣     [  std_z : 0.99  real_sub_fake : 1177.51 ]
[  epoch 0026/0040] 2970/4800, lr:2.5e-05 ∣ avg_100 : 31809.368544 ∣ critic_nllloss : 25737.611914 ∣ critic_ganloss : -257.418445 ∣ generator_nllloss : 5133.911719 ∣ generator_ganloss : 1022.690137 ∣     [  std_z : 1.00  real_sub_fake : 1105.96 ]
[  epoch 0026/0040] 2980/4800, lr:2.5e-05 ∣ avg_100 : 31808.545234 ∣ critic_nllloss : 25779.426172 ∣ critic_ganloss : -230.164952 ∣ generator_nllloss : 5207.502930 ∣ generator_ganloss : 1022.319824 ∣     [  std_z : 1.00  real_sub_fake : 902.94 ]
[  epoch 0026/0040] 2990/4800, lr:2.5e-05 ∣ avg_100 : 31810.819306 ∣ critic_nllloss : 25953.359766 ∣ critic_ganloss : -266.423337 ∣ generator_nllloss : 5187.218945 ∣ generator_ganloss : 1017.127783 ∣     [  std_z : 1.00  real_sub_fake : 1012.72 ]
[  epoch 0026/0040] 3000/4800, lr:2.5e-05 ∣ avg_100 : 31807.720359 ∣ critic_nllloss : 25737.431250 ∣ critic_ganloss : -211.289714 ∣ generator_nllloss : 5237.889258 ∣ generator_ganloss : 1059.067041 ∣     [  std_z : 0.99  real_sub_fake : 822.48 ]
[  epoch 0026/0040] 3010/4800, lr:2.5e-05 ∣ avg_100 : 31808.448078 ∣ critic_nllloss : 25894.748633 ∣ critic_ganloss : -250.293394 ∣ generator_nllloss : 5137.778320 ∣ generator_ganloss : 1031.135498 ∣     [  std_z : 0.99  real_sub_fake : 863.30 ]
[  epoch 0026/0040] 3020/4800, lr:2.5e-05 ∣ avg_100 : 31804.343924 ∣ critic_nllloss : 25521.117383 ∣ critic_ganloss : -224.157990 ∣ generator_nllloss : 5042.828125 ∣ generator_ganloss : 1035.651465 ∣     [  std_z : 1.00  real_sub_fake : 892.29 ]
[  epoch 0026/0040] 3030/4800, lr:2.5e-05 ∣ avg_100 : 31806.462840 ∣ critic_nllloss : 26015.650586 ∣ critic_ganloss : -230.846579 ∣ generator_nllloss : 5269.599805 ∣ generator_ganloss : 1036.865234 ∣     [  std_z : 1.00  real_sub_fake : 899.27 ]
[  epoch 0026/0040] 3040/4800, lr:2.5e-05 ∣ avg_100 : 31809.054009 ∣ critic_nllloss : 26028.901172 ∣ critic_ganloss : -272.758020 ∣ generator_nllloss : 5265.731641 ∣ generator_ganloss : 1057.489111 ∣     [  std_z : 0.99  real_sub_fake : 941.16 ]
[  epoch 0026/0040] 3050/4800, lr:2.5e-05 ∣ avg_100 : 31812.948031 ∣ critic_nllloss : 25977.592969 ∣ critic_ganloss : -208.073517 ∣ generator_nllloss : 5229.845117 ∣ generator_ganloss : 1050.666162 ∣     [  std_z : 0.99  real_sub_fake : 1022.65 ]
[  epoch 0026/0040] 3060/4800, lr:2.5e-05 ∣ avg_100 : 31817.040988 ∣ critic_nllloss : 25958.279297 ∣ critic_ganloss : -298.847995 ∣ generator_nllloss : 5187.430469 ∣ generator_ganloss : 1070.334326 ∣     [  std_z : 0.99  real_sub_fake : 1084.51 ]
[  epoch 0026/0040] 3070/4800, lr:2.5e-05 ∣ avg_100 : 31817.448767 ∣ critic_nllloss : 25887.062305 ∣ critic_ganloss : -259.217209 ∣ generator_nllloss : 5200.400000 ∣ generator_ganloss : 1075.131787 ∣     [  std_z : 1.00  real_sub_fake : 1001.88 ]
[  epoch 0026/0040] 3080/4800, lr:2.5e-05 ∣ avg_100 : 31819.916462 ∣ critic_nllloss : 25954.426172 ∣ critic_ganloss : -305.034271 ∣ generator_nllloss : 5270.117383 ∣ generator_ganloss : 1081.888379 ∣     [  std_z : 1.00  real_sub_fake : 978.06 ]
[  epoch 0026/0040] 3090/4800, lr:2.5e-05 ∣ avg_100 : 31822.197321 ∣ critic_nllloss : 26063.861914 ∣ critic_ganloss : -287.266974 ∣ generator_nllloss : 5195.667578 ∣ generator_ganloss : 1041.550195 ∣     [  std_z : 0.99  real_sub_fake : 1059.47 ]
[  epoch 0026/0040] 3100/4800, lr:2.5e-05 ∣ avg_100 : 31822.389971 ∣ critic_nllloss : 25770.438477 ∣ critic_ganloss : -279.459650 ∣ generator_nllloss : 5200.186914 ∣ generator_ganloss : 1028.874951 ∣     [  std_z : 0.98  real_sub_fake : 1186.32 ]
[  epoch 0026/0040] 3110/4800, lr:2.5e-05 ∣ avg_100 : 31827.256317 ∣ critic_nllloss : 26084.217773 ∣ critic_ganloss : -318.357986 ∣ generator_nllloss : 5186.012695 ∣ generator_ganloss : 1049.429639 ∣     [  std_z : 0.99  real_sub_fake : 1055.29 ]
[  epoch 0026/0040] 3120/4800, lr:2.5e-05 ∣ avg_100 : 31831.024174 ∣ critic_nllloss : 25926.743945 ∣ critic_ganloss : -330.351114 ∣ generator_nllloss : 5233.180859 ∣ generator_ganloss : 1035.189502 ∣     [  std_z : 0.99  real_sub_fake : 1175.87 ]
[  epoch 0026/0040] 3130/4800, lr:2.5e-05 ∣ avg_100 : 31829.023081 ∣ critic_nllloss : 25631.837891 ∣ critic_ganloss : -246.962827 ∣ generator_nllloss : 5134.654102 ∣ generator_ganloss : 1028.924072 ∣     [  std_z : 1.00  real_sub_fake : 1079.25 ]
[  epoch 0026/0040] 3140/4800, lr:2.5e-05 ∣ avg_100 : 31830.346174 ∣ critic_nllloss : 25881.751172 ∣ critic_ganloss : -308.730017 ∣ generator_nllloss : 5200.791016 ∣ generator_ganloss : 1003.389307 ∣     [  std_z : 1.00  real_sub_fake : 1161.80 ]
[  epoch 0026/0040] 3150/4800, lr:2.5e-05 ∣ avg_100 : 31836.093267 ∣ critic_nllloss : 26109.412891 ∣ critic_ganloss : -248.382123 ∣ generator_nllloss : 5100.328516 ∣ generator_ganloss : 1031.171533 ∣     [  std_z : 0.98  real_sub_fake : 1125.15 ]
[  epoch 0026/0040] 3160/4800, lr:2.5e-05 ∣ avg_100 : 31833.113506 ∣ critic_nllloss : 25852.750195 ∣ critic_ganloss : -260.072981 ∣ generator_nllloss : 5154.787109 ∣ generator_ganloss : 1051.213477 ∣     [  std_z : 0.98  real_sub_fake : 833.13 ]
[  epoch 0026/0040] 3170/4800, lr:2.5e-05 ∣ avg_100 : 31832.954091 ∣ critic_nllloss : 25905.516211 ∣ critic_ganloss : -316.618018 ∣ generator_nllloss : 5132.343164 ∣ generator_ganloss : 1038.529687 ∣     [  std_z : 0.99  real_sub_fake : 1051.03 ]
[  epoch 0026/0040] 3180/4800, lr:2.5e-05 ∣ avg_100 : 31832.795686 ∣ critic_nllloss : 25824.253516 ∣ critic_ganloss : -292.169055 ∣ generator_nllloss : 5170.122070 ∣ generator_ganloss : 1026.298193 ∣     [  std_z : 1.00  real_sub_fake : 1231.59 ]
[  epoch 0026/0040] 3190/4800, lr:2.5e-05 ∣ avg_100 : 31834.126948 ∣ critic_nllloss : 25953.691211 ∣ critic_ganloss : -281.329483 ∣ generator_nllloss : 5229.251953 ∣ generator_ganloss : 1084.390869 ∣     [  std_z : 1.00  real_sub_fake : 1066.76 ]
[  epoch 0026/0040] 3200/4800, lr:2.5e-05 ∣ avg_100 : 31834.662527 ∣ critic_nllloss : 25911.301563 ∣ critic_ganloss : -267.612244 ∣ generator_nllloss : 5140.785352 ∣ generator_ganloss : 1046.035840 ∣     [  std_z : 1.00  real_sub_fake : 1165.57 ]
[  epoch 0026/0040] 3210/4800, lr:2.5e-05 ∣ avg_100 : 31834.843035 ∣ critic_nllloss : 26040.383398 ∣ critic_ganloss : -319.489029 ∣ generator_nllloss : 5252.380078 ∣ generator_ganloss : 1083.831885 ∣     [  std_z : 0.99  real_sub_fake : 1065.34 ]
[  epoch 0026/0040] 3220/4800, lr:2.5e-05 ∣ avg_100 : 31840.020746 ∣ critic_nllloss : 26039.658789 ∣ critic_ganloss : -302.747311 ∣ generator_nllloss : 5239.970703 ∣ generator_ganloss : 1050.256348 ∣     [  std_z : 0.99  real_sub_fake : 1204.75 ]
[  epoch 0026/0040] 3230/4800, lr:2.5e-05 ∣ avg_100 : 31840.243958 ∣ critic_nllloss : 25810.927344 ∣ critic_ganloss : -254.249298 ∣ generator_nllloss : 5195.178320 ∣ generator_ganloss : 1074.391992 ∣     [  std_z : 0.99  real_sub_fake : 1123.67 ]
[  epoch 0026/0040] 3240/4800, lr:2.5e-05 ∣ avg_100 : 31840.392670 ∣ critic_nllloss : 25966.287109 ∣ critic_ganloss : -235.506198 ∣ generator_nllloss : 5209.170117 ∣ generator_ganloss : 1048.941113 ∣     [  std_z : 1.00  real_sub_fake : 1020.89 ]
[  epoch 0026/0040] 3250/4800, lr:2.5e-05 ∣ avg_100 : 31841.070646 ∣ critic_nllloss : 25849.895508 ∣ critic_ganloss : -246.272395 ∣ generator_nllloss : 5176.016797 ∣ generator_ganloss : 1056.401172 ∣     [  std_z : 1.00  real_sub_fake : 932.19 ]
[  epoch 0026/0040] 3260/4800, lr:2.5e-05 ∣ avg_100 : 31839.781925 ∣ critic_nllloss : 25832.684375 ∣ critic_ganloss : -300.750537 ∣ generator_nllloss : 5221.771875 ∣ generator_ganloss : 1054.629102 ∣     [  std_z : 0.99  real_sub_fake : 950.82 ]
[  epoch 0026/0040] 3270/4800, lr:2.5e-05 ∣ avg_100 : 31840.912155 ∣ critic_nllloss : 25882.787109 ∣ critic_ganloss : -379.125803 ∣ generator_nllloss : 5158.273633 ∣ generator_ganloss : 1037.309180 ∣     [  std_z : 0.99  real_sub_fake : 1130.97 ]
[  epoch 0026/0040] 3280/4800, lr:2.5e-05 ∣ avg_100 : 31838.664394 ∣ critic_nllloss : 25817.402734 ∣ critic_ganloss : -294.680679 ∣ generator_nllloss : 5104.077930 ∣ generator_ganloss : 1041.672070 ∣     [  std_z : 0.99  real_sub_fake : 1265.41 ]
[  epoch 0026/0040] 3290/4800, lr:2.5e-05 ∣ avg_100 : 31839.295817 ∣ critic_nllloss : 25794.103320 ∣ critic_ganloss : -217.248633 ∣ generator_nllloss : 5184.213281 ∣ generator_ganloss : 1022.127100 ∣     [  std_z : 1.00  real_sub_fake : 1208.15 ]
[  epoch 0026/0040] 3300/4800, lr:2.5e-05 ∣ avg_100 : 31842.225175 ∣ critic_nllloss : 25948.665625 ∣ critic_ganloss : -232.546158 ∣ generator_nllloss : 5323.180078 ∣ generator_ganloss : 1011.777686 ∣     [  std_z : 1.00  real_sub_fake : 1077.23 ]
[  epoch 0026/0040] 3310/4800, lr:2.5e-05 ∣ avg_100 : 31847.129717 ∣ critic_nllloss : 26039.018164 ∣ critic_ganloss : -246.907745 ∣ generator_nllloss : 5192.606250 ∣ generator_ganloss : 1045.152051 ∣     [  std_z : 0.99  real_sub_fake : 922.77 ]
[  epoch 0026/0040] 3320/4800, lr:2.5e-05 ∣ avg_100 : 31848.896666 ∣ critic_nllloss : 25901.495508 ∣ critic_ganloss : -353.713345 ∣ generator_nllloss : 5312.592578 ∣ generator_ganloss : 1027.388770 ∣     [  std_z : 0.99  real_sub_fake : 1028.80 ]
[  epoch 0026/0040] 3330/4800, lr:2.5e-05 ∣ avg_100 : 31848.634524 ∣ critic_nllloss : 25914.407227 ∣ critic_ganloss : -305.001569 ∣ generator_nllloss : 5209.931055 ∣ generator_ganloss : 1043.561426 ∣     [  std_z : 0.99  real_sub_fake : 1127.43 ]
[  epoch 0026/0040] 3340/4800, lr:2.5e-05 ∣ avg_100 : 31849.677934 ∣ critic_nllloss : 25889.489258 ∣ critic_ganloss : -360.842291 ∣ generator_nllloss : 5176.667578 ∣ generator_ganloss : 1054.030078 ∣     [  std_z : 0.99  real_sub_fake : 1163.78 ]
[  epoch 0026/0040] 3350/4800, lr:2.5e-05 ∣ avg_100 : 31850.526624 ∣ critic_nllloss : 25897.068945 ∣ critic_ganloss : -308.251035 ∣ generator_nllloss : 5123.469141 ∣ generator_ganloss : 1080.817676 ∣     [  std_z : 1.00  real_sub_fake : 1204.05 ]
[  epoch 0026/0040] 3360/4800, lr:2.5e-05 ∣ avg_100 : 31853.613366 ∣ critic_nllloss : 25984.649609 ∣ critic_ganloss : -301.776056 ∣ generator_nllloss : 5268.986328 ∣ generator_ganloss : 1074.773926 ∣     [  std_z : 1.00  real_sub_fake : 1177.98 ]
[  epoch 0026/0040] 3370/4800, lr:2.5e-05 ∣ avg_100 : 31852.739444 ∣ critic_nllloss : 25903.404297 ∣ critic_ganloss : -237.915701 ∣ generator_nllloss : 5132.369336 ∣ generator_ganloss : 1069.631250 ∣     [  std_z : 1.00  real_sub_fake : 1022.69 ]
[  epoch 0026/0040] 3380/4800, lr:2.5e-05 ∣ avg_100 : 31853.672477 ∣ critic_nllloss : 25737.685156 ∣ critic_ganloss : -280.742021 ∣ generator_nllloss : 5215.746680 ∣ generator_ganloss : 1042.547119 ∣     [  std_z : 0.99  real_sub_fake : 1084.85 ]
[  epoch 0026/0040] 3390/4800, lr:2.5e-05 ∣ avg_100 : 31856.875827 ∣ critic_nllloss : 25888.226758 ∣ critic_ganloss : -299.616013 ∣ generator_nllloss : 5248.570898 ∣ generator_ganloss : 1062.273438 ∣     [  std_z : 1.00  real_sub_fake : 980.51 ]
[  epoch 0026/0040] 3400/4800, lr:2.5e-05 ∣ avg_100 : 31853.215738 ∣ critic_nllloss : 25536.261328 ∣ critic_ganloss : -287.084579 ∣ generator_nllloss : 5091.499219 ∣ generator_ganloss : 1063.055713 ∣     [  std_z : 1.00  real_sub_fake : 1100.44 ]
[  epoch 0026/0040] 3410/4800, lr:2.5e-05 ∣ avg_100 : 31859.166086 ∣ critic_nllloss : 25906.317773 ∣ critic_ganloss : -135.021397 ∣ generator_nllloss : 5190.606250 ∣ generator_ganloss : 1098.928662 ∣     [  std_z : 1.00  real_sub_fake : 608.73 ]
[  epoch 0026/0040] 3420/4800, lr:2.5e-05 ∣ avg_100 : 31857.910621 ∣ critic_nllloss : 25950.894336 ∣ critic_ganloss : -158.083089 ∣ generator_nllloss : 5100.569727 ∣ generator_ganloss : 1063.618262 ∣     [  std_z : 0.99  real_sub_fake : 566.83 ]
[  epoch 0026/0040] 3430/4800, lr:2.5e-05 ∣ avg_100 : 31858.207162 ∣ critic_nllloss : 25875.522656 ∣ critic_ganloss : -163.540672 ∣ generator_nllloss : 5197.119531 ∣ generator_ganloss : 1020.795752 ∣     [  std_z : 0.99  real_sub_fake : 605.76 ]
[  epoch 0026/0040] 3440/4800, lr:2.5e-05 ∣ avg_100 : 31859.333976 ∣ critic_nllloss : 25740.039453 ∣ critic_ganloss : -207.862505 ∣ generator_nllloss : 5140.554883 ∣ generator_ganloss : 1017.663916 ∣     [  std_z : 0.99  real_sub_fake : 738.54 ]
[  epoch 0026/0040] 3450/4800, lr:2.5e-05 ∣ avg_100 : 31855.023084 ∣ critic_nllloss : 26000.862695 ∣ critic_ganloss : -167.906714 ∣ generator_nllloss : 5123.830859 ∣ generator_ganloss : 978.960547 ∣  [  std_z : 1.00  real_sub_fake : 901.60 ]
[  epoch 0026/0040] 3460/4800, lr:2.5e-05 ∣ avg_100 : 31857.901255 ∣ critic_nllloss : 25930.905469 ∣ critic_ganloss : -200.171671 ∣ generator_nllloss : 5226.377148 ∣ generator_ganloss : 1009.715771 ∣     [  std_z : 1.00  real_sub_fake : 917.58 ]
[  epoch 0026/0040] 3470/4800, lr:2.5e-05 ∣ avg_100 : 31857.356846 ∣ critic_nllloss : 25779.818945 ∣ critic_ganloss : -259.824432 ∣ generator_nllloss : 5160.733008 ∣ generator_ganloss : 1037.684229 ∣     [  std_z : 1.01  real_sub_fake : 938.86 ]
[  epoch 0026/0040] 3480/4800, lr:2.5e-05 ∣ avg_100 : 31855.324544 ∣ critic_nllloss : 25819.798438 ∣ critic_ganloss : -294.201695 ∣ generator_nllloss : 5210.287305 ∣ generator_ganloss : 1016.879297 ∣     [  std_z : 1.00  real_sub_fake : 1027.85 ]
[  epoch 0026/0040] 3490/4800, lr:2.5e-05 ∣ avg_100 : 31853.198742 ∣ critic_nllloss : 25921.427539 ∣ critic_ganloss : -344.544781 ∣ generator_nllloss : 5169.045703 ∣ generator_ganloss : 1043.994287 ∣     [  std_z : 0.99  real_sub_fake : 1102.14 ]
[  epoch 0026/0040] 3500/4800, lr:2.5e-05 ∣ avg_100 : 31853.587828 ∣ critic_nllloss : 25917.294531 ∣ critic_ganloss : -277.473486 ∣ generator_nllloss : 5183.649219 ∣ generator_ganloss : 1039.134814 ∣     [  std_z : 0.99  real_sub_fake : 1161.33 ]
[  epoch 0026/0040] 3510/4800, lr:2.5e-05 ∣ avg_100 : 31854.582200 ∣ critic_nllloss : 25850.203711 ∣ critic_ganloss : -266.836499 ∣ generator_nllloss : 5185.465234 ∣ generator_ganloss : 1041.579980 ∣     [  std_z : 1.00  real_sub_fake : 1132.80 ]
[  epoch 0026/0040] 3520/4800, lr:2.5e-05 ∣ avg_100 : 31851.658522 ∣ critic_nllloss : 25755.149609 ∣ critic_ganloss : -135.407356 ∣ generator_nllloss : 5088.582227 ∣ generator_ganloss : 1043.971191 ∣     [  std_z : 1.00  real_sub_fake : 1029.60 ]
[  epoch 0026/0040] 3530/4800, lr:2.5e-05 ∣ avg_100 : 31858.297722 ∣ critic_nllloss : 26154.656641 ∣ critic_ganloss : -208.635942 ∣ generator_nllloss : 5227.662500 ∣ generator_ganloss : 1041.623584 ∣     [  std_z : 1.00  real_sub_fake : 629.96 ]
[  epoch 0026/0040] 3540/4800, lr:2.5e-05 ∣ avg_100 : 31854.861608 ∣ critic_nllloss : 25738.547656 ∣ critic_ganloss : -242.587833 ∣ generator_nllloss : 5223.793359 ∣ generator_ganloss : 998.793164 ∣  [  std_z : 0.99  real_sub_fake : 697.72 ]
[  epoch 0026/0040] 3550/4800, lr:2.5e-05 ∣ avg_100 : 31852.550622 ∣ critic_nllloss : 25834.233984 ∣ critic_ganloss : -220.841006 ∣ generator_nllloss : 5238.277148 ∣ generator_ganloss : 1002.871387 ∣     [  std_z : 0.99  real_sub_fake : 839.07 ]
[  epoch 0026/0040] 3560/4800, lr:2.5e-05 ∣ avg_100 : 31853.992332 ∣ critic_nllloss : 25947.427344 ∣ critic_ganloss : -283.260631 ∣ generator_nllloss : 5212.079687 ∣ generator_ganloss : 1022.841016 ∣     [  std_z : 0.99  real_sub_fake : 944.31 ]
[  epoch 0026/0040] 3570/4800, lr:2.5e-05 ∣ avg_100 : 31855.616139 ∣ critic_nllloss : 25851.110742 ∣ critic_ganloss : -306.644913 ∣ generator_nllloss : 5182.958789 ∣ generator_ganloss : 1039.476758 ∣     [  std_z : 0.99  real_sub_fake : 1138.48 ]
[  epoch 0026/0040] 3580/4800, lr:2.5e-05 ∣ avg_100 : 31855.285173 ∣ critic_nllloss : 25838.374805 ∣ critic_ganloss : -257.405966 ∣ generator_nllloss : 5178.204492 ∣ generator_ganloss : 1071.634814 ∣     [  std_z : 0.99  real_sub_fake : 1091.20 ]
[  epoch 0026/0040] 3590/4800, lr:2.5e-05 ∣ avg_100 : 31851.478582 ∣ critic_nllloss : 25711.128320 ∣ critic_ganloss : -317.474216 ∣ generator_nllloss : 5199.984375 ∣ generator_ganloss : 1037.783301 ∣     [  std_z : 0.99  real_sub_fake : 1137.76 ]
[  epoch 0026/0040] 3600/4800, lr:2.5e-05 ∣ avg_100 : 31852.728426 ∣ critic_nllloss : 25767.814648 ∣ critic_ganloss : -284.482791 ∣ generator_nllloss : 5098.132031 ∣ generator_ganloss : 1044.500879 ∣     [  std_z : 0.99  real_sub_fake : 1092.42 ]
[  epoch 0026/0040] 3610/4800, lr:2.5e-05 ∣ avg_100 : 31853.060065 ∣ critic_nllloss : 26079.468555 ∣ critic_ganloss : -300.196204 ∣ generator_nllloss : 5250.013086 ∣ generator_ganloss : 1050.300879 ∣     [  std_z : 1.00  real_sub_fake : 1087.96 ]
[  epoch 0026/0040] 3620/4800, lr:2.5e-05 ∣ avg_100 : 31852.271344 ∣ critic_nllloss : 25663.867969 ∣ critic_ganloss : -277.064062 ∣ generator_nllloss : 5075.654688 ∣ generator_ganloss : 1067.667285 ∣     [  std_z : 1.00  real_sub_fake : 1064.18 ]
[  epoch 0026/0040] 3630/4800, lr:2.5e-05 ∣ avg_100 : 31849.465016 ∣ critic_nllloss : 25766.234570 ∣ critic_ganloss : -300.729871 ∣ generator_nllloss : 5175.754883 ∣ generator_ganloss : 1058.686816 ∣     [  std_z : 0.99  real_sub_fake : 970.16 ]
[  epoch 0026/0040] 3640/4800, lr:2.5e-05 ∣ avg_100 : 31846.591005 ∣ critic_nllloss : 25640.804297 ∣ critic_ganloss : -164.638159 ∣ generator_nllloss : 5034.113672 ∣ generator_ganloss : 1064.806738 ∣     [  std_z : 1.00  real_sub_fake : 959.23 ]
[  epoch 0026/0040] 3650/4800, lr:2.5e-05 ∣ avg_100 : 31845.538278 ∣ critic_nllloss : 25930.889844 ∣ critic_ganloss : -259.991269 ∣ generator_nllloss : 5175.311328 ∣ generator_ganloss : 1057.123096 ∣     [  std_z : 1.00  real_sub_fake : 826.02 ]
[  epoch 0026/0040] 3660/4800, lr:2.5e-05 ∣ avg_100 : 31846.018711 ∣ critic_nllloss : 25796.888086 ∣ critic_ganloss : -277.280223 ∣ generator_nllloss : 5229.866797 ∣ generator_ganloss : 1051.259375 ∣     [  std_z : 0.99  real_sub_fake : 937.32 ]
[  epoch 0026/0040] 3670/4800, lr:2.5e-05 ∣ avg_100 : 31845.081577 ∣ critic_nllloss : 25784.378320 ∣ critic_ganloss : -284.256502 ∣ generator_nllloss : 5136.770312 ∣ generator_ganloss : 1065.658545 ∣     [  std_z : 0.99  real_sub_fake : 1003.43 ]
[  epoch 0026/0040] 3680/4800, lr:2.5e-05 ∣ avg_100 : 31842.183289 ∣ critic_nllloss : 25806.007031 ∣ critic_ganloss : -332.213962 ∣ generator_nllloss : 5250.664453 ∣ generator_ganloss : 1053.246973 ∣     [  std_z : 0.99  real_sub_fake : 1148.90 ]
[  epoch 0026/0040] 3690/4800, lr:2.5e-05 ∣ avg_100 : 31840.969530 ∣ critic_nllloss : 25748.534961 ∣ critic_ganloss : -350.303506 ∣ generator_nllloss : 5203.503711 ∣ generator_ganloss : 1085.851904 ∣     [  std_z : 1.00  real_sub_fake : 1169.06 ]
[  epoch 0026/0040] 3700/4800, lr:2.5e-05 ∣ avg_100 : 31839.318889 ∣ critic_nllloss : 25795.675977 ∣ critic_ganloss : -371.130292 ∣ generator_nllloss : 5202.519336 ∣ generator_ganloss : 1052.208496 ∣     [  std_z : 1.00  real_sub_fake : 1326.96 ]
[  epoch 0026/0040] 3710/4800, lr:2.5e-05 ∣ avg_100 : 31838.669074 ∣ critic_nllloss : 25728.678125 ∣ critic_ganloss : -282.286938 ∣ generator_nllloss : 5100.669727 ∣ generator_ganloss : 1076.329883 ∣     [  std_z : 0.99  real_sub_fake : 1298.98 ]
[  epoch 0026/0040] 3720/4800, lr:2.5e-05 ∣ avg_100 : 31839.532666 ∣ critic_nllloss : 25871.288281 ∣ critic_ganloss : -391.947974 ∣ generator_nllloss : 5234.444336 ∣ generator_ganloss : 1062.318018 ∣     [  std_z : 0.99  real_sub_fake : 1334.28 ]
[  epoch 0026/0040] 3730/4800, lr:2.5e-05 ∣ avg_100 : 31837.049749 ∣ critic_nllloss : 25800.384961 ∣ critic_ganloss : -228.978363 ∣ generator_nllloss : 5114.008203 ∣ generator_ganloss : 1068.568066 ∣     [  std_z : 0.98  real_sub_fake : 1180.79 ]
[  epoch 0026/0040] 3740/4800, lr:2.5e-05 ∣ avg_100 : 31836.600179 ∣ critic_nllloss : 25838.205664 ∣ critic_ganloss : -335.922388 ∣ generator_nllloss : 5196.022266 ∣ generator_ganloss : 1057.122607 ∣     [  std_z : 0.99  real_sub_fake : 1151.08 ]
[  epoch 0026/0040] 3750/4800, lr:2.5e-05 ∣ avg_100 : 31837.040566 ∣ critic_nllloss : 25849.040820 ∣ critic_ganloss : -333.000864 ∣ generator_nllloss : 5280.374023 ∣ generator_ganloss : 1065.818066 ∣     [  std_z : 1.00  real_sub_fake : 1258.87 ]
[  epoch 0026/0040] 3760/4800, lr:2.5e-05 ∣ avg_100 : 31832.885164 ∣ critic_nllloss : 25861.938672 ∣ critic_ganloss : -404.842383 ∣ generator_nllloss : 5141.006055 ∣ generator_ganloss : 1086.328613 ∣     [  std_z : 1.00  real_sub_fake : 1178.42 ]
[  epoch 0026/0040] 3770/4800, lr:2.5e-05 ∣ avg_100 : 31833.830500 ∣ critic_nllloss : 25647.703125 ∣ critic_ganloss : -240.855069 ∣ generator_nllloss : 5148.068945 ∣ generator_ganloss : 1106.464014 ∣     [  std_z : 1.00  real_sub_fake : 1180.25 ]
[  epoch 0026/0040] 3780/4800, lr:2.5e-05 ∣ avg_100 : 31831.435751 ∣ critic_nllloss : 25733.803711 ∣ critic_ganloss : -257.898172 ∣ generator_nllloss : 5085.548828 ∣ generator_ganloss : 1105.156592 ∣     [  std_z : 0.99  real_sub_fake : 1022.45 ]
[  epoch 0026/0040] 3790/4800, lr:2.5e-05 ∣ avg_100 : 31832.419395 ∣ critic_nllloss : 25902.469727 ∣ critic_ganloss : -236.931323 ∣ generator_nllloss : 5202.759570 ∣ generator_ganloss : 1089.121729 ∣     [  std_z : 0.99  real_sub_fake : 970.22 ]
[  epoch 0026/0040] 3800/4800, lr:2.5e-05 ∣ avg_100 : 31834.686193 ∣ critic_nllloss : 25932.772070 ∣ critic_ganloss : -299.920570 ∣ generator_nllloss : 5235.319141 ∣ generator_ganloss : 1116.036523 ∣     [  std_z : 1.00  real_sub_fake : 881.72 ]
[  epoch 0026/0040] 3810/4800, lr:2.5e-05 ∣ avg_100 : 31836.225569 ∣ critic_nllloss : 25931.535156 ∣ critic_ganloss : -236.051291 ∣ generator_nllloss : 5190.212891 ∣ generator_ganloss : 1087.357471 ∣     [  std_z : 1.00  real_sub_fake : 1022.55 ]
[  epoch 0026/0040] 3820/4800, lr:2.5e-05 ∣ avg_100 : 31831.658869 ∣ critic_nllloss : 25751.811328 ∣ critic_ganloss : -225.841714 ∣ generator_nllloss : 5139.834766 ∣ generator_ganloss : 1087.886133 ∣     [  std_z : 1.00  real_sub_fake : 972.76 ]
[  epoch 0026/0040] 3830/4800, lr:2.5e-05 ∣ avg_100 : 31830.900712 ∣ critic_nllloss : 25869.724805 ∣ critic_ganloss : -225.731589 ∣ generator_nllloss : 5173.776172 ∣ generator_ganloss : 1056.926074 ∣     [  std_z : 1.00  real_sub_fake : 1088.75 ]
[  epoch 0026/0040] 3840/4800, lr:2.5e-05 ∣ avg_100 : 31828.607717 ∣ critic_nllloss : 25788.264648 ∣ critic_ganloss : -265.423401 ∣ generator_nllloss : 5166.588672 ∣ generator_ganloss : 1071.866504 ∣     [  std_z : 0.99  real_sub_fake : 940.44 ]
[  epoch 0026/0040] 3850/4800, lr:2.5e-05 ∣ avg_100 : 31826.988299 ∣ critic_nllloss : 25769.445703 ∣ critic_ganloss : -197.298026 ∣ generator_nllloss : 5133.756836 ∣ generator_ganloss : 1065.936768 ∣     [  std_z : 0.99  real_sub_fake : 839.83 ]
[  epoch 0026/0040] 3860/4800, lr:2.5e-05 ∣ avg_100 : 31827.936620 ∣ critic_nllloss : 25801.722266 ∣ critic_ganloss : -227.398595 ∣ generator_nllloss : 5184.937695 ∣ generator_ganloss : 1038.346924 ∣     [  std_z : 0.99  real_sub_fake : 898.09 ]
[  epoch 0026/0040] 3870/4800, lr:2.5e-05 ∣ avg_100 : 31827.652773 ∣ critic_nllloss : 25865.578125 ∣ critic_ganloss : -282.724796 ∣ generator_nllloss : 5151.869531 ∣ generator_ganloss : 1046.189209 ∣     [  std_z : 1.00  real_sub_fake : 984.85 ]
[  epoch 0026/0040] 3880/4800, lr:2.5e-05 ∣ avg_100 : 31825.436565 ∣ critic_nllloss : 25801.076367 ∣ critic_ganloss : -264.582031 ∣ generator_nllloss : 5239.067578 ∣ generator_ganloss : 1048.466602 ∣     [  std_z : 1.00  real_sub_fake : 1039.04 ]
[  epoch 0026/0040] 3890/4800, lr:2.5e-05 ∣ avg_100 : 31823.690550 ∣ critic_nllloss : 25723.913672 ∣ critic_ganloss : -309.703305 ∣ generator_nllloss : 5194.168945 ∣ generator_ganloss : 1078.258496 ∣     [  std_z : 1.00  real_sub_fake : 943.83 ]
[  epoch 0026/0040] 3900/4800, lr:2.5e-05 ∣ avg_100 : 31826.555542 ∣ critic_nllloss : 26104.406055 ∣ critic_ganloss : -303.722382 ∣ generator_nllloss : 5234.701953 ∣ generator_ganloss : 1034.582617 ∣     [  std_z : 0.99  real_sub_fake : 1100.33 ]
[  epoch 0026/0040] 3910/4800, lr:2.5e-05 ∣ avg_100 : 31825.566060 ∣ critic_nllloss : 25911.759375 ∣ critic_ganloss : -276.019705 ∣ generator_nllloss : 5134.458008 ∣ generator_ganloss : 1071.306885 ∣     [  std_z : 0.99  real_sub_fake : 1073.92 ]
[  epoch 0026/0040] 3920/4800, lr:2.5e-05 ∣ avg_100 : 31826.491400 ∣ critic_nllloss : 25859.473047 ∣ critic_ganloss : -331.144809 ∣ generator_nllloss : 5152.578320 ∣ generator_ganloss : 1050.086719 ∣     [  std_z : 1.00  real_sub_fake : 1201.64 ]
[  epoch 0026/0040] 3930/4800, lr:2.5e-05 ∣ avg_100 : 31827.938095 ∣ critic_nllloss : 25936.827930 ∣ critic_ganloss : -252.576381 ∣ generator_nllloss : 5228.710938 ∣ generator_ganloss : 1115.806396 ∣     [  std_z : 1.00  real_sub_fake : 1006.84 ]
[  epoch 0026/0040] 3940/4800, lr:2.5e-05 ∣ avg_100 : 31829.521117 ∣ critic_nllloss : 26007.629883 ∣ critic_ganloss : -314.023990 ∣ generator_nllloss : 5331.868555 ∣ generator_ganloss : 1069.364307 ∣     [  std_z : 1.00  real_sub_fake : 1047.96 ]
[  epoch 0026/0040] 3950/4800, lr:2.5e-05 ∣ avg_100 : 31828.415448 ∣ critic_nllloss : 25787.563477 ∣ critic_ganloss : -241.054623 ∣ generator_nllloss : 5194.398828 ∣ generator_ganloss : 1065.986621 ∣     [  std_z : 0.99  real_sub_fake : 1099.94 ]
[  epoch 0026/0040] 3960/4800, lr:2.5e-05 ∣ avg_100 : 31828.686850 ∣ critic_nllloss : 25684.250781 ∣ critic_ganloss : -232.424637 ∣ generator_nllloss : 5252.233984 ∣ generator_ganloss : 1062.539551 ∣     [  std_z : 0.99  real_sub_fake : 937.71 ]
[  epoch 0026/0040] 3970/4800, lr:2.5e-05 ∣ avg_100 : 31831.911720 ∣ critic_nllloss : 25928.639258 ∣ critic_ganloss : -291.335120 ∣ generator_nllloss : 5287.288477 ∣ generator_ganloss : 1034.689697 ∣     [  std_z : 0.99  real_sub_fake : 1040.90 ]
[  epoch 0026/0040] 3980/4800, lr:2.5e-05 ∣ avg_100 : 31832.965333 ∣ critic_nllloss : 25860.540039 ∣ critic_ganloss : -189.851364 ∣ generator_nllloss : 5177.306641 ∣ generator_ganloss : 1036.450000 ∣     [  std_z : 0.99  real_sub_fake : 879.85 ]
[  epoch 0026/0040] 3990/4800, lr:2.5e-05 ∣ avg_100 : 31828.821475 ∣ critic_nllloss : 25603.867383 ∣ critic_ganloss : -259.209850 ∣ generator_nllloss : 5105.157422 ∣ generator_ganloss : 1027.082373 ∣     [  std_z : 0.99  real_sub_fake : 871.70 ]
[  epoch 0026/0040] 4000/4800, lr:2.5e-05 ∣ avg_100 : 31826.153631 ∣ critic_nllloss : 25688.256055 ∣ critic_ganloss : -241.272200 ∣ generator_nllloss : 5086.811133 ∣ generator_ganloss : 1022.518457 ∣     [  std_z : 1.00  real_sub_fake : 934.60 ]
[  epoch 0026/0040] 4010/4800, lr:2.5e-05 ∣ avg_100 : 31824.971168 ∣ critic_nllloss : 25793.847266 ∣ critic_ganloss : -266.729953 ∣ generator_nllloss : 5120.677344 ∣ generator_ganloss : 1047.328125 ∣     [  std_z : 0.99  real_sub_fake : 871.36 ]
[  epoch 0026/0040] 4020/4800, lr:2.5e-05 ∣ avg_100 : 31829.369826 ∣ critic_nllloss : 25813.582031 ∣ critic_ganloss : -214.908932 ∣ generator_nllloss : 5164.029688 ∣ generator_ganloss : 1052.601953 ∣     [  std_z : 0.99  real_sub_fake : 999.76 ]
[  epoch 0026/0040] 4030/4800, lr:2.5e-05 ∣ avg_100 : 31826.197955 ∣ critic_nllloss : 25842.666992 ∣ critic_ganloss : -327.055420 ∣ generator_nllloss : 5208.684961 ∣ generator_ganloss : 1049.785449 ∣     [  std_z : 0.99  real_sub_fake : 1029.06 ]
[  epoch 0026/0040] 4040/4800, lr:2.5e-05 ∣ avg_100 : 31825.423900 ∣ critic_nllloss : 26017.557422 ∣ critic_ganloss : -221.823099 ∣ generator_nllloss : 5141.962891 ∣ generator_ganloss : 1064.261133 ∣     [  std_z : 0.99  real_sub_fake : 1141.38 ]
[  epoch 0026/0040] 4050/4800, lr:2.5e-05 ∣ avg_100 : 31823.835149 ∣ critic_nllloss : 25945.446484 ∣ critic_ganloss : -233.957568 ∣ generator_nllloss : 5106.484180 ∣ generator_ganloss : 1073.182568 ∣     [  std_z : 0.99  real_sub_fake : 1021.01 ]
[  epoch 0026/0040] 4060/4800, lr:2.5e-05 ∣ avg_100 : 31823.046548 ∣ critic_nllloss : 25912.988086 ∣ critic_ganloss : -266.452402 ∣ generator_nllloss : 5140.633008 ∣ generator_ganloss : 1051.167285 ∣     [  std_z : 1.00  real_sub_fake : 1104.94 ]
[  epoch 0026/0040] 4070/4800, lr:2.5e-05 ∣ avg_100 : 31822.256768 ∣ critic_nllloss : 25939.775000 ∣ critic_ganloss : -338.238681 ∣ generator_nllloss : 5187.328320 ∣ generator_ganloss : 1035.534277 ∣     [  std_z : 0.99  real_sub_fake : 1101.75 ]
[  epoch 0026/0040] 4080/4800, lr:2.5e-05 ∣ avg_100 : 31822.046260 ∣ critic_nllloss : 25959.897656 ∣ critic_ganloss : -266.364145 ∣ generator_nllloss : 5230.406445 ∣ generator_ganloss : 1056.406934 ∣     [  std_z : 0.99  real_sub_fake : 1128.45 ]
[  epoch 0026/0040] 4090/4800, lr:2.5e-05 ∣ avg_100 : 31821.151169 ∣ critic_nllloss : 25935.788281 ∣ critic_ganloss : -291.196460 ∣ generator_nllloss : 5243.896484 ∣ generator_ganloss : 1035.815234 ∣     [  std_z : 0.99  real_sub_fake : 981.00 ]
[  epoch 0026/0040] 4100/4800, lr:2.5e-05 ∣ avg_100 : 31821.386329 ∣ critic_nllloss : 25820.797852 ∣ critic_ganloss : -279.152792 ∣ generator_nllloss : 5145.230469 ∣ generator_ganloss : 1056.681201 ∣     [  std_z : 0.99  real_sub_fake : 1088.68 ]
[  epoch 0026/0040] 4110/4800, lr:2.5e-05 ∣ avg_100 : 31818.715882 ∣ critic_nllloss : 25820.176367 ∣ critic_ganloss : -306.528561 ∣ generator_nllloss : 5174.262500 ∣ generator_ganloss : 1046.347070 ∣     [  std_z : 1.00  real_sub_fake : 1101.69 ]
[  epoch 0026/0040] 4120/4800, lr:2.5e-05 ∣ avg_100 : 31820.180830 ∣ critic_nllloss : 26023.205469 ∣ critic_ganloss : -330.890982 ∣ generator_nllloss : 5277.224609 ∣ generator_ganloss : 1041.718945 ∣     [  std_z : 1.00  real_sub_fake : 1188.25 ]
[  epoch 0026/0040] 4130/4800, lr:2.5e-05 ∣ avg_100 : 31823.800099 ∣ critic_nllloss : 25975.091602 ∣ critic_ganloss : -363.455652 ∣ generator_nllloss : 5257.336719 ∣ generator_ganloss : 1041.407422 ∣     [  std_z : 1.00  real_sub_fake : 1227.98 ]
[  epoch 0026/0040] 4140/4800, lr:2.5e-05 ∣ avg_100 : 31823.999563 ∣ critic_nllloss : 25882.072461 ∣ critic_ganloss : -265.695003 ∣ generator_nllloss : 5142.244922 ∣ generator_ganloss : 1038.525488 ∣     [  std_z : 0.99  real_sub_fake : 1138.65 ]
[  epoch 0026/0040] 4150/4800, lr:2.5e-05 ∣ avg_100 : 31822.966992 ∣ critic_nllloss : 26040.088867 ∣ critic_ganloss : -377.461652 ∣ generator_nllloss : 5176.168555 ∣ generator_ganloss : 1050.478027 ∣     [  std_z : 0.98  real_sub_fake : 1222.97 ]
[  epoch 0026/0040] 4160/4800, lr:2.5e-05 ∣ avg_100 : 31824.058095 ∣ critic_nllloss : 26033.958203 ∣ critic_ganloss : -361.158600 ∣ generator_nllloss : 5166.136523 ∣ generator_ganloss : 1068.851953 ∣     [  std_z : 0.99  real_sub_fake : 1272.98 ]
[  epoch 0026/0040] 4170/4800, lr:2.5e-05 ∣ avg_100 : 31825.691286 ∣ critic_nllloss : 25958.227148 ∣ critic_ganloss : -265.009869 ∣ generator_nllloss : 5177.638867 ∣ generator_ganloss : 1052.234033 ∣     [  std_z : 0.99  real_sub_fake : 1226.94 ]
[  epoch 0026/0040] 4180/4800, lr:2.5e-05 ∣ avg_100 : 31827.818839 ∣ critic_nllloss : 25933.028125 ∣ critic_ganloss : -247.248120 ∣ generator_nllloss : 5218.115234 ∣ generator_ganloss : 1037.364746 ∣     [  std_z : 0.99  real_sub_fake : 1100.11 ]
[  epoch 0026/0040] 4190/4800, lr:2.5e-05 ∣ avg_100 : 31825.358867 ∣ critic_nllloss : 25772.246289 ∣ critic_ganloss : -273.031407 ∣ generator_nllloss : 5190.788867 ∣ generator_ganloss : 1050.003613 ∣     [  std_z : 1.00  real_sub_fake : 986.89 ]
[  epoch 0026/0040] 4200/4800, lr:2.5e-05 ∣ avg_100 : 31824.224559 ∣ critic_nllloss : 25844.736328 ∣ critic_ganloss : -317.938876 ∣ generator_nllloss : 5136.835742 ∣ generator_ganloss : 1053.446484 ∣     [  std_z : 1.00  real_sub_fake : 1190.70 ]
[  epoch 0026/0040] 4210/4800, lr:2.5e-05 ∣ avg_100 : 31822.275153 ∣ critic_nllloss : 25907.189258 ∣ critic_ganloss : -288.729959 ∣ generator_nllloss : 5196.650977 ∣ generator_ganloss : 1047.055518 ∣     [  std_z : 0.99  real_sub_fake : 1240.14 ]
[  epoch 0026/0040] 4220/4800, lr:2.5e-05 ∣ avg_100 : 31820.595142 ∣ critic_nllloss : 25987.666211 ∣ critic_ganloss : -324.179871 ∣ generator_nllloss : 5123.508203 ∣ generator_ganloss : 1072.142822 ∣     [  std_z : 0.99  real_sub_fake : 1194.77 ]
[  epoch 0026/0040] 4230/4800, lr:2.5e-05 ∣ avg_100 : 31821.105413 ∣ critic_nllloss : 25994.329883 ∣ critic_ganloss : -359.929550 ∣ generator_nllloss : 5197.165039 ∣ generator_ganloss : 1045.710107 ∣     [  std_z : 0.99  real_sub_fake : 1259.94 ]
[  epoch 0026/0040] 4240/4800, lr:2.5e-05 ∣ avg_100 : 31820.373295 ∣ critic_nllloss : 26012.233008 ∣ critic_ganloss : -299.729550 ∣ generator_nllloss : 5153.672266 ∣ generator_ganloss : 1049.504639 ∣     [  std_z : 1.00  real_sub_fake : 1199.85 ]
[  epoch 0026/0040] 4250/4800, lr:2.5e-05 ∣ avg_100 : 31820.860096 ∣ critic_nllloss : 25956.777930 ∣ critic_ganloss : -251.197000 ∣ generator_nllloss : 5129.255078 ∣ generator_ganloss : 1049.885107 ∣     [  std_z : 0.99  real_sub_fake : 1216.13 ]
[  epoch 0026/0040] 4260/4800, lr:2.5e-05 ∣ avg_100 : 31818.978300 ∣ critic_nllloss : 25746.213477 ∣ critic_ganloss : -302.654089 ∣ generator_nllloss : 5118.361914 ∣ generator_ganloss : 1058.233936 ∣     [  std_z : 0.99  real_sub_fake : 1016.11 ]
[  epoch 0026/0040] 4270/4800, lr:2.5e-05 ∣ avg_100 : 31821.897665 ∣ critic_nllloss : 25945.450391 ∣ critic_ganloss : -278.297836 ∣ generator_nllloss : 5281.456641 ∣ generator_ganloss : 1042.571484 ∣     [  std_z : 0.99  real_sub_fake : 1170.67 ]
[  epoch 0026/0040] 4280/4800, lr:2.5e-05 ∣ avg_100 : 31824.194566 ∣ critic_nllloss : 25971.923828 ∣ critic_ganloss : -301.718268 ∣ generator_nllloss : 5165.183594 ∣ generator_ganloss : 1062.772949 ∣     [  std_z : 1.00  real_sub_fake : 1034.65 ]
[  epoch 0026/0040] 4290/4800, lr:2.5e-05 ∣ avg_100 : 31825.369659 ∣ critic_nllloss : 26035.251953 ∣ critic_ganloss : -315.278778 ∣ generator_nllloss : 5158.735937 ∣ generator_ganloss : 1021.995312 ∣     [  std_z : 1.00  real_sub_fake : 1150.48 ]
[  epoch 0026/0040] 4300/4800, lr:2.5e-05 ∣ avg_100 : 31822.805924 ∣ critic_nllloss : 25929.008008 ∣ critic_ganloss : -300.451123 ∣ generator_nllloss : 5107.981250 ∣ generator_ganloss : 1058.165527 ∣     [  std_z : 1.00  real_sub_fake : 1133.87 ]
[  epoch 0026/0040] 4310/4800, lr:2.5e-05 ∣ avg_100 : 31822.115948 ∣ critic_nllloss : 25916.072070 ∣ critic_ganloss : -172.627644 ∣ generator_nllloss : 5152.053320 ∣ generator_ganloss : 1065.373389 ∣     [  std_z : 1.00  real_sub_fake : 708.94 ]
[  epoch 0026/0040] 4320/4800, lr:2.5e-05 ∣ avg_100 : 31821.227085 ∣ critic_nllloss : 25766.885547 ∣ critic_ganloss : -237.417204 ∣ generator_nllloss : 5259.077930 ∣ generator_ganloss : 1010.330908 ∣     [  std_z : 0.99  real_sub_fake : 668.74 ]
[  epoch 0026/0040] 4330/4800, lr:2.5e-05 ∣ avg_100 : 31822.237351 ∣ critic_nllloss : 25998.752734 ∣ critic_ganloss : -193.014757 ∣ generator_nllloss : 5169.687891 ∣ generator_ganloss : 988.498877 ∣  [  std_z : 0.98  real_sub_fake : 904.38 ]
[  epoch 0026/0040] 4340/4800, lr:2.5e-05 ∣ avg_100 : 31826.571616 ∣ critic_nllloss : 26165.877539 ∣ critic_ganloss : -243.381079 ∣ generator_nllloss : 5272.538086 ∣ generator_ganloss : 997.736621 ∣  [  std_z : 0.99  real_sub_fake : 935.99 ]
[  epoch 0026/0040] 4350/4800, lr:2.5e-05 ∣ avg_100 : 31827.209279 ∣ critic_nllloss : 26031.611523 ∣ critic_ganloss : -282.426529 ∣ generator_nllloss : 5100.912695 ∣ generator_ganloss : 1006.773340 ∣     [  std_z : 1.00  real_sub_fake : 1049.35 ]
[  epoch 0026/0040] 4360/4800, lr:2.5e-05 ∣ avg_100 : 31823.645976 ∣ critic_nllloss : 25782.112109 ∣ critic_ganloss : -295.694511 ∣ generator_nllloss : 5155.247266 ∣ generator_ganloss : 1028.638672 ∣     [  std_z : 0.99  real_sub_fake : 1072.36 ]
[  epoch 0026/0040] 4370/4800, lr:2.5e-05 ∣ avg_100 : 31821.516716 ∣ critic_nllloss : 25859.997656 ∣ critic_ganloss : -304.667612 ∣ generator_nllloss : 5082.476953 ∣ generator_ganloss : 1016.756152 ∣     [  std_z : 0.99  real_sub_fake : 1123.24 ]
[  epoch 0026/0040] 4380/4800, lr:2.5e-05 ∣ avg_100 : 31821.379020 ∣ critic_nllloss : 25798.753125 ∣ critic_ganloss : -280.790099 ∣ generator_nllloss : 5175.645703 ∣ generator_ganloss : 1007.858545 ∣     [  std_z : 1.00  real_sub_fake : 1054.57 ]
[  epoch 0026/0040] 4390/4800, lr:2.5e-05 ∣ avg_100 : 31818.636687 ∣ critic_nllloss : 25684.839062 ∣ critic_ganloss : -187.339299 ∣ generator_nllloss : 5079.869922 ∣ generator_ganloss : 1047.852148 ∣     [  std_z : 1.00  real_sub_fake : 844.56 ]
[  epoch 0026/0040] 4400/4800, lr:2.5e-05 ∣ avg_100 : 31822.174104 ∣ critic_nllloss : 25885.530664 ∣ critic_ganloss : -267.523763 ∣ generator_nllloss : 5132.869922 ∣ generator_ganloss : 1006.596533 ∣     [  std_z : 1.00  real_sub_fake : 944.09 ]
[  epoch 0026/0040] 4410/4800, lr:2.5e-05 ∣ avg_100 : 31817.614060 ∣ critic_nllloss : 25640.782031 ∣ critic_ganloss : -245.035706 ∣ generator_nllloss : 5163.020508 ∣ generator_ganloss : 1046.060059 ∣     [  std_z : 0.99  real_sub_fake : 906.19 ]
[  epoch 0026/0040] 4420/4800, lr:2.5e-05 ∣ avg_100 : 31812.985441 ∣ critic_nllloss : 25685.144336 ∣ critic_ganloss : -262.309525 ∣ generator_nllloss : 5020.563477 ∣ generator_ganloss : 1050.739063 ∣     [  std_z : 0.99  real_sub_fake : 948.51 ]
[  epoch 0026/0040] 4430/4800, lr:2.5e-05 ∣ avg_100 : 31810.679594 ∣ critic_nllloss : 25804.223242 ∣ critic_ganloss : -284.835336 ∣ generator_nllloss : 5139.700391 ∣ generator_ganloss : 1040.224316 ∣     [  std_z : 1.00  real_sub_fake : 1106.08 ]
[  epoch 0026/0040] 4440/4800, lr:2.5e-05 ∣ avg_100 : 31811.138131 ∣ critic_nllloss : 25810.039648 ∣ critic_ganloss : -316.510248 ∣ generator_nllloss : 5193.435938 ∣ generator_ganloss : 1049.284082 ∣     [  std_z : 1.00  real_sub_fake : 1121.02 ]
[  epoch 0026/0040] 4450/4800, lr:2.5e-05 ∣ avg_100 : 31808.973867 ∣ critic_nllloss : 25855.309570 ∣ critic_ganloss : -318.717422 ∣ generator_nllloss : 5127.328125 ∣ generator_ganloss : 1055.400684 ∣     [  std_z : 0.99  real_sub_fake : 1182.55 ]
[  epoch 0026/0040] 4460/4800, lr:2.5e-05 ∣ avg_100 : 31808.646146 ∣ critic_nllloss : 25975.760352 ∣ critic_ganloss : -266.145453 ∣ generator_nllloss : 5177.444531 ∣ generator_ganloss : 1046.995215 ∣     [  std_z : 0.99  real_sub_fake : 1203.60 ]
[  epoch 0026/0040] 4470/4800, lr:2.5e-05 ∣ avg_100 : 31812.371454 ∣ critic_nllloss : 26007.563086 ∣ critic_ganloss : -257.714359 ∣ generator_nllloss : 5273.196094 ∣ generator_ganloss : 1067.897754 ∣     [  std_z : 0.99  real_sub_fake : 1077.93 ]
[  epoch 0026/0040] 4480/4800, lr:2.5e-05 ∣ avg_100 : 31816.152320 ∣ critic_nllloss : 26116.342383 ∣ critic_ganloss : -264.242719 ∣ generator_nllloss : 5197.977344 ∣ generator_ganloss : 1080.772900 ∣     [  std_z : 0.99  real_sub_fake : 1042.54 ]
[  epoch 0026/0040] 4490/4800, lr:2.5e-05 ∣ avg_100 : 31819.561625 ∣ critic_nllloss : 26124.728320 ∣ critic_ganloss : -301.823135 ∣ generator_nllloss : 5215.419141 ∣ generator_ganloss : 1092.528906 ∣     [  std_z : 1.00  real_sub_fake : 1067.44 ]
[  epoch 0026/0040] 4500/4800, lr:2.5e-05 ∣ avg_100 : 31817.848622 ∣ critic_nllloss : 25802.797656 ∣ critic_ganloss : -357.558539 ∣ generator_nllloss : 5189.722266 ∣ generator_ganloss : 1056.343408 ∣     [  std_z : 0.99  real_sub_fake : 1112.63 ]
[  epoch 0026/0040] 4510/4800, lr:2.5e-05 ∣ avg_100 : 31817.839507 ∣ critic_nllloss : 25799.316016 ∣ critic_ganloss : -299.682318 ∣ generator_nllloss : 5236.329297 ∣ generator_ganloss : 1073.537891 ∣     [  std_z : 1.00  real_sub_fake : 1221.44 ]
[  epoch 0026/0040] 4520/4800, lr:2.5e-05 ∣ avg_100 : 31819.096558 ∣ critic_nllloss : 25964.568750 ∣ critic_ganloss : -351.123758 ∣ generator_nllloss : 5207.826953 ∣ generator_ganloss : 1056.728906 ∣     [  std_z : 0.99  real_sub_fake : 1194.35 ]
[  epoch 0026/0040] 4530/4800, lr:2.5e-05 ∣ avg_100 : 31812.597966 ∣ critic_nllloss : 25676.589062 ∣ critic_ganloss : -224.668127 ∣ generator_nllloss : 5040.335938 ∣ generator_ganloss : 1073.190625 ∣     [  std_z : 0.99  real_sub_fake : 1154.46 ]
[  epoch 0026/0040] 4540/4800, lr:2.5e-05 ∣ avg_100 : 31813.915313 ∣ critic_nllloss : 25780.956055 ∣ critic_ganloss : -185.923682 ∣ generator_nllloss : 5173.338477 ∣ generator_ganloss : 1081.910254 ∣     [  std_z : 1.00  real_sub_fake : 927.52 ]
[  epoch 0026/0040] 4550/4800, lr:2.5e-05 ∣ avg_100 : 31815.542376 ∣ critic_nllloss : 26007.224609 ∣ critic_ganloss : -229.077194 ∣ generator_nllloss : 5184.476562 ∣ generator_ganloss : 1054.623828 ∣     [  std_z : 1.00  real_sub_fake : 938.83 ]
[  epoch 0026/0040] 4560/4800, lr:2.5e-05 ∣ avg_100 : 31813.529497 ∣ critic_nllloss : 25745.679297 ∣ critic_ganloss : -249.219775 ∣ generator_nllloss : 5160.849609 ∣ generator_ganloss : 1040.490381 ∣     [  std_z : 1.00  real_sub_fake : 849.43 ]
[  epoch 0026/0040] 4570/4800, lr:2.5e-05 ∣ avg_100 : 31815.476585 ∣ critic_nllloss : 25931.898047 ∣ critic_ganloss : -271.603008 ∣ generator_nllloss : 5265.928125 ∣ generator_ganloss : 1035.386963 ∣     [  std_z : 1.00  real_sub_fake : 973.32 ]
[  epoch 0026/0040] 4580/4800, lr:2.5e-05 ∣ avg_100 : 31815.232100 ∣ critic_nllloss : 25895.492578 ∣ critic_ganloss : -324.338626 ∣ generator_nllloss : 5206.312109 ∣ generator_ganloss : 1028.893604 ∣     [  std_z : 0.99  real_sub_fake : 1061.58 ]
[  epoch 0026/0040] 4590/4800, lr:2.5e-05 ∣ avg_100 : 31819.029886 ∣ critic_nllloss : 26096.658398 ∣ critic_ganloss : -333.026974 ∣ generator_nllloss : 5236.880859 ∣ generator_ganloss : 1010.688135 ∣     [  std_z : 0.99  real_sub_fake : 1242.59 ]
[  epoch 0026/0040] 4600/4800, lr:2.5e-05 ∣ avg_100 : 31820.101911 ∣ critic_nllloss : 25867.186133 ∣ critic_ganloss : -250.497067 ∣ generator_nllloss : 5084.346094 ∣ generator_ganloss : 1032.132129 ∣     [  std_z : 0.99  real_sub_fake : 1085.39 ]
[  epoch 0026/0040] 4610/4800, lr:2.5e-05 ∣ avg_100 : 31816.058644 ∣ critic_nllloss : 25725.172070 ∣ critic_ganloss : -267.754611 ∣ generator_nllloss : 5198.465820 ∣ generator_ganloss : 1019.376318 ∣     [  std_z : 1.00  real_sub_fake : 975.17 ]
[  epoch 0026/0040] 4620/4800, lr:2.5e-05 ∣ avg_100 : 31820.573849 ∣ critic_nllloss : 26006.138477 ∣ critic_ganloss : -311.734143 ∣ generator_nllloss : 5277.486328 ∣ generator_ganloss : 1009.755664 ∣     [  std_z : 1.00  real_sub_fake : 1148.76 ]
[  epoch 0026/0040] 4630/4800, lr:2.5e-05 ∣ avg_100 : 31819.990463 ∣ critic_nllloss : 25779.102344 ∣ critic_ganloss : -335.266205 ∣ generator_nllloss : 5190.481055 ∣ generator_ganloss : 1007.290625 ∣     [  std_z : 1.00  real_sub_fake : 1155.22 ]
[  epoch 0026/0040] 4640/4800, lr:2.5e-05 ∣ avg_100 : 31822.075816 ∣ critic_nllloss : 25862.416406 ∣ critic_ganloss : -271.174481 ∣ generator_nllloss : 5149.078906 ∣ generator_ganloss : 1043.301025 ∣     [  std_z : 1.00  real_sub_fake : 1159.19 ]
[  epoch 0026/0040] 4650/4800, lr:2.5e-05 ∣ avg_100 : 31821.243880 ∣ critic_nllloss : 25836.287500 ∣ critic_ganloss : -280.415814 ∣ generator_nllloss : 5228.089453 ∣ generator_ganloss : 1036.178223 ∣     [  std_z : 0.99  real_sub_fake : 1123.97 ]
[  epoch 0026/0040] 4660/4800, lr:2.5e-05 ∣ avg_100 : 31819.901388 ∣ critic_nllloss : 25780.045898 ∣ critic_ganloss : -265.231226 ∣ generator_nllloss : 5108.189453 ∣ generator_ganloss : 1043.480762 ∣     [  std_z : 0.99  real_sub_fake : 1000.94 ]
[  epoch 0026/0040] 4670/4800, lr:2.5e-05 ∣ avg_100 : 31821.358167 ∣ critic_nllloss : 25912.347266 ∣ critic_ganloss : -279.737483 ∣ generator_nllloss : 5186.408594 ∣ generator_ganloss : 1029.210205 ∣     [  std_z : 1.00  real_sub_fake : 1129.63 ]
[  epoch 0026/0040] 4680/4800, lr:2.5e-05 ∣ avg_100 : 31819.655249 ∣ critic_nllloss : 25781.202734 ∣ critic_ganloss : -312.576871 ∣ generator_nllloss : 5089.970703 ∣ generator_ganloss : 1048.816113 ∣     [  std_z : 1.00  real_sub_fake : 1040.73 ]
[  epoch 0026/0040] 4690/4800, lr:2.5e-05 ∣ avg_100 : 31820.103359 ∣ critic_nllloss : 25801.858594 ∣ critic_ganloss : -234.549109 ∣ generator_nllloss : 5142.568359 ∣ generator_ganloss : 1022.520264 ∣     [  std_z : 1.00  real_sub_fake : 1111.78 ]
[  epoch 0026/0040] 4700/4800, lr:2.5e-05 ∣ avg_100 : 31822.721160 ∣ critic_nllloss : 25971.282227 ∣ critic_ganloss : -297.425848 ∣ generator_nllloss : 5218.110547 ∣ generator_ganloss : 1049.086670 ∣     [  std_z : 0.99  real_sub_fake : 1113.17 ]
[  epoch 0026/0040] 4710/4800, lr:2.5e-05 ∣ avg_100 : 31824.495458 ∣ critic_nllloss : 25877.986719 ∣ critic_ganloss : -289.313486 ∣ generator_nllloss : 5152.862891 ∣ generator_ganloss : 1059.284424 ∣     [  std_z : 0.99  real_sub_fake : 1118.44 ]
[  epoch 0026/0040] 4720/4800, lr:2.5e-05 ∣ avg_100 : 31826.547287 ∣ critic_nllloss : 25971.003711 ∣ critic_ganloss : -260.520807 ∣ generator_nllloss : 5196.332812 ∣ generator_ganloss : 1074.469873 ∣     [  std_z : 0.99  real_sub_fake : 1015.40 ]
[  epoch 0026/0040] 4730/4800, lr:2.5e-05 ∣ avg_100 : 31828.772388 ∣ critic_nllloss : 26030.034570 ∣ critic_ganloss : -360.289819 ∣ generator_nllloss : 5232.700391 ∣ generator_ganloss : 1074.047803 ∣     [  std_z : 1.00  real_sub_fake : 1094.37 ]
[  epoch 0026/0040] 4740/4800, lr:2.5e-05 ∣ avg_100 : 31828.509501 ∣ critic_nllloss : 25860.411523 ∣ critic_ganloss : -320.775064 ∣ generator_nllloss : 5153.159180 ∣ generator_ganloss : 1036.343799 ∣     [  std_z : 1.00  real_sub_fake : 1232.64 ]
[  epoch 0026/0040] 4750/4800, lr:2.5e-05 ∣ avg_100 : 31828.720532 ∣ critic_nllloss : 25924.992773 ∣ critic_ganloss : -275.488275 ∣ generator_nllloss : 5190.621094 ∣ generator_ganloss : 1043.209570 ∣     [  std_z : 0.99  real_sub_fake : 1124.19 ]
[  epoch 0026/0040] 4760/4800, lr:2.5e-05 ∣ avg_100 : 31830.453099 ∣ critic_nllloss : 25926.005273 ∣ critic_ganloss : -289.869992 ∣ generator_nllloss : 5176.369531 ∣ generator_ganloss : 1045.182910 ∣     [  std_z : 0.99  real_sub_fake : 1170.22 ]
[  epoch 0026/0040] 4770/4800, lr:2.5e-05 ∣ avg_100 : 31832.349865 ∣ critic_nllloss : 25852.412500 ∣ critic_ganloss : -274.074049 ∣ generator_nllloss : 5219.232617 ∣ generator_ganloss : 1053.486523 ∣     [  std_z : 0.99  real_sub_fake : 1045.22 ]
[  epoch 0026/0040] 4780/4800, lr:2.5e-05 ∣ avg_100 : 31833.759318 ∣ critic_nllloss : 25804.151172 ∣ critic_ganloss : -194.067345 ∣ generator_nllloss : 5136.074609 ∣ generator_ganloss : 1061.397852 ∣     [  std_z : 1.00  real_sub_fake : 838.39 ]
[  epoch 0026/0040] 4790/4800, lr:2.5e-05 ∣ avg_100 : 31830.863047 ∣ critic_nllloss : 25751.049414 ∣ critic_ganloss : -235.035805 ∣ generator_nllloss : 5128.194336 ∣ generator_ganloss : 1023.584619 ∣     [  std_z : 1.00  real_sub_fake : 896.43 ]
[  epoch 0026/0040] 4800/4800, lr:2.5e-05 ∣ avg_100 : 31830.847495 ∣ critic_nllloss : 25962.734570 ∣ critic_ganloss : -184.951715 ∣ generator_nllloss : 5133.760352 ∣ generator_ganloss : 1071.108789 ∣     [  std_z : 1.00  real_sub_fake : 810.18 ]
[    val 026    ] Done! KLD: 0.032925: 0.0192107:53, total: 1 day, 3:31:06                  
[  epoch 0027/0040] 0010/4800, lr:2.5e-05 ∣ avg_100 : 31828.684808 ∣ critic_nllloss : 25707.465234 ∣ critic_ganloss : -172.922012 ∣ generator_nllloss : 5153.727344 ∣ generator_ganloss : 1068.514941 ∣     [  std_z : 0.99  real_sub_fake : 518.97 ]
[  epoch 0027/0040] 0020/4800, lr:2.5e-05 ∣ avg_100 : 31828.234526 ∣ critic_nllloss : 25729.965234 ∣ critic_ganloss : -173.785171 ∣ generator_nllloss : 5121.233984 ∣ generator_ganloss : 1031.248242 ∣     [  std_z : 0.99  real_sub_fake : 635.69 ]
[  epoch 0027/0040] 0030/4800, lr:2.5e-05 ∣ avg_100 : 31828.152133 ∣ critic_nllloss : 25935.619336 ∣ critic_ganloss : -264.662076 ∣ generator_nllloss : 5185.030859 ∣ generator_ganloss : 1010.468066 ∣     [  std_z : 1.00  real_sub_fake : 841.82 ]
[  epoch 0027/0040] 0040/4800, lr:2.5e-05 ∣ avg_100 : 31829.504443 ∣ critic_nllloss : 25950.271680 ∣ critic_ganloss : -274.042435 ∣ generator_nllloss : 5213.595703 ∣ generator_ganloss : 1006.702441 ∣     [  std_z : 1.00  real_sub_fake : 935.78 ]
[  epoch 0027/0040] 0050/4800, lr:2.5e-05 ∣ avg_100 : 31832.292072 ∣ critic_nllloss : 26082.344727 ∣ critic_ganloss : -214.223215 ∣ generator_nllloss : 5168.825586 ∣ generator_ganloss : 1013.657080 ∣     [  std_z : 1.00  real_sub_fake : 946.49 ]
[  epoch 0027/0040] 0060/4800, lr:2.5e-05 ∣ avg_100 : 31835.232732 ∣ critic_nllloss : 26112.817773 ∣ critic_ganloss : -278.782272 ∣ generator_nllloss : 5223.723047 ∣ generator_ganloss : 1033.915771 ∣     [  std_z : 0.99  real_sub_fake : 1040.37 ]
[  epoch 0027/0040] 0070/4800, lr:2.5e-05 ∣ avg_100 : 31832.512017 ∣ critic_nllloss : 25677.072656 ∣ critic_ganloss : -317.945789 ∣ generator_nllloss : 5114.495313 ∣ generator_ganloss : 1035.218359 ∣     [  std_z : 0.99  real_sub_fake : 1080.83 ]
[  epoch 0027/0040] 0080/4800, lr:2.5e-05 ∣ avg_100 : 31832.742323 ∣ critic_nllloss : 25932.620898 ∣ critic_ganloss : -341.315381 ∣ generator_nllloss : 5192.719336 ∣ generator_ganloss : 1063.034229 ∣     [  std_z : 0.99  real_sub_fake : 1170.23 ]
[  epoch 0027/0040] 0090/4800, lr:2.5e-05 ∣ avg_100 : 31833.079790 ∣ critic_nllloss : 25839.978516 ∣ critic_ganloss : -310.405066 ∣ generator_nllloss : 5123.950000 ∣ generator_ganloss : 1066.861084 ∣     [  std_z : 1.00  real_sub_fake : 1269.61 ]
[  epoch 0027/0040] 0100/4800, lr:2.5e-05 ∣ avg_100 : 31833.056979 ∣ critic_nllloss : 25954.211914 ∣ critic_ganloss : -203.967894 ∣ generator_nllloss : 5230.007227 ∣ generator_ganloss : 1087.435937 ∣     [  std_z : 1.00  real_sub_fake : 1084.14 ]
[  epoch 0027/0040] 0110/4800, lr:2.5e-05 ∣ avg_100 : 31835.065691 ∣ critic_nllloss : 25943.400781 ∣ critic_ganloss : -176.383910 ∣ generator_nllloss : 5198.225586 ∣ generator_ganloss : 1077.133301 ∣     [  std_z : 1.00  real_sub_fake : 710.45 ]
[  epoch 0027/0040] 0120/4800, lr:2.5e-05 ∣ avg_100 : 31839.286861 ∣ critic_nllloss : 26094.171484 ∣ critic_ganloss : -225.339742 ∣ generator_nllloss : 5230.428906 ∣ generator_ganloss : 1053.849658 ∣     [  std_z : 0.99  real_sub_fake : 730.76 ]
[  epoch 0027/0040] 0130/4800, lr:2.5e-05 ∣ avg_100 : 31835.517010 ∣ critic_nllloss : 25787.951562 ∣ critic_ganloss : -244.956818 ∣ generator_nllloss : 5065.542578 ∣ generator_ganloss : 1043.246387 ∣     [  std_z : 0.98  real_sub_fake : 801.57 ]
[  epoch 0027/0040] 0140/4800, lr:2.5e-05 ∣ avg_100 : 31830.444945 ∣ critic_nllloss : 25612.422656 ∣ critic_ganloss : -218.494644 ∣ generator_nllloss : 5164.414062 ∣ generator_ganloss : 1029.290234 ∣     [  std_z : 0.99  real_sub_fake : 901.55 ]
[  epoch 0027/0040] 0150/4800, lr:2.5e-05 ∣ avg_100 : 31830.308459 ∣ critic_nllloss : 25901.874805 ∣ critic_ganloss : -319.602452 ∣ generator_nllloss : 5162.116016 ∣ generator_ganloss : 1048.857275 ∣     [  std_z : 1.00  real_sub_fake : 1008.09 ]
[  epoch 0027/0040] 0160/4800, lr:2.5e-05 ∣ avg_100 : 31832.155504 ∣ critic_nllloss : 26015.553516 ∣ critic_ganloss : -311.288974 ∣ generator_nllloss : 5195.255078 ∣ generator_ganloss : 1051.784570 ∣     [  std_z : 1.01  real_sub_fake : 1108.94 ]
[  epoch 0027/0040] 0170/4800, lr:2.5e-05 ∣ avg_100 : 31832.200831 ∣ critic_nllloss : 25983.568555 ∣ critic_ganloss : -244.772708 ∣ generator_nllloss : 5165.127930 ∣ generator_ganloss : 1059.891260 ∣     [  std_z : 1.00  real_sub_fake : 1192.05 ]
[  epoch 0027/0040] 0180/4800, lr:2.5e-05 ∣ avg_100 : 31833.612178 ∣ critic_nllloss : 25999.338281 ∣ critic_ganloss : -294.403705 ∣ generator_nllloss : 5246.791797 ∣ generator_ganloss : 1073.853662 ∣     [  std_z : 0.99  real_sub_fake : 1094.93 ]
[  epoch 0027/0040] 0190/4800, lr:2.5e-05 ∣ avg_100 : 31836.181059 ∣ critic_nllloss : 25741.516797 ∣ critic_ganloss : -206.604462 ∣ generator_nllloss : 5149.947266 ∣ generator_ganloss : 1048.925781 ∣     [  std_z : 0.98  real_sub_fake : 1085.07 ]
[  epoch 0027/0040] 0200/4800, lr:2.5e-05 ∣ avg_100 : 31839.961943 ∣ critic_nllloss : 25937.320508 ∣ critic_ganloss : -293.608650 ∣ generator_nllloss : 5231.764453 ∣ generator_ganloss : 1058.925537 ∣     [  std_z : 0.99  real_sub_fake : 1005.50 ]
[  epoch 0027/0040] 0210/4800, lr:2.5e-05 ∣ avg_100 : 31840.835118 ∣ critic_nllloss : 25900.181641 ∣ critic_ganloss : -245.785736 ∣ generator_nllloss : 5074.718750 ∣ generator_ganloss : 1053.325684 ∣     [  std_z : 1.00  real_sub_fake : 1069.09 ]
[  epoch 0027/0040] 0220/4800, lr:2.5e-05 ∣ avg_100 : 31839.211405 ∣ critic_nllloss : 25827.752930 ∣ critic_ganloss : -298.010721 ∣ generator_nllloss : 5066.594922 ∣ generator_ganloss : 1056.596289 ∣     [  std_z : 1.00  real_sub_fake : 1030.63 ]
[  epoch 0027/0040] 0230/4800, lr:2.5e-05 ∣ avg_100 : 31838.495732 ∣ critic_nllloss : 25811.522266 ∣ critic_ganloss : -348.728293 ∣ generator_nllloss : 5157.862695 ∣ generator_ganloss : 1081.857959 ∣     [  std_z : 1.00  real_sub_fake : 1029.22 ]
[  epoch 0027/0040] 0240/4800, lr:2.5e-05 ∣ avg_100 : 31836.825076 ∣ critic_nllloss : 25860.102734 ∣ critic_ganloss : -347.537173 ∣ generator_nllloss : 5270.561719 ∣ generator_ganloss : 1051.765527 ∣     [  std_z : 0.99  real_sub_fake : 1221.76 ]
[  epoch 0027/0040] 0250/4800, lr:2.5e-05 ∣ avg_100 : 31836.738438 ∣ critic_nllloss : 25806.501758 ∣ critic_ganloss : -244.854918 ∣ generator_nllloss : 5238.208203 ∣ generator_ganloss : 1082.636768 ∣     [  std_z : 0.98  real_sub_fake : 1201.27 ]
[  epoch 0027/0040] 0260/4800, lr:2.5e-05 ∣ avg_100 : 31837.494239 ∣ critic_nllloss : 25927.937500 ∣ critic_ganloss : -271.284262 ∣ generator_nllloss : 5198.666406 ∣ generator_ganloss : 1058.596484 ∣     [  std_z : 0.99  real_sub_fake : 989.36 ]
[  epoch 0027/0040] 0270/4800, lr:2.5e-05 ∣ avg_100 : 31841.705879 ∣ critic_nllloss : 26176.350586 ∣ critic_ganloss : -304.274413 ∣ generator_nllloss : 5310.462109 ∣ generator_ganloss : 1063.024609 ∣     [  std_z : 1.00  real_sub_fake : 1058.69 ]
[  epoch 0027/0040] 0280/4800, lr:2.5e-05 ∣ avg_100 : 31838.790528 ∣ critic_nllloss : 25803.213281 ∣ critic_ganloss : -287.853900 ∣ generator_nllloss : 5125.004492 ∣ generator_ganloss : 1048.447949 ∣     [  std_z : 1.01  real_sub_fake : 970.19 ]
[  epoch 0027/0040] 0290/4800, lr:2.5e-05 ∣ avg_100 : 31837.767300 ∣ critic_nllloss : 25826.447656 ∣ critic_ganloss : -233.759169 ∣ generator_nllloss : 5177.254883 ∣ generator_ganloss : 1052.037305 ∣     [  std_z : 1.00  real_sub_fake : 980.09 ]
[  epoch 0027/0040] 0300/4800, lr:2.5e-05 ∣ avg_100 : 31839.404715 ∣ critic_nllloss : 25927.414453 ∣ critic_ganloss : -317.992607 ∣ generator_nllloss : 5234.031250 ∣ generator_ganloss : 1063.845215 ∣     [  std_z : 0.98  real_sub_fake : 1022.20 ]
[  epoch 0027/0040] 0310/4800, lr:2.5e-05 ∣ avg_100 : 31839.256234 ∣ critic_nllloss : 25736.577734 ∣ critic_ganloss : -264.725275 ∣ generator_nllloss : 5169.203125 ∣ generator_ganloss : 1078.353613 ∣     [  std_z : 0.98  real_sub_fake : 1081.77 ]
[  epoch 0027/0040] 0320/4800, lr:2.5e-05 ∣ avg_100 : 31838.764858 ∣ critic_nllloss : 25960.978516 ∣ critic_ganloss : -238.298737 ∣ generator_nllloss : 5160.859375 ∣ generator_ganloss : 1078.581299 ∣     [  std_z : 0.99  real_sub_fake : 1055.37 ]
[  epoch 0027/0040] 0330/4800, lr:2.5e-05 ∣ avg_100 : 31837.553239 ∣ critic_nllloss : 25849.755469 ∣ critic_ganloss : -354.895377 ∣ generator_nllloss : 5207.932422 ∣ generator_ganloss : 1086.425732 ∣     [  std_z : 1.00  real_sub_fake : 1103.43 ]
[  epoch 0027/0040] 0340/4800, lr:2.5e-05 ∣ avg_100 : 31838.444164 ∣ critic_nllloss : 25869.981055 ∣ critic_ganloss : -284.617749 ∣ generator_nllloss : 5236.806641 ∣ generator_ganloss : 1064.070361 ∣     [  std_z : 1.00  real_sub_fake : 1250.54 ]
[  epoch 0027/0040] 0350/4800, lr:2.5e-05 ∣ avg_100 : 31836.029570 ∣ critic_nllloss : 25776.668750 ∣ critic_ganloss : -325.359726 ∣ generator_nllloss : 5141.048047 ∣ generator_ganloss : 1055.457324 ∣     [  std_z : 1.00  real_sub_fake : 1135.54 ]
[  epoch 0027/0040] 0360/4800, lr:2.5e-05 ∣ avg_100 : 31833.765351 ∣ critic_nllloss : 25750.980273 ∣ critic_ganloss : -331.670233 ∣ generator_nllloss : 5225.188086 ∣ generator_ganloss : 1036.868066 ∣     [  std_z : 0.99  real_sub_fake : 1131.67 ]
[  epoch 0027/0040] 0370/4800, lr:2.5e-05 ∣ avg_100 : 31830.768637 ∣ critic_nllloss : 25769.737305 ∣ critic_ganloss : -349.093427 ∣ generator_nllloss : 5135.944531 ∣ generator_ganloss : 1066.830371 ∣     [  std_z : 0.99  real_sub_fake : 1206.65 ]
[  epoch 0027/0040] 0380/4800, lr:2.5e-05 ∣ avg_100 : 31835.038527 ∣ critic_nllloss : 26165.122070 ∣ critic_ganloss : -236.027765 ∣ generator_nllloss : 5369.351367 ∣ generator_ganloss : 1069.803369 ∣     [  std_z : 0.99  real_sub_fake : 1203.29 ]
[  epoch 0027/0040] 0390/4800, lr:2.5e-05 ∣ avg_100 : 31833.739375 ∣ critic_nllloss : 25744.282617 ∣ critic_ganloss : -355.276141 ∣ generator_nllloss : 5141.576172 ∣ generator_ganloss : 1079.509521 ∣     [  std_z : 1.00  real_sub_fake : 1104.52 ]
[  epoch 0027/0040] 0400/4800, lr:2.5e-05 ∣ avg_100 : 31833.490807 ∣ critic_nllloss : 25801.951953 ∣ critic_ganloss : -356.458505 ∣ generator_nllloss : 5165.645117 ∣ generator_ganloss : 1081.084229 ∣     [  std_z : 1.00  real_sub_fake : 1307.62 ]
[  epoch 0027/0040] 0410/4800, lr:2.5e-05 ∣ avg_100 : 31830.918752 ∣ critic_nllloss : 25664.933398 ∣ critic_ganloss : -224.194504 ∣ generator_nllloss : 5094.286914 ∣ generator_ganloss : 1069.934521 ∣     [  std_z : 0.99  real_sub_fake : 1354.92 ]
[  epoch 0027/0040] 0420/4800, lr:2.5e-05 ∣ avg_100 : 31829.799603 ∣ critic_nllloss : 25780.111719 ∣ critic_ganloss : -266.937662 ∣ generator_nllloss : 5159.728906 ∣ generator_ganloss : 1074.319482 ∣     [  std_z : 0.99  real_sub_fake : 1102.18 ]
[  epoch 0027/0040] 0430/4800, lr:2.5e-05 ∣ avg_100 : 31826.588944 ∣ critic_nllloss : 25802.062305 ∣ critic_ganloss : -334.453140 ∣ generator_nllloss : 5026.853125 ∣ generator_ganloss : 1061.747314 ∣     [  std_z : 1.00  real_sub_fake : 1099.50 ]
[  epoch 0027/0040] 0440/4800, lr:2.5e-05 ∣ avg_100 : 31824.970916 ∣ critic_nllloss : 25822.018555 ∣ critic_ganloss : -330.309233 ∣ generator_nllloss : 5185.825000 ∣ generator_ganloss : 1076.343262 ∣     [  std_z : 1.00  real_sub_fake : 982.88 ]
[  epoch 0027/0040] 0450/4800, lr:2.5e-05 ∣ avg_100 : 31824.235003 ∣ critic_nllloss : 25912.131055 ∣ critic_ganloss : -325.433234 ∣ generator_nllloss : 5166.627148 ∣ generator_ganloss : 1057.804785 ∣     [  std_z : 1.00  real_sub_fake : 1161.94 ]
[  epoch 0027/0040] 0460/4800, lr:2.5e-05 ∣ avg_100 : 31828.320567 ∣ critic_nllloss : 26058.414258 ∣ critic_ganloss : -355.123584 ∣ generator_nllloss : 5262.709180 ∣ generator_ganloss : 1062.711865 ∣     [  std_z : 0.99  real_sub_fake : 1371.65 ]
[  epoch 0027/0040] 0470/4800, lr:2.5e-05 ∣ avg_100 : 31828.323223 ∣ critic_nllloss : 26012.514258 ∣ critic_ganloss : -316.611533 ∣ generator_nllloss : 5205.449609 ∣ generator_ganloss : 1090.093945 ∣     [  std_z : 0.99  real_sub_fake : 1186.67 ]
[  epoch 0027/0040] 0480/4800, lr:2.5e-05 ∣ avg_100 : 31827.507767 ∣ critic_nllloss : 25752.022852 ∣ critic_ganloss : -203.087866 ∣ generator_nllloss : 5169.677539 ∣ generator_ganloss : 1098.003906 ∣     [  std_z : 1.00  real_sub_fake : 1045.11 ]
[  epoch 0027/0040] 0490/4800, lr:2.5e-05 ∣ avg_100 : 31825.120085 ∣ critic_nllloss : 25832.030859 ∣ critic_ganloss : -350.666183 ∣ generator_nllloss : 5092.250977 ∣ generator_ganloss : 1088.320605 ∣     [  std_z : 0.99  real_sub_fake : 1051.40 ]
[  epoch 0027/0040] 0500/4800, lr:2.5e-05 ∣ avg_100 : 31824.456548 ∣ critic_nllloss : 25921.495117 ∣ critic_ganloss : -347.345407 ∣ generator_nllloss : 5074.652148 ∣ generator_ganloss : 1079.548096 ∣     [  std_z : 0.99  real_sub_fake : 1335.52 ]
[  epoch 0027/0040] 0510/4800, lr:2.5e-05 ∣ avg_100 : 31824.454828 ∣ critic_nllloss : 25906.930859 ∣ critic_ganloss : -193.537683 ∣ generator_nllloss : 5192.110547 ∣ generator_ganloss : 1055.195410 ∣     [  std_z : 0.99  real_sub_fake : 1297.14 ]
[  epoch 0027/0040] 0520/4800, lr:2.5e-05 ∣ avg_100 : 31824.323346 ∣ critic_nllloss : 25679.374609 ∣ critic_ganloss : -199.578969 ∣ generator_nllloss : 5197.211914 ∣ generator_ganloss : 1108.721436 ∣     [  std_z : 0.99  real_sub_fake : 762.18 ]
[  epoch 0027/0040] 0530/4800, lr:2.5e-05 ∣ avg_100 : 31825.068476 ∣ critic_nllloss : 25986.693750 ∣ critic_ganloss : -237.207657 ∣ generator_nllloss : 5184.695898 ∣ generator_ganloss : 1104.255713 ∣     [  std_z : 1.00  real_sub_fake : 836.95 ]
[  epoch 0027/0040] 0540/4800, lr:2.5e-05 ∣ avg_100 : 31819.962459 ∣ critic_nllloss : 25705.500000 ∣ critic_ganloss : -235.782770 ∣ generator_nllloss : 5101.745703 ∣ generator_ganloss : 1110.706543 ∣     [  std_z : 1.00  real_sub_fake : 913.72 ]
[  epoch 0027/0040] 0550/4800, lr:2.5e-05 ∣ avg_100 : 31822.103096 ∣ critic_nllloss : 25994.345703 ∣ critic_ganloss : -256.815753 ∣ generator_nllloss : 5211.974219 ∣ generator_ganloss : 1121.430566 ∣     [  std_z : 1.00  real_sub_fake : 925.94 ]
[  epoch 0027/0040] 0560/4800, lr:2.5e-05 ∣ avg_100 : 31823.055267 ∣ critic_nllloss : 25810.312109 ∣ critic_ganloss : -228.922601 ∣ generator_nllloss : 5087.446680 ∣ generator_ganloss : 1096.684473 ∣     [  std_z : 0.99  real_sub_fake : 861.79 ]
[  epoch 0027/0040] 0570/4800, lr:2.5e-05 ∣ avg_100 : 31824.614396 ∣ critic_nllloss : 25868.306055 ∣ critic_ganloss : -283.119107 ∣ generator_nllloss : 5153.885742 ∣ generator_ganloss : 1071.403320 ∣     [  std_z : 0.99  real_sub_fake : 997.17 ]
[  epoch 0027/0040] 0580/4800, lr:2.5e-05 ∣ avg_100 : 31827.332889 ∣ critic_nllloss : 25971.578711 ∣ critic_ganloss : -280.326498 ∣ generator_nllloss : 5206.248047 ∣ generator_ganloss : 1075.816309 ∣     [  std_z : 0.99  real_sub_fake : 1020.98 ]
[  epoch 0027/0040] 0590/4800, lr:2.5e-05 ∣ avg_100 : 31831.474515 ∣ critic_nllloss : 25967.379297 ∣ critic_ganloss : -263.452316 ∣ generator_nllloss : 5260.536328 ∣ generator_ganloss : 1074.921191 ∣     [  std_z : 1.00  real_sub_fake : 1102.65 ]
[  epoch 0027/0040] 0600/4800, lr:2.5e-05 ∣ avg_100 : 31832.983800 ∣ critic_nllloss : 25996.910156 ∣ critic_ganloss : -309.995813 ∣ generator_nllloss : 5157.742578 ∣ generator_ganloss : 1063.744922 ∣     [  std_z : 1.00  real_sub_fake : 1112.59 ]
[  epoch 0027/0040] 0610/4800, lr:2.5e-05 ∣ avg_100 : 31835.474204 ∣ critic_nllloss : 25958.689063 ∣ critic_ganloss : -320.716046 ∣ generator_nllloss : 5166.122266 ∣ generator_ganloss : 1049.771973 ∣     [  std_z : 0.99  real_sub_fake : 1141.46 ]
[  epoch 0027/0040] 0620/4800, lr:2.5e-05 ∣ avg_100 : 31839.626662 ∣ critic_nllloss : 26015.167578 ∣ critic_ganloss : -356.325168 ∣ generator_nllloss : 5186.695703 ∣ generator_ganloss : 1063.845020 ∣     [  std_z : 0.99  real_sub_fake : 1259.56 ]
[  epoch 0027/0040] 0630/4800, lr:2.5e-05 ∣ avg_100 : 31841.888493 ∣ critic_nllloss : 25874.387109 ∣ critic_ganloss : -233.020456 ∣ generator_nllloss : 5215.666016 ∣ generator_ganloss : 1068.463086 ∣     [  std_z : 0.99  real_sub_fake : 1124.14 ]
[  epoch 0027/0040] 0640/4800, lr:2.5e-05 ∣ avg_100 : 31845.096855 ∣ critic_nllloss : 26090.880078 ∣ critic_ganloss : -286.468713 ∣ generator_nllloss : 5181.231445 ∣ generator_ganloss : 1071.442822 ∣     [  std_z : 0.99  real_sub_fake : 1010.45 ]
[  epoch 0027/0040] 0650/4800, lr:2.5e-05 ∣ avg_100 : 31847.649788 ∣ critic_nllloss : 25926.096094 ∣ critic_ganloss : -283.388113 ∣ generator_nllloss : 5264.782422 ∣ generator_ganloss : 1067.123828 ∣     [  std_z : 0.99  real_sub_fake : 1015.45 ]
[  epoch 0027/0040] 0660/4800, lr:2.5e-05 ∣ avg_100 : 31849.736298 ∣ critic_nllloss : 26112.765625 ∣ critic_ganloss : -301.522736 ∣ generator_nllloss : 5305.995898 ∣ generator_ganloss : 1025.466895 ∣     [  std_z : 1.00  real_sub_fake : 1190.90 ]
[  epoch 0027/0040] 0670/4800, lr:2.5e-05 ∣ avg_100 : 31846.698271 ∣ critic_nllloss : 25775.322852 ∣ critic_ganloss : -255.467683 ∣ generator_nllloss : 5195.803320 ∣ generator_ganloss : 1071.481396 ∣     [  std_z : 0.99  real_sub_fake : 1027.81 ]
[  epoch 0027/0040] 0680/4800, lr:2.5e-05 ∣ avg_100 : 31844.963274 ∣ critic_nllloss : 26061.433984 ∣ critic_ganloss : -302.787466 ∣ generator_nllloss : 5134.108398 ∣ generator_ganloss : 1064.595264 ∣     [  std_z : 1.00  real_sub_fake : 983.43 ]
[  epoch 0027/0040] 0690/4800, lr:2.5e-05 ∣ avg_100 : 31844.848763 ∣ critic_nllloss : 26098.167578 ∣ critic_ganloss : -269.121295 ∣ generator_nllloss : 5257.309570 ∣ generator_ganloss : 1033.046289 ∣     [  std_z : 0.99  real_sub_fake : 1111.65 ]
[  epoch 0027/0040] 0700/4800, lr:2.5e-05 ∣ avg_100 : 31844.826769 ∣ critic_nllloss : 25898.308594 ∣ critic_ganloss : -415.828973 ∣ generator_nllloss : 5165.903320 ∣ generator_ganloss : 1040.722412 ∣     [  std_z : 1.00  real_sub_fake : 1207.91 ]
[  epoch 0027/0040] 0710/4800, lr:2.5e-05 ∣ avg_100 : 31842.934548 ∣ critic_nllloss : 25818.182617 ∣ critic_ganloss : -363.566455 ∣ generator_nllloss : 5104.726758 ∣ generator_ganloss : 1060.935937 ∣     [  std_z : 1.00  real_sub_fake : 1318.77 ]
[  epoch 0027/0040] 0720/4800, lr:2.5e-05 ∣ avg_100 : 31844.260932 ∣ critic_nllloss : 26017.225781 ∣ critic_ganloss : -260.266544 ∣ generator_nllloss : 5190.536914 ∣ generator_ganloss : 1063.143018 ∣     [  std_z : 0.99  real_sub_fake : 1322.61 ]
[  epoch 0027/0040] 0730/4800, lr:2.5e-05 ∣ avg_100 : 31845.577899 ∣ critic_nllloss : 25618.314063 ∣ critic_ganloss : -243.545276 ∣ generator_nllloss : 5217.596484 ∣ generator_ganloss : 1104.779004 ∣     [  std_z : 0.99  real_sub_fake : 991.69 ]
[  epoch 0027/0040] 0740/4800, lr:2.5e-05 ∣ avg_100 : 31847.523545 ∣ critic_nllloss : 25946.088086 ∣ critic_ganloss : -284.691321 ∣ generator_nllloss : 5288.317187 ∣ generator_ganloss : 1095.131738 ∣     [  std_z : 0.99  real_sub_fake : 1042.61 ]
[  epoch 0027/0040] 0750/4800, lr:2.5e-05 ∣ avg_100 : 31847.992571 ∣ critic_nllloss : 26064.265039 ∣ critic_ganloss : -294.744565 ∣ generator_nllloss : 5205.086719 ∣ generator_ganloss : 1089.543164 ∣     [  std_z : 1.00  real_sub_fake : 1003.50 ]
[  epoch 0027/0040] 0760/4800, lr:2.5e-05 ∣ avg_100 : 31847.203534 ∣ critic_nllloss : 25758.820117 ∣ critic_ganloss : -287.396716 ∣ generator_nllloss : 5077.696094 ∣ generator_ganloss : 1069.776367 ∣     [  std_z : 1.00  real_sub_fake : 1115.13 ]
[  epoch 0027/0040] 0770/4800, lr:2.5e-05 ∣ avg_100 : 31843.314236 ∣ critic_nllloss : 25634.352148 ∣ critic_ganloss : -273.675269 ∣ generator_nllloss : 5154.147266 ∣ generator_ganloss : 1057.856104 ∣     [  std_z : 1.00  real_sub_fake : 1155.96 ]
[  epoch 0027/0040] 0780/4800, lr:2.5e-05 ∣ avg_100 : 31844.404747 ∣ critic_nllloss : 25951.939453 ∣ critic_ganloss : -272.751810 ∣ generator_nllloss : 5196.985547 ∣ generator_ganloss : 1039.237598 ∣     [  std_z : 1.00  real_sub_fake : 1196.51 ]
[  epoch 0027/0040] 0790/4800, lr:2.5e-05 ∣ avg_100 : 31843.365885 ∣ critic_nllloss : 25975.958008 ∣ critic_ganloss : -362.327690 ∣ generator_nllloss : 5217.995117 ∣ generator_ganloss : 1075.688770 ∣     [  std_z : 0.99  real_sub_fake : 1099.22 ]
[  epoch 0027/0040] 0800/4800, lr:2.5e-05 ∣ avg_100 : 31845.992599 ∣ critic_nllloss : 25985.852734 ∣ critic_ganloss : -312.374786 ∣ generator_nllloss : 5252.885547 ∣ generator_ganloss : 1069.475244 ∣     [  std_z : 0.98  real_sub_fake : 1158.10 ]
[  epoch 0027/0040] 0810/4800, lr:2.5e-05 ∣ avg_100 : 31846.585328 ∣ critic_nllloss : 25728.058789 ∣ critic_ganloss : -240.373059 ∣ generator_nllloss : 5178.580859 ∣ generator_ganloss : 1068.265869 ∣     [  std_z : 0.99  real_sub_fake : 1071.86 ]
[  epoch 0027/0040] 0820/4800, lr:2.5e-05 ∣ avg_100 : 31844.337925 ∣ critic_nllloss : 25834.202344 ∣ critic_ganloss : -323.433734 ∣ generator_nllloss : 5171.798242 ∣ generator_ganloss : 1074.339209 ∣     [  std_z : 0.99  real_sub_fake : 1118.40 ]
[  epoch 0027/0040] 0830/4800, lr:2.5e-05 ∣ avg_100 : 31845.464764 ∣ critic_nllloss : 25912.936328 ∣ critic_ganloss : -334.619928 ∣ generator_nllloss : 5115.796094 ∣ generator_ganloss : 1060.179199 ∣     [  std_z : 1.01  real_sub_fake : 1128.03 ]
[  epoch 0027/0040] 0840/4800, lr:2.5e-05 ∣ avg_100 : 31845.997434 ∣ critic_nllloss : 25824.392188 ∣ critic_ganloss : -283.141708 ∣ generator_nllloss : 5218.310938 ∣ generator_ganloss : 1077.327490 ∣     [  std_z : 1.01  real_sub_fake : 1183.60 ]
[  epoch 0027/0040] 0850/4800, lr:2.5e-05 ∣ avg_100 : 31847.043940 ∣ critic_nllloss : 26036.917187 ∣ critic_ganloss : -351.962186 ∣ generator_nllloss : 5172.961719 ∣ generator_ganloss : 1066.873193 ∣     [  std_z : 0.99  real_sub_fake : 1265.45 ]
[  epoch 0027/0040] 0860/4800, lr:2.5e-05 ∣ avg_100 : 31850.980986 ∣ critic_nllloss : 25952.873047 ∣ critic_ganloss : -238.599683 ∣ generator_nllloss : 5266.707617 ∣ generator_ganloss : 1079.208496 ∣     [  std_z : 0.98  real_sub_fake : 1213.02 ]
[  epoch 0027/0040] 0870/4800, lr:2.5e-05 ∣ avg_100 : 31853.266886 ∣ critic_nllloss : 26118.456055 ∣ critic_ganloss : -361.668936 ∣ generator_nllloss : 5222.200781 ∣ generator_ganloss : 1097.830713 ∣     [  std_z : 0.99  real_sub_fake : 1208.06 ]
[  epoch 0027/0040] 0880/4800, lr:2.5e-05 ∣ avg_100 : 31856.905972 ∣ critic_nllloss : 26002.187695 ∣ critic_ganloss : -338.743317 ∣ generator_nllloss : 5207.797852 ∣ generator_ganloss : 1100.079004 ∣     [  std_z : 1.00  real_sub_fake : 1220.16 ]
[  epoch 0027/0040] 0890/4800, lr:2.5e-05 ∣ avg_100 : 31857.787638 ∣ critic_nllloss : 25980.566016 ∣ critic_ganloss : -315.414438 ∣ generator_nllloss : 5071.447266 ∣ generator_ganloss : 1083.965869 ∣     [  std_z : 1.01  real_sub_fake : 1294.26 ]
[  epoch 0027/0040] 0900/4800, lr:2.5e-05 ∣ avg_100 : 31855.017439 ∣ critic_nllloss : 25805.615820 ∣ critic_ganloss : -328.534576 ∣ generator_nllloss : 5100.172266 ∣ generator_ganloss : 1086.780225 ∣     [  std_z : 1.00  real_sub_fake : 1184.59 ]
[  epoch 0027/0040] 0910/4800, lr:2.5e-05 ∣ avg_100 : 31855.856309 ∣ critic_nllloss : 25790.641797 ∣ critic_ganloss : -213.146219 ∣ generator_nllloss : 5200.592773 ∣ generator_ganloss : 1106.619238 ∣     [  std_z : 0.99  real_sub_fake : 994.34 ]
[  epoch 0027/0040] 0920/4800, lr:2.5e-05 ∣ avg_100 : 31855.712279 ∣ critic_nllloss : 25978.969727 ∣ critic_ganloss : -265.169949 ∣ generator_nllloss : 5153.195898 ∣ generator_ganloss : 1099.886816 ∣     [  std_z : 0.98  real_sub_fake : 960.33 ]
[  epoch 0027/0040] 0930/4800, lr:2.5e-05 ∣ avg_100 : 31852.360209 ∣ critic_nllloss : 25663.364063 ∣ critic_ganloss : -308.762015 ∣ generator_nllloss : 5199.139844 ∣ generator_ganloss : 1087.544141 ∣     [  std_z : 0.98  real_sub_fake : 1042.45 ]
[  epoch 0027/0040] 0940/4800, lr:2.5e-05 ∣ avg_100 : 31855.119174 ∣ critic_nllloss : 26055.928125 ∣ critic_ganloss : -341.527994 ∣ generator_nllloss : 5206.223633 ∣ generator_ganloss : 1084.412158 ∣     [  std_z : 1.00  real_sub_fake : 1158.70 ]
[  epoch 0027/0040] 0950/4800, lr:2.5e-05 ∣ avg_100 : 31854.660072 ∣ critic_nllloss : 25828.575977 ∣ critic_ganloss : -239.238312 ∣ generator_nllloss : 5176.086914 ∣ generator_ganloss : 1072.000342 ∣     [  std_z : 1.01  real_sub_fake : 997.90 ]
[  epoch 0027/0040] 0960/4800, lr:2.5e-05 ∣ avg_100 : 31854.719318 ∣ critic_nllloss : 25941.822852 ∣ critic_ganloss : -261.845334 ∣ generator_nllloss : 5106.285352 ∣ generator_ganloss : 1077.349512 ∣     [  std_z : 1.00  real_sub_fake : 1039.88 ]
[  epoch 0027/0040] 0970/4800, lr:2.5e-05 ∣ avg_100 : 31853.183731 ∣ critic_nllloss : 25757.004102 ∣ critic_ganloss : -293.636079 ∣ generator_nllloss : 5151.622070 ∣ generator_ganloss : 1082.508789 ∣     [  std_z : 0.99  real_sub_fake : 938.45 ]
[  epoch 0027/0040] 0980/4800, lr:2.5e-05 ∣ avg_100 : 31858.284834 ∣ critic_nllloss : 26318.007031 ∣ critic_ganloss : -289.373407 ∣ generator_nllloss : 5240.994336 ∣ generator_ganloss : 1048.038623 ∣     [  std_z : 0.98  real_sub_fake : 1357.03 ]
[  epoch 0027/0040] 0990/4800, lr:2.5e-05 ∣ avg_100 : 31861.679794 ∣ critic_nllloss : 25990.216797 ∣ critic_ganloss : -257.503107 ∣ generator_nllloss : 5198.101758 ∣ generator_ganloss : 1076.473096 ∣     [  std_z : 0.99  real_sub_fake : 952.34 ]
[  epoch 0027/0040] 1000/4800, lr:2.5e-05 ∣ avg_100 : 31861.035893 ∣ critic_nllloss : 25933.558203 ∣ critic_ganloss : -258.967564 ∣ generator_nllloss : 5179.477539 ∣ generator_ganloss : 1064.193701 ∣     [  std_z : 0.99  real_sub_fake : 984.47 ]
[  epoch 0027/0040] 1010/4800, lr:2.5e-05 ∣ avg_100 : 31862.798065 ∣ critic_nllloss : 25930.496289 ∣ critic_ganloss : -304.688062 ∣ generator_nllloss : 5262.359375 ∣ generator_ganloss : 1044.835156 ∣     [  std_z : 1.00  real_sub_fake : 1051.92 ]
[  epoch 0027/0040] 1020/4800, lr:2.5e-05 ∣ avg_100 : 31867.218889 ∣ critic_nllloss : 26054.324805 ∣ critic_ganloss : -269.177682 ∣ generator_nllloss : 5297.997070 ∣ generator_ganloss : 1067.600488 ∣     [  std_z : 1.00  real_sub_fake : 1052.19 ]
[  epoch 0027/0040] 1030/4800, lr:2.5e-05 ∣ avg_100 : 31869.345461 ∣ critic_nllloss : 26026.920312 ∣ critic_ganloss : -268.674046 ∣ generator_nllloss : 5271.944727 ∣ generator_ganloss : 1048.922314 ∣     [  std_z : 1.00  real_sub_fake : 1050.43 ]
[  epoch 0027/0040] 1040/4800, lr:2.5e-05 ∣ avg_100 : 31868.442990 ∣ critic_nllloss : 25900.533203 ∣ critic_ganloss : -276.771803 ∣ generator_nllloss : 5137.203516 ∣ generator_ganloss : 1045.315430 ∣     [  std_z : 0.99  real_sub_fake : 1106.13 ]
[  epoch 0027/0040] 1050/4800, lr:2.5e-05 ∣ avg_100 : 31867.021242 ∣ critic_nllloss : 25872.323437 ∣ critic_ganloss : -240.815363 ∣ generator_nllloss : 5224.182422 ∣ generator_ganloss : 1052.738916 ∣     [  std_z : 0.99  real_sub_fake : 1077.26 ]
[  epoch 0027/0040] 1060/4800, lr:2.5e-05 ∣ avg_100 : 31865.529919 ∣ critic_nllloss : 25993.034766 ∣ critic_ganloss : -311.128708 ∣ generator_nllloss : 5214.910742 ∣ generator_ganloss : 1045.725195 ∣     [  std_z : 0.99  real_sub_fake : 1093.14 ]
[  epoch 0027/0040] 1070/4800, lr:2.5e-05 ∣ avg_100 : 31868.882685 ∣ critic_nllloss : 25805.978711 ∣ critic_ganloss : -199.126740 ∣ generator_nllloss : 5178.160937 ∣ generator_ganloss : 1059.104199 ∣     [  std_z : 1.00  real_sub_fake : 1109.43 ]
[  epoch 0027/0040] 1080/4800, lr:2.5e-05 ∣ avg_100 : 31867.678058 ∣ critic_nllloss : 25878.173828 ∣ critic_ganloss : -302.400101 ∣ generator_nllloss : 5089.621289 ∣ generator_ganloss : 1061.201416 ∣     [  std_z : 1.00  real_sub_fake : 1036.06 ]
[  epoch 0027/0040] 1090/4800, lr:2.5e-05 ∣ avg_100 : 31868.455484 ∣ critic_nllloss : 25845.730078 ∣ critic_ganloss : -265.800558 ∣ generator_nllloss : 5162.187891 ∣ generator_ganloss : 1056.009668 ∣     [  std_z : 1.00  real_sub_fake : 997.41 ]
[  epoch 0027/0040] 1100/4800, lr:2.5e-05 ∣ avg_100 : 31865.207079 ∣ critic_nllloss : 25841.467969 ∣ critic_ganloss : -295.768695 ∣ generator_nllloss : 5151.127148 ∣ generator_ganloss : 1046.020313 ∣     [  std_z : 0.99  real_sub_fake : 1098.13 ]
[  epoch 0027/0040] 1110/4800, lr:2.5e-05 ∣ avg_100 : 31863.864223 ∣ critic_nllloss : 25993.788867 ∣ critic_ganloss : -314.606311 ∣ generator_nllloss : 5161.514063 ∣ generator_ganloss : 1067.393555 ∣     [  std_z : 0.99  real_sub_fake : 1132.04 ]
[  epoch 0027/0040] 1120/4800, lr:2.5e-05 ∣ avg_100 : 31856.676057 ∣ critic_nllloss : 25609.206641 ∣ critic_ganloss : -372.928802 ∣ generator_nllloss : 5142.240039 ∣ generator_ganloss : 1055.775830 ∣     [  std_z : 0.99  real_sub_fake : 1081.94 ]
[  epoch 0027/0040] 1130/4800, lr:2.5e-05 ∣ avg_100 : 31859.107872 ∣ critic_nllloss : 25901.474219 ∣ critic_ganloss : -284.210248 ∣ generator_nllloss : 5203.067773 ∣ generator_ganloss : 1074.633398 ∣     [  std_z : 1.00  real_sub_fake : 1274.97 ]
[  epoch 0027/0040] 1140/4800, lr:2.5e-05 ∣ avg_100 : 31865.223736 ∣ critic_nllloss : 26083.884961 ∣ critic_ganloss : -188.280780 ∣ generator_nllloss : 5265.691992 ∣ generator_ganloss : 1037.922510 ∣     [  std_z : 1.01  real_sub_fake : 1245.05 ]
[  epoch 0027/0040] 1150/4800, lr:2.5e-05 ∣ avg_100 : 31865.341537 ∣ critic_nllloss : 25767.137891 ∣ critic_ganloss : -263.418439 ∣ generator_nllloss : 5209.614453 ∣ generator_ganloss : 1091.691846 ∣     [  std_z : 1.00  real_sub_fake : 765.80 ]
[  epoch 0027/0040] 1160/4800, lr:2.5e-05 ∣ avg_100 : 31864.723376 ∣ critic_nllloss : 25850.806445 ∣ critic_ganloss : -223.471977 ∣ generator_nllloss : 5181.100977 ∣ generator_ganloss : 1081.052637 ∣     [  std_z : 0.99  real_sub_fake : 834.08 ]
[  epoch 0027/0040] 1170/4800, lr:2.5e-05 ∣ avg_100 : 31865.072751 ∣ critic_nllloss : 25841.785352 ∣ critic_ganloss : -254.201907 ∣ generator_nllloss : 5328.011328 ∣ generator_ganloss : 1083.157861 ∣     [  std_z : 0.98  real_sub_fake : 892.16 ]
[  epoch 0027/0040] 1180/4800, lr:2.5e-05 ∣ avg_100 : 31864.573567 ∣ critic_nllloss : 25936.673828 ∣ critic_ganloss : -244.861041 ∣ generator_nllloss : 5213.797461 ∣ generator_ganloss : 1070.051367 ∣     [  std_z : 0.99  real_sub_fake : 881.17 ]
[  epoch 0027/0040] 1190/4800, lr:2.5e-05 ∣ avg_100 : 31866.371307 ∣ critic_nllloss : 25942.650195 ∣ critic_ganloss : -288.703851 ∣ generator_nllloss : 5200.393750 ∣ generator_ganloss : 1059.219238 ∣     [  std_z : 1.00  real_sub_fake : 1029.89 ]
[  epoch 0027/0040] 1200/4800, lr:2.5e-05 ∣ avg_100 : 31867.152147 ∣ critic_nllloss : 26003.376563 ∣ critic_ganloss : -247.162216 ∣ generator_nllloss : 5196.241016 ∣ generator_ganloss : 1060.030469 ∣     [  std_z : 1.00  real_sub_fake : 867.88 ]
[  epoch 0027/0040] 1210/4800, lr:2.5e-05 ∣ avg_100 : 31869.633918 ∣ critic_nllloss : 26068.228125 ∣ critic_ganloss : -200.132281 ∣ generator_nllloss : 5132.622461 ∣ generator_ganloss : 1029.899170 ∣     [  std_z : 1.00  real_sub_fake : 906.32 ]
[  epoch 0027/0040] 1220/4800, lr:2.5e-05 ∣ avg_100 : 31871.566869 ∣ critic_nllloss : 25802.912305 ∣ critic_ganloss : -193.466283 ∣ generator_nllloss : 5203.534961 ∣ generator_ganloss : 1033.247559 ∣     [  std_z : 0.99  real_sub_fake : 788.09 ]
[  epoch 0027/0040] 1230/4800, lr:2.5e-05 ∣ avg_100 : 31871.418192 ∣ critic_nllloss : 25715.840039 ∣ critic_ganloss : -263.912466 ∣ generator_nllloss : 5182.970703 ∣ generator_ganloss : 1052.748633 ∣     [  std_z : 0.99  real_sub_fake : 791.55 ]
[  epoch 0027/0040] 1240/4800, lr:2.5e-05 ∣ avg_100 : 31874.387297 ∣ critic_nllloss : 26038.487305 ∣ critic_ganloss : -214.562057 ∣ generator_nllloss : 5248.943555 ∣ generator_ganloss : 1058.934473 ∣     [  std_z : 0.99  real_sub_fake : 990.39 ]
[  epoch 0027/0040] 1250/4800, lr:2.5e-05 ∣ avg_100 : 31872.711794 ∣ critic_nllloss : 25795.987305 ∣ critic_ganloss : -243.287808 ∣ generator_nllloss : 5114.965820 ∣ generator_ganloss : 1047.276270 ∣     [  std_z : 1.00  real_sub_fake : 837.47 ]
[  epoch 0027/0040] 1260/4800, lr:2.5e-05 ∣ avg_100 : 31870.576484 ∣ critic_nllloss : 25843.456836 ∣ critic_ganloss : -255.399744 ∣ generator_nllloss : 5087.351758 ∣ generator_ganloss : 1024.976221 ∣     [  std_z : 1.00  real_sub_fake : 874.77 ]
[  epoch 0027/0040] 1270/4800, lr:2.5e-05 ∣ avg_100 : 31866.364065 ∣ critic_nllloss : 25855.583594 ∣ critic_ganloss : -185.293639 ∣ generator_nllloss : 5116.041406 ∣ generator_ganloss : 1037.989600 ∣     [  std_z : 1.00  real_sub_fake : 834.22 ]
[  epoch 0027/0040] 1280/4800, lr:2.5e-05 ∣ avg_100 : 31870.267318 ∣ critic_nllloss : 25965.760937 ∣ critic_ganloss : -249.533003 ∣ generator_nllloss : 5314.503906 ∣ generator_ganloss : 1048.405371 ∣     [  std_z : 0.99  real_sub_fake : 847.04 ]
[  epoch 0027/0040] 1290/4800, lr:2.5e-05 ∣ avg_100 : 31868.986590 ∣ critic_nllloss : 25825.444922 ∣ critic_ganloss : -326.207742 ∣ generator_nllloss : 5164.502148 ∣ generator_ganloss : 1030.168506 ∣     [  std_z : 0.99  real_sub_fake : 1012.72 ]
[  epoch 0027/0040] 1300/4800, lr:2.5e-05 ∣ avg_100 : 31867.765443 ∣ critic_nllloss : 25901.761133 ∣ critic_ganloss : -334.032730 ∣ generator_nllloss : 5186.501367 ∣ generator_ganloss : 1030.953857 ∣     [  std_z : 0.99  real_sub_fake : 1140.14 ]
[  epoch 0027/0040] 1310/4800, lr:2.5e-05 ∣ avg_100 : 31870.500758 ∣ critic_nllloss : 26019.494336 ∣ critic_ganloss : -356.691083 ∣ generator_nllloss : 5287.790039 ∣ generator_ganloss : 1042.347412 ∣     [  std_z : 0.99  real_sub_fake : 1320.35 ]
[  epoch 0027/0040] 1320/4800, lr:2.5e-05 ∣ avg_100 : 31867.874498 ∣ critic_nllloss : 25825.877734 ∣ critic_ganloss : -364.266605 ∣ generator_nllloss : 5188.070898 ∣ generator_ganloss : 1049.812402 ∣     [  std_z : 1.00  real_sub_fake : 1323.58 ]
[  epoch 0027/0040] 1330/4800, lr:2.5e-05 ∣ avg_100 : 31869.300560 ∣ critic_nllloss : 25929.481445 ∣ critic_ganloss : -257.480396 ∣ generator_nllloss : 5192.713281 ∣ generator_ganloss : 1067.110156 ∣     [  std_z : 1.00  real_sub_fake : 1162.13 ]
[  epoch 0027/0040] 1340/4800, lr:2.5e-05 ∣ avg_100 : 31869.656390 ∣ critic_nllloss : 26015.147656 ∣ critic_ganloss : -293.626062 ∣ generator_nllloss : 5128.802344 ∣ generator_ganloss : 1071.499316 ∣     [  std_z : 1.00  real_sub_fake : 1042.17 ]
[  epoch 0027/0040] 1350/4800, lr:2.5e-05 ∣ avg_100 : 31872.073721 ∣ critic_nllloss : 25919.990234 ∣ critic_ganloss : -266.378998 ∣ generator_nllloss : 5179.197656 ∣ generator_ganloss : 1056.738574 ∣     [  std_z : 0.99  real_sub_fake : 1066.56 ]
[  epoch 0027/0040] 1360/4800, lr:2.5e-05 ∣ avg_100 : 31872.376024 ∣ critic_nllloss : 25729.983789 ∣ critic_ganloss : -279.028671 ∣ generator_nllloss : 5193.605664 ∣ generator_ganloss : 1067.035791 ∣     [  std_z : 0.99  real_sub_fake : 956.94 ]
[  epoch 0027/0040] 1370/4800, lr:2.5e-05 ∣ avg_100 : 31874.819665 ∣ critic_nllloss : 25982.115820 ∣ critic_ganloss : -332.521918 ∣ generator_nllloss : 5151.610937 ∣ generator_ganloss : 1066.578027 ∣     [  std_z : 0.99  real_sub_fake : 1155.93 ]
[  epoch 0027/0040] 1380/4800, lr:2.5e-05 ∣ avg_100 : 31872.230184 ∣ critic_nllloss : 26077.411328 ∣ critic_ganloss : -281.214334 ∣ generator_nllloss : 5237.827930 ∣ generator_ganloss : 1075.276025 ∣     [  std_z : 1.00  real_sub_fake : 1073.58 ]
[  epoch 0027/0040] 1390/4800, lr:2.5e-05 ∣ avg_100 : 31875.001212 ∣ critic_nllloss : 25964.950781 ∣ critic_ganloss : -279.302695 ∣ generator_nllloss : 5119.645703 ∣ generator_ganloss : 1081.901172 ∣     [  std_z : 1.00  real_sub_fake : 1121.13 ]
[  epoch 0027/0040] 1400/4800, lr:2.5e-05 ∣ avg_100 : 31876.807510 ∣ critic_nllloss : 25832.720703 ∣ critic_ganloss : -215.000986 ∣ generator_nllloss : 5171.721680 ∣ generator_ganloss : 1083.411133 ∣     [  std_z : 1.00  real_sub_fake : 855.78 ]
[  epoch 0027/0040] 1410/4800, lr:2.5e-05 ∣ avg_100 : 31881.134301 ∣ critic_nllloss : 26011.912305 ∣ critic_ganloss : -220.599036 ∣ generator_nllloss : 5191.650000 ∣ generator_ganloss : 1054.676172 ∣     [  std_z : 0.99  real_sub_fake : 1016.37 ]
[  epoch 0027/0040] 1420/4800, lr:2.5e-05 ∣ avg_100 : 31883.474311 ∣ critic_nllloss : 25999.372070 ∣ critic_ganloss : -266.526236 ∣ generator_nllloss : 5167.477930 ∣ generator_ganloss : 1080.899707 ∣     [  std_z : 0.99  real_sub_fake : 858.09 ]
[  epoch 0027/0040] 1430/4800, lr:2.5e-05 ∣ avg_100 : 31885.202164 ∣ critic_nllloss : 25832.800781 ∣ critic_ganloss : -343.621811 ∣ generator_nllloss : 5208.145312 ∣ generator_ganloss : 1031.670605 ∣     [  std_z : 0.99  real_sub_fake : 1017.53 ]
[  epoch 0027/0040] 1440/4800, lr:2.5e-05 ∣ avg_100 : 31887.049659 ∣ critic_nllloss : 25979.886719 ∣ critic_ganloss : -310.997519 ∣ generator_nllloss : 5220.602344 ∣ generator_ganloss : 1049.135547 ∣     [  std_z : 1.00  real_sub_fake : 1309.05 ]
[  epoch 0027/0040] 1450/4800, lr:2.5e-05 ∣ avg_100 : 31888.580491 ∣ critic_nllloss : 25913.225977 ∣ critic_ganloss : -348.413785 ∣ generator_nllloss : 5327.725781 ∣ generator_ganloss : 1071.675000 ∣     [  std_z : 1.00  real_sub_fake : 1310.54 ]
[  epoch 0027/0040] 1460/4800, lr:2.5e-05 ∣ avg_100 : 31888.307724 ∣ critic_nllloss : 25991.495508 ∣ critic_ganloss : -314.038293 ∣ generator_nllloss : 5234.994531 ∣ generator_ganloss : 1088.983301 ∣     [  std_z : 1.00  real_sub_fake : 1261.82 ]
[  epoch 0027/0040] 1470/4800, lr:2.5e-05 ∣ avg_100 : 31887.885110 ∣ critic_nllloss : 25889.886328 ∣ critic_ganloss : -323.298495 ∣ generator_nllloss : 5281.369141 ∣ generator_ganloss : 1101.227832 ∣     [  std_z : 0.99  real_sub_fake : 1138.19 ]
[  epoch 0027/0040] 1480/4800, lr:2.5e-05 ∣ avg_100 : 31886.875832 ∣ critic_nllloss : 25634.538477 ∣ critic_ganloss : -210.775421 ∣ generator_nllloss : 5189.044727 ∣ generator_ganloss : 1102.880859 ∣     [  std_z : 0.99  real_sub_fake : 1077.37 ]
[  epoch 0027/0040] 1490/4800, lr:2.5e-05 ∣ avg_100 : 31887.458258 ∣ critic_nllloss : 25777.081445 ∣ critic_ganloss : -194.760178 ∣ generator_nllloss : 5066.944531 ∣ generator_ganloss : 1070.913086 ∣     [  std_z : 0.99  real_sub_fake : 1089.23 ]
[  epoch 0027/0040] 1500/4800, lr:2.5e-05 ∣ avg_100 : 31884.030260 ∣ critic_nllloss : 25546.155273 ∣ critic_ganloss : -277.647324 ∣ generator_nllloss : 5032.163477 ∣ generator_ganloss : 1084.878760 ∣     [  std_z : 1.00  real_sub_fake : 865.58 ]
[  epoch 0027/0040] 1510/4800, lr:2.5e-05 ∣ avg_100 : 31881.582004 ∣ critic_nllloss : 25830.662109 ∣ critic_ganloss : -257.506421 ∣ generator_nllloss : 5086.163867 ∣ generator_ganloss : 1056.553955 ∣     [  std_z : 1.00  real_sub_fake : 960.77 ]
[  epoch 0027/0040] 1520/4800, lr:2.5e-05 ∣ avg_100 : 31881.648864 ∣ critic_nllloss : 25866.307422 ∣ critic_ganloss : -212.651184 ∣ generator_nllloss : 5077.370313 ∣ generator_ganloss : 1061.388428 ∣     [  std_z : 1.00  real_sub_fake : 975.09 ]
[  epoch 0027/0040] 1530/4800, lr:2.5e-05 ∣ avg_100 : 31879.536920 ∣ critic_nllloss : 25782.972070 ∣ critic_ganloss : -235.157253 ∣ generator_nllloss : 5188.935156 ∣ generator_ganloss : 1090.493311 ∣     [  std_z : 1.00  real_sub_fake : 928.51 ]
[  epoch 0027/0040] 1540/4800, lr:2.5e-05 ∣ avg_100 : 31883.174100 ∣ critic_nllloss : 25906.873633 ∣ critic_ganloss : -204.758829 ∣ generator_nllloss : 5228.865625 ∣ generator_ganloss : 1114.907080 ∣     [  std_z : 0.99  real_sub_fake : 858.99 ]
[  epoch 0027/0040] 1550/4800, lr:2.5e-05 ∣ avg_100 : 31881.911628 ∣ critic_nllloss : 26044.351562 ∣ critic_ganloss : -279.861768 ∣ generator_nllloss : 5108.371484 ∣ generator_ganloss : 1071.826221 ∣     [  std_z : 0.99  real_sub_fake : 977.31 ]
[  epoch 0027/0040] 1560/4800, lr:2.5e-05 ∣ avg_100 : 31885.063761 ∣ critic_nllloss : 26030.449414 ∣ critic_ganloss : -303.342297 ∣ generator_nllloss : 5271.335156 ∣ generator_ganloss : 1082.291748 ∣     [  std_z : 0.99  real_sub_fake : 1027.99 ]
[  epoch 0027/0040] 1570/4800, lr:2.5e-05 ∣ avg_100 : 31883.325519 ∣ critic_nllloss : 25850.403711 ∣ critic_ganloss : -374.062289 ∣ generator_nllloss : 5085.452734 ∣ generator_ganloss : 1074.857617 ∣     [  std_z : 1.00  real_sub_fake : 1103.89 ]
[  epoch 0027/0040] 1580/4800, lr:2.5e-05 ∣ avg_100 : 31882.590707 ∣ critic_nllloss : 25905.203320 ∣ critic_ganloss : -287.490042 ∣ generator_nllloss : 5207.534766 ∣ generator_ganloss : 1074.587354 ∣     [  std_z : 1.00  real_sub_fake : 1252.27 ]
[  epoch 0027/0040] 1590/4800, lr:2.5e-05 ∣ avg_100 : 31879.669393 ∣ critic_nllloss : 25877.263477 ∣ critic_ganloss : -366.858075 ∣ generator_nllloss : 5170.622656 ∣ generator_ganloss : 1066.225049 ∣     [  std_z : 1.00  real_sub_fake : 1349.39 ]
[  epoch 0027/0040] 1600/4800, lr:2.5e-05 ∣ avg_100 : 31880.607336 ∣ critic_nllloss : 26000.391016 ∣ critic_ganloss : -230.259018 ∣ generator_nllloss : 5124.587695 ∣ generator_ganloss : 1107.476367 ∣     [  std_z : 1.00  real_sub_fake : 1023.56 ]
[  epoch 0027/0040] 1610/4800, lr:2.5e-05 ∣ avg_100 : 31879.403382 ∣ critic_nllloss : 25792.679102 ∣ critic_ganloss : -230.590608 ∣ generator_nllloss : 5075.665039 ∣ generator_ganloss : 1095.718408 ∣     [  std_z : 1.00  real_sub_fake : 735.48 ]
[  epoch 0027/0040] 1620/4800, lr:2.5e-05 ∣ avg_100 : 31875.750142 ∣ critic_nllloss : 25619.273633 ∣ critic_ganloss : -229.237016 ∣ generator_nllloss : 5082.194531 ∣ generator_ganloss : 1071.827930 ∣     [  std_z : 0.99  real_sub_fake : 699.08 ]
[  epoch 0027/0040] 1630/4800, lr:2.5e-05 ∣ avg_100 : 31873.361945 ∣ critic_nllloss : 25821.188867 ∣ critic_ganloss : -256.962067 ∣ generator_nllloss : 5074.098437 ∣ generator_ganloss : 1048.350830 ∣     [  std_z : 0.99  real_sub_fake : 961.77 ]
[  epoch 0027/0040] 1640/4800, lr:2.5e-05 ∣ avg_100 : 31873.791315 ∣ critic_nllloss : 26070.170117 ∣ critic_ganloss : -273.807373 ∣ generator_nllloss : 5260.092188 ∣ generator_ganloss : 1043.567725 ∣     [  std_z : 0.99  real_sub_fake : 1060.34 ]
[  epoch 0027/0040] 1650/4800, lr:2.5e-05 ∣ avg_100 : 31872.145706 ∣ critic_nllloss : 25912.229297 ∣ critic_ganloss : -288.020694 ∣ generator_nllloss : 5161.496680 ∣ generator_ganloss : 1024.347998 ∣     [  std_z : 0.99  real_sub_fake : 1133.42 ]
[  epoch 0027/0040] 1660/4800, lr:2.5e-05 ∣ avg_100 : 31869.699287 ∣ critic_nllloss : 25969.676758 ∣ critic_ganloss : -281.180597 ∣ generator_nllloss : 5184.326758 ∣ generator_ganloss : 1025.240918 ∣     [  std_z : 0.99  real_sub_fake : 1151.96 ]
[  epoch 0027/0040] 1670/4800, lr:2.5e-05 ∣ avg_100 : 31868.035992 ∣ critic_nllloss : 25721.614453 ∣ critic_ganloss : -246.167407 ∣ generator_nllloss : 5106.300391 ∣ generator_ganloss : 1039.062939 ∣     [  std_z : 0.99  real_sub_fake : 1050.87 ]
[  epoch 0027/0040] 1680/4800, lr:2.5e-05 ∣ avg_100 : 31866.779335 ∣ critic_nllloss : 25937.368945 ∣ critic_ganloss : -282.424335 ∣ generator_nllloss : 5132.402148 ∣ generator_ganloss : 1044.337744 ∣     [  std_z : 1.00  real_sub_fake : 1055.83 ]
[  epoch 0027/0040] 1690/4800, lr:2.5e-05 ∣ avg_100 : 31864.404791 ∣ critic_nllloss : 26035.985742 ∣ critic_ganloss : -333.919897 ∣ generator_nllloss : 5151.438086 ∣ generator_ganloss : 1028.443750 ∣     [  std_z : 1.01  real_sub_fake : 1215.32 ]
[  epoch 0027/0040] 1700/4800, lr:2.5e-05 ∣ avg_100 : 31864.641931 ∣ critic_nllloss : 25772.279297 ∣ critic_ganloss : -334.176657 ∣ generator_nllloss : 5210.770117 ∣ generator_ganloss : 1063.946582 ∣     [  std_z : 1.00  real_sub_fake : 1171.46 ]
[  epoch 0027/0040] 1710/4800, lr:2.5e-05 ∣ avg_100 : 31870.246653 ∣ critic_nllloss : 26080.966992 ∣ critic_ganloss : -222.523119 ∣ generator_nllloss : 5234.871875 ∣ generator_ganloss : 1087.435352 ∣     [  std_z : 0.99  real_sub_fake : 1127.51 ]
[  epoch 0027/0040] 1720/4800, lr:2.5e-05 ∣ avg_100 : 31868.429476 ∣ critic_nllloss : 25814.042773 ∣ critic_ganloss : -266.601627 ∣ generator_nllloss : 5182.830859 ∣ generator_ganloss : 1098.649414 ∣     [  std_z : 0.98  real_sub_fake : 1070.20 ]
[  epoch 0027/0040] 1730/4800, lr:2.5e-05 ∣ avg_100 : 31870.572345 ∣ critic_nllloss : 25810.195703 ∣ critic_ganloss : -263.752647 ∣ generator_nllloss : 5280.921875 ∣ generator_ganloss : 1084.066260 ∣     [  std_z : 0.99  real_sub_fake : 987.77 ]
[  epoch 0027/0040] 1740/4800, lr:2.5e-05 ∣ avg_100 : 31870.341253 ∣ critic_nllloss : 26007.010547 ∣ critic_ganloss : -275.001794 ∣ generator_nllloss : 5216.398828 ∣ generator_ganloss : 1073.328906 ∣     [  std_z : 1.00  real_sub_fake : 1098.30 ]
[  epoch 0027/0040] 1750/4800, lr:2.5e-05 ∣ avg_100 : 31870.429168 ∣ critic_nllloss : 26019.181445 ∣ critic_ganloss : -262.114142 ∣ generator_nllloss : 5237.993750 ∣ generator_ganloss : 1077.880811 ∣     [  std_z : 0.99  real_sub_fake : 1047.06 ]
[  epoch 0027/0040] 1760/4800, lr:2.5e-05 ∣ avg_100 : 31873.405054 ∣ critic_nllloss : 25794.251563 ∣ critic_ganloss : -236.088916 ∣ generator_nllloss : 5271.451172 ∣ generator_ganloss : 1086.870654 ∣     [  std_z : 0.99  real_sub_fake : 992.88 ]
[  epoch 0027/0040] 1770/4800, lr:2.5e-05 ∣ avg_100 : 31877.356591 ∣ critic_nllloss : 25900.250391 ∣ critic_ganloss : -273.070070 ∣ generator_nllloss : 5264.081641 ∣ generator_ganloss : 1076.571973 ∣     [  std_z : 0.99  real_sub_fake : 950.49 ]
[  epoch 0027/0040] 1780/4800, lr:2.5e-05 ∣ avg_100 : 31877.264836 ∣ critic_nllloss : 25934.229492 ∣ critic_ganloss : -275.786833 ∣ generator_nllloss : 5187.229688 ∣ generator_ganloss : 1060.562988 ∣     [  std_z : 0.99  real_sub_fake : 898.77 ]
[  epoch 0027/0040] 1790/4800, lr:2.5e-05 ∣ avg_100 : 31877.017139 ∣ critic_nllloss : 25887.923047 ∣ critic_ganloss : -246.267236 ∣ generator_nllloss : 5189.366992 ∣ generator_ganloss : 1051.521680 ∣     [  std_z : 0.99  real_sub_fake : 1031.73 ]
[  epoch 0027/0040] 1800/4800, lr:2.5e-05 ∣ avg_100 : 31874.697798 ∣ critic_nllloss : 25907.102734 ∣ critic_ganloss : -320.878653 ∣ generator_nllloss : 5110.900195 ∣ generator_ganloss : 1066.780322 ∣     [  std_z : 0.99  real_sub_fake : 1040.33 ]
[  epoch 0027/0040] 1810/4800, lr:2.5e-05 ∣ avg_100 : 31873.102425 ∣ critic_nllloss : 25771.027148 ∣ critic_ganloss : -332.944150 ∣ generator_nllloss : 5103.260742 ∣ generator_ganloss : 1033.651465 ∣     [  std_z : 1.00  real_sub_fake : 1204.15 ]
[  epoch 0027/0040] 1820/4800, lr:2.5e-05 ∣ avg_100 : 31874.306487 ∣ critic_nllloss : 25945.208203 ∣ critic_ganloss : -365.631784 ∣ generator_nllloss : 5234.721875 ∣ generator_ganloss : 1063.013965 ∣     [  std_z : 0.99  real_sub_fake : 1373.08 ]
[  epoch 0027/0040] 1830/4800, lr:2.5e-05 ∣ avg_100 : 31872.384300 ∣ critic_nllloss : 25775.533789 ∣ critic_ganloss : -305.122488 ∣ generator_nllloss : 5023.759570 ∣ generator_ganloss : 1067.902148 ∣     [  std_z : 1.00  real_sub_fake : 1126.11 ]
[  epoch 0027/0040] 1840/4800, lr:2.5e-05 ∣ avg_100 : 31871.950408 ∣ critic_nllloss : 25780.780273 ∣ critic_ganloss : -250.376660 ∣ generator_nllloss : 5196.760938 ∣ generator_ganloss : 1066.335107 ∣     [  std_z : 1.00  real_sub_fake : 1216.80 ]
[  epoch 0027/0040] 1850/4800, lr:2.5e-05 ∣ avg_100 : 31869.134906 ∣ critic_nllloss : 25690.241602 ∣ critic_ganloss : -322.714789 ∣ generator_nllloss : 5191.107422 ∣ generator_ganloss : 1084.605469 ∣     [  std_z : 0.99  real_sub_fake : 1125.03 ]
[  epoch 0027/0040] 1860/4800, lr:2.5e-05 ∣ avg_100 : 31868.895151 ∣ critic_nllloss : 26038.423633 ∣ critic_ganloss : -301.081281 ∣ generator_nllloss : 5227.890625 ∣ generator_ganloss : 1070.981055 ∣     [  std_z : 0.99  real_sub_fake : 1151.69 ]
[  epoch 0027/0040] 1870/4800, lr:2.5e-05 ∣ avg_100 : 31866.545686 ∣ critic_nllloss : 25920.384961 ∣ critic_ganloss : -317.049741 ∣ generator_nllloss : 5151.527344 ∣ generator_ganloss : 1087.009521 ∣     [  std_z : 1.00  real_sub_fake : 1159.58 ]
[  epoch 0027/0040] 1880/4800, lr:2.5e-05 ∣ avg_100 : 31865.341753 ∣ critic_nllloss : 25851.220508 ∣ critic_ganloss : -252.242819 ∣ generator_nllloss : 5190.252734 ∣ generator_ganloss : 1061.697559 ∣     [  std_z : 0.99  real_sub_fake : 1113.50 ]
[  epoch 0027/0040] 1890/4800, lr:2.5e-05 ∣ avg_100 : 31868.714258 ∣ critic_nllloss : 26023.971094 ∣ critic_ganloss : -245.754852 ∣ generator_nllloss : 5273.924023 ∣ generator_ganloss : 1105.674854 ∣     [  std_z : 1.00  real_sub_fake : 1034.07 ]
[  epoch 0027/0040] 1900/4800, lr:2.5e-05 ∣ avg_100 : 31868.383926 ∣ critic_nllloss : 25771.773242 ∣ critic_ganloss : -323.779529 ∣ generator_nllloss : 5122.921875 ∣ generator_ganloss : 1060.084961 ∣     [  std_z : 1.00  real_sub_fake : 1045.82 ]
[  epoch 0027/0040] 1910/4800, lr:2.5e-05 ∣ avg_100 : 31865.939170 ∣ critic_nllloss : 25667.645898 ∣ critic_ganloss : -248.260727 ∣ generator_nllloss : 5149.315234 ∣ generator_ganloss : 1071.531641 ∣     [  std_z : 0.99  real_sub_fake : 1051.18 ]
[  epoch 0027/0040] 1920/4800, lr:2.5e-05 ∣ avg_100 : 31861.103934 ∣ critic_nllloss : 25564.132812 ∣ critic_ganloss : -292.737640 ∣ generator_nllloss : 5124.549609 ∣ generator_ganloss : 1087.414062 ∣     [  std_z : 0.98  real_sub_fake : 987.25 ]
[  epoch 0027/0040] 1930/4800, lr:2.5e-05 ∣ avg_100 : 31861.355953 ∣ critic_nllloss : 25888.665820 ∣ critic_ganloss : -400.534720 ∣ generator_nllloss : 5101.942773 ∣ generator_ganloss : 1076.414111 ∣     [  std_z : 0.98  real_sub_fake : 1179.22 ]
[  epoch 0027/0040] 1940/4800, lr:2.5e-05 ∣ avg_100 : 31858.690075 ∣ critic_nllloss : 25787.740039 ∣ critic_ganloss : -299.671384 ∣ generator_nllloss : 5164.042969 ∣ generator_ganloss : 1086.336426 ∣     [  std_z : 1.00  real_sub_fake : 1325.25 ]
[  epoch 0027/0040] 1950/4800, lr:2.5e-05 ∣ avg_100 : 31856.953145 ∣ critic_nllloss : 25749.551563 ∣ critic_ganloss : -231.210690 ∣ generator_nllloss : 5094.211523 ∣ generator_ganloss : 1051.179590 ∣     [  std_z : 1.00  real_sub_fake : 1132.16 ]
[  epoch 0027/0040] 1960/4800, lr:2.5e-05 ∣ avg_100 : 31860.376968 ∣ critic_nllloss : 25883.355273 ∣ critic_ganloss : -5.692701 ∣ generator_nllloss : 5159.744531 ∣ generator_ganloss : 1168.587598 ∣   [  std_z : 1.00  real_sub_fake : 485.75 ]
[  epoch 0027/0040] 1970/4800, lr:2.5e-05 ∣ avg_100 : 31866.472887 ∣ critic_nllloss : 25912.124219 ∣ critic_ganloss : 42.460224 ∣ generator_nllloss : 5152.408984 ∣ generator_ganloss : 1200.097314 ∣   [  std_z : 1.00  real_sub_fake : 0.10 ]
[  epoch 0027/0040] 1980/4800, lr:2.5e-05 ∣ avg_100 : 31865.301560 ∣ critic_nllloss : 25901.108984 ∣ critic_ganloss : 3.426818 ∣ generator_nllloss : 5114.933203 ∣ generator_ganloss : 1181.064844 ∣    [  std_z : 0.99  real_sub_fake : 26.07 ]
[  epoch 0027/0040] 1990/4800, lr:2.5e-05 ∣ avg_100 : 31865.930730 ∣ critic_nllloss : 25772.907422 ∣ critic_ganloss : -10.962018 ∣ generator_nllloss : 5142.466602 ∣ generator_ganloss : 1165.793555 ∣  [  std_z : 0.99  real_sub_fake : 40.46 ]
[  epoch 0027/0040] 2000/4800, lr:2.5e-05 ∣ avg_100 : 31867.551011 ∣ critic_nllloss : 25744.756641 ∣ critic_ganloss : -19.522263 ∣ generator_nllloss : 5199.508789 ∣ generator_ganloss : 1155.546875 ∣  [  std_z : 0.99  real_sub_fake : 57.93 ]
[  epoch 0027/0040] 2010/4800, lr:2.5e-05 ∣ avg_100 : 31871.962328 ∣ critic_nllloss : 25970.651367 ∣ critic_ganloss : -33.598707 ∣ generator_nllloss : 5296.389844 ∣ generator_ganloss : 1140.691943 ∣  [  std_z : 0.99  real_sub_fake : 90.75 ]
[  epoch 0027/0040] 2020/4800, lr:2.5e-05 ∣ avg_100 : 31870.808864 ∣ critic_nllloss : 25866.650781 ∣ critic_ganloss : -58.891700 ∣ generator_nllloss : 5102.578516 ∣ generator_ganloss : 1125.060645 ∣  [  std_z : 0.99  real_sub_fake : 146.31 ]
[  epoch 0027/0040] 2030/4800, lr:2.5e-05 ∣ avg_100 : 31870.527260 ∣ critic_nllloss : 25877.756836 ∣ critic_ganloss : -85.828369 ∣ generator_nllloss : 5153.393555 ∣ generator_ganloss : 1105.630859 ∣  [  std_z : 0.99  real_sub_fake : 224.27 ]
[  epoch 0027/0040] 2040/4800, lr:2.5e-05 ∣ avg_100 : 31873.532959 ∣ critic_nllloss : 25865.018164 ∣ critic_ganloss : -92.016693 ∣ generator_nllloss : 5250.439258 ∣ generator_ganloss : 1083.409570 ∣  [  std_z : 0.99  real_sub_fake : 269.54 ]
[  epoch 0027/0040] 2050/4800, lr:2.5e-05 ∣ avg_100 : 31874.718047 ∣ critic_nllloss : 25856.363477 ∣ critic_ganloss : -104.553997 ∣ generator_nllloss : 5205.445508 ∣ generator_ganloss : 1069.683154 ∣     [  std_z : 0.99  real_sub_fake : 329.20 ]
[  epoch 0027/0040] 2060/4800, lr:2.5e-05 ∣ avg_100 : 31875.036676 ∣ critic_nllloss : 25721.297852 ∣ critic_ganloss : -80.000853 ∣ generator_nllloss : 5272.099219 ∣ generator_ganloss : 1061.008691 ∣  [  std_z : 1.00  real_sub_fake : 318.24 ]
[  epoch 0027/0040] 2070/4800, lr:2.5e-05 ∣ avg_100 : 31873.910190 ∣ critic_nllloss : 25670.755078 ∣ critic_ganloss : -62.294477 ∣ generator_nllloss : 5048.387891 ∣ generator_ganloss : 1074.620020 ∣  [  std_z : 1.00  real_sub_fake : 273.10 ]
[  epoch 0027/0040] 2080/4800, lr:2.5e-05 ∣ avg_100 : 31875.640398 ∣ critic_nllloss : 25772.308008 ∣ critic_ganloss : -68.053756 ∣ generator_nllloss : 5107.181250 ∣ generator_ganloss : 1088.181787 ∣  [  std_z : 1.00  real_sub_fake : 247.80 ]
[  epoch 0027/0040] 2090/4800, lr:2.5e-05 ∣ avg_100 : 31877.786275 ∣ critic_nllloss : 25808.417383 ∣ critic_ganloss : -105.066900 ∣ generator_nllloss : 5205.868164 ∣ generator_ganloss : 1103.496094 ∣     [  std_z : 0.99  real_sub_fake : 297.08 ]
[  epoch 0027/0040] 2100/4800, lr:2.5e-05 ∣ avg_100 : 31881.516009 ∣ critic_nllloss : 25937.652344 ∣ critic_ganloss : -108.467581 ∣ generator_nllloss : 5175.561328 ∣ generator_ganloss : 1111.074023 ∣     [  std_z : 0.99  real_sub_fake : 315.34 ]
[  epoch 0027/0040] 2110/4800, lr:2.5e-05 ∣ avg_100 : 31882.063383 ∣ critic_nllloss : 25826.255859 ∣ critic_ganloss : -123.990573 ∣ generator_nllloss : 5156.584375 ∣ generator_ganloss : 1103.977979 ∣     [  std_z : 0.99  real_sub_fake : 385.45 ]
[  epoch 0027/0040] 2120/4800, lr:2.5e-05 ∣ avg_100 : 31888.734021 ∣ critic_nllloss : 25990.867383 ∣ critic_ganloss : -146.885624 ∣ generator_nllloss : 5162.618945 ∣ generator_ganloss : 1094.756787 ∣     [  std_z : 0.99  real_sub_fake : 448.44 ]
[  epoch 0027/0040] 2130/4800, lr:2.5e-05 ∣ avg_100 : 31888.552806 ∣ critic_nllloss : 25782.749609 ∣ critic_ganloss : -98.665424 ∣ generator_nllloss : 5118.213477 ∣ generator_ganloss : 1074.545996 ∣  [  std_z : 1.00  real_sub_fake : 425.81 ]
[  epoch 0027/0040] 2140/4800, lr:2.5e-05 ∣ avg_100 : 31886.781668 ∣ critic_nllloss : 25821.295898 ∣ critic_ganloss : -81.532380 ∣ generator_nllloss : 5205.226367 ∣ generator_ganloss : 1077.114990 ∣  [  std_z : 1.00  real_sub_fake : 362.33 ]
[  epoch 0027/0040] 2150/4800, lr:2.5e-05 ∣ avg_100 : 31890.713715 ∣ critic_nllloss : 26026.892773 ∣ critic_ganloss : -134.232355 ∣ generator_nllloss : 5216.771484 ∣ generator_ganloss : 1088.798535 ∣     [  std_z : 0.99  real_sub_fake : 411.94 ]
[  epoch 0027/0040] 2160/4800, lr:2.5e-05 ∣ avg_100 : 31891.450154 ∣ critic_nllloss : 25845.537695 ∣ critic_ganloss : -130.228214 ∣ generator_nllloss : 5169.449219 ∣ generator_ganloss : 1078.373291 ∣     [  std_z : 0.99  real_sub_fake : 430.74 ]
[  epoch 0027/0040] 2170/4800, lr:2.5e-05 ∣ avg_100 : 31892.892762 ∣ critic_nllloss : 25953.096289 ∣ critic_ganloss : -92.283116 ∣ generator_nllloss : 5223.267969 ∣ generator_ganloss : 1058.932227 ∣  [  std_z : 0.99  real_sub_fake : 421.86 ]
[  epoch 0027/0040] 2180/4800, lr:2.5e-05 ∣ avg_100 : 31891.531668 ∣ critic_nllloss : 25816.503516 ∣ critic_ganloss : -147.805781 ∣ generator_nllloss : 5128.783984 ∣ generator_ganloss : 1042.070557 ∣     [  std_z : 0.99  real_sub_fake : 492.46 ]
[  epoch 0027/0040] 2190/4800, lr:2.5e-05 ∣ avg_100 : 31891.584732 ∣ critic_nllloss : 25817.878711 ∣ critic_ganloss : -172.043419 ∣ generator_nllloss : 5241.898242 ∣ generator_ganloss : 1031.132129 ∣     [  std_z : 0.99  real_sub_fake : 528.05 ]
[  epoch 0027/0040] 2200/4800, lr:2.5e-05 ∣ avg_100 : 31891.224198 ∣ critic_nllloss : 25937.397266 ∣ critic_ganloss : -151.875061 ∣ generator_nllloss : 5168.875195 ∣ generator_ganloss : 1022.035059 ∣     [  std_z : 0.99  real_sub_fake : 605.50 ]
[  epoch 0027/0040] 2210/4800, lr:2.5e-05 ∣ avg_100 : 31890.055724 ∣ critic_nllloss : 25849.458203 ∣ critic_ganloss : -153.411024 ∣ generator_nllloss : 5191.089844 ∣ generator_ganloss : 1026.633057 ∣     [  std_z : 0.99  real_sub_fake : 665.39 ]
[  epoch 0027/0040] 2220/4800, lr:2.5e-05 ∣ avg_100 : 31889.379287 ∣ critic_nllloss : 25732.130078 ∣ critic_ganloss : -158.682765 ∣ generator_nllloss : 5154.504492 ∣ generator_ganloss : 1050.633008 ∣     [  std_z : 0.99  real_sub_fake : 619.39 ]
[  epoch 0027/0040] 2230/4800, lr:2.5e-05 ∣ avg_100 : 31892.386869 ∣ critic_nllloss : 25813.947070 ∣ critic_ganloss : -120.389154 ∣ generator_nllloss : 5233.424414 ∣ generator_ganloss : 1061.422852 ∣     [  std_z : 0.99  real_sub_fake : 532.63 ]
[  epoch 0027/0040] 2240/4800, lr:2.5e-05 ∣ avg_100 : 31889.292263 ∣ critic_nllloss : 25790.892578 ∣ critic_ganloss : -152.431476 ∣ generator_nllloss : 5109.627930 ∣ generator_ganloss : 1074.253613 ∣     [  std_z : 0.99  real_sub_fake : 511.78 ]
[  epoch 0027/0040] 2250/4800, lr:2.5e-05 ∣ avg_100 : 31891.816415 ∣ critic_nllloss : 25964.577148 ∣ critic_ganloss : -199.824553 ∣ generator_nllloss : 5132.880078 ∣ generator_ganloss : 1069.724072 ∣     [  std_z : 0.99  real_sub_fake : 664.03 ]
[  epoch 0027/0040] 2260/4800, lr:2.5e-05 ∣ avg_100 : 31890.394683 ∣ critic_nllloss : 25713.065234 ∣ critic_ganloss : -253.780774 ∣ generator_nllloss : 5051.568750 ∣ generator_ganloss : 1047.358740 ∣     [  std_z : 0.99  real_sub_fake : 827.86 ]
[  epoch 0027/0040] 2270/4800, lr:2.5e-05 ∣ avg_100 : 31888.797913 ∣ critic_nllloss : 25763.064844 ∣ critic_ganloss : -223.131177 ∣ generator_nllloss : 5069.601562 ∣ generator_ganloss : 1055.108691 ∣     [  std_z : 1.00  real_sub_fake : 949.30 ]
[  epoch 0027/0040] 2280/4800, lr:2.5e-05 ∣ avg_100 : 31888.513952 ∣ critic_nllloss : 26040.945312 ∣ critic_ganloss : -225.054686 ∣ generator_nllloss : 5184.695703 ∣ generator_ganloss : 1050.154785 ∣     [  std_z : 1.00  real_sub_fake : 878.03 ]
[  epoch 0027/0040] 2290/4800, lr:2.5e-05 ∣ avg_100 : 31887.929799 ∣ critic_nllloss : 25786.356445 ∣ critic_ganloss : -251.058897 ∣ generator_nllloss : 5088.195312 ∣ generator_ganloss : 1011.999707 ∣     [  std_z : 1.00  real_sub_fake : 840.41 ]
[  epoch 0027/0040] 2300/4800, lr:2.5e-05 ∣ avg_100 : 31888.141726 ∣ critic_nllloss : 25873.591992 ∣ critic_ganloss : -215.018853 ∣ generator_nllloss : 5102.014453 ∣ generator_ganloss : 1045.788721 ∣     [  std_z : 0.99  real_sub_fake : 798.60 ]
[  epoch 0027/0040] 2310/4800, lr:2.5e-05 ∣ avg_100 : 31887.105835 ∣ critic_nllloss : 25801.919922 ∣ critic_ganloss : -209.545453 ∣ generator_nllloss : 5240.483789 ∣ generator_ganloss : 1056.493359 ∣     [  std_z : 0.99  real_sub_fake : 771.68 ]
[  epoch 0027/0040] 2320/4800, lr:2.5e-05 ∣ avg_100 : 31887.188523 ∣ critic_nllloss : 25800.528906 ∣ critic_ganloss : -319.164511 ∣ generator_nllloss : 5203.964648 ∣ generator_ganloss : 1022.434131 ∣     [  std_z : 0.99  real_sub_fake : 997.24 ]
[  epoch 0027/0040] 2330/4800, lr:2.5e-05 ∣ avg_100 : 31883.671194 ∣ critic_nllloss : 25666.167187 ∣ critic_ganloss : -270.504611 ∣ generator_nllloss : 5149.812305 ∣ generator_ganloss : 1034.616699 ∣     [  std_z : 0.99  real_sub_fake : 1058.41 ]
[  epoch 0027/0040] 2340/4800, lr:2.5e-05 ∣ avg_100 : 31882.949178 ∣ critic_nllloss : 25930.097852 ∣ critic_ganloss : -310.447485 ∣ generator_nllloss : 5199.424805 ∣ generator_ganloss : 1030.546484 ∣     [  std_z : 0.99  real_sub_fake : 1188.81 ]
[  epoch 0027/0040] 2350/4800, lr:2.5e-05 ∣ avg_100 : 31881.521237 ∣ critic_nllloss : 25888.865430 ∣ critic_ganloss : -337.350409 ∣ generator_nllloss : 5159.319336 ∣ generator_ganloss : 1035.919043 ∣     [  std_z : 0.99  real_sub_fake : 1234.19 ]
[  epoch 0027/0040] 2360/4800, lr:2.5e-05 ∣ avg_100 : 31882.229486 ∣ critic_nllloss : 25862.732617 ∣ critic_ganloss : -353.650439 ∣ generator_nllloss : 5204.208594 ∣ generator_ganloss : 1069.130713 ∣     [  std_z : 1.00  real_sub_fake : 1192.87 ]
[  epoch 0027/0040] 2370/4800, lr:2.5e-05 ∣ avg_100 : 31883.091215 ∣ critic_nllloss : 25860.588086 ∣ critic_ganloss : -179.577545 ∣ generator_nllloss : 5188.919922 ∣ generator_ganloss : 1084.025244 ∣     [  std_z : 1.00  real_sub_fake : 1176.90 ]
[  epoch 0027/0040] 2380/4800, lr:2.5e-05 ∣ avg_100 : 31880.060079 ∣ critic_nllloss : 25804.653711 ∣ critic_ganloss : -238.211771 ∣ generator_nllloss : 5143.058203 ∣ generator_ganloss : 1096.687207 ∣     [  std_z : 0.99  real_sub_fake : 1036.48 ]
[  epoch 0027/0040] 2390/4800, lr:2.5e-05 ∣ avg_100 : 31879.845285 ∣ critic_nllloss : 25948.388281 ∣ critic_ganloss : -301.631311 ∣ generator_nllloss : 5110.406445 ∣ generator_ganloss : 1108.552148 ∣     [  std_z : 0.99  real_sub_fake : 1099.05 ]
[  epoch 0027/0040] 2400/4800, lr:2.5e-05 ∣ avg_100 : 31878.415530 ∣ critic_nllloss : 25820.628711 ∣ critic_ganloss : -335.803519 ∣ generator_nllloss : 5166.024805 ∣ generator_ganloss : 1079.027100 ∣     [  std_z : 0.99  real_sub_fake : 1185.95 ]
[  epoch 0027/0040] 2410/4800, lr:2.5e-05 ∣ avg_100 : 31877.866581 ∣ critic_nllloss : 25893.746289 ∣ critic_ganloss : -203.457233 ∣ generator_nllloss : 5198.617578 ∣ generator_ganloss : 1093.837891 ∣     [  std_z : 0.99  real_sub_fake : 1229.34 ]
[  epoch 0027/0040] 2420/4800, lr:2.5e-05 ∣ avg_100 : 31874.357576 ∣ critic_nllloss : 25755.945508 ∣ critic_ganloss : -286.071268 ∣ generator_nllloss : 5083.033203 ∣ generator_ganloss : 1077.415527 ∣     [  std_z : 0.99  real_sub_fake : 1049.38 ]
[  epoch 0027/0040] 2430/4800, lr:2.5e-05 ∣ avg_100 : 31875.069413 ∣ critic_nllloss : 25800.555273 ∣ critic_ganloss : -269.792622 ∣ generator_nllloss : 5195.940234 ∣ generator_ganloss : 1073.475732 ∣     [  std_z : 1.00  real_sub_fake : 956.51 ]
[  epoch 0027/0040] 2440/4800, lr:2.5e-05 ∣ avg_100 : 31875.561285 ∣ critic_nllloss : 25973.067383 ∣ critic_ganloss : -278.959178 ∣ generator_nllloss : 5209.102930 ∣ generator_ganloss : 1084.603125 ∣     [  std_z : 1.00  real_sub_fake : 1024.91 ]
[  epoch 0027/0040] 2450/4800, lr:2.5e-05 ∣ avg_100 : 31872.487817 ∣ critic_nllloss : 25711.165234 ∣ critic_ganloss : -347.626352 ∣ generator_nllloss : 5213.300391 ∣ generator_ganloss : 1080.026855 ∣     [  std_z : 1.00  real_sub_fake : 1047.45 ]
[  epoch 0027/0040] 2460/4800, lr:2.5e-05 ∣ avg_100 : 31873.974120 ∣ critic_nllloss : 26158.634961 ∣ critic_ganloss : -322.096585 ∣ generator_nllloss : 5211.262109 ∣ generator_ganloss : 1102.264941 ∣     [  std_z : 0.99  real_sub_fake : 1205.91 ]
[  epoch 0027/0040] 2470/4800, lr:2.5e-05 ∣ avg_100 : 31871.790966 ∣ critic_nllloss : 25813.468359 ∣ critic_ganloss : -323.982739 ∣ generator_nllloss : 5150.412891 ∣ generator_ganloss : 1090.970801 ∣     [  std_z : 0.99  real_sub_fake : 1255.62 ]
[  epoch 0027/0040] 2480/4800, lr:2.5e-05 ∣ avg_100 : 31876.113629 ∣ critic_nllloss : 26061.068164 ∣ critic_ganloss : -353.998883 ∣ generator_nllloss : 5329.726953 ∣ generator_ganloss : 1111.158789 ∣     [  std_z : 1.00  real_sub_fake : 1271.81 ]
[  epoch 0027/0040] 2490/4800, lr:2.5e-05 ∣ avg_100 : 31874.780589 ∣ critic_nllloss : 25620.947656 ∣ critic_ganloss : -277.031866 ∣ generator_nllloss : 5122.073242 ∣ generator_ganloss : 1120.885840 ∣     [  std_z : 1.00  real_sub_fake : 1167.56 ]
[  epoch 0027/0040] 2500/4800, lr:2.5e-05 ∣ avg_100 : 31881.762970 ∣ critic_nllloss : 25969.308398 ∣ critic_ganloss : -186.146240 ∣ generator_nllloss : 5201.643750 ∣ generator_ganloss : 1098.982324 ∣     [  std_z : 1.00  real_sub_fake : 1108.07 ]
[  epoch 0027/0040] 2510/4800, lr:2.5e-05 ∣ avg_100 : 31884.916602 ∣ critic_nllloss : 25861.325195 ∣ critic_ganloss : -234.823648 ∣ generator_nllloss : 5266.506836 ∣ generator_ganloss : 1138.228369 ∣     [  std_z : 0.99  real_sub_fake : 883.59 ]
[  epoch 0027/0040] 2520/4800, lr:2.5e-05 ∣ avg_100 : 31884.097919 ∣ critic_nllloss : 25823.104297 ∣ critic_ganloss : -270.582581 ∣ generator_nllloss : 5041.767969 ∣ generator_ganloss : 1116.257031 ∣     [  std_z : 0.99  real_sub_fake : 852.78 ]
[  epoch 0027/0040] 2530/4800, lr:2.5e-05 ∣ avg_100 : 31885.394218 ∣ critic_nllloss : 26008.240430 ∣ critic_ganloss : -287.428836 ∣ generator_nllloss : 5167.511328 ∣ generator_ganloss : 1068.550195 ∣     [  std_z : 0.99  real_sub_fake : 1085.66 ]
[  epoch 0027/0040] 2540/4800, lr:2.5e-05 ∣ avg_100 : 31881.068776 ∣ critic_nllloss : 25757.266211 ∣ critic_ganloss : -304.652899 ∣ generator_nllloss : 5073.653906 ∣ generator_ganloss : 1087.076074 ∣     [  std_z : 1.00  real_sub_fake : 1079.45 ]
[  epoch 0027/0040] 2550/4800, lr:2.5e-05 ∣ avg_100 : 31881.850109 ∣ critic_nllloss : 25989.565820 ∣ critic_ganloss : -241.240671 ∣ generator_nllloss : 5160.797852 ∣ generator_ganloss : 1113.697803 ∣     [  std_z : 0.99  real_sub_fake : 1037.86 ]
[  epoch 0027/0040] 2560/4800, lr:2.5e-05 ∣ avg_100 : 31880.476643 ∣ critic_nllloss : 25913.688672 ∣ critic_ganloss : -223.317065 ∣ generator_nllloss : 5183.257227 ∣ generator_ganloss : 1069.758643 ∣     [  std_z : 1.00  real_sub_fake : 1016.41 ]
[  epoch 0027/0040] 2570/4800, lr:2.5e-05 ∣ avg_100 : 31880.800458 ∣ critic_nllloss : 25741.008008 ∣ critic_ganloss : -340.396844 ∣ generator_nllloss : 5180.131250 ∣ generator_ganloss : 1088.290869 ∣     [  std_z : 0.99  real_sub_fake : 975.56 ]
[  epoch 0027/0040] 2580/4800, lr:2.5e-05 ∣ avg_100 : 31882.711663 ∣ critic_nllloss : 26120.967578 ∣ critic_ganloss : -321.014337 ∣ generator_nllloss : 5186.290625 ∣ generator_ganloss : 1104.711963 ∣     [  std_z : 0.99  real_sub_fake : 986.62 ]
[  epoch 0027/0040] 2590/4800, lr:2.5e-05 ∣ avg_100 : 31881.209810 ∣ critic_nllloss : 25718.101562 ∣ critic_ganloss : -307.089169 ∣ generator_nllloss : 5085.767969 ∣ generator_ganloss : 1100.287500 ∣     [  std_z : 0.99  real_sub_fake : 1134.34 ]
[  epoch 0027/0040] 2600/4800, lr:2.5e-05 ∣ avg_100 : 31881.361531 ∣ critic_nllloss : 25993.591797 ∣ critic_ganloss : -218.891620 ∣ generator_nllloss : 5161.059180 ∣ generator_ganloss : 1081.608789 ∣     [  std_z : 1.00  real_sub_fake : 1265.78 ]
[  epoch 0027/0040] 2610/4800, lr:2.5e-05 ∣ avg_100 : 31882.560886 ∣ critic_nllloss : 25729.267773 ∣ critic_ganloss : -138.264123 ∣ generator_nllloss : 5153.961133 ∣ generator_ganloss : 1108.442676 ∣     [  std_z : 1.00  real_sub_fake : 758.05 ]
[  epoch 0027/0040] 2620/4800, lr:2.5e-05 ∣ avg_100 : 31883.758846 ∣ critic_nllloss : 25619.692188 ∣ critic_ganloss : -189.952718 ∣ generator_nllloss : 5150.522266 ∣ generator_ganloss : 1083.593359 ∣     [  std_z : 0.99  real_sub_fake : 617.69 ]
[  epoch 0027/0040] 2630/4800, lr:2.5e-05 ∣ avg_100 : 31888.367549 ∣ critic_nllloss : 26150.506055 ∣ critic_ganloss : -244.827596 ∣ generator_nllloss : 5198.762109 ∣ generator_ganloss : 1043.105762 ∣     [  std_z : 0.99  real_sub_fake : 923.27 ]
[  epoch 0027/0040] 2640/4800, lr:2.5e-05 ∣ avg_100 : 31885.990676 ∣ critic_nllloss : 25882.550977 ∣ critic_ganloss : -285.884448 ∣ generator_nllloss : 5210.691602 ∣ generator_ganloss : 1054.977246 ∣     [  std_z : 0.99  real_sub_fake : 943.36 ]
[  epoch 0027/0040] 2650/4800, lr:2.5e-05 ∣ avg_100 : 31885.160150 ∣ critic_nllloss : 25718.477539 ∣ critic_ganloss : -231.548972 ∣ generator_nllloss : 5164.508594 ∣ generator_ganloss : 1075.563477 ∣     [  std_z : 1.00  real_sub_fake : 825.20 ]
[  epoch 0027/0040] 2660/4800, lr:2.5e-05 ∣ avg_100 : 31883.860451 ∣ critic_nllloss : 26024.234180 ∣ critic_ganloss : -358.095297 ∣ generator_nllloss : 5048.044531 ∣ generator_ganloss : 1053.910547 ∣     [  std_z : 1.00  real_sub_fake : 1145.24 ]
[  epoch 0027/0040] 2670/4800, lr:2.5e-05 ∣ avg_100 : 31885.850295 ∣ critic_nllloss : 25843.025000 ∣ critic_ganloss : -277.039085 ∣ generator_nllloss : 5149.346875 ∣ generator_ganloss : 1104.462012 ∣     [  std_z : 1.00  real_sub_fake : 1173.19 ]
[  epoch 0027/0040] 2680/4800, lr:2.5e-05 ∣ avg_100 : 31886.438206 ∣ critic_nllloss : 25923.283789 ∣ critic_ganloss : -320.531943 ∣ generator_nllloss : 5198.374609 ∣ generator_ganloss : 1089.349170 ∣     [  std_z : 1.00  real_sub_fake : 1068.80 ]
[  epoch 0027/0040] 2690/4800, lr:2.5e-05 ∣ avg_100 : 31887.483987 ∣ critic_nllloss : 25808.884375 ∣ critic_ganloss : -226.388715 ∣ generator_nllloss : 5274.696484 ∣ generator_ganloss : 1129.333594 ∣     [  std_z : 0.99  real_sub_fake : 972.40 ]
[  epoch 0027/0040] 2700/4800, lr:2.5e-05 ∣ avg_100 : 31891.671224 ∣ critic_nllloss : 26004.248828 ∣ critic_ganloss : -182.111659 ∣ generator_nllloss : 5151.356250 ∣ generator_ganloss : 1158.049609 ∣     [  std_z : 1.00  real_sub_fake : 682.05 ]
[  epoch 0027/0040] 2710/4800, lr:2.5e-05 ∣ avg_100 : 31888.207934 ∣ critic_nllloss : 25853.560352 ∣ critic_ganloss : -207.375645 ∣ generator_nllloss : 5103.398242 ∣ generator_ganloss : 1084.839111 ∣     [  std_z : 0.99  real_sub_fake : 803.54 ]
[  epoch 0027/0040] 2720/4800, lr:2.5e-05 ∣ avg_100 : 31891.209142 ∣ critic_nllloss : 26018.037695 ∣ critic_ganloss : -175.228273 ∣ generator_nllloss : 5190.926953 ∣ generator_ganloss : 1095.305908 ∣     [  std_z : 0.99  real_sub_fake : 726.93 ]
[  epoch 0027/0040] 2730/4800, lr:2.5e-05 ∣ avg_100 : 31891.448985 ∣ critic_nllloss : 25931.662109 ∣ critic_ganloss : -302.010345 ∣ generator_nllloss : 5231.801172 ∣ generator_ganloss : 1073.962500 ∣     [  std_z : 0.99  real_sub_fake : 809.05 ]
[  epoch 0027/0040] 2740/4800, lr:2.5e-05 ∣ avg_100 : 31891.072694 ∣ critic_nllloss : 26015.662305 ∣ critic_ganloss : -267.717424 ∣ generator_nllloss : 5176.157812 ∣ generator_ganloss : 1060.004736 ∣     [  std_z : 0.99  real_sub_fake : 1159.76 ]
[  epoch 0027/0040] 2750/4800, lr:2.5e-05 ∣ avg_100 : 31888.694562 ∣ critic_nllloss : 25837.091797 ∣ critic_ganloss : -218.108124 ∣ generator_nllloss : 5160.022266 ∣ generator_ganloss : 1056.122754 ∣     [  std_z : 0.99  real_sub_fake : 1000.43 ]
[  epoch 0027/0040] 2760/4800, lr:2.5e-05 ∣ avg_100 : 31888.472220 ∣ critic_nllloss : 25953.108594 ∣ critic_ganloss : -270.417975 ∣ generator_nllloss : 5148.991406 ∣ generator_ganloss : 1062.568164 ∣     [  std_z : 1.00  real_sub_fake : 1020.18 ]
[  epoch 0027/0040] 2770/4800, lr:2.5e-05 ∣ avg_100 : 31888.262807 ∣ critic_nllloss : 25895.086523 ∣ critic_ganloss : -220.048193 ∣ generator_nllloss : 5206.649609 ∣ generator_ganloss : 1065.204785 ∣     [  std_z : 0.99  real_sub_fake : 984.68 ]
[  epoch 0027/0040] 2780/4800, lr:2.5e-05 ∣ avg_100 : 31883.688610 ∣ critic_nllloss : 25576.566797 ∣ critic_ganloss : -248.656087 ∣ generator_nllloss : 5054.752734 ∣ generator_ganloss : 1066.152197 ∣     [  std_z : 0.99  real_sub_fake : 861.63 ]
[  epoch 0027/0040] 2790/4800, lr:2.5e-05 ∣ avg_100 : 31883.716304 ∣ critic_nllloss : 25951.760742 ∣ critic_ganloss : -258.837932 ∣ generator_nllloss : 5142.200000 ∣ generator_ganloss : 1050.191064 ∣     [  std_z : 1.00  real_sub_fake : 895.08 ]
[  epoch 0027/0040] 2800/4800, lr:2.5e-05 ∣ avg_100 : 31883.924139 ∣ critic_nllloss : 25909.328320 ∣ critic_ganloss : -310.420723 ∣ generator_nllloss : 5138.026953 ∣ generator_ganloss : 1047.753516 ∣     [  std_z : 1.00  real_sub_fake : 989.85 ]
[  epoch 0027/0040] 2810/4800, lr:2.5e-05 ∣ avg_100 : 31884.241000 ∣ critic_nllloss : 25710.480078 ∣ critic_ganloss : -261.735054 ∣ generator_nllloss : 5124.077344 ∣ generator_ganloss : 1033.858887 ∣     [  std_z : 1.01  real_sub_fake : 1086.46 ]
[  epoch 0027/0040] 2820/4800, lr:2.5e-05 ∣ avg_100 : 31887.896347 ∣ critic_nllloss : 26180.966602 ∣ critic_ganloss : -261.386908 ∣ generator_nllloss : 5251.313867 ∣ generator_ganloss : 1071.953467 ∣     [  std_z : 1.00  real_sub_fake : 1120.82 ]
[  epoch 0027/0040] 2830/4800, lr:2.5e-05 ∣ avg_100 : 31887.713433 ∣ critic_nllloss : 25712.700000 ∣ critic_ganloss : -274.435214 ∣ generator_nllloss : 5060.014453 ∣ generator_ganloss : 1045.502344 ∣     [  std_z : 0.99  real_sub_fake : 985.27 ]
[  epoch 0027/0040] 2840/4800, lr:2.5e-05 ∣ avg_100 : 31888.133491 ∣ critic_nllloss : 25886.429297 ∣ critic_ganloss : -276.669713 ∣ generator_nllloss : 5173.985156 ∣ generator_ganloss : 1051.760693 ∣     [  std_z : 0.99  real_sub_fake : 977.57 ]
[  epoch 0027/0040] 2850/4800, lr:2.5e-05 ∣ avg_100 : 31887.341513 ∣ critic_nllloss : 25749.072461 ∣ critic_ganloss : -270.858366 ∣ generator_nllloss : 5040.037500 ∣ generator_ganloss : 1045.790332 ∣     [  std_z : 1.00  real_sub_fake : 1017.26 ]
[  epoch 0027/0040] 2860/4800, lr:2.5e-05 ∣ avg_100 : 31886.198062 ∣ critic_nllloss : 25962.177734 ∣ critic_ganloss : -312.562616 ∣ generator_nllloss : 5223.740039 ∣ generator_ganloss : 1048.513770 ∣     [  std_z : 0.99  real_sub_fake : 1172.48 ]
[  epoch 0027/0040] 2870/4800, lr:2.5e-05 ∣ avg_100 : 31884.260196 ∣ critic_nllloss : 25750.361719 ∣ critic_ganloss : -310.738208 ∣ generator_nllloss : 5153.308203 ∣ generator_ganloss : 1055.153760 ∣     [  std_z : 1.00  real_sub_fake : 1105.40 ]
[  epoch 0027/0040] 2880/4800, lr:2.5e-05 ∣ avg_100 : 31878.896784 ∣ critic_nllloss : 25464.246875 ∣ critic_ganloss : -302.790215 ∣ generator_nllloss : 5103.144141 ∣ generator_ganloss : 1049.985986 ∣     [  std_z : 1.00  real_sub_fake : 1100.35 ]
[  epoch 0027/0040] 2890/4800, lr:2.5e-05 ∣ avg_100 : 31876.640186 ∣ critic_nllloss : 25825.490625 ∣ critic_ganloss : -237.618352 ∣ generator_nllloss : 5258.903320 ∣ generator_ganloss : 1085.379785 ∣     [  std_z : 1.00  real_sub_fake : 1004.34 ]
[  epoch 0027/0040] 2900/4800, lr:2.5e-05 ∣ avg_100 : 31877.308101 ∣ critic_nllloss : 25689.388477 ∣ critic_ganloss : -168.979205 ∣ generator_nllloss : 5084.985156 ∣ generator_ganloss : 1092.397607 ∣     [  std_z : 0.99  real_sub_fake : 919.96 ]
[  epoch 0027/0040] 2910/4800, lr:2.5e-05 ∣ avg_100 : 31879.185532 ∣ critic_nllloss : 25850.094141 ∣ critic_ganloss : -301.494945 ∣ generator_nllloss : 5202.288672 ∣ generator_ganloss : 1077.087256 ∣     [  std_z : 0.99  real_sub_fake : 1006.22 ]
[  epoch 0027/0040] 2920/4800, lr:2.5e-05 ∣ avg_100 : 31880.828524 ∣ critic_nllloss : 25599.823047 ∣ critic_ganloss : -272.774902 ∣ generator_nllloss : 5239.539062 ∣ generator_ganloss : 1081.070850 ∣     [  std_z : 0.99  real_sub_fake : 999.88 ]
[  epoch 0027/0040] 2930/4800, lr:2.5e-05 ∣ avg_100 : 31882.840461 ∣ critic_nllloss : 25895.016797 ∣ critic_ganloss : -230.190826 ∣ generator_nllloss : 5121.650195 ∣ generator_ganloss : 1081.205469 ∣     [  std_z : 1.00  real_sub_fake : 959.66 ]
[  epoch 0027/0040] 2940/4800, lr:2.5e-05 ∣ avg_100 : 31884.737921 ∣ critic_nllloss : 25901.451172 ∣ critic_ganloss : -264.046213 ∣ generator_nllloss : 5231.045898 ∣ generator_ganloss : 1059.743213 ∣     [  std_z : 1.00  real_sub_fake : 1030.14 ]
[  epoch 0027/0040] 2950/4800, lr:2.5e-05 ∣ avg_100 : 31887.127594 ∣ critic_nllloss : 25910.444141 ∣ critic_ganloss : -282.290599 ∣ generator_nllloss : 5211.567969 ∣ generator_ganloss : 1062.977783 ∣     [  std_z : 1.00  real_sub_fake : 1048.52 ]
[  epoch 0027/0040] 2960/4800, lr:2.5e-05 ∣ avg_100 : 31884.538596 ∣ critic_nllloss : 26003.318555 ∣ critic_ganloss : -293.340591 ∣ generator_nllloss : 5183.308203 ∣ generator_ganloss : 1053.808789 ∣     [  std_z : 0.98  real_sub_fake : 1027.24 ]
[  epoch 0027/0040] 2970/4800, lr:2.5e-05 ∣ avg_100 : 31878.937265 ∣ critic_nllloss : 25758.869922 ∣ critic_ganloss : -249.026254 ∣ generator_nllloss : 5161.265625 ∣ generator_ganloss : 1075.848340 ∣     [  std_z : 0.98  real_sub_fake : 993.60 ]
[  epoch 0027/0040] 2980/4800, lr:2.5e-05 ∣ avg_100 : 31874.212816 ∣ critic_nllloss : 25785.272656 ∣ critic_ganloss : -254.087482 ∣ generator_nllloss : 5127.423242 ∣ generator_ganloss : 1069.480469 ∣     [  std_z : 0.99  real_sub_fake : 1071.11 ]
[  epoch 0027/0040] 2990/4800, lr:2.5e-05 ∣ avg_100 : 31870.386023 ∣ critic_nllloss : 25736.686914 ∣ critic_ganloss : -252.243192 ∣ generator_nllloss : 5139.311328 ∣ generator_ganloss : 1063.771240 ∣     [  std_z : 1.00  real_sub_fake : 890.97 ]
[  epoch 0027/0040] 3000/4800, lr:2.5e-05 ∣ avg_100 : 31866.213532 ∣ critic_nllloss : 25722.588672 ∣ critic_ganloss : -283.965042 ∣ generator_nllloss : 5176.256641 ∣ generator_ganloss : 1048.160693 ∣     [  std_z : 1.00  real_sub_fake : 970.45 ]
[  epoch 0027/0040] 3010/4800, lr:2.5e-05 ∣ avg_100 : 31857.779422 ∣ critic_nllloss : 25641.423242 ∣ critic_ganloss : -279.358560 ∣ generator_nllloss : 5118.990039 ∣ generator_ganloss : 1049.668750 ∣     [  std_z : 1.00  real_sub_fake : 1123.11 ]
[  epoch 0027/0040] 3020/4800, lr:2.5e-05 ∣ avg_100 : 31854.289019 ∣ critic_nllloss : 25600.937695 ∣ critic_ganloss : -192.560588 ∣ generator_nllloss : 5195.364453 ∣ generator_ganloss : 1082.616309 ∣     [  std_z : 0.98  real_sub_fake : 930.88 ]
[  epoch 0027/0040] 3030/4800, lr:2.5e-05 ∣ avg_100 : 31851.987448 ∣ critic_nllloss : 25785.732812 ∣ critic_ganloss : -213.019936 ∣ generator_nllloss : 5141.655469 ∣ generator_ganloss : 1106.427441 ∣     [  std_z : 0.99  real_sub_fake : 893.16 ]
[  epoch 0027/0040] 3040/4800, lr:2.5e-05 ∣ avg_100 : 31851.005487 ∣ critic_nllloss : 25968.491602 ∣ critic_ganloss : -318.290527 ∣ generator_nllloss : 5273.663867 ∣ generator_ganloss : 1084.789258 ∣     [  std_z : 0.99  real_sub_fake : 932.31 ]
[  epoch 0027/0040] 3050/4800, lr:2.5e-05 ∣ avg_100 : 31850.057936 ∣ critic_nllloss : 26006.379102 ∣ critic_ganloss : -320.014600 ∣ generator_nllloss : 5181.066992 ∣ generator_ganloss : 1064.751563 ∣     [  std_z : 1.00  real_sub_fake : 1201.60 ]
[  epoch 0027/0040] 3060/4800, lr:2.5e-05 ∣ avg_100 : 31851.717654 ∣ critic_nllloss : 26086.179492 ∣ critic_ganloss : -219.458920 ∣ generator_nllloss : 5192.779297 ∣ generator_ganloss : 1080.876807 ∣     [  std_z : 1.00  real_sub_fake : 953.27 ]
[  epoch 0027/0040] 3070/4800, lr:2.5e-05 ∣ avg_100 : 31852.259892 ∣ critic_nllloss : 25886.908398 ∣ critic_ganloss : -301.550832 ∣ generator_nllloss : 5139.934766 ∣ generator_ganloss : 1060.400049 ∣     [  std_z : 1.00  real_sub_fake : 1038.15 ]
[  epoch 0027/0040] 3080/4800, lr:2.5e-05 ∣ avg_100 : 31849.674742 ∣ critic_nllloss : 25659.030664 ∣ critic_ganloss : -192.481790 ∣ generator_nllloss : 5097.617773 ∣ generator_ganloss : 1076.935596 ∣     [  std_z : 1.00  real_sub_fake : 1031.15 ]
[  epoch 0027/0040] 3090/4800, lr:2.5e-05 ∣ avg_100 : 31847.919485 ∣ critic_nllloss : 25855.111914 ∣ critic_ganloss : -295.269330 ∣ generator_nllloss : 5188.280664 ∣ generator_ganloss : 1089.065820 ∣     [  std_z : 0.99  real_sub_fake : 952.84 ]
[  epoch 0027/0040] 3100/4800, lr:2.5e-05 ∣ avg_100 : 31843.827856 ∣ critic_nllloss : 25698.438672 ∣ critic_ganloss : -256.184180 ∣ generator_nllloss : 5168.722852 ∣ generator_ganloss : 1095.679834 ∣     [  std_z : 0.99  real_sub_fake : 966.75 ]
[  epoch 0027/0040] 3110/4800, lr:2.5e-05 ∣ avg_100 : 31839.717800 ∣ critic_nllloss : 25691.164258 ∣ critic_ganloss : -257.513980 ∣ generator_nllloss : 5060.939844 ∣ generator_ganloss : 1057.231934 ∣     [  std_z : 0.99  real_sub_fake : 1055.72 ]
[  epoch 0027/0040] 3120/4800, lr:2.5e-05 ∣ avg_100 : 31840.051148 ∣ critic_nllloss : 26135.033008 ∣ critic_ganloss : -283.812842 ∣ generator_nllloss : 5208.874414 ∣ generator_ganloss : 1074.597754 ∣     [  std_z : 1.00  real_sub_fake : 1152.11 ]
[  epoch 0027/0040] 3130/4800, lr:2.5e-05 ∣ avg_100 : 31840.086833 ∣ critic_nllloss : 25926.151172 ∣ critic_ganloss : -310.997105 ∣ generator_nllloss : 5190.646094 ∣ generator_ganloss : 1074.612012 ∣     [  std_z : 1.00  real_sub_fake : 1114.12 ]
[  epoch 0027/0040] 3140/4800, lr:2.5e-05 ∣ avg_100 : 31838.822176 ∣ critic_nllloss : 25924.741992 ∣ critic_ganloss : -253.823676 ∣ generator_nllloss : 5130.500977 ∣ generator_ganloss : 1094.219824 ∣     [  std_z : 1.01  real_sub_fake : 950.00 ]
[  epoch 0027/0040] 3150/4800, lr:2.5e-05 ∣ avg_100 : 31834.899463 ∣ critic_nllloss : 25780.638281 ∣ critic_ganloss : -240.149774 ∣ generator_nllloss : 5213.770898 ∣ generator_ganloss : 1051.699707 ∣     [  std_z : 0.99  real_sub_fake : 1016.88 ]
[  epoch 0027/0040] 3160/4800, lr:2.5e-05 ∣ avg_100 : 31832.174254 ∣ critic_nllloss : 25787.997656 ∣ critic_ganloss : -295.143240 ∣ generator_nllloss : 5146.502734 ∣ generator_ganloss : 1051.254004 ∣     [  std_z : 0.98  real_sub_fake : 1098.32 ]
[  epoch 0027/0040] 3170/4800, lr:2.5e-05 ∣ avg_100 : 31831.646237 ∣ critic_nllloss : 26042.463086 ∣ critic_ganloss : -296.440683 ∣ generator_nllloss : 5263.147656 ∣ generator_ganloss : 1081.041553 ∣     [  std_z : 0.99  real_sub_fake : 1079.41 ]
[  epoch 0027/0040] 3180/4800, lr:2.5e-05 ∣ avg_100 : 31828.086394 ∣ critic_nllloss : 25660.266992 ∣ critic_ganloss : -341.851559 ∣ generator_nllloss : 5085.828906 ∣ generator_ganloss : 1079.323633 ∣     [  std_z : 1.00  real_sub_fake : 1074.08 ]
[  epoch 0027/0040] 3190/4800, lr:2.5e-05 ∣ avg_100 : 31826.465803 ∣ critic_nllloss : 25790.470313 ∣ critic_ganloss : -271.903778 ∣ generator_nllloss : 5154.148242 ∣ generator_ganloss : 1084.091797 ∣     [  std_z : 1.01  real_sub_fake : 1173.78 ]
[  epoch 0027/0040] 3200/4800, lr:2.5e-05 ∣ avg_100 : 31825.356451 ∣ critic_nllloss : 25876.910742 ∣ critic_ganloss : -322.233420 ∣ generator_nllloss : 5196.643750 ∣ generator_ganloss : 1114.176172 ∣     [  std_z : 1.00  real_sub_fake : 1103.29 ]
[  epoch 0027/0040] 3210/4800, lr:2.5e-05 ∣ avg_100 : 31825.323388 ∣ critic_nllloss : 25818.985352 ∣ critic_ganloss : -296.143420 ∣ generator_nllloss : 5289.016016 ∣ generator_ganloss : 1098.605908 ∣     [  std_z : 0.98  real_sub_fake : 1249.10 ]
[  epoch 0027/0040] 3220/4800, lr:2.5e-05 ∣ avg_100 : 31824.282737 ∣ critic_nllloss : 25735.266992 ∣ critic_ganloss : -289.047253 ∣ generator_nllloss : 5110.176562 ∣ generator_ganloss : 1118.123389 ∣     [  std_z : 0.98  real_sub_fake : 1027.68 ]
[  epoch 0027/0040] 3230/4800, lr:2.5e-05 ∣ avg_100 : 31824.222484 ∣ critic_nllloss : 25857.114258 ∣ critic_ganloss : -233.956387 ∣ generator_nllloss : 5256.093555 ∣ generator_ganloss : 1103.128467 ∣     [  std_z : 0.99  real_sub_fake : 1055.16 ]
[  epoch 0027/0040] 3240/4800, lr:2.5e-05 ∣ avg_100 : 31827.092241 ∣ critic_nllloss : 26149.189063 ∣ critic_ganloss : -312.338995 ∣ generator_nllloss : 5177.193945 ∣ generator_ganloss : 1095.274316 ∣     [  std_z : 1.00  real_sub_fake : 1000.82 ]
[  epoch 0027/0040] 3250/4800, lr:2.5e-05 ∣ avg_100 : 31828.085636 ∣ critic_nllloss : 25875.115234 ∣ critic_ganloss : -81.143700 ∣ generator_nllloss : 5144.215625 ∣ generator_ganloss : 1128.509082 ∣  [  std_z : 1.00  real_sub_fake : 699.65 ]
[  epoch 0027/0040] 3260/4800, lr:2.5e-05 ∣ avg_100 : 31833.093672 ∣ critic_nllloss : 25850.742188 ∣ critic_ganloss : -109.862276 ∣ generator_nllloss : 5181.520312 ∣ generator_ganloss : 1136.615283 ∣     [  std_z : 1.00  real_sub_fake : 298.99 ]
[  epoch 0027/0040] 3270/4800, lr:2.5e-05 ∣ avg_100 : 31837.367326 ∣ critic_nllloss : 25944.254492 ∣ critic_ganloss : -139.629466 ∣ generator_nllloss : 5195.100000 ∣ generator_ganloss : 1092.284375 ∣     [  std_z : 1.00  real_sub_fake : 355.53 ]
[  epoch 0027/0040] 3280/4800, lr:2.5e-05 ∣ avg_100 : 31836.048290 ∣ critic_nllloss : 25877.836133 ∣ critic_ganloss : -171.143887 ∣ generator_nllloss : 5150.249609 ∣ generator_ganloss : 1061.895654 ∣     [  std_z : 0.99  real_sub_fake : 457.08 ]
[  epoch 0027/0040] 3290/4800, lr:2.5e-05 ∣ avg_100 : 31839.732928 ∣ critic_nllloss : 25961.103320 ∣ critic_ganloss : -212.704956 ∣ generator_nllloss : 5220.213672 ∣ generator_ganloss : 1035.344287 ∣     [  std_z : 0.98  real_sub_fake : 609.25 ]
[  epoch 0027/0040] 3300/4800, lr:2.5e-05 ∣ avg_100 : 31840.287727 ∣ critic_nllloss : 25959.673242 ∣ critic_ganloss : -260.851318 ∣ generator_nllloss : 5141.430859 ∣ generator_ganloss : 1021.603418 ∣     [  std_z : 0.99  real_sub_fake : 861.45 ]
[  epoch 0027/0040] 3310/4800, lr:2.5e-05 ∣ avg_100 : 31839.917761 ∣ critic_nllloss : 25831.700000 ∣ critic_ganloss : -174.773013 ∣ generator_nllloss : 5162.721680 ∣ generator_ganloss : 1032.706348 ∣     [  std_z : 1.00  real_sub_fake : 887.87 ]
[  epoch 0027/0040] 3320/4800, lr:2.5e-05 ∣ avg_100 : 31843.550453 ∣ critic_nllloss : 25934.165039 ∣ critic_ganloss : -113.779617 ∣ generator_nllloss : 5206.516797 ∣ generator_ganloss : 1044.130225 ∣     [  std_z : 1.00  real_sub_fake : 653.62 ]
[  epoch 0027/0040] 3330/4800, lr:2.5e-05 ∣ avg_100 : 31848.544491 ∣ critic_nllloss : 25942.413477 ∣ critic_ganloss : -140.074857 ∣ generator_nllloss : 5220.810742 ∣ generator_ganloss : 1056.345947 ∣     [  std_z : 1.00  real_sub_fake : 508.57 ]
[  epoch 0027/0040] 3340/4800, lr:2.5e-05 ∣ avg_100 : 31850.463214 ∣ critic_nllloss : 25959.452539 ∣ critic_ganloss : -161.322896 ∣ generator_nllloss : 5227.310547 ∣ generator_ganloss : 1016.053760 ∣     [  std_z : 0.99  real_sub_fake : 604.56 ]
[  epoch 0027/0040] 3350/4800, lr:2.5e-05 ∣ avg_100 : 31847.356885 ∣ critic_nllloss : 25609.377344 ∣ critic_ganloss : -234.531155 ∣ generator_nllloss : 5056.469727 ∣ generator_ganloss : 1004.804590 ∣     [  std_z : 0.99  real_sub_fake : 802.49 ]
[  epoch 0027/0040] 3360/4800, lr:2.5e-05 ∣ avg_100 : 31847.819691 ∣ critic_nllloss : 25859.479102 ∣ critic_ganloss : -248.521161 ∣ generator_nllloss : 5193.228125 ∣ generator_ganloss : 1024.516016 ∣     [  std_z : 0.99  real_sub_fake : 834.46 ]
[  epoch 0027/0040] 3370/4800, lr:2.5e-05 ∣ avg_100 : 31844.794265 ∣ critic_nllloss : 25769.146680 ∣ critic_ganloss : -241.898863 ∣ generator_nllloss : 5100.575000 ∣ generator_ganloss : 1023.590332 ∣     [  std_z : 0.99  real_sub_fake : 939.04 ]
[  epoch 0027/0040] 3380/4800, lr:2.5e-05 ∣ avg_100 : 31841.979359 ∣ critic_nllloss : 25693.761719 ∣ critic_ganloss : -287.237198 ∣ generator_nllloss : 5115.726367 ∣ generator_ganloss : 1002.445898 ∣     [  std_z : 1.00  real_sub_fake : 974.91 ]
[  epoch 0027/0040] 3390/4800, lr:2.5e-05 ∣ avg_100 : 31844.908733 ∣ critic_nllloss : 26089.735352 ∣ critic_ganloss : -180.553922 ∣ generator_nllloss : 5198.808789 ∣ generator_ganloss : 1050.662744 ∣     [  std_z : 1.00  real_sub_fake : 836.85 ]
[  epoch 0027/0040] 3400/4800, lr:2.5e-05 ∣ avg_100 : 31845.108945 ∣ critic_nllloss : 25832.827734 ∣ critic_ganloss : -264.855389 ∣ generator_nllloss : 5141.238672 ∣ generator_ganloss : 1040.687256 ∣     [  std_z : 1.00  real_sub_fake : 840.33 ]
[  epoch 0027/0040] 3410/4800, lr:2.5e-05 ∣ avg_100 : 31841.955625 ∣ critic_nllloss : 25776.010156 ∣ critic_ganloss : -307.918506 ∣ generator_nllloss : 5167.681836 ∣ generator_ganloss : 1031.639014 ∣     [  std_z : 1.00  real_sub_fake : 1008.61 ]
[  epoch 0027/0040] 3420/4800, lr:2.5e-05 ∣ avg_100 : 31847.501545 ∣ critic_nllloss : 26095.201758 ∣ critic_ganloss : -233.456369 ∣ generator_nllloss : 5261.405078 ∣ generator_ganloss : 1061.764502 ∣     [  std_z : 1.00  real_sub_fake : 1103.78 ]
[  epoch 0027/0040] 3430/4800, lr:2.5e-05 ∣ avg_100 : 31845.878117 ∣ critic_nllloss : 25766.590625 ∣ critic_ganloss : -268.576978 ∣ generator_nllloss : 5057.284180 ∣ generator_ganloss : 1082.537988 ∣     [  std_z : 0.99  real_sub_fake : 1018.60 ]
[  epoch 0027/0040] 3440/4800, lr:2.5e-05 ∣ avg_100 : 31846.027162 ∣ critic_nllloss : 25976.311523 ∣ critic_ganloss : -309.772112 ∣ generator_nllloss : 5265.838867 ∣ generator_ganloss : 1070.340479 ∣     [  std_z : 0.98  real_sub_fake : 982.28 ]
[  epoch 0027/0040] 3450/4800, lr:2.5e-05 ∣ avg_100 : 31847.380628 ∣ critic_nllloss : 25830.038867 ∣ critic_ganloss : -292.086737 ∣ generator_nllloss : 5185.902344 ∣ generator_ganloss : 1068.358252 ∣     [  std_z : 0.99  real_sub_fake : 1067.39 ]
[  epoch 0027/0040] 3460/4800, lr:2.5e-05 ∣ avg_100 : 31846.443558 ∣ critic_nllloss : 26015.397656 ∣ critic_ganloss : -192.045395 ∣ generator_nllloss : 5168.919531 ∣ generator_ganloss : 1064.086621 ∣     [  std_z : 1.00  real_sub_fake : 1178.35 ]
[  epoch 0027/0040] 3470/4800, lr:2.5e-05 ∣ avg_100 : 31846.377187 ∣ critic_nllloss : 25844.183594 ∣ critic_ganloss : -279.221205 ∣ generator_nllloss : 5074.490625 ∣ generator_ganloss : 1084.779199 ∣     [  std_z : 1.00  real_sub_fake : 960.99 ]
[  epoch 0027/0040] 3480/4800, lr:2.5e-05 ∣ avg_100 : 31839.160713 ∣ critic_nllloss : 25475.006445 ∣ critic_ganloss : -276.298003 ∣ generator_nllloss : 5164.080078 ∣ generator_ganloss : 1063.519141 ∣     [  std_z : 0.99  real_sub_fake : 918.15 ]
[  epoch 0027/0040] 3490/4800, lr:2.5e-05 ∣ avg_100 : 31840.668122 ∣ critic_nllloss : 25784.027930 ∣ critic_ganloss : -222.145328 ∣ generator_nllloss : 5083.937500 ∣ generator_ganloss : 1091.795605 ∣     [  std_z : 0.99  real_sub_fake : 989.92 ]
[  epoch 0027/0040] 3500/4800, lr:2.5e-05 ∣ avg_100 : 31840.122501 ∣ critic_nllloss : 26006.636328 ∣ critic_ganloss : -253.538811 ∣ generator_nllloss : 5177.121875 ∣ generator_ganloss : 1099.006738 ∣     [  std_z : 1.00  real_sub_fake : 1035.50 ]
[  epoch 0027/0040] 3510/4800, lr:2.5e-05 ∣ avg_100 : 31843.703590 ∣ critic_nllloss : 26132.450195 ∣ critic_ganloss : -129.927235 ∣ generator_nllloss : 5265.403320 ∣ generator_ganloss : 1121.419385 ∣     [  std_z : 1.00  real_sub_fake : 625.35 ]
[  epoch 0027/0040] 3520/4800, lr:2.5e-05 ∣ avg_100 : 31846.167225 ∣ critic_nllloss : 25855.206641 ∣ critic_ganloss : -185.857079 ∣ generator_nllloss : 5202.651953 ∣ generator_ganloss : 1084.908691 ∣     [  std_z : 1.00  real_sub_fake : 641.57 ]
[  epoch 0027/0040] 3530/4800, lr:2.5e-05 ∣ avg_100 : 31849.552659 ∣ critic_nllloss : 26234.519922 ∣ critic_ganloss : -195.657784 ∣ generator_nllloss : 5185.151563 ∣ generator_ganloss : 1071.402832 ∣     [  std_z : 0.99  real_sub_fake : 720.30 ]
[  epoch 0027/0040] 3540/4800, lr:2.5e-05 ∣ avg_100 : 31851.170135 ∣ critic_nllloss : 25755.198633 ∣ critic_ganloss : -240.743849 ∣ generator_nllloss : 5185.631250 ∣ generator_ganloss : 1075.004932 ∣     [  std_z : 0.99  real_sub_fake : 738.02 ]
[  epoch 0027/0040] 3550/4800, lr:2.5e-05 ∣ avg_100 : 31850.637749 ∣ critic_nllloss : 25899.491016 ∣ critic_ganloss : -241.110837 ∣ generator_nllloss : 5243.388086 ∣ generator_ganloss : 1067.813867 ∣     [  std_z : 0.99  real_sub_fake : 851.29 ]
[  epoch 0027/0040] 3560/4800, lr:2.5e-05 ∣ avg_100 : 31852.985012 ∣ critic_nllloss : 26162.210742 ∣ critic_ganloss : -269.313199 ∣ generator_nllloss : 5206.152344 ∣ generator_ganloss : 1079.063965 ∣     [  std_z : 1.00  real_sub_fake : 859.32 ]
[  epoch 0027/0040] 3570/4800, lr:2.5e-05 ∣ avg_100 : 31853.864724 ∣ critic_nllloss : 25736.733008 ∣ critic_ganloss : -241.190094 ∣ generator_nllloss : 5193.525000 ∣ generator_ganloss : 1067.936475 ∣     [  std_z : 1.00  real_sub_fake : 975.77 ]
[  epoch 0027/0040] 3580/4800, lr:2.5e-05 ∣ avg_100 : 31851.716715 ∣ critic_nllloss : 25893.812305 ∣ critic_ganloss : -302.733701 ∣ generator_nllloss : 5196.985156 ∣ generator_ganloss : 1088.091211 ∣     [  std_z : 0.99  real_sub_fake : 1029.37 ]
[  epoch 0027/0040] 3590/4800, lr:2.5e-05 ∣ avg_100 : 31852.880086 ∣ critic_nllloss : 25705.797656 ∣ critic_ganloss : -222.585297 ∣ generator_nllloss : 5132.722461 ∣ generator_ganloss : 1097.470166 ∣     [  std_z : 0.99  real_sub_fake : 963.22 ]
[  epoch 0027/0040] 3600/4800, lr:2.5e-05 ∣ avg_100 : 31853.620433 ∣ critic_nllloss : 26097.306836 ∣ critic_ganloss : -286.896115 ∣ generator_nllloss : 5190.373047 ∣ generator_ganloss : 1090.619092 ∣     [  std_z : 0.99  real_sub_fake : 1094.47 ]
[  epoch 0027/0040] 3610/4800, lr:2.5e-05 ∣ avg_100 : 31852.436519 ∣ critic_nllloss : 25859.481836 ∣ critic_ganloss : -297.815439 ∣ generator_nllloss : 5095.900586 ∣ generator_ganloss : 1077.449072 ∣     [  std_z : 0.99  real_sub_fake : 1059.39 ]
[  epoch 0027/0040] 3620/4800, lr:2.5e-05 ∣ avg_100 : 31853.300450 ∣ critic_nllloss : 25827.165430 ∣ critic_ganloss : -280.214218 ∣ generator_nllloss : 5119.152148 ∣ generator_ganloss : 1084.144824 ∣     [  std_z : 1.00  real_sub_fake : 1117.36 ]
[  epoch 0027/0040] 3630/4800, lr:2.5e-05 ∣ avg_100 : 31851.772989 ∣ critic_nllloss : 26027.250000 ∣ critic_ganloss : -310.543588 ∣ generator_nllloss : 5175.484961 ∣ generator_ganloss : 1102.608789 ∣     [  std_z : 1.00  real_sub_fake : 1072.14 ]
[  epoch 0027/0040] 3640/4800, lr:2.5e-05 ∣ avg_100 : 31854.814532 ∣ critic_nllloss : 26117.943555 ∣ critic_ganloss : -256.405115 ∣ generator_nllloss : 5227.567773 ∣ generator_ganloss : 1077.383496 ∣     [  std_z : 1.00  real_sub_fake : 1125.12 ]
[  epoch 0027/0040] 3650/4800, lr:2.5e-05 ∣ avg_100 : 31853.658154 ∣ critic_nllloss : 25689.902539 ∣ critic_ganloss : -345.587070 ∣ generator_nllloss : 5166.988477 ∣ generator_ganloss : 1100.058887 ∣     [  std_z : 0.99  real_sub_fake : 1022.14 ]
[  epoch 0027/0040] 3660/4800, lr:2.5e-05 ∣ avg_100 : 31851.313232 ∣ critic_nllloss : 25577.142578 ∣ critic_ganloss : -289.100992 ∣ generator_nllloss : 5135.776953 ∣ generator_ganloss : 1109.783203 ∣     [  std_z : 0.99  real_sub_fake : 1156.18 ]
[  epoch 0027/0040] 3670/4800, lr:2.5e-05 ∣ avg_100 : 31852.412365 ∣ critic_nllloss : 25949.281250 ∣ critic_ganloss : -316.842548 ∣ generator_nllloss : 5177.040039 ∣ generator_ganloss : 1120.229395 ∣     [  std_z : 0.99  real_sub_fake : 1131.41 ]
[  epoch 0027/0040] 3680/4800, lr:2.5e-05 ∣ avg_100 : 31851.350208 ∣ critic_nllloss : 25807.985742 ∣ critic_ganloss : -272.219955 ∣ generator_nllloss : 5147.255273 ∣ generator_ganloss : 1101.238916 ∣     [  std_z : 0.99  real_sub_fake : 1069.25 ]
[  epoch 0027/0040] 3690/4800, lr:2.5e-05 ∣ avg_100 : 31847.300921 ∣ critic_nllloss : 25649.271094 ∣ critic_ganloss : -258.231369 ∣ generator_nllloss : 5089.035352 ∣ generator_ganloss : 1101.521875 ∣     [  std_z : 0.99  real_sub_fake : 1073.18 ]
[  epoch 0027/0040] 3700/4800, lr:2.5e-05 ∣ avg_100 : 31846.130915 ∣ critic_nllloss : 26091.607812 ∣ critic_ganloss : -368.830713 ∣ generator_nllloss : 5175.832617 ∣ generator_ganloss : 1115.932715 ∣     [  std_z : 1.00  real_sub_fake : 1213.23 ]
[  epoch 0027/0040] 3710/4800, lr:2.5e-05 ∣ avg_100 : 31847.275369 ∣ critic_nllloss : 25815.684961 ∣ critic_ganloss : -163.888086 ∣ generator_nllloss : 5148.153906 ∣ generator_ganloss : 1148.916699 ∣     [  std_z : 1.00  real_sub_fake : 903.70 ]
[  epoch 0027/0040] 3720/4800, lr:2.5e-05 ∣ avg_100 : 31841.883037 ∣ critic_nllloss : 25642.047461 ∣ critic_ganloss : -184.789119 ∣ generator_nllloss : 5026.540820 ∣ generator_ganloss : 1106.009961 ∣     [  std_z : 0.99  real_sub_fake : 699.67 ]
[  epoch 0027/0040] 3730/4800, lr:2.5e-05 ∣ avg_100 : 31843.729799 ∣ critic_nllloss : 26033.081055 ∣ critic_ganloss : -197.767752 ∣ generator_nllloss : 5193.798047 ∣ generator_ganloss : 1090.980273 ∣     [  std_z : 1.00  real_sub_fake : 749.24 ]
[  epoch 0027/0040] 3740/4800, lr:2.5e-05 ∣ avg_100 : 31841.351134 ∣ critic_nllloss : 25783.108594 ∣ critic_ganloss : -203.215454 ∣ generator_nllloss : 5099.060547 ∣ generator_ganloss : 1067.287207 ∣     [  std_z : 1.00  real_sub_fake : 754.34 ]
[  epoch 0027/0040] 3750/4800, lr:2.5e-05 ∣ avg_100 : 31840.558046 ∣ critic_nllloss : 25816.963086 ∣ critic_ganloss : -240.185912 ∣ generator_nllloss : 5121.726367 ∣ generator_ganloss : 1057.316406 ∣     [  std_z : 0.99  real_sub_fake : 851.79 ]
[  epoch 0027/0040] 3760/4800, lr:2.5e-05 ∣ avg_100 : 31840.623915 ∣ critic_nllloss : 25855.122266 ∣ critic_ganloss : -234.221469 ∣ generator_nllloss : 5204.749414 ∣ generator_ganloss : 1075.186816 ∣     [  std_z : 0.99  real_sub_fake : 867.16 ]
[  epoch 0027/0040] 3770/4800, lr:2.5e-05 ∣ avg_100 : 31838.940635 ∣ critic_nllloss : 25779.484375 ∣ critic_ganloss : -267.309769 ∣ generator_nllloss : 5234.831641 ∣ generator_ganloss : 1031.558496 ∣     [  std_z : 0.99  real_sub_fake : 1049.69 ]
[  epoch 0027/0040] 3780/4800, lr:2.5e-05 ∣ avg_100 : 31845.171434 ∣ critic_nllloss : 26103.026367 ∣ critic_ganloss : -275.569711 ∣ generator_nllloss : 5173.320703 ∣ generator_ganloss : 1071.118164 ∣     [  std_z : 0.99  real_sub_fake : 1070.24 ]
[  epoch 0027/0040] 3790/4800, lr:2.5e-05 ∣ avg_100 : 31844.048200 ∣ critic_nllloss : 25845.620312 ∣ critic_ganloss : -219.158487 ∣ generator_nllloss : 5096.383203 ∣ generator_ganloss : 1050.145508 ∣     [  std_z : 0.99  real_sub_fake : 1032.36 ]
[  epoch 0027/0040] 3800/4800, lr:2.5e-05 ∣ avg_100 : 31842.846907 ∣ critic_nllloss : 25719.066992 ∣ critic_ganloss : -301.970691 ∣ generator_nllloss : 5181.590430 ∣ generator_ganloss : 1065.871973 ∣     [  std_z : 1.00  real_sub_fake : 971.39 ]
[  epoch 0027/0040] 3810/4800, lr:2.5e-05 ∣ avg_100 : 31845.045852 ∣ critic_nllloss : 25816.690234 ∣ critic_ganloss : -228.430237 ∣ generator_nllloss : 5164.248438 ∣ generator_ganloss : 1074.067334 ∣     [  std_z : 1.00  real_sub_fake : 994.29 ]
[  epoch 0027/0040] 3820/4800, lr:2.5e-05 ∣ avg_100 : 31840.722036 ∣ critic_nllloss : 25867.732617 ∣ critic_ganloss : -252.889468 ∣ generator_nllloss : 5146.350586 ∣ generator_ganloss : 1049.271680 ∣     [  std_z : 0.99  real_sub_fake : 978.18 ]
[  epoch 0027/0040] 3830/4800, lr:2.5e-05 ∣ avg_100 : 31842.988955 ∣ critic_nllloss : 25736.592578 ∣ critic_ganloss : -193.907594 ∣ generator_nllloss : 5167.350391 ∣ generator_ganloss : 1060.438184 ∣     [  std_z : 0.98  real_sub_fake : 853.90 ]
[  epoch 0027/0040] 3840/4800, lr:2.5e-05 ∣ avg_100 : 31841.950114 ∣ critic_nllloss : 25761.819727 ∣ critic_ganloss : -277.358313 ∣ generator_nllloss : 5182.381836 ∣ generator_ganloss : 1064.778076 ∣     [  std_z : 0.99  real_sub_fake : 863.87 ]
[  epoch 0027/0040] 3850/4800, lr:2.5e-05 ∣ avg_100 : 31845.658961 ∣ critic_nllloss : 25962.774414 ∣ critic_ganloss : -266.986018 ∣ generator_nllloss : 5183.152734 ∣ generator_ganloss : 1055.985498 ∣     [  std_z : 1.00  real_sub_fake : 1041.70 ]
[  epoch 0027/0040] 3860/4800, lr:2.5e-05 ∣ avg_100 : 31846.109267 ∣ critic_nllloss : 25900.189844 ∣ critic_ganloss : -177.946399 ∣ generator_nllloss : 5165.946484 ∣ generator_ganloss : 1078.709570 ∣     [  std_z : 1.00  real_sub_fake : 790.95 ]
[  epoch 0027/0040] 3870/4800, lr:2.5e-05 ∣ avg_100 : 31847.835815 ∣ critic_nllloss : 25821.322656 ∣ critic_ganloss : -266.207866 ∣ generator_nllloss : 5204.230469 ∣ generator_ganloss : 1061.394971 ∣     [  std_z : 1.00  real_sub_fake : 977.77 ]
[  epoch 0027/0040] 3880/4800, lr:2.5e-05 ∣ avg_100 : 31853.750663 ∣ critic_nllloss : 25958.430273 ∣ critic_ganloss : -302.723151 ∣ generator_nllloss : 5169.033398 ∣ generator_ganloss : 1081.331055 ∣     [  std_z : 0.99  real_sub_fake : 1055.48 ]
[  epoch 0027/0040] 3890/4800, lr:2.5e-05 ∣ avg_100 : 31853.568300 ∣ critic_nllloss : 25936.785352 ∣ critic_ganloss : -281.114743 ∣ generator_nllloss : 5152.634570 ∣ generator_ganloss : 1105.613916 ∣     [  std_z : 0.99  real_sub_fake : 1084.87 ]
[  epoch 0027/0040] 3900/4800, lr:2.5e-05 ∣ avg_100 : 31854.878088 ∣ critic_nllloss : 25866.318164 ∣ critic_ganloss : -329.906567 ∣ generator_nllloss : 5194.760547 ∣ generator_ganloss : 1097.598730 ∣     [  std_z : 0.99  real_sub_fake : 1157.11 ]
[  epoch 0027/0040] 3910/4800, lr:2.5e-05 ∣ avg_100 : 31858.741226 ∣ critic_nllloss : 26001.385742 ∣ critic_ganloss : -200.784538 ∣ generator_nllloss : 5259.466797 ∣ generator_ganloss : 1154.220898 ∣     [  std_z : 1.00  real_sub_fake : 963.60 ]
[  epoch 0027/0040] 3920/4800, lr:2.5e-05 ∣ avg_100 : 31859.857254 ∣ critic_nllloss : 25763.178516 ∣ critic_ganloss : -211.091864 ∣ generator_nllloss : 5086.592773 ∣ generator_ganloss : 1120.581445 ∣     [  std_z : 1.00  real_sub_fake : 731.39 ]
[  epoch 0027/0040] 3930/4800, lr:2.5e-05 ∣ avg_100 : 31863.263835 ∣ critic_nllloss : 26117.649219 ∣ critic_ganloss : -241.320779 ∣ generator_nllloss : 5251.943750 ∣ generator_ganloss : 1080.067578 ∣     [  std_z : 1.00  real_sub_fake : 862.59 ]
[  epoch 0027/0040] 3940/4800, lr:2.5e-05 ∣ avg_100 : 31864.748651 ∣ critic_nllloss : 25996.796680 ∣ critic_ganloss : -248.316771 ∣ generator_nllloss : 5238.379687 ∣ generator_ganloss : 1089.816064 ∣     [  std_z : 0.99  real_sub_fake : 925.22 ]
[  epoch 0027/0040] 3950/4800, lr:2.5e-05 ∣ avg_100 : 31861.549563 ∣ critic_nllloss : 25665.270898 ∣ critic_ganloss : -255.632495 ∣ generator_nllloss : 5087.845703 ∣ generator_ganloss : 1085.306348 ∣     [  std_z : 0.99  real_sub_fake : 892.12 ]
[  epoch 0027/0040] 3960/4800, lr:2.5e-05 ∣ avg_100 : 31864.599456 ∣ critic_nllloss : 26167.377344 ∣ critic_ganloss : -257.520407 ∣ generator_nllloss : 5277.087109 ∣ generator_ganloss : 1065.140186 ∣     [  std_z : 0.99  real_sub_fake : 1081.20 ]
[  epoch 0027/0040] 3970/4800, lr:2.5e-05 ∣ avg_100 : 31864.357204 ∣ critic_nllloss : 25801.892188 ∣ critic_ganloss : -315.116052 ∣ generator_nllloss : 5189.668164 ∣ generator_ganloss : 1046.288184 ∣     [  std_z : 1.00  real_sub_fake : 1052.49 ]
[  epoch 0027/0040] 3980/4800, lr:2.5e-05 ∣ avg_100 : 31863.137655 ∣ critic_nllloss : 25723.995898 ∣ critic_ganloss : -254.180258 ∣ generator_nllloss : 5071.833398 ∣ generator_ganloss : 1064.484912 ∣     [  std_z : 1.00  real_sub_fake : 1118.17 ]
[  epoch 0027/0040] 3990/4800, lr:2.5e-05 ∣ avg_100 : 31865.157813 ∣ critic_nllloss : 25851.473438 ∣ critic_ganloss : -269.518167 ∣ generator_nllloss : 5222.177148 ∣ generator_ganloss : 1085.409668 ∣     [  std_z : 1.00  real_sub_fake : 1027.09 ]
[  epoch 0027/0040] 4000/4800, lr:2.5e-05 ∣ avg_100 : 31868.493790 ∣ critic_nllloss : 25998.406836 ∣ critic_ganloss : -302.586925 ∣ generator_nllloss : 5207.325000 ∣ generator_ganloss : 1093.493750 ∣     [  std_z : 1.00  real_sub_fake : 1040.69 ]
[  epoch 0027/0040] 4010/4800, lr:2.5e-05 ∣ avg_100 : 31870.032241 ∣ critic_nllloss : 25688.839258 ∣ critic_ganloss : -242.829105 ∣ generator_nllloss : 5170.150000 ∣ generator_ganloss : 1068.408496 ∣     [  std_z : 0.99  real_sub_fake : 1009.43 ]
[  epoch 0027/0040] 4020/4800, lr:2.5e-05 ∣ avg_100 : 31870.918009 ∣ critic_nllloss : 25764.644922 ∣ critic_ganloss : -253.197636 ∣ generator_nllloss : 5162.160352 ∣ generator_ganloss : 1101.327002 ∣     [  std_z : 0.99  real_sub_fake : 1036.06 ]
[  epoch 0027/0040] 4030/4800, lr:2.5e-05 ∣ avg_100 : 31866.944492 ∣ critic_nllloss : 25525.074023 ∣ critic_ganloss : -268.924243 ∣ generator_nllloss : 5059.752148 ∣ generator_ganloss : 1107.542187 ∣     [  std_z : 1.00  real_sub_fake : 923.67 ]
[  epoch 0027/0040] 4040/4800, lr:2.5e-05 ∣ avg_100 : 31865.073995 ∣ critic_nllloss : 25923.845313 ∣ critic_ganloss : -350.037083 ∣ generator_nllloss : 5160.498633 ∣ generator_ganloss : 1087.297559 ∣     [  std_z : 1.00  real_sub_fake : 1101.78 ]
[  epoch 0027/0040] 4050/4800, lr:2.5e-05 ∣ avg_100 : 31863.415165 ∣ critic_nllloss : 25783.852734 ∣ critic_ganloss : -258.420715 ∣ generator_nllloss : 5143.171680 ∣ generator_ganloss : 1097.696387 ∣     [  std_z : 0.99  real_sub_fake : 1112.29 ]
[  epoch 0027/0040] 4060/4800, lr:2.5e-05 ∣ avg_100 : 31865.764691 ∣ critic_nllloss : 26258.562109 ∣ critic_ganloss : -269.057495 ∣ generator_nllloss : 5260.750781 ∣ generator_ganloss : 1125.073926 ∣     [  std_z : 0.99  real_sub_fake : 1034.65 ]
[  epoch 0027/0040] 4070/4800, lr:2.5e-05 ∣ avg_100 : 31867.609611 ∣ critic_nllloss : 25932.572070 ∣ critic_ganloss : -245.957867 ∣ generator_nllloss : 5199.318359 ∣ generator_ganloss : 1084.251807 ∣     [  std_z : 0.98  real_sub_fake : 1046.74 ]
[  epoch 0027/0040] 4080/4800, lr:2.5e-05 ∣ avg_100 : 31869.876532 ∣ critic_nllloss : 25876.771875 ∣ critic_ganloss : -260.210272 ∣ generator_nllloss : 5157.459570 ∣ generator_ganloss : 1093.773096 ∣     [  std_z : 0.99  real_sub_fake : 1039.18 ]
[  epoch 0027/0040] 4090/4800, lr:2.5e-05 ∣ avg_100 : 31871.502319 ∣ critic_nllloss : 25967.506445 ∣ critic_ganloss : -201.014041 ∣ generator_nllloss : 5149.877148 ∣ generator_ganloss : 1083.398291 ∣     [  std_z : 1.00  real_sub_fake : 1035.50 ]
[  epoch 0027/0040] 4100/4800, lr:2.5e-05 ∣ avg_100 : 31875.328548 ∣ critic_nllloss : 25968.630273 ∣ critic_ganloss : -256.971440 ∣ generator_nllloss : 5265.826563 ∣ generator_ganloss : 1111.794629 ∣     [  std_z : 1.01  real_sub_fake : 884.79 ]
[  epoch 0027/0040] 4110/4800, lr:2.5e-05 ∣ avg_100 : 31878.033511 ∣ critic_nllloss : 25830.039453 ∣ critic_ganloss : -284.937997 ∣ generator_nllloss : 5175.024805 ∣ generator_ganloss : 1102.192139 ∣     [  std_z : 1.00  real_sub_fake : 940.97 ]
[  epoch 0027/0040] 4120/4800, lr:2.5e-05 ∣ avg_100 : 31877.824238 ∣ critic_nllloss : 26124.686133 ∣ critic_ganloss : -340.762955 ∣ generator_nllloss : 5233.226367 ∣ generator_ganloss : 1096.615430 ∣     [  std_z : 0.99  real_sub_fake : 1071.35 ]
[  epoch 0027/0040] 4130/4800, lr:2.5e-05 ∣ avg_100 : 31879.177739 ∣ critic_nllloss : 26050.171875 ∣ critic_ganloss : -260.648871 ∣ generator_nllloss : 5122.041797 ∣ generator_ganloss : 1104.197461 ∣     [  std_z : 0.98  real_sub_fake : 1123.62 ]
[  epoch 0027/0040] 4140/4800, lr:2.5e-05 ∣ avg_100 : 31879.686045 ∣ critic_nllloss : 25895.214258 ∣ critic_ganloss : -203.219751 ∣ generator_nllloss : 5162.750391 ∣ generator_ganloss : 1091.724902 ∣     [  std_z : 0.99  real_sub_fake : 1106.77 ]
[  epoch 0027/0040] 4150/4800, lr:2.5e-05 ∣ avg_100 : 31884.262162 ∣ critic_nllloss : 26041.754297 ∣ critic_ganloss : -199.731409 ∣ generator_nllloss : 5269.508984 ∣ generator_ganloss : 1152.038867 ∣     [  std_z : 1.00  real_sub_fake : 721.00 ]
[  epoch 0027/0040] 4160/4800, lr:2.5e-05 ∣ avg_100 : 31886.786543 ∣ critic_nllloss : 25952.932031 ∣ critic_ganloss : -227.685979 ∣ generator_nllloss : 5102.191992 ∣ generator_ganloss : 1115.611230 ∣     [  std_z : 1.00  real_sub_fake : 721.15 ]
[  epoch 0027/0040] 4170/4800, lr:2.5e-05 ∣ avg_100 : 31889.672743 ∣ critic_nllloss : 26202.240820 ∣ critic_ganloss : -328.749794 ∣ generator_nllloss : 5414.480273 ∣ generator_ganloss : 1090.860303 ∣     [  std_z : 0.99  real_sub_fake : 1056.54 ]
[  epoch 0027/0040] 4180/4800, lr:2.5e-05 ∣ avg_100 : 31891.342964 ∣ critic_nllloss : 25767.522070 ∣ critic_ganloss : -291.397382 ∣ generator_nllloss : 5083.000977 ∣ generator_ganloss : 1091.464453 ∣     [  std_z : 0.98  real_sub_fake : 1154.25 ]
[  epoch 0027/0040] 4190/4800, lr:2.5e-05 ∣ avg_100 : 31890.316600 ∣ critic_nllloss : 25720.767969 ∣ critic_ganloss : -298.390695 ∣ generator_nllloss : 5138.371484 ∣ generator_ganloss : 1093.421387 ∣     [  std_z : 0.99  real_sub_fake : 1184.32 ]
[  epoch 0027/0040] 4200/4800, lr:2.5e-05 ∣ avg_100 : 31887.918002 ∣ critic_nllloss : 25741.348242 ∣ critic_ganloss : -315.132227 ∣ generator_nllloss : 5099.499219 ∣ generator_ganloss : 1099.922266 ∣     [  std_z : 1.00  real_sub_fake : 1170.62 ]
[  epoch 0027/0040] 4210/4800, lr:2.5e-05 ∣ avg_100 : 31885.839232 ∣ critic_nllloss : 25717.655859 ∣ critic_ganloss : -224.114209 ∣ generator_nllloss : 5120.489453 ∣ generator_ganloss : 1088.555713 ∣     [  std_z : 1.00  real_sub_fake : 1282.45 ]
[  epoch 0027/0040] 4220/4800, lr:2.5e-05 ∣ avg_100 : 31889.982829 ∣ critic_nllloss : 25961.068359 ∣ critic_ganloss : -112.006609 ∣ generator_nllloss : 5173.320703 ∣ generator_ganloss : 1066.496973 ∣     [  std_z : 1.00  real_sub_fake : 894.17 ]
[  epoch 0027/0040] 4230/4800, lr:2.5e-05 ∣ avg_100 : 31889.334089 ∣ critic_nllloss : 25847.295117 ∣ critic_ganloss : -190.104317 ∣ generator_nllloss : 5169.883203 ∣ generator_ganloss : 1090.431885 ∣     [  std_z : 0.99  real_sub_fake : 628.59 ]
[  epoch 0027/0040] 4240/4800, lr:2.5e-05 ∣ avg_100 : 31888.274288 ∣ critic_nllloss : 26038.198242 ∣ critic_ganloss : -234.498140 ∣ generator_nllloss : 5125.859570 ∣ generator_ganloss : 1073.778516 ∣     [  std_z : 0.99  real_sub_fake : 701.59 ]
[  epoch 0027/0040] 4250/4800, lr:2.5e-05 ∣ avg_100 : 31885.996269 ∣ critic_nllloss : 25843.949023 ∣ critic_ganloss : -234.068526 ∣ generator_nllloss : 5161.296484 ∣ generator_ganloss : 1067.717383 ∣     [  std_z : 0.99  real_sub_fake : 835.31 ]
[  epoch 0027/0040] 4260/4800, lr:2.5e-05 ∣ avg_100 : 31882.267008 ∣ critic_nllloss : 25708.648828 ∣ critic_ganloss : -282.902200 ∣ generator_nllloss : 5187.134375 ∣ generator_ganloss : 1073.208398 ∣     [  std_z : 0.99  real_sub_fake : 883.10 ]
[  epoch 0027/0040] 4270/4800, lr:2.5e-05 ∣ avg_100 : 31882.726805 ∣ critic_nllloss : 26076.004883 ∣ critic_ganloss : -264.653960 ∣ generator_nllloss : 5252.630859 ∣ generator_ganloss : 1074.007324 ∣     [  std_z : 0.99  real_sub_fake : 953.85 ]
[  epoch 0027/0040] 4280/4800, lr:2.5e-05 ∣ avg_100 : 31883.131344 ∣ critic_nllloss : 25973.451953 ∣ critic_ganloss : -323.882727 ∣ generator_nllloss : 5240.676367 ∣ generator_ganloss : 1069.045752 ∣     [  std_z : 0.99  real_sub_fake : 1082.99 ]
[  epoch 0027/0040] 4290/4800, lr:2.5e-05 ∣ avg_100 : 31878.414303 ∣ critic_nllloss : 25697.983203 ∣ critic_ganloss : -373.735214 ∣ generator_nllloss : 5111.499414 ∣ generator_ganloss : 1096.504883 ∣     [  std_z : 1.00  real_sub_fake : 1141.38 ]
[  epoch 0027/0040] 4300/4800, lr:2.5e-05 ∣ avg_100 : 31876.982472 ∣ critic_nllloss : 25877.438281 ∣ critic_ganloss : -269.294855 ∣ generator_nllloss : 5018.702344 ∣ generator_ganloss : 1091.827344 ∣     [  std_z : 1.00  real_sub_fake : 1269.21 ]
[  epoch 0027/0040] 4310/4800, lr:2.5e-05 ∣ avg_100 : 31878.228674 ∣ critic_nllloss : 25972.354883 ∣ critic_ganloss : -287.971255 ∣ generator_nllloss : 5193.439648 ∣ generator_ganloss : 1099.151855 ∣     [  std_z : 1.00  real_sub_fake : 1168.52 ]
[  epoch 0027/0040] 4320/4800, lr:2.5e-05 ∣ avg_100 : 31875.824436 ∣ critic_nllloss : 25867.426758 ∣ critic_ganloss : -323.919833 ∣ generator_nllloss : 5198.702930 ∣ generator_ganloss : 1088.398877 ∣     [  std_z : 1.00  real_sub_fake : 1170.21 ]
[  epoch 0027/0040] 4330/4800, lr:2.5e-05 ∣ avg_100 : 31875.771883 ∣ critic_nllloss : 26066.700391 ∣ critic_ganloss : -281.145816 ∣ generator_nllloss : 5183.150977 ∣ generator_ganloss : 1105.534424 ∣     [  std_z : 0.99  real_sub_fake : 1113.13 ]
[  epoch 0027/0040] 4340/4800, lr:2.5e-05 ∣ avg_100 : 31870.688690 ∣ critic_nllloss : 25636.756836 ∣ critic_ganloss : -294.915985 ∣ generator_nllloss : 5082.867578 ∣ generator_ganloss : 1108.466211 ∣     [  std_z : 0.99  real_sub_fake : 972.79 ]
[  epoch 0027/0040] 4350/4800, lr:2.5e-05 ∣ avg_100 : 31878.780788 ∣ critic_nllloss : 26176.292383 ∣ critic_ganloss : -301.885468 ∣ generator_nllloss : 5259.936719 ∣ generator_ganloss : 1110.986719 ∣     [  std_z : 1.00  real_sub_fake : 1070.54 ]
[  epoch 0027/0040] 4360/4800, lr:2.5e-05 ∣ avg_100 : 31880.417953 ∣ critic_nllloss : 25914.517188 ∣ critic_ganloss : -207.412466 ∣ generator_nllloss : 5191.330078 ∣ generator_ganloss : 1093.983789 ∣     [  std_z : 1.00  real_sub_fake : 1203.26 ]
[  epoch 0027/0040] 4370/4800, lr:2.5e-05 ∣ avg_100 : 31879.833544 ∣ critic_nllloss : 25708.908008 ∣ critic_ganloss : -301.645969 ∣ generator_nllloss : 5091.144531 ∣ generator_ganloss : 1094.565625 ∣     [  std_z : 0.99  real_sub_fake : 1008.39 ]
[  epoch 0027/0040] 4380/4800, lr:2.5e-05 ∣ avg_100 : 31884.543804 ∣ critic_nllloss : 25965.959961 ∣ critic_ganloss : -319.780878 ∣ generator_nllloss : 5231.212109 ∣ generator_ganloss : 1118.331592 ∣     [  std_z : 0.99  real_sub_fake : 1094.06 ]
[  epoch 0027/0040] 4390/4800, lr:2.5e-05 ∣ avg_100 : 31879.871525 ∣ critic_nllloss : 25728.490820 ∣ critic_ganloss : -241.453650 ∣ generator_nllloss : 5076.850781 ∣ generator_ganloss : 1127.537158 ∣     [  std_z : 1.00  real_sub_fake : 993.41 ]
[  epoch 0027/0040] 4400/4800, lr:2.5e-05 ∣ avg_100 : 31881.686609 ∣ critic_nllloss : 25923.401367 ∣ critic_ganloss : -312.680905 ∣ generator_nllloss : 5213.874219 ∣ generator_ganloss : 1106.811914 ∣     [  std_z : 0.99  real_sub_fake : 1149.02 ]
[  epoch 0027/0040] 4410/4800, lr:2.5e-05 ∣ avg_100 : 31882.789842 ∣ critic_nllloss : 25786.839258 ∣ critic_ganloss : -252.008899 ∣ generator_nllloss : 5115.204687 ∣ generator_ganloss : 1127.700830 ∣     [  std_z : 0.99  real_sub_fake : 902.76 ]
[  epoch 0027/0040] 4420/4800, lr:2.5e-05 ∣ avg_100 : 31879.620744 ∣ critic_nllloss : 25786.820898 ∣ critic_ganloss : -182.634898 ∣ generator_nllloss : 5146.536914 ∣ generator_ganloss : 1117.282227 ∣     [  std_z : 1.00  real_sub_fake : 783.82 ]
[  epoch 0027/0040] 4430/4800, lr:2.5e-05 ∣ avg_100 : 31881.575047 ∣ critic_nllloss : 25786.685547 ∣ critic_ganloss : -254.564217 ∣ generator_nllloss : 5207.271680 ∣ generator_ganloss : 1093.873047 ∣     [  std_z : 0.99  real_sub_fake : 915.16 ]
[  epoch 0027/0040] 4440/4800, lr:2.5e-05 ∣ avg_100 : 31876.695801 ∣ critic_nllloss : 25610.239453 ∣ critic_ganloss : -298.931396 ∣ generator_nllloss : 5105.925391 ∣ generator_ganloss : 1097.560742 ∣     [  std_z : 0.99  real_sub_fake : 1064.13 ]
[  epoch 0027/0040] 4450/4800, lr:2.5e-05 ∣ avg_100 : 31878.742762 ∣ critic_nllloss : 25868.810547 ∣ critic_ganloss : -179.428575 ∣ generator_nllloss : 5189.081445 ∣ generator_ganloss : 1118.445410 ∣     [  std_z : 0.99  real_sub_fake : 918.16 ]
[  epoch 0027/0040] 4460/4800, lr:2.5e-05 ∣ avg_100 : 31878.694315 ∣ critic_nllloss : 26063.968359 ∣ critic_ganloss : -295.096796 ∣ generator_nllloss : 5186.410937 ∣ generator_ganloss : 1096.231201 ∣     [  std_z : 1.00  real_sub_fake : 947.89 ]
[  epoch 0027/0040] 4470/4800, lr:2.5e-05 ∣ avg_100 : 31881.238632 ∣ critic_nllloss : 25937.160938 ∣ critic_ganloss : -266.518097 ∣ generator_nllloss : 5215.356445 ∣ generator_ganloss : 1092.664648 ∣     [  std_z : 0.99  real_sub_fake : 1052.63 ]
[  epoch 0027/0040] 4480/4800, lr:2.5e-05 ∣ avg_100 : 31884.265248 ∣ critic_nllloss : 25842.603125 ∣ critic_ganloss : -308.047398 ∣ generator_nllloss : 5117.494531 ∣ generator_ganloss : 1076.918994 ∣     [  std_z : 0.99  real_sub_fake : 982.17 ]
[  epoch 0027/0040] 4490/4800, lr:2.5e-05 ∣ avg_100 : 31884.660856 ∣ critic_nllloss : 25752.509375 ∣ critic_ganloss : -250.906104 ∣ generator_nllloss : 5186.057031 ∣ generator_ganloss : 1089.516211 ∣     [  std_z : 0.99  real_sub_fake : 986.02 ]
[  epoch 0027/0040] 4500/4800, lr:2.5e-05 ∣ avg_100 : 31882.330403 ∣ critic_nllloss : 25754.405273 ∣ critic_ganloss : -226.943454 ∣ generator_nllloss : 5176.773047 ∣ generator_ganloss : 1091.945947 ∣     [  std_z : 1.00  real_sub_fake : 718.41 ]
[  epoch 0027/0040] 4510/4800, lr:2.5e-05 ∣ avg_100 : 31877.133048 ∣ critic_nllloss : 25862.389258 ∣ critic_ganloss : -201.394873 ∣ generator_nllloss : 5176.715234 ∣ generator_ganloss : 1031.900586 ∣     [  std_z : 1.00  real_sub_fake : 915.95 ]
[  epoch 0027/0040] 4520/4800, lr:2.5e-05 ∣ avg_100 : 31875.955134 ∣ critic_nllloss : 25862.358203 ∣ critic_ganloss : -300.949750 ∣ generator_nllloss : 5219.432031 ∣ generator_ganloss : 1058.278271 ∣     [  std_z : 0.99  real_sub_fake : 1059.14 ]
[  epoch 0027/0040] 4530/4800, lr:2.5e-05 ∣ avg_100 : 31870.750096 ∣ critic_nllloss : 25851.871875 ∣ critic_ganloss : -295.079073 ∣ generator_nllloss : 5178.924414 ∣ generator_ganloss : 1039.195557 ∣     [  std_z : 0.99  real_sub_fake : 1093.83 ]
[  epoch 0027/0040] 4540/4800, lr:2.5e-05 ∣ avg_100 : 31873.746793 ∣ critic_nllloss : 25997.375000 ∣ critic_ganloss : -208.624992 ∣ generator_nllloss : 5214.527734 ∣ generator_ganloss : 1071.482910 ∣     [  std_z : 0.99  real_sub_fake : 1122.07 ]
[  epoch 0027/0040] 4550/4800, lr:2.5e-05 ∣ avg_100 : 31872.122416 ∣ critic_nllloss : 25794.405664 ∣ critic_ganloss : -268.265588 ∣ generator_nllloss : 5195.625586 ∣ generator_ganloss : 1085.378809 ∣     [  std_z : 1.00  real_sub_fake : 1011.58 ]
[  epoch 0027/0040] 4560/4800, lr:2.5e-05 ∣ avg_100 : 31867.723655 ∣ critic_nllloss : 25761.907617 ∣ critic_ganloss : -367.765741 ∣ generator_nllloss : 5282.499805 ∣ generator_ganloss : 1061.596045 ∣     [  std_z : 1.00  real_sub_fake : 1142.35 ]
[  epoch 0027/0040] 4570/4800, lr:2.5e-05 ∣ avg_100 : 31870.247196 ∣ critic_nllloss : 26008.135937 ∣ critic_ganloss : -361.794394 ∣ generator_nllloss : 5301.887109 ∣ generator_ganloss : 1061.129834 ∣     [  std_z : 1.00  real_sub_fake : 1357.41 ]
[  epoch 0027/0040] 4580/4800, lr:2.5e-05 ∣ avg_100 : 31872.007965 ∣ critic_nllloss : 25993.120117 ∣ critic_ganloss : -225.807516 ∣ generator_nllloss : 5184.100781 ∣ generator_ganloss : 1100.818457 ∣     [  std_z : 0.99  real_sub_fake : 1118.50 ]
[  epoch 0027/0040] 4590/4800, lr:2.5e-05 ∣ avg_100 : 31870.602712 ∣ critic_nllloss : 25623.192188 ∣ critic_ganloss : -261.080533 ∣ generator_nllloss : 5138.123047 ∣ generator_ganloss : 1072.644971 ∣     [  std_z : 0.99  real_sub_fake : 1101.54 ]
[  epoch 0027/0040] 4600/4800, lr:2.5e-05 ∣ avg_100 : 31868.625123 ∣ critic_nllloss : 25977.766602 ∣ critic_ganloss : -288.946648 ∣ generator_nllloss : 5122.486328 ∣ generator_ganloss : 1082.337695 ∣     [  std_z : 1.00  real_sub_fake : 974.36 ]
[  epoch 0027/0040] 4610/4800, lr:2.5e-05 ∣ avg_100 : 31870.705817 ∣ critic_nllloss : 25987.716602 ∣ critic_ganloss : -281.011858 ∣ generator_nllloss : 5157.228320 ∣ generator_ganloss : 1079.152441 ∣     [  std_z : 1.00  real_sub_fake : 1073.54 ]
[  epoch 0027/0040] 4620/4800, lr:2.5e-05 ∣ avg_100 : 31873.565062 ∣ critic_nllloss : 26105.903320 ∣ critic_ganloss : -360.259137 ∣ generator_nllloss : 5191.948828 ∣ generator_ganloss : 1098.579688 ∣     [  std_z : 0.99  real_sub_fake : 1143.68 ]
[  epoch 0027/0040] 4630/4800, lr:2.5e-05 ∣ avg_100 : 31871.774037 ∣ critic_nllloss : 25831.539258 ∣ critic_ganloss : -304.530881 ∣ generator_nllloss : 5184.139453 ∣ generator_ganloss : 1104.549805 ∣     [  std_z : 0.99  real_sub_fake : 1190.94 ]
[  epoch 0027/0040] 4640/4800, lr:2.5e-05 ∣ avg_100 : 31865.659905 ∣ critic_nllloss : 25631.336523 ∣ critic_ganloss : -304.341241 ∣ generator_nllloss : 5117.863281 ∣ generator_ganloss : 1110.217920 ∣     [  std_z : 0.99  real_sub_fake : 1052.43 ]
[  epoch 0027/0040] 4650/4800, lr:2.5e-05 ∣ avg_100 : 31870.142322 ∣ critic_nllloss : 25914.249023 ∣ critic_ganloss : -243.014511 ∣ generator_nllloss : 5256.495508 ∣ generator_ganloss : 1131.874512 ∣     [  std_z : 0.99  real_sub_fake : 1083.54 ]
[  epoch 0027/0040] 4660/4800, lr:2.5e-05 ∣ avg_100 : 31872.785444 ∣ critic_nllloss : 25859.336914 ∣ critic_ganloss : -246.772690 ∣ generator_nllloss : 5104.480664 ∣ generator_ganloss : 1080.869092 ∣     [  std_z : 1.00  real_sub_fake : 1034.86 ]
[  epoch 0027/0040] 4670/4800, lr:2.5e-05 ∣ avg_100 : 31869.105325 ∣ critic_nllloss : 25617.310742 ∣ critic_ganloss : -247.949240 ∣ generator_nllloss : 5059.255664 ∣ generator_ganloss : 1133.079053 ∣     [  std_z : 1.00  real_sub_fake : 844.20 ]
[  epoch 0027/0040] 4680/4800, lr:2.5e-05 ∣ avg_100 : 31869.924092 ∣ critic_nllloss : 25930.166211 ∣ critic_ganloss : -267.752042 ∣ generator_nllloss : 5107.804883 ∣ generator_ganloss : 1095.917578 ∣     [  std_z : 0.99  real_sub_fake : 1012.90 ]
[  epoch 0027/0040] 4690/4800, lr:2.5e-05 ∣ avg_100 : 31872.474754 ∣ critic_nllloss : 25894.827344 ∣ critic_ganloss : -293.055710 ∣ generator_nllloss : 5138.772852 ∣ generator_ganloss : 1096.118701 ∣     [  std_z : 0.99  real_sub_fake : 1148.47 ]
[  epoch 0027/0040] 4700/4800, lr:2.5e-05 ∣ avg_100 : 31868.383258 ∣ critic_nllloss : 25657.819336 ∣ critic_ganloss : -289.059137 ∣ generator_nllloss : 5122.698633 ∣ generator_ganloss : 1113.934033 ∣     [  std_z : 1.00  real_sub_fake : 1052.54 ]
[  epoch 0027/0040] 4710/4800, lr:2.5e-05 ∣ avg_100 : 31865.799608 ∣ critic_nllloss : 25728.889258 ∣ critic_ganloss : -317.582977 ∣ generator_nllloss : 5189.593945 ∣ generator_ganloss : 1089.602246 ∣     [  std_z : 1.00  real_sub_fake : 1119.65 ]
[  epoch 0027/0040] 4720/4800, lr:2.5e-05 ∣ avg_100 : 31868.034544 ∣ critic_nllloss : 25790.510156 ∣ critic_ganloss : -294.112900 ∣ generator_nllloss : 5214.163086 ∣ generator_ganloss : 1102.742383 ∣     [  std_z : 0.99  real_sub_fake : 1072.54 ]
[  epoch 0027/0040] 4730/4800, lr:2.5e-05 ∣ avg_100 : 31865.837392 ∣ critic_nllloss : 25930.780469 ∣ critic_ganloss : -295.647919 ∣ generator_nllloss : 5174.371484 ∣ generator_ganloss : 1090.872363 ∣     [  std_z : 0.99  real_sub_fake : 1197.52 ]
[  epoch 0027/0040] 4740/4800, lr:2.5e-05 ∣ avg_100 : 31867.712425 ∣ critic_nllloss : 25959.966016 ∣ critic_ganloss : -249.704730 ∣ generator_nllloss : 5134.236328 ∣ generator_ganloss : 1089.246582 ∣     [  std_z : 0.99  real_sub_fake : 1125.44 ]
[  epoch 0027/0040] 4750/4800, lr:2.5e-05 ∣ avg_100 : 31870.740048 ∣ critic_nllloss : 26022.920703 ∣ critic_ganloss : -290.231683 ∣ generator_nllloss : 5250.762695 ∣ generator_ganloss : 1075.130566 ∣     [  std_z : 1.00  real_sub_fake : 1047.99 ]
[  epoch 0027/0040] 4760/4800, lr:2.5e-05 ∣ avg_100 : 31868.180547 ∣ critic_nllloss : 25731.924805 ∣ critic_ganloss : -285.521992 ∣ generator_nllloss : 5105.913281 ∣ generator_ganloss : 1092.570752 ∣     [  std_z : 0.99  real_sub_fake : 992.27 ]
[  epoch 0027/0040] 4770/4800, lr:2.5e-05 ∣ avg_100 : 31870.608602 ∣ critic_nllloss : 26025.795117 ∣ critic_ganloss : -326.601721 ∣ generator_nllloss : 5256.935938 ∣ generator_ganloss : 1065.240918 ∣     [  std_z : 0.99  real_sub_fake : 1169.80 ]
[  epoch 0027/0040] 4780/4800, lr:2.5e-05 ∣ avg_100 : 31867.101013 ∣ critic_nllloss : 25834.658203 ∣ critic_ganloss : -385.518628 ∣ generator_nllloss : 5182.784961 ∣ generator_ganloss : 1089.212109 ∣     [  std_z : 0.99  real_sub_fake : 1254.90 ]
[  epoch 0027/0040] 4790/4800, lr:2.5e-05 ∣ avg_100 : 31868.107242 ∣ critic_nllloss : 25878.173633 ∣ critic_ganloss : -237.172867 ∣ generator_nllloss : 5137.692187 ∣ generator_ganloss : 1094.920459 ∣     [  std_z : 0.99  real_sub_fake : 1301.93 ]
[  epoch 0027/0040] 4800/4800, lr:2.5e-05 ∣ avg_100 : 31870.161206 ∣ critic_nllloss : 25940.899414 ∣ critic_ganloss : -320.746568 ∣ generator_nllloss : 5149.641016 ∣ generator_ganloss : 1100.161279 ∣     [  std_z : 1.00  real_sub_fake : 1076.90 ]
[    val 027    ] Done! KLD: 0.031933: 0.0164946:39, total: 1 day, 3:31:14                  
[  epoch 0028/0040] 0010/4800, lr:2.5e-05 ∣ avg_100 : 31871.508027 ∣ critic_nllloss : 25925.246289 ∣ critic_ganloss : -308.781757 ∣ generator_nllloss : 5290.051953 ∣ generator_ganloss : 1054.741406 ∣     [  std_z : 1.00  real_sub_fake : 1225.08 ]
[  epoch 0028/0040] 0020/4800, lr:2.5e-05 ∣ avg_100 : 31873.099612 ∣ critic_nllloss : 25999.130664 ∣ critic_ganloss : -367.595734 ∣ generator_nllloss : 5255.463867 ∣ generator_ganloss : 1082.625098 ∣     [  std_z : 1.00  real_sub_fake : 1247.42 ]
[  epoch 0028/0040] 0030/4800, lr:2.5e-05 ∣ avg_100 : 31873.337389 ∣ critic_nllloss : 25797.315625 ∣ critic_ganloss : -295.847305 ∣ generator_nllloss : 5197.107227 ∣ generator_ganloss : 1095.675684 ∣     [  std_z : 0.99  real_sub_fake : 1083.95 ]
[  epoch 0028/0040] 0040/4800, lr:2.5e-05 ∣ avg_100 : 31874.588177 ∣ critic_nllloss : 25834.366992 ∣ critic_ganloss : -254.706287 ∣ generator_nllloss : 5206.068555 ∣ generator_ganloss : 1070.970898 ∣     [  std_z : 0.99  real_sub_fake : 1205.79 ]
[  epoch 0028/0040] 0050/4800, lr:2.5e-05 ∣ avg_100 : 31874.568034 ∣ critic_nllloss : 26060.802539 ∣ critic_ganloss : -390.595172 ∣ generator_nllloss : 5157.629102 ∣ generator_ganloss : 1105.075830 ∣     [  std_z : 0.99  real_sub_fake : 1182.64 ]
[  epoch 0028/0040] 0060/4800, lr:2.5e-05 ∣ avg_100 : 31873.624773 ∣ critic_nllloss : 25971.468945 ∣ critic_ganloss : -359.075494 ∣ generator_nllloss : 5152.385938 ∣ generator_ganloss : 1107.794043 ∣     [  std_z : 1.00  real_sub_fake : 1221.19 ]
[  epoch 0028/0040] 0070/4800, lr:2.5e-05 ∣ avg_100 : 31874.413193 ∣ critic_nllloss : 25840.660938 ∣ critic_ganloss : -188.243469 ∣ generator_nllloss : 5139.450000 ∣ generator_ganloss : 1107.714795 ∣     [  std_z : 1.00  real_sub_fake : 1185.17 ]
[  epoch 0028/0040] 0080/4800, lr:2.5e-05 ∣ avg_100 : 31874.844964 ∣ critic_nllloss : 25851.493555 ∣ critic_ganloss : -251.866927 ∣ generator_nllloss : 5234.528711 ∣ generator_ganloss : 1115.093262 ∣     [  std_z : 0.99  real_sub_fake : 805.54 ]
[  epoch 0028/0040] 0090/4800, lr:2.5e-05 ∣ avg_100 : 31874.347619 ∣ critic_nllloss : 25849.492969 ∣ critic_ganloss : -273.322606 ∣ generator_nllloss : 5183.565430 ∣ generator_ganloss : 1104.448877 ∣     [  std_z : 0.98  real_sub_fake : 992.30 ]
[  epoch 0028/0040] 0100/4800, lr:2.5e-05 ∣ avg_100 : 31874.442286 ∣ critic_nllloss : 25847.774414 ∣ critic_ganloss : -281.304962 ∣ generator_nllloss : 5177.973437 ∣ generator_ganloss : 1093.794629 ∣     [  std_z : 0.99  real_sub_fake : 969.42 ]
[  epoch 0028/0040] 0110/4800, lr:2.5e-05 ∣ avg_100 : 31870.968231 ∣ critic_nllloss : 25832.405273 ∣ critic_ganloss : -190.569931 ∣ generator_nllloss : 5145.143555 ∣ generator_ganloss : 1079.904541 ∣     [  std_z : 1.00  real_sub_fake : 914.34 ]
[  epoch 0028/0040] 0120/4800, lr:2.5e-05 ∣ avg_100 : 31871.675162 ∣ critic_nllloss : 25939.633008 ∣ critic_ganloss : -331.347159 ∣ generator_nllloss : 5146.031641 ∣ generator_ganloss : 1075.636475 ∣     [  std_z : 1.01  real_sub_fake : 1050.50 ]
[  epoch 0028/0040] 0130/4800, lr:2.5e-05 ∣ avg_100 : 31869.142451 ∣ critic_nllloss : 25897.304688 ∣ critic_ganloss : -224.196873 ∣ generator_nllloss : 5180.105078 ∣ generator_ganloss : 1101.855762 ∣     [  std_z : 1.00  real_sub_fake : 948.91 ]
[  epoch 0028/0040] 0140/4800, lr:2.5e-05 ∣ avg_100 : 31870.157579 ∣ critic_nllloss : 26012.117969 ∣ critic_ganloss : -164.648590 ∣ generator_nllloss : 5243.595312 ∣ generator_ganloss : 1087.123779 ∣     [  std_z : 1.00  real_sub_fake : 704.49 ]
[  epoch 0028/0040] 0150/4800, lr:2.5e-05 ∣ avg_100 : 31870.775786 ∣ critic_nllloss : 25698.416602 ∣ critic_ganloss : -235.080110 ∣ generator_nllloss : 5135.546875 ∣ generator_ganloss : 1045.727783 ∣     [  std_z : 0.99  real_sub_fake : 843.81 ]
[  epoch 0028/0040] 0160/4800, lr:2.5e-05 ∣ avg_100 : 31869.406732 ∣ critic_nllloss : 26020.196289 ∣ critic_ganloss : -226.778645 ∣ generator_nllloss : 5243.313672 ∣ generator_ganloss : 1078.447461 ∣     [  std_z : 0.99  real_sub_fake : 898.95 ]
[  epoch 0028/0040] 0170/4800, lr:2.5e-05 ∣ avg_100 : 31871.321335 ∣ critic_nllloss : 25827.581250 ∣ critic_ganloss : -167.829558 ∣ generator_nllloss : 5174.499805 ∣ generator_ganloss : 1079.941309 ∣     [  std_z : 1.00  real_sub_fake : 844.83 ]
[  epoch 0028/0040] 0180/4800, lr:2.5e-05 ∣ avg_100 : 31874.823267 ∣ critic_nllloss : 25916.046094 ∣ critic_ganloss : -254.709280 ∣ generator_nllloss : 5229.675195 ∣ generator_ganloss : 1065.315137 ∣     [  std_z : 1.00  real_sub_fake : 904.38 ]
[  epoch 0028/0040] 0190/4800, lr:2.5e-05 ∣ avg_100 : 31875.944249 ∣ critic_nllloss : 26023.340234 ∣ critic_ganloss : -262.290771 ∣ generator_nllloss : 5159.104688 ∣ generator_ganloss : 1081.486182 ∣     [  std_z : 1.00  real_sub_fake : 907.09 ]
[  epoch 0028/0040] 0200/4800, lr:2.5e-05 ∣ avg_100 : 31877.292424 ∣ critic_nllloss : 26082.026758 ∣ critic_ganloss : -258.131387 ∣ generator_nllloss : 5225.540820 ∣ generator_ganloss : 1082.019971 ∣     [  std_z : 1.00  real_sub_fake : 1068.54 ]
[  epoch 0028/0040] 0210/4800, lr:2.5e-05 ∣ avg_100 : 31877.303337 ∣ critic_nllloss : 25658.732812 ∣ critic_ganloss : -266.279480 ∣ generator_nllloss : 5228.555469 ∣ generator_ganloss : 1064.651172 ∣     [  std_z : 0.99  real_sub_fake : 1039.61 ]
[  epoch 0028/0040] 0220/4800, lr:2.5e-05 ∣ avg_100 : 31878.528654 ∣ critic_nllloss : 26012.457227 ∣ critic_ganloss : -373.189436 ∣ generator_nllloss : 5194.932422 ∣ generator_ganloss : 1063.266113 ∣     [  std_z : 0.99  real_sub_fake : 1077.63 ]
[  epoch 0028/0040] 0230/4800, lr:2.5e-05 ∣ avg_100 : 31884.184736 ∣ critic_nllloss : 25977.245117 ∣ critic_ganloss : -218.306544 ∣ generator_nllloss : 5163.638281 ∣ generator_ganloss : 1066.475391 ∣     [  std_z : 0.99  real_sub_fake : 1040.87 ]
[  epoch 0028/0040] 0240/4800, lr:2.5e-05 ∣ avg_100 : 31884.088369 ∣ critic_nllloss : 25804.372070 ∣ critic_ganloss : -322.700967 ∣ generator_nllloss : 5238.535156 ∣ generator_ganloss : 1091.761475 ∣     [  std_z : 0.99  real_sub_fake : 1115.61 ]
[  epoch 0028/0040] 0250/4800, lr:2.5e-05 ∣ avg_100 : 31884.390320 ∣ critic_nllloss : 25850.827539 ∣ critic_ganloss : -349.233124 ∣ generator_nllloss : 5226.730664 ∣ generator_ganloss : 1068.170117 ∣     [  std_z : 1.00  real_sub_fake : 1232.55 ]
[  epoch 0028/0040] 0260/4800, lr:2.5e-05 ∣ avg_100 : 31878.875501 ∣ critic_nllloss : 25843.513477 ∣ critic_ganloss : -297.097943 ∣ generator_nllloss : 5182.414258 ∣ generator_ganloss : 1095.017676 ∣     [  std_z : 1.00  real_sub_fake : 1154.20 ]
[  epoch 0028/0040] 0270/4800, lr:2.5e-05 ∣ avg_100 : 31877.646139 ∣ critic_nllloss : 25888.755078 ∣ critic_ganloss : -315.596115 ∣ generator_nllloss : 5183.588281 ∣ generator_ganloss : 1090.500928 ∣     [  std_z : 1.00  real_sub_fake : 1260.74 ]
[  epoch 0028/0040] 0280/4800, lr:2.5e-05 ∣ avg_100 : 31879.170816 ∣ critic_nllloss : 26058.119531 ∣ critic_ganloss : -289.100784 ∣ generator_nllloss : 5157.398047 ∣ generator_ganloss : 1093.845117 ∣     [  std_z : 0.99  real_sub_fake : 1111.51 ]
[  epoch 0028/0040] 0290/4800, lr:2.5e-05 ∣ avg_100 : 31877.626718 ∣ critic_nllloss : 25927.486914 ∣ critic_ganloss : -259.370566 ∣ generator_nllloss : 5087.173047 ∣ generator_ganloss : 1090.068701 ∣     [  std_z : 0.99  real_sub_fake : 1083.71 ]
[  epoch 0028/0040] 0300/4800, lr:2.5e-05 ∣ avg_100 : 31876.164594 ∣ critic_nllloss : 25875.778711 ∣ critic_ganloss : -273.304771 ∣ generator_nllloss : 5242.339844 ∣ generator_ganloss : 1098.253857 ∣     [  std_z : 1.00  real_sub_fake : 1000.15 ]
[  epoch 0028/0040] 0310/4800, lr:2.5e-05 ∣ avg_100 : 31874.182404 ∣ critic_nllloss : 25687.851758 ∣ critic_ganloss : -276.849042 ∣ generator_nllloss : 5118.540234 ∣ generator_ganloss : 1094.556396 ∣     [  std_z : 1.00  real_sub_fake : 1025.31 ]
[  epoch 0028/0040] 0320/4800, lr:2.5e-05 ∣ avg_100 : 31873.118330 ∣ critic_nllloss : 26090.320898 ∣ critic_ganloss : -300.908112 ∣ generator_nllloss : 5127.793945 ∣ generator_ganloss : 1090.150830 ∣     [  std_z : 1.00  real_sub_fake : 1148.66 ]
[  epoch 0028/0040] 0330/4800, lr:2.5e-05 ∣ avg_100 : 31872.117351 ∣ critic_nllloss : 25869.811523 ∣ critic_ganloss : -272.869162 ∣ generator_nllloss : 5208.441406 ∣ generator_ganloss : 1110.280615 ∣     [  std_z : 0.99  real_sub_fake : 1044.62 ]
[  epoch 0028/0040] 0340/4800, lr:2.5e-05 ∣ avg_100 : 31871.990135 ∣ critic_nllloss : 26022.313281 ∣ critic_ganloss : -333.971542 ∣ generator_nllloss : 5159.958594 ∣ generator_ganloss : 1085.447852 ∣     [  std_z : 1.00  real_sub_fake : 1294.53 ]
[  epoch 0028/0040] 0350/4800, lr:2.5e-05 ∣ avg_100 : 31870.528525 ∣ critic_nllloss : 26025.029687 ∣ critic_ganloss : -319.017825 ∣ generator_nllloss : 5305.997852 ∣ generator_ganloss : 1105.400000 ∣     [  std_z : 0.99  real_sub_fake : 1149.60 ]
[  epoch 0028/0040] 0360/4800, lr:2.5e-05 ∣ avg_100 : 31868.529285 ∣ critic_nllloss : 25858.900391 ∣ critic_ganloss : -312.286914 ∣ generator_nllloss : 5102.673633 ∣ generator_ganloss : 1093.838184 ∣     [  std_z : 0.99  real_sub_fake : 1149.90 ]
[  epoch 0028/0040] 0370/4800, lr:2.5e-05 ∣ avg_100 : 31864.822593 ∣ critic_nllloss : 25830.499023 ∣ critic_ganloss : -242.601080 ∣ generator_nllloss : 5295.881445 ∣ generator_ganloss : 1124.383008 ∣     [  std_z : 0.99  real_sub_fake : 1013.49 ]
[  epoch 0028/0040] 0380/4800, lr:2.5e-05 ∣ avg_100 : 31869.725948 ∣ critic_nllloss : 26072.974414 ∣ critic_ganloss : -240.297058 ∣ generator_nllloss : 5206.405078 ∣ generator_ganloss : 1101.843262 ∣     [  std_z : 1.00  real_sub_fake : 1057.70 ]
[  epoch 0028/0040] 0390/4800, lr:2.5e-05 ∣ avg_100 : 31869.909550 ∣ critic_nllloss : 25767.641992 ∣ critic_ganloss : -348.830795 ∣ generator_nllloss : 5142.051758 ∣ generator_ganloss : 1111.667383 ∣     [  std_z : 1.00  real_sub_fake : 1014.31 ]
[  epoch 0028/0040] 0400/4800, lr:2.5e-05 ∣ avg_100 : 31871.750563 ∣ critic_nllloss : 25923.429883 ∣ critic_ganloss : -199.532211 ∣ generator_nllloss : 4982.603320 ∣ generator_ganloss : 1103.237744 ∣     [  std_z : 0.99  real_sub_fake : 1035.82 ]
[  epoch 0028/0040] 0410/4800, lr:2.5e-05 ∣ avg_100 : 31871.204262 ∣ critic_nllloss : 25742.089258 ∣ critic_ganloss : -320.249562 ∣ generator_nllloss : 5128.865234 ∣ generator_ganloss : 1097.251855 ∣     [  std_z : 0.99  real_sub_fake : 1014.77 ]
[  epoch 0028/0040] 0420/4800, lr:2.5e-05 ∣ avg_100 : 31871.431593 ∣ critic_nllloss : 25999.050000 ∣ critic_ganloss : -212.695276 ∣ generator_nllloss : 5198.110156 ∣ generator_ganloss : 1127.147607 ∣     [  std_z : 0.99  real_sub_fake : 985.36 ]
[  epoch 0028/0040] 0430/4800, lr:2.5e-05 ∣ avg_100 : 31869.670052 ∣ critic_nllloss : 25885.561914 ∣ critic_ganloss : -320.725040 ∣ generator_nllloss : 5081.991211 ∣ generator_ganloss : 1094.523682 ∣     [  std_z : 0.99  real_sub_fake : 1003.99 ]
[  epoch 0028/0040] 0440/4800, lr:2.5e-05 ∣ avg_100 : 31866.466913 ∣ critic_nllloss : 25682.461328 ∣ critic_ganloss : -310.516367 ∣ generator_nllloss : 5222.405469 ∣ generator_ganloss : 1088.673828 ∣     [  std_z : 1.00  real_sub_fake : 1118.87 ]
[  epoch 0028/0040] 0450/4800, lr:2.5e-05 ∣ avg_100 : 31865.326487 ∣ critic_nllloss : 25823.685352 ∣ critic_ganloss : -344.924811 ∣ generator_nllloss : 5154.054102 ∣ generator_ganloss : 1092.037207 ∣     [  std_z : 0.99  real_sub_fake : 1158.93 ]
[  epoch 0028/0040] 0460/4800, lr:2.5e-05 ∣ avg_100 : 31866.418295 ∣ critic_nllloss : 25784.971094 ∣ critic_ganloss : -294.427505 ∣ generator_nllloss : 5210.174023 ∣ generator_ganloss : 1094.552539 ∣     [  std_z : 0.99  real_sub_fake : 1223.18 ]
[  epoch 0028/0040] 0470/4800, lr:2.5e-05 ∣ avg_100 : 31865.409196 ∣ critic_nllloss : 25984.679883 ∣ critic_ganloss : -247.638437 ∣ generator_nllloss : 5212.814258 ∣ generator_ganloss : 1087.223535 ∣     [  std_z : 0.99  real_sub_fake : 1172.09 ]
[  epoch 0028/0040] 0480/4800, lr:2.5e-05 ∣ avg_100 : 31863.764631 ∣ critic_nllloss : 25811.436719 ∣ critic_ganloss : -305.627026 ∣ generator_nllloss : 5174.654883 ∣ generator_ganloss : 1114.370264 ∣     [  std_z : 0.99  real_sub_fake : 1082.94 ]
[  epoch 0028/0040] 0490/4800, lr:2.5e-05 ∣ avg_100 : 31867.072983 ∣ critic_nllloss : 25868.611328 ∣ critic_ganloss : -309.400198 ∣ generator_nllloss : 5182.208398 ∣ generator_ganloss : 1121.667969 ∣     [  std_z : 1.00  real_sub_fake : 1078.05 ]
[  epoch 0028/0040] 0500/4800, lr:2.5e-05 ∣ avg_100 : 31870.543275 ∣ critic_nllloss : 26053.935937 ∣ critic_ganloss : -330.660733 ∣ generator_nllloss : 5241.967383 ∣ generator_ganloss : 1100.459668 ∣     [  std_z : 1.00  real_sub_fake : 1260.15 ]
[  epoch 0028/0040] 0510/4800, lr:2.5e-05 ∣ avg_100 : 31869.866181 ∣ critic_nllloss : 25965.083203 ∣ critic_ganloss : -285.128223 ∣ generator_nllloss : 5101.518750 ∣ generator_ganloss : 1127.792041 ∣     [  std_z : 0.99  real_sub_fake : 1167.52 ]
[  epoch 0028/0040] 0520/4800, lr:2.5e-05 ∣ avg_100 : 31870.828505 ∣ critic_nllloss : 25975.561719 ∣ critic_ganloss : -328.030499 ∣ generator_nllloss : 5194.009375 ∣ generator_ganloss : 1085.300537 ∣     [  std_z : 0.99  real_sub_fake : 1177.77 ]
[  epoch 0028/0040] 0530/4800, lr:2.5e-05 ∣ avg_100 : 31869.570971 ∣ critic_nllloss : 25886.554688 ∣ critic_ganloss : -274.425354 ∣ generator_nllloss : 5241.776758 ∣ generator_ganloss : 1094.580518 ∣     [  std_z : 0.99  real_sub_fake : 1095.93 ]
[  epoch 0028/0040] 0540/4800, lr:2.5e-05 ∣ avg_100 : 31874.796720 ∣ critic_nllloss : 25968.539453 ∣ critic_ganloss : -219.334003 ∣ generator_nllloss : 5197.487305 ∣ generator_ganloss : 1109.056787 ∣     [  std_z : 0.99  real_sub_fake : 1067.30 ]
[  epoch 0028/0040] 0550/4800, lr:2.5e-05 ∣ avg_100 : 31871.583786 ∣ critic_nllloss : 26035.355859 ∣ critic_ganloss : -348.798410 ∣ generator_nllloss : 5142.199609 ∣ generator_ganloss : 1095.279834 ∣     [  std_z : 0.99  real_sub_fake : 1196.73 ]
[  epoch 0028/0040] 0560/4800, lr:2.5e-05 ∣ avg_100 : 31873.480585 ∣ critic_nllloss : 26116.039258 ∣ critic_ganloss : -279.339063 ∣ generator_nllloss : 5234.897461 ∣ generator_ganloss : 1110.500879 ∣     [  std_z : 1.00  real_sub_fake : 1090.35 ]
[  epoch 0028/0040] 0570/4800, lr:2.5e-05 ∣ avg_100 : 31876.817461 ∣ critic_nllloss : 25865.004688 ∣ critic_ganloss : -241.991402 ∣ generator_nllloss : 5173.167188 ∣ generator_ganloss : 1130.479297 ∣     [  std_z : 1.00  real_sub_fake : 930.67 ]
[  epoch 0028/0040] 0580/4800, lr:2.5e-05 ∣ avg_100 : 31876.110350 ∣ critic_nllloss : 25782.432422 ∣ critic_ganloss : -246.296500 ∣ generator_nllloss : 5282.448633 ∣ generator_ganloss : 1106.427100 ∣     [  std_z : 0.99  real_sub_fake : 1086.40 ]
[  epoch 0028/0040] 0590/4800, lr:2.5e-05 ∣ avg_100 : 31875.396110 ∣ critic_nllloss : 25820.970703 ∣ critic_ganloss : -350.178058 ∣ generator_nllloss : 5031.662695 ∣ generator_ganloss : 1117.545752 ∣     [  std_z : 0.99  real_sub_fake : 1079.83 ]
[  epoch 0028/0040] 0600/4800, lr:2.5e-05 ∣ avg_100 : 31874.304834 ∣ critic_nllloss : 25822.200391 ∣ critic_ganloss : -302.439438 ∣ generator_nllloss : 5196.879492 ∣ generator_ganloss : 1105.638623 ∣     [  std_z : 1.00  real_sub_fake : 1089.47 ]
[  epoch 0028/0040] 0610/4800, lr:2.5e-05 ∣ avg_100 : 31873.742189 ∣ critic_nllloss : 25769.697461 ∣ critic_ganloss : -291.524799 ∣ generator_nllloss : 5130.438086 ∣ generator_ganloss : 1112.860596 ∣     [  std_z : 1.00  real_sub_fake : 1092.93 ]
[  epoch 0028/0040] 0620/4800, lr:2.5e-05 ∣ avg_100 : 31875.363037 ∣ critic_nllloss : 26039.982812 ∣ critic_ganloss : -275.750684 ∣ generator_nllloss : 5149.667188 ∣ generator_ganloss : 1116.190625 ∣     [  std_z : 0.99  real_sub_fake : 1049.66 ]
[  epoch 0028/0040] 0630/4800, lr:2.5e-05 ∣ avg_100 : 31878.741233 ∣ critic_nllloss : 26065.695117 ∣ critic_ganloss : -263.465555 ∣ generator_nllloss : 5261.089844 ∣ generator_ganloss : 1107.766260 ∣     [  std_z : 0.99  real_sub_fake : 1113.63 ]
[  epoch 0028/0040] 0640/4800, lr:2.5e-05 ∣ avg_100 : 31883.095771 ∣ critic_nllloss : 25912.715234 ∣ critic_ganloss : -204.235498 ∣ generator_nllloss : 5137.172656 ∣ generator_ganloss : 1104.595557 ∣     [  std_z : 0.99  real_sub_fake : 927.43 ]
[  epoch 0028/0040] 0650/4800, lr:2.5e-05 ∣ avg_100 : 31882.655843 ∣ critic_nllloss : 25944.932422 ∣ critic_ganloss : -248.970868 ∣ generator_nllloss : 5150.366797 ∣ generator_ganloss : 1106.587695 ∣     [  std_z : 0.99  real_sub_fake : 873.70 ]
[  epoch 0028/0040] 0660/4800, lr:2.5e-05 ∣ avg_100 : 31881.725034 ∣ critic_nllloss : 25926.389062 ∣ critic_ganloss : -291.335809 ∣ generator_nllloss : 5232.899219 ∣ generator_ganloss : 1090.480371 ∣     [  std_z : 0.99  real_sub_fake : 1019.23 ]
[  epoch 0028/0040] 0670/4800, lr:2.5e-05 ∣ avg_100 : 31879.604110 ∣ critic_nllloss : 25790.442773 ∣ critic_ganloss : -242.986530 ∣ generator_nllloss : 5163.657422 ∣ generator_ganloss : 1055.457813 ∣     [  std_z : 1.00  real_sub_fake : 1105.75 ]
[  epoch 0028/0040] 0680/4800, lr:2.5e-05 ∣ avg_100 : 31883.260885 ∣ critic_nllloss : 26061.497461 ∣ critic_ganloss : -250.692380 ∣ generator_nllloss : 5182.055078 ∣ generator_ganloss : 1101.786670 ∣     [  std_z : 1.00  real_sub_fake : 1023.89 ]
[  epoch 0028/0040] 0690/4800, lr:2.5e-05 ∣ avg_100 : 31884.498559 ∣ critic_nllloss : 25847.641602 ∣ critic_ganloss : -231.533797 ∣ generator_nllloss : 5176.598828 ∣ generator_ganloss : 1108.237207 ∣     [  std_z : 0.99  real_sub_fake : 919.28 ]
[  epoch 0028/0040] 0700/4800, lr:2.5e-05 ∣ avg_100 : 31884.511946 ∣ critic_nllloss : 25747.587891 ∣ critic_ganloss : -240.360411 ∣ generator_nllloss : 5183.898047 ∣ generator_ganloss : 1106.394043 ∣     [  std_z : 0.99  real_sub_fake : 872.67 ]
[  epoch 0028/0040] 0710/4800, lr:2.5e-05 ∣ avg_100 : 31882.399232 ∣ critic_nllloss : 25737.933594 ∣ critic_ganloss : -325.745738 ∣ generator_nllloss : 5157.601367 ∣ generator_ganloss : 1088.549512 ∣     [  std_z : 0.99  real_sub_fake : 949.60 ]
[  epoch 0028/0040] 0720/4800, lr:2.5e-05 ∣ avg_100 : 31881.527722 ∣ critic_nllloss : 25841.208008 ∣ critic_ganloss : -346.535266 ∣ generator_nllloss : 5171.356445 ∣ generator_ganloss : 1085.938623 ∣     [  std_z : 1.00  real_sub_fake : 1268.89 ]
[  epoch 0028/0040] 0730/4800, lr:2.5e-05 ∣ avg_100 : 31880.672834 ∣ critic_nllloss : 25710.153320 ∣ critic_ganloss : -320.211774 ∣ generator_nllloss : 5207.250195 ∣ generator_ganloss : 1092.232178 ∣     [  std_z : 1.00  real_sub_fake : 1365.21 ]
[  epoch 0028/0040] 0740/4800, lr:2.5e-05 ∣ avg_100 : 31878.610890 ∣ critic_nllloss : 25864.357617 ∣ critic_ganloss : -215.711658 ∣ generator_nllloss : 5118.511719 ∣ generator_ganloss : 1101.408594 ∣     [  std_z : 1.00  real_sub_fake : 1047.28 ]
[  epoch 0028/0040] 0750/4800, lr:2.5e-05 ∣ avg_100 : 31879.707920 ∣ critic_nllloss : 25964.464062 ∣ critic_ganloss : -257.646953 ∣ generator_nllloss : 5101.392187 ∣ generator_ganloss : 1108.638232 ∣     [  std_z : 1.00  real_sub_fake : 951.38 ]
[  epoch 0028/0040] 0760/4800, lr:2.5e-05 ∣ avg_100 : 31879.321172 ∣ critic_nllloss : 25736.223047 ∣ critic_ganloss : -276.147272 ∣ generator_nllloss : 5139.634375 ∣ generator_ganloss : 1099.852734 ∣     [  std_z : 0.99  real_sub_fake : 1043.94 ]
[  epoch 0028/0040] 0770/4800, lr:2.5e-05 ∣ avg_100 : 31879.395292 ∣ critic_nllloss : 26039.087500 ∣ critic_ganloss : -284.932819 ∣ generator_nllloss : 5145.081836 ∣ generator_ganloss : 1117.533936 ∣     [  std_z : 0.99  real_sub_fake : 1050.18 ]
[  epoch 0028/0040] 0780/4800, lr:2.5e-05 ∣ avg_100 : 31877.872246 ∣ critic_nllloss : 25963.131055 ∣ critic_ganloss : -331.990515 ∣ generator_nllloss : 5153.416797 ∣ generator_ganloss : 1115.369922 ∣     [  std_z : 1.00  real_sub_fake : 1077.00 ]
[  epoch 0028/0040] 0790/4800, lr:2.5e-05 ∣ avg_100 : 31882.276248 ∣ critic_nllloss : 25934.680469 ∣ critic_ganloss : -296.288101 ∣ generator_nllloss : 5257.953516 ∣ generator_ganloss : 1116.934033 ∣     [  std_z : 1.00  real_sub_fake : 1146.56 ]
[  epoch 0028/0040] 0800/4800, lr:2.5e-05 ∣ avg_100 : 31884.054825 ∣ critic_nllloss : 26159.995898 ∣ critic_ganloss : -374.639090 ∣ generator_nllloss : 5192.162500 ∣ generator_ganloss : 1093.982324 ∣     [  std_z : 0.99  real_sub_fake : 1259.11 ]
[  epoch 0028/0040] 0810/4800, lr:2.5e-05 ∣ avg_100 : 31880.147327 ∣ critic_nllloss : 25656.827539 ∣ critic_ganloss : -287.245271 ∣ generator_nllloss : 5054.394922 ∣ generator_ganloss : 1128.358496 ∣     [  std_z : 0.99  real_sub_fake : 1055.20 ]
[  epoch 0028/0040] 0820/4800, lr:2.5e-05 ∣ avg_100 : 31879.271517 ∣ critic_nllloss : 25969.672461 ∣ critic_ganloss : -301.505103 ∣ generator_nllloss : 5170.551758 ∣ generator_ganloss : 1109.872607 ∣     [  std_z : 0.99  real_sub_fake : 1256.96 ]
[  epoch 0028/0040] 0830/4800, lr:2.5e-05 ∣ avg_100 : 31883.859950 ∣ critic_nllloss : 26047.109375 ∣ critic_ganloss : -193.714996 ∣ generator_nllloss : 5310.023633 ∣ generator_ganloss : 1111.122900 ∣     [  std_z : 0.99  real_sub_fake : 1153.47 ]
[  epoch 0028/0040] 0840/4800, lr:2.5e-05 ∣ avg_100 : 31888.217735 ∣ critic_nllloss : 25983.939258 ∣ critic_ganloss : -340.125064 ∣ generator_nllloss : 5241.484766 ∣ generator_ganloss : 1105.556104 ∣     [  std_z : 1.00  real_sub_fake : 1017.18 ]
[  epoch 0028/0040] 0850/4800, lr:2.5e-05 ∣ avg_100 : 31884.220680 ∣ critic_nllloss : 25769.257422 ∣ critic_ganloss : -277.970380 ∣ generator_nllloss : 5088.783203 ∣ generator_ganloss : 1079.828760 ∣     [  std_z : 1.00  real_sub_fake : 993.31 ]
[  epoch 0028/0040] 0860/4800, lr:2.5e-05 ∣ avg_100 : 31885.466863 ∣ critic_nllloss : 26051.318750 ∣ critic_ganloss : -316.437759 ∣ generator_nllloss : 5116.047656 ∣ generator_ganloss : 1071.603613 ∣     [  std_z : 0.99  real_sub_fake : 1208.90 ]
[  epoch 0028/0040] 0870/4800, lr:2.5e-05 ∣ avg_100 : 31887.929215 ∣ critic_nllloss : 25808.568164 ∣ critic_ganloss : -222.261899 ∣ generator_nllloss : 5138.082031 ∣ generator_ganloss : 1083.543164 ∣     [  std_z : 0.99  real_sub_fake : 1059.54 ]
[  epoch 0028/0040] 0880/4800, lr:2.5e-05 ∣ avg_100 : 31887.704854 ∣ critic_nllloss : 25757.602148 ∣ critic_ganloss : -252.400864 ∣ generator_nllloss : 5239.410352 ∣ generator_ganloss : 1099.088867 ∣     [  std_z : 0.99  real_sub_fake : 870.47 ]
[  epoch 0028/0040] 0890/4800, lr:2.5e-05 ∣ avg_100 : 31886.566503 ∣ critic_nllloss : 25785.495117 ∣ critic_ganloss : -313.075705 ∣ generator_nllloss : 5194.142187 ∣ generator_ganloss : 1056.266455 ∣     [  std_z : 0.99  real_sub_fake : 1032.19 ]
[  epoch 0028/0040] 0900/4800, lr:2.5e-05 ∣ avg_100 : 31890.102178 ∣ critic_nllloss : 25898.097461 ∣ critic_ganloss : -253.370323 ∣ generator_nllloss : 5220.120508 ∣ generator_ganloss : 1094.112695 ∣     [  std_z : 1.00  real_sub_fake : 1053.96 ]
[  epoch 0028/0040] 0910/4800, lr:2.5e-05 ∣ avg_100 : 31893.610199 ∣ critic_nllloss : 25967.379688 ∣ critic_ganloss : -292.609305 ∣ generator_nllloss : 5268.116211 ∣ generator_ganloss : 1098.418018 ∣     [  std_z : 1.00  real_sub_fake : 1027.94 ]
[  epoch 0028/0040] 0920/4800, lr:2.5e-05 ∣ avg_100 : 31893.921009 ∣ critic_nllloss : 25778.384375 ∣ critic_ganloss : -257.146475 ∣ generator_nllloss : 5228.227930 ∣ generator_ganloss : 1094.917920 ∣     [  std_z : 0.99  real_sub_fake : 1057.33 ]
[  epoch 0028/0040] 0930/4800, lr:2.5e-05 ∣ avg_100 : 31892.835101 ∣ critic_nllloss : 25784.900586 ∣ critic_ganloss : -278.153720 ∣ generator_nllloss : 5163.427148 ∣ generator_ganloss : 1121.611523 ∣     [  std_z : 0.99  real_sub_fake : 1007.00 ]
[  epoch 0028/0040] 0940/4800, lr:2.5e-05 ∣ avg_100 : 31893.249666 ∣ critic_nllloss : 25905.643555 ∣ critic_ganloss : -313.122992 ∣ generator_nllloss : 5280.776563 ∣ generator_ganloss : 1101.903564 ∣     [  std_z : 0.99  real_sub_fake : 1109.82 ]
[  epoch 0028/0040] 0950/4800, lr:2.5e-05 ∣ avg_100 : 31888.658575 ∣ critic_nllloss : 25703.052344 ∣ critic_ganloss : -282.371733 ∣ generator_nllloss : 5076.295898 ∣ generator_ganloss : 1102.496680 ∣     [  std_z : 1.00  real_sub_fake : 1029.08 ]
[  epoch 0028/0040] 0960/4800, lr:2.5e-05 ∣ avg_100 : 31890.286261 ∣ critic_nllloss : 25871.434961 ∣ critic_ganloss : -332.328430 ∣ generator_nllloss : 5184.216016 ∣ generator_ganloss : 1084.332959 ∣     [  std_z : 1.00  real_sub_fake : 1217.87 ]
[  epoch 0028/0040] 0970/4800, lr:2.5e-05 ∣ avg_100 : 31891.891950 ∣ critic_nllloss : 25990.719336 ∣ critic_ganloss : -208.078555 ∣ generator_nllloss : 5304.808398 ∣ generator_ganloss : 1094.489990 ∣     [  std_z : 1.00  real_sub_fake : 1159.44 ]
[  epoch 0028/0040] 0980/4800, lr:2.5e-05 ∣ avg_100 : 31894.329980 ∣ critic_nllloss : 25918.396484 ∣ critic_ganloss : -339.979193 ∣ generator_nllloss : 5318.189844 ∣ generator_ganloss : 1068.332471 ∣     [  std_z : 0.99  real_sub_fake : 1121.17 ]
[  epoch 0028/0040] 0990/4800, lr:2.5e-05 ∣ avg_100 : 31896.337079 ∣ critic_nllloss : 26011.145313 ∣ critic_ganloss : -272.879828 ∣ generator_nllloss : 5251.819531 ∣ generator_ganloss : 1084.238281 ∣     [  std_z : 0.98  real_sub_fake : 1127.60 ]
[  epoch 0028/0040] 1000/4800, lr:2.5e-05 ∣ avg_100 : 31895.067842 ∣ critic_nllloss : 25796.264258 ∣ critic_ganloss : -329.320740 ∣ generator_nllloss : 5200.198828 ∣ generator_ganloss : 1075.889160 ∣     [  std_z : 0.99  real_sub_fake : 1068.78 ]
[  epoch 0028/0040] 1010/4800, lr:2.5e-05 ∣ avg_100 : 31893.330709 ∣ critic_nllloss : 25886.689844 ∣ critic_ganloss : -337.979111 ∣ generator_nllloss : 5148.067773 ∣ generator_ganloss : 1090.766016 ∣     [  std_z : 1.00  real_sub_fake : 1156.10 ]
[  epoch 0028/0040] 1020/4800, lr:2.5e-05 ∣ avg_100 : 31894.420990 ∣ critic_nllloss : 25957.881641 ∣ critic_ganloss : -239.078629 ∣ generator_nllloss : 5260.031641 ∣ generator_ganloss : 1099.817334 ∣     [  std_z : 0.99  real_sub_fake : 1227.59 ]
[  epoch 0028/0040] 1030/4800, lr:2.5e-05 ∣ avg_100 : 31895.634601 ∣ critic_nllloss : 25882.935742 ∣ critic_ganloss : -279.190419 ∣ generator_nllloss : 5203.085156 ∣ generator_ganloss : 1108.781836 ∣     [  std_z : 0.99  real_sub_fake : 970.24 ]
[  epoch 0028/0040] 1040/4800, lr:2.5e-05 ∣ avg_100 : 31895.617191 ∣ critic_nllloss : 25851.306250 ∣ critic_ganloss : -233.628357 ∣ generator_nllloss : 5149.045898 ∣ generator_ganloss : 1088.235400 ∣     [  std_z : 0.99  real_sub_fake : 1034.94 ]
[  epoch 0028/0040] 1050/4800, lr:2.5e-05 ∣ avg_100 : 31893.658361 ∣ critic_nllloss : 25759.559180 ∣ critic_ganloss : -265.807248 ∣ generator_nllloss : 5157.750391 ∣ generator_ganloss : 1085.527002 ∣     [  std_z : 0.99  real_sub_fake : 1003.37 ]
[  epoch 0028/0040] 1060/4800, lr:2.5e-05 ∣ avg_100 : 31892.676951 ∣ critic_nllloss : 25820.036719 ∣ critic_ganloss : -297.378027 ∣ generator_nllloss : 5155.043359 ∣ generator_ganloss : 1096.730322 ∣     [  std_z : 1.00  real_sub_fake : 1098.99 ]
[  epoch 0028/0040] 1070/4800, lr:2.5e-05 ∣ avg_100 : 31891.172759 ∣ critic_nllloss : 25790.502539 ∣ critic_ganloss : -354.870639 ∣ generator_nllloss : 5220.568359 ∣ generator_ganloss : 1092.962842 ∣     [  std_z : 1.00  real_sub_fake : 1126.05 ]
[  epoch 0028/0040] 1080/4800, lr:2.5e-05 ∣ avg_100 : 31889.697322 ∣ critic_nllloss : 25798.764648 ∣ critic_ganloss : -278.678641 ∣ generator_nllloss : 5183.959570 ∣ generator_ganloss : 1097.659326 ∣     [  std_z : 1.00  real_sub_fake : 1184.48 ]
[  epoch 0028/0040] 1090/4800, lr:2.5e-05 ∣ avg_100 : 31890.395218 ∣ critic_nllloss : 25988.790430 ∣ critic_ganloss : -325.408255 ∣ generator_nllloss : 5168.535156 ∣ generator_ganloss : 1102.056934 ∣     [  std_z : 1.00  real_sub_fake : 1213.28 ]
[  epoch 0028/0040] 1100/4800, lr:2.5e-05 ∣ avg_100 : 31893.517639 ∣ critic_nllloss : 26007.595117 ∣ critic_ganloss : -246.221277 ∣ generator_nllloss : 5285.096680 ∣ generator_ganloss : 1104.009082 ∣     [  std_z : 1.00  real_sub_fake : 950.02 ]
[  epoch 0028/0040] 1110/4800, lr:2.5e-05 ∣ avg_100 : 31892.051465 ∣ critic_nllloss : 25781.092773 ∣ critic_ganloss : -172.839821 ∣ generator_nllloss : 5058.720312 ∣ generator_ganloss : 1053.292822 ∣     [  std_z : 1.00  real_sub_fake : 857.83 ]
[  epoch 0028/0040] 1120/4800, lr:2.5e-05 ∣ avg_100 : 31892.507898 ∣ critic_nllloss : 25974.177344 ∣ critic_ganloss : -312.185495 ∣ generator_nllloss : 5182.920898 ∣ generator_ganloss : 1030.684473 ∣     [  std_z : 0.99  real_sub_fake : 970.07 ]
[  epoch 0028/0040] 1130/4800, lr:2.5e-05 ∣ avg_100 : 31891.189783 ∣ critic_nllloss : 25890.895117 ∣ critic_ganloss : -259.894836 ∣ generator_nllloss : 5152.394531 ∣ generator_ganloss : 1039.862354 ∣     [  std_z : 0.99  real_sub_fake : 1014.46 ]
[  epoch 0028/0040] 1140/4800, lr:2.5e-05 ∣ avg_100 : 31887.452313 ∣ critic_nllloss : 25837.493945 ∣ critic_ganloss : -255.800970 ∣ generator_nllloss : 5169.827734 ∣ generator_ganloss : 1052.920801 ∣     [  std_z : 0.99  real_sub_fake : 1101.69 ]
[  epoch 0028/0040] 1150/4800, lr:2.5e-05 ∣ avg_100 : 31891.825190 ∣ critic_nllloss : 26029.493945 ∣ critic_ganloss : -268.760312 ∣ generator_nllloss : 5251.533203 ∣ generator_ganloss : 1069.631934 ∣     [  std_z : 1.00  real_sub_fake : 1059.87 ]
[  epoch 0028/0040] 1160/4800, lr:2.5e-05 ∣ avg_100 : 31887.058825 ∣ critic_nllloss : 25675.332813 ∣ critic_ganloss : -272.529169 ∣ generator_nllloss : 5165.003125 ∣ generator_ganloss : 1070.735547 ∣     [  std_z : 1.00  real_sub_fake : 932.11 ]
[  epoch 0028/0040] 1170/4800, lr:2.5e-05 ∣ avg_100 : 31887.002608 ∣ critic_nllloss : 25879.384961 ∣ critic_ganloss : -261.549394 ∣ generator_nllloss : 5209.560547 ∣ generator_ganloss : 1081.175000 ∣     [  std_z : 0.99  real_sub_fake : 1006.20 ]
[  epoch 0028/0040] 1180/4800, lr:2.5e-05 ∣ avg_100 : 31883.030342 ∣ critic_nllloss : 25752.263672 ∣ critic_ganloss : -325.110468 ∣ generator_nllloss : 5071.822852 ∣ generator_ganloss : 1060.124463 ∣     [  std_z : 0.99  real_sub_fake : 1247.50 ]
[  epoch 0028/0040] 1190/4800, lr:2.5e-05 ∣ avg_100 : 31879.981355 ∣ critic_nllloss : 25830.947266 ∣ critic_ganloss : -324.333615 ∣ generator_nllloss : 5106.526953 ∣ generator_ganloss : 1083.601025 ∣     [  std_z : 1.00  real_sub_fake : 1209.51 ]
[  epoch 0028/0040] 1200/4800, lr:2.5e-05 ∣ avg_100 : 31874.503240 ∣ critic_nllloss : 25642.066992 ∣ critic_ganloss : -287.103644 ∣ generator_nllloss : 5114.830469 ∣ generator_ganloss : 1113.850879 ∣     [  std_z : 1.00  real_sub_fake : 1049.28 ]
[  epoch 0028/0040] 1210/4800, lr:2.5e-05 ∣ avg_100 : 31875.977567 ∣ critic_nllloss : 25844.713477 ∣ critic_ganloss : -319.859821 ∣ generator_nllloss : 5218.669141 ∣ generator_ganloss : 1089.569922 ∣     [  std_z : 0.99  real_sub_fake : 932.59 ]
[  epoch 0028/0040] 1220/4800, lr:2.5e-05 ∣ avg_100 : 31876.394632 ∣ critic_nllloss : 25931.511523 ∣ critic_ganloss : -327.884232 ∣ generator_nllloss : 5266.644141 ∣ generator_ganloss : 1068.901318 ∣     [  std_z : 0.99  real_sub_fake : 1183.61 ]
[  epoch 0028/0040] 1230/4800, lr:2.5e-05 ∣ avg_100 : 31875.380897 ∣ critic_nllloss : 25878.957422 ∣ critic_ganloss : -310.739828 ∣ generator_nllloss : 5224.784766 ∣ generator_ganloss : 1094.676367 ∣     [  std_z : 0.99  real_sub_fake : 1054.12 ]
[  epoch 0028/0040] 1240/4800, lr:2.5e-05 ∣ avg_100 : 31876.054335 ∣ critic_nllloss : 25922.549609 ∣ critic_ganloss : -209.835349 ∣ generator_nllloss : 5103.961328 ∣ generator_ganloss : 1062.635986 ∣     [  std_z : 0.99  real_sub_fake : 1174.31 ]
[  epoch 0028/0040] 1250/4800, lr:2.5e-05 ∣ avg_100 : 31879.604490 ∣ critic_nllloss : 26096.979492 ∣ critic_ganloss : -269.799829 ∣ generator_nllloss : 5232.407422 ∣ generator_ganloss : 1091.923633 ∣     [  std_z : 1.00  real_sub_fake : 857.74 ]
[  epoch 0028/0040] 1260/4800, lr:2.5e-05 ∣ avg_100 : 31878.516616 ∣ critic_nllloss : 25780.993164 ∣ critic_ganloss : -244.242299 ∣ generator_nllloss : 5115.680859 ∣ generator_ganloss : 1062.628369 ∣     [  std_z : 1.00  real_sub_fake : 856.25 ]
[  epoch 0028/0040] 1270/4800, lr:2.5e-05 ∣ avg_100 : 31878.556574 ∣ critic_nllloss : 25926.587109 ∣ critic_ganloss : -289.293637 ∣ generator_nllloss : 5152.202539 ∣ generator_ganloss : 1061.747949 ∣     [  std_z : 1.00  real_sub_fake : 1005.67 ]
[  epoch 0028/0040] 1280/4800, lr:2.5e-05 ∣ avg_100 : 31876.624043 ∣ critic_nllloss : 25804.594727 ∣ critic_ganloss : -242.599683 ∣ generator_nllloss : 5205.638086 ∣ generator_ganloss : 1059.375684 ∣     [  std_z : 0.99  real_sub_fake : 961.16 ]
[  epoch 0028/0040] 1290/4800, lr:2.5e-05 ∣ avg_100 : 31879.320916 ∣ critic_nllloss : 26062.186523 ∣ critic_ganloss : -250.933292 ∣ generator_nllloss : 5256.077344 ∣ generator_ganloss : 1047.714746 ∣     [  std_z : 0.99  real_sub_fake : 1115.40 ]
[  epoch 0028/0040] 1300/4800, lr:2.5e-05 ∣ avg_100 : 31880.767747 ∣ critic_nllloss : 25998.208594 ∣ critic_ganloss : -206.302600 ∣ generator_nllloss : 5201.801172 ∣ generator_ganloss : 1094.043652 ∣     [  std_z : 1.00  real_sub_fake : 937.82 ]
[  epoch 0028/0040] 1310/4800, lr:2.5e-05 ∣ avg_100 : 31882.912762 ∣ critic_nllloss : 25757.183203 ∣ critic_ganloss : -191.097163 ∣ generator_nllloss : 5170.837891 ∣ generator_ganloss : 1101.676904 ∣     [  std_z : 1.00  real_sub_fake : 713.70 ]
[  epoch 0028/0040] 1320/4800, lr:2.5e-05 ∣ avg_100 : 31882.419428 ∣ critic_nllloss : 25942.483789 ∣ critic_ganloss : -276.408206 ∣ generator_nllloss : 5210.978320 ∣ generator_ganloss : 1080.970215 ∣     [  std_z : 0.99  real_sub_fake : 971.16 ]
[  epoch 0028/0040] 1330/4800, lr:2.5e-05 ∣ avg_100 : 31881.092050 ∣ critic_nllloss : 25919.911523 ∣ critic_ganloss : -393.817929 ∣ generator_nllloss : 5175.145898 ∣ generator_ganloss : 1081.687061 ∣     [  std_z : 0.99  real_sub_fake : 1245.35 ]
[  epoch 0028/0040] 1340/4800, lr:2.5e-05 ∣ avg_100 : 31880.043725 ∣ critic_nllloss : 25867.942383 ∣ critic_ganloss : -270.791705 ∣ generator_nllloss : 5116.832031 ∣ generator_ganloss : 1114.933057 ∣     [  std_z : 0.99  real_sub_fake : 1282.64 ]
[  epoch 0028/0040] 1350/4800, lr:2.5e-05 ∣ avg_100 : 31878.155554 ∣ critic_nllloss : 25963.723242 ∣ critic_ganloss : -315.891656 ∣ generator_nllloss : 5211.980078 ∣ generator_ganloss : 1068.780908 ∣     [  std_z : 0.99  real_sub_fake : 1380.00 ]
[  epoch 0028/0040] 1360/4800, lr:2.5e-05 ∣ avg_100 : 31879.105292 ∣ critic_nllloss : 25859.712695 ∣ critic_ganloss : -253.892758 ∣ generator_nllloss : 5147.905273 ∣ generator_ganloss : 1084.373926 ∣     [  std_z : 0.99  real_sub_fake : 1200.36 ]
[  epoch 0028/0040] 1370/4800, lr:2.5e-05 ∣ avg_100 : 31878.194432 ∣ critic_nllloss : 25975.039453 ∣ critic_ganloss : -279.061603 ∣ generator_nllloss : 5127.614844 ∣ generator_ganloss : 1093.483691 ∣     [  std_z : 1.00  real_sub_fake : 986.54 ]
[  epoch 0028/0040] 1380/4800, lr:2.5e-05 ∣ avg_100 : 31876.877327 ∣ critic_nllloss : 25939.667383 ∣ critic_ganloss : -232.707239 ∣ generator_nllloss : 5216.401367 ∣ generator_ganloss : 1085.853613 ∣     [  std_z : 1.00  real_sub_fake : 942.83 ]
[  epoch 0028/0040] 1390/4800, lr:2.5e-05 ∣ avg_100 : 31875.870535 ∣ critic_nllloss : 25616.409180 ∣ critic_ganloss : -283.135924 ∣ generator_nllloss : 5139.273047 ∣ generator_ganloss : 1099.304883 ∣     [  std_z : 1.00  real_sub_fake : 962.73 ]
[  epoch 0028/0040] 1400/4800, lr:2.5e-05 ∣ avg_100 : 31871.403474 ∣ critic_nllloss : 25551.046680 ∣ critic_ganloss : -332.917973 ∣ generator_nllloss : 5053.425000 ∣ generator_ganloss : 1091.478955 ∣     [  std_z : 0.99  real_sub_fake : 991.33 ]
[  epoch 0028/0040] 1410/4800, lr:2.5e-05 ∣ avg_100 : 31871.972438 ∣ critic_nllloss : 25812.965820 ∣ critic_ganloss : -314.773944 ∣ generator_nllloss : 5132.875391 ∣ generator_ganloss : 1073.785938 ∣     [  std_z : 0.99  real_sub_fake : 1156.56 ]
[  epoch 0028/0040] 1420/4800, lr:2.5e-05 ∣ avg_100 : 31868.813916 ∣ critic_nllloss : 25854.221875 ∣ critic_ganloss : -395.316785 ∣ generator_nllloss : 5235.938281 ∣ generator_ganloss : 1100.916895 ∣     [  std_z : 0.99  real_sub_fake : 1299.47 ]
[  epoch 0028/0040] 1430/4800, lr:2.5e-05 ∣ avg_100 : 31870.021009 ∣ critic_nllloss : 25857.608594 ∣ critic_ganloss : -235.611710 ∣ generator_nllloss : 5150.106445 ∣ generator_ganloss : 1089.957715 ∣     [  std_z : 1.00  real_sub_fake : 1318.11 ]
[  epoch 0028/0040] 1440/4800, lr:2.5e-05 ∣ avg_100 : 31873.560315 ∣ critic_nllloss : 25969.204688 ∣ critic_ganloss : -254.973885 ∣ generator_nllloss : 5204.014844 ∣ generator_ganloss : 1118.709229 ∣     [  std_z : 1.01  real_sub_fake : 921.57 ]
[  epoch 0028/0040] 1450/4800, lr:2.5e-05 ∣ avg_100 : 31873.478487 ∣ critic_nllloss : 25720.412109 ∣ critic_ganloss : -218.556616 ∣ generator_nllloss : 5166.402930 ∣ generator_ganloss : 1048.410645 ∣     [  std_z : 1.00  real_sub_fake : 913.78 ]
[  epoch 0028/0040] 1460/4800, lr:2.5e-05 ∣ avg_100 : 31871.510920 ∣ critic_nllloss : 25637.981641 ∣ critic_ganloss : -215.518875 ∣ generator_nllloss : 5114.201563 ∣ generator_ganloss : 1061.849121 ∣     [  std_z : 0.99  real_sub_fake : 813.81 ]
[  epoch 0028/0040] 1470/4800, lr:2.5e-05 ∣ avg_100 : 31872.011094 ∣ critic_nllloss : 26065.316406 ∣ critic_ganloss : -259.138329 ∣ generator_nllloss : 5224.434766 ∣ generator_ganloss : 1056.483789 ∣     [  std_z : 0.98  real_sub_fake : 932.64 ]
[  epoch 0028/0040] 1480/4800, lr:2.5e-05 ∣ avg_100 : 31870.447308 ∣ critic_nllloss : 25756.321875 ∣ critic_ganloss : -308.724706 ∣ generator_nllloss : 5148.096289 ∣ generator_ganloss : 1042.762793 ∣     [  std_z : 1.00  real_sub_fake : 1026.27 ]
[  epoch 0028/0040] 1490/4800, lr:2.5e-05 ∣ avg_100 : 31867.089698 ∣ critic_nllloss : 25691.538672 ∣ critic_ganloss : -336.048132 ∣ generator_nllloss : 5157.487305 ∣ generator_ganloss : 1014.348633 ∣     [  std_z : 1.00  real_sub_fake : 1192.19 ]
[  epoch 0028/0040] 1500/4800, lr:2.5e-05 ∣ avg_100 : 31866.238113 ∣ critic_nllloss : 26078.114453 ∣ critic_ganloss : -332.300565 ∣ generator_nllloss : 5205.621484 ∣ generator_ganloss : 1029.108350 ∣     [  std_z : 0.99  real_sub_fake : 1307.83 ]
[  epoch 0028/0040] 1510/4800, lr:2.5e-05 ∣ avg_100 : 31860.927036 ∣ critic_nllloss : 25598.442773 ∣ critic_ganloss : -330.807040 ∣ generator_nllloss : 5065.004687 ∣ generator_ganloss : 1045.517676 ∣     [  std_z : 0.99  real_sub_fake : 1237.02 ]
[  epoch 0028/0040] 1520/4800, lr:2.5e-05 ∣ avg_100 : 31861.338183 ∣ critic_nllloss : 25964.596484 ∣ critic_ganloss : -301.942462 ∣ generator_nllloss : 5222.259766 ∣ generator_ganloss : 1083.042041 ∣     [  std_z : 0.98  real_sub_fake : 1367.50 ]
[  epoch 0028/0040] 1530/4800, lr:2.5e-05 ∣ avg_100 : 31858.552308 ∣ critic_nllloss : 25873.286133 ∣ critic_ganloss : -346.443732 ∣ generator_nllloss : 5056.814844 ∣ generator_ganloss : 1086.241846 ∣     [  std_z : 0.99  real_sub_fake : 1162.26 ]
[  epoch 0028/0040] 1540/4800, lr:2.5e-05 ∣ avg_100 : 31855.980198 ∣ critic_nllloss : 25833.433203 ∣ critic_ganloss : -232.677441 ∣ generator_nllloss : 5121.691992 ∣ generator_ganloss : 1076.090820 ∣     [  std_z : 1.00  real_sub_fake : 1092.56 ]
[  epoch 0028/0040] 1550/4800, lr:2.5e-05 ∣ avg_100 : 31853.338954 ∣ critic_nllloss : 25885.075977 ∣ critic_ganloss : -323.078885 ∣ generator_nllloss : 5049.800586 ∣ generator_ganloss : 1048.114746 ∣     [  std_z : 1.01  real_sub_fake : 1015.59 ]
[  epoch 0028/0040] 1560/4800, lr:2.5e-05 ∣ avg_100 : 31849.922210 ∣ critic_nllloss : 25843.455078 ∣ critic_ganloss : -303.835439 ∣ generator_nllloss : 5280.603711 ∣ generator_ganloss : 1020.200781 ∣     [  std_z : 1.00  real_sub_fake : 1047.60 ]
[  epoch 0028/0040] 1570/4800, lr:2.5e-05 ∣ avg_100 : 31849.471624 ∣ critic_nllloss : 25885.061914 ∣ critic_ganloss : -224.351007 ∣ generator_nllloss : 5188.474023 ∣ generator_ganloss : 1032.416309 ∣     [  std_z : 0.99  real_sub_fake : 1017.89 ]
[  epoch 0028/0040] 1580/4800, lr:2.5e-05 ∣ avg_100 : 31850.762664 ∣ critic_nllloss : 26045.618750 ∣ critic_ganloss : -272.479602 ∣ generator_nllloss : 5236.285156 ∣ generator_ganloss : 1044.691309 ∣     [  std_z : 0.99  real_sub_fake : 1124.56 ]
[  epoch 0028/0040] 1590/4800, lr:2.5e-05 ∣ avg_100 : 31853.693750 ∣ critic_nllloss : 25925.658594 ∣ critic_ganloss : -287.042889 ∣ generator_nllloss : 5197.846094 ∣ generator_ganloss : 1076.647900 ∣     [  std_z : 0.99  real_sub_fake : 930.58 ]
[  epoch 0028/0040] 1600/4800, lr:2.5e-05 ∣ avg_100 : 31853.323761 ∣ critic_nllloss : 25802.293945 ∣ critic_ganloss : -277.383188 ∣ generator_nllloss : 5211.054297 ∣ generator_ganloss : 1049.315137 ∣     [  std_z : 1.00  real_sub_fake : 978.78 ]
[  epoch 0028/0040] 1610/4800, lr:2.5e-05 ∣ avg_100 : 31850.467676 ∣ critic_nllloss : 25618.055859 ∣ critic_ganloss : -306.322574 ∣ generator_nllloss : 5079.562695 ∣ generator_ganloss : 1044.566846 ∣     [  std_z : 1.00  real_sub_fake : 1214.66 ]
[  epoch 0028/0040] 1620/4800, lr:2.5e-05 ∣ avg_100 : 31848.802639 ∣ critic_nllloss : 25732.533984 ∣ critic_ganloss : -155.011139 ∣ generator_nllloss : 5187.814844 ∣ generator_ganloss : 1098.248535 ∣     [  std_z : 1.00  real_sub_fake : 882.66 ]
[  epoch 0028/0040] 1630/4800, lr:2.5e-05 ∣ avg_100 : 31844.005669 ∣ critic_nllloss : 25763.166406 ∣ critic_ganloss : -257.177986 ∣ generator_nllloss : 5117.066211 ∣ generator_ganloss : 1068.334082 ∣     [  std_z : 0.99  real_sub_fake : 829.18 ]
[  epoch 0028/0040] 1640/4800, lr:2.5e-05 ∣ avg_100 : 31844.119892 ∣ critic_nllloss : 26008.727930 ∣ critic_ganloss : -274.252357 ∣ generator_nllloss : 5153.876172 ∣ generator_ganloss : 1073.318506 ∣     [  std_z : 0.99  real_sub_fake : 984.80 ]
[  epoch 0028/0040] 1650/4800, lr:2.5e-05 ∣ avg_100 : 31845.622682 ∣ critic_nllloss : 26096.179883 ∣ critic_ganloss : -306.288869 ∣ generator_nllloss : 5246.670117 ∣ generator_ganloss : 1066.633887 ∣     [  std_z : 1.00  real_sub_fake : 990.44 ]
[  epoch 0028/0040] 1660/4800, lr:2.5e-05 ∣ avg_100 : 31841.563743 ∣ critic_nllloss : 25718.821289 ∣ critic_ganloss : -285.048547 ∣ generator_nllloss : 5052.388867 ∣ generator_ganloss : 1066.377295 ∣     [  std_z : 1.00  real_sub_fake : 1025.96 ]
[  epoch 0028/0040] 1670/4800, lr:2.5e-05 ∣ avg_100 : 31841.994657 ∣ critic_nllloss : 25852.349609 ∣ critic_ganloss : -342.521075 ∣ generator_nllloss : 5217.061914 ∣ generator_ganloss : 1082.772461 ∣     [  std_z : 1.00  real_sub_fake : 1208.95 ]
[  epoch 0028/0040] 1680/4800, lr:2.5e-05 ∣ avg_100 : 31837.921713 ∣ critic_nllloss : 25829.109180 ∣ critic_ganloss : -345.129694 ∣ generator_nllloss : 5124.559375 ∣ generator_ganloss : 1078.813574 ∣     [  std_z : 0.99  real_sub_fake : 1178.39 ]
[  epoch 0028/0040] 1690/4800, lr:2.5e-05 ∣ avg_100 : 31837.968292 ∣ critic_nllloss : 25960.036523 ∣ critic_ganloss : -248.497284 ∣ generator_nllloss : 5114.319141 ∣ generator_ganloss : 1079.743359 ∣     [  std_z : 0.99  real_sub_fake : 1226.56 ]
[  epoch 0028/0040] 1700/4800, lr:2.5e-05 ∣ avg_100 : 31833.583124 ∣ critic_nllloss : 25524.480859 ∣ critic_ganloss : -353.616830 ∣ generator_nllloss : 5090.960547 ∣ generator_ganloss : 1097.178223 ∣     [  std_z : 1.00  real_sub_fake : 1073.84 ]
[  epoch 0028/0040] 1710/4800, lr:2.5e-05 ∣ avg_100 : 31832.314750 ∣ critic_nllloss : 25711.438477 ∣ critic_ganloss : -379.894354 ∣ generator_nllloss : 5130.975781 ∣ generator_ganloss : 1068.981445 ∣     [  std_z : 1.00  real_sub_fake : 1268.64 ]
[  epoch 0028/0040] 1720/4800, lr:2.5e-05 ∣ avg_100 : 31836.863258 ∣ critic_nllloss : 26206.020313 ∣ critic_ganloss : -375.804785 ∣ generator_nllloss : 5267.873438 ∣ generator_ganloss : 1108.729590 ∣     [  std_z : 0.99  real_sub_fake : 1357.65 ]
[  epoch 0028/0040] 1730/4800, lr:2.5e-05 ∣ avg_100 : 31838.370270 ∣ critic_nllloss : 25788.040234 ∣ critic_ganloss : -167.442560 ∣ generator_nllloss : 5113.227539 ∣ generator_ganloss : 1106.299951 ∣     [  std_z : 0.98  real_sub_fake : 1219.69 ]
[  epoch 0028/0040] 1740/4800, lr:2.5e-05 ∣ avg_100 : 31838.545489 ∣ critic_nllloss : 25864.437695 ∣ critic_ganloss : -291.821857 ∣ generator_nllloss : 5203.259766 ∣ generator_ganloss : 1110.212500 ∣     [  std_z : 0.99  real_sub_fake : 881.35 ]
[  epoch 0028/0040] 1750/4800, lr:2.5e-05 ∣ avg_100 : 31838.261946 ∣ critic_nllloss : 25955.631641 ∣ critic_ganloss : -295.447873 ∣ generator_nllloss : 5156.113086 ∣ generator_ganloss : 1072.196436 ∣     [  std_z : 1.00  real_sub_fake : 1052.99 ]
[  epoch 0028/0040] 1760/4800, lr:2.5e-05 ∣ avg_100 : 31841.578326 ∣ critic_nllloss : 25940.621680 ∣ critic_ganloss : -284.238391 ∣ generator_nllloss : 5277.192969 ∣ generator_ganloss : 1097.624609 ∣     [  std_z : 1.00  real_sub_fake : 1083.08 ]
[  epoch 0028/0040] 1770/4800, lr:2.5e-05 ∣ avg_100 : 31840.301288 ∣ critic_nllloss : 25848.243750 ∣ critic_ganloss : -181.591898 ∣ generator_nllloss : 5114.673633 ∣ generator_ganloss : 1107.741162 ∣     [  std_z : 1.00  real_sub_fake : 950.83 ]
[  epoch 0028/0040] 1780/4800, lr:2.5e-05 ∣ avg_100 : 31838.761671 ∣ critic_nllloss : 25722.858008 ∣ critic_ganloss : -253.136069 ∣ generator_nllloss : 5186.059766 ∣ generator_ganloss : 1090.183838 ∣     [  std_z : 0.99  real_sub_fake : 835.27 ]
[  epoch 0028/0040] 1790/4800, lr:2.5e-05 ∣ avg_100 : 31837.157837 ∣ critic_nllloss : 25919.682031 ∣ critic_ganloss : -273.456674 ∣ generator_nllloss : 5152.065820 ∣ generator_ganloss : 1054.605322 ∣     [  std_z : 0.99  real_sub_fake : 1077.81 ]
[  epoch 0028/0040] 1800/4800, lr:2.5e-05 ∣ avg_100 : 31835.639968 ∣ critic_nllloss : 25827.794531 ∣ critic_ganloss : -226.796982 ∣ generator_nllloss : 5234.278125 ∣ generator_ganloss : 1084.439111 ∣     [  std_z : 1.00  real_sub_fake : 1057.54 ]
[  epoch 0028/0040] 1810/4800, lr:2.5e-05 ∣ avg_100 : 31834.980840 ∣ critic_nllloss : 25559.869141 ∣ critic_ganloss : -224.422452 ∣ generator_nllloss : 5049.755859 ∣ generator_ganloss : 1101.220361 ∣     [  std_z : 0.99  real_sub_fake : 852.37 ]
[  epoch 0028/0040] 1820/4800, lr:2.5e-05 ∣ avg_100 : 31835.205741 ∣ critic_nllloss : 25939.855859 ∣ critic_ganloss : -274.388425 ∣ generator_nllloss : 5219.937500 ∣ generator_ganloss : 1085.676855 ∣     [  std_z : 1.00  real_sub_fake : 1014.55 ]
[  epoch 0028/0040] 1830/4800, lr:2.5e-05 ∣ avg_100 : 31827.555285 ∣ critic_nllloss : 25625.895508 ∣ critic_ganloss : -300.786871 ∣ generator_nllloss : 5096.597266 ∣ generator_ganloss : 1087.789453 ∣     [  std_z : 1.00  real_sub_fake : 1045.13 ]
[  epoch 0028/0040] 1840/4800, lr:2.5e-05 ∣ avg_100 : 31826.457407 ∣ critic_nllloss : 25883.684570 ∣ critic_ganloss : -294.911035 ∣ generator_nllloss : 5199.785937 ∣ generator_ganloss : 1092.507715 ∣     [  std_z : 1.00  real_sub_fake : 1067.75 ]
[  epoch 0028/0040] 1850/4800, lr:2.5e-05 ∣ avg_100 : 31830.607121 ∣ critic_nllloss : 26038.014258 ∣ critic_ganloss : -237.136780 ∣ generator_nllloss : 5162.794141 ∣ generator_ganloss : 1111.198779 ∣     [  std_z : 0.99  real_sub_fake : 977.84 ]
[  epoch 0028/0040] 1860/4800, lr:2.5e-05 ∣ avg_100 : 31829.576563 ∣ critic_nllloss : 25883.483008 ∣ critic_ganloss : -228.728513 ∣ generator_nllloss : 5086.663086 ∣ generator_ganloss : 1078.058936 ∣     [  std_z : 0.99  real_sub_fake : 1030.17 ]
[  epoch 0028/0040] 1870/4800, lr:2.5e-05 ∣ avg_100 : 31829.155333 ∣ critic_nllloss : 25830.588281 ∣ critic_ganloss : -272.937740 ∣ generator_nllloss : 5130.545313 ∣ generator_ganloss : 1077.612598 ∣     [  std_z : 0.99  real_sub_fake : 1058.01 ]
[  epoch 0028/0040] 1880/4800, lr:2.5e-05 ∣ avg_100 : 31827.503033 ∣ critic_nllloss : 25702.653711 ∣ critic_ganloss : -254.831821 ∣ generator_nllloss : 5129.985156 ∣ generator_ganloss : 1100.663428 ∣     [  std_z : 1.00  real_sub_fake : 965.01 ]
[  epoch 0028/0040] 1890/4800, lr:2.5e-05 ∣ avg_100 : 31827.291868 ∣ critic_nllloss : 25822.333008 ∣ critic_ganloss : -285.276479 ∣ generator_nllloss : 5071.498242 ∣ generator_ganloss : 1093.156787 ∣     [  std_z : 1.00  real_sub_fake : 1056.20 ]
[  epoch 0028/0040] 1900/4800, lr:2.5e-05 ∣ avg_100 : 31826.175915 ∣ critic_nllloss : 25909.112891 ∣ critic_ganloss : -276.433664 ∣ generator_nllloss : 5115.369531 ∣ generator_ganloss : 1099.316260 ∣     [  std_z : 1.00  real_sub_fake : 1113.83 ]
[  epoch 0028/0040] 1910/4800, lr:2.5e-05 ∣ avg_100 : 31822.720138 ∣ critic_nllloss : 25831.586328 ∣ critic_ganloss : -332.084320 ∣ generator_nllloss : 5107.102930 ∣ generator_ganloss : 1089.122021 ∣     [  std_z : 0.99  real_sub_fake : 1179.50 ]
[  epoch 0028/0040] 1920/4800, lr:2.5e-05 ∣ avg_100 : 31825.828795 ∣ critic_nllloss : 26002.126172 ∣ critic_ganloss : -249.710706 ∣ generator_nllloss : 5323.142773 ∣ generator_ganloss : 1079.691211 ∣     [  std_z : 0.99  real_sub_fake : 1201.00 ]
[  epoch 0028/0040] 1930/4800, lr:2.5e-05 ∣ avg_100 : 31825.297629 ∣ critic_nllloss : 25847.987695 ∣ critic_ganloss : -327.465988 ∣ generator_nllloss : 5121.643164 ∣ generator_ganloss : 1096.504102 ∣     [  std_z : 0.99  real_sub_fake : 1054.15 ]
[  epoch 0028/0040] 1940/4800, lr:2.5e-05 ∣ avg_100 : 31824.189032 ∣ critic_nllloss : 25913.001172 ∣ critic_ganloss : -311.167282 ∣ generator_nllloss : 5172.358594 ∣ generator_ganloss : 1090.148438 ∣     [  std_z : 0.99  real_sub_fake : 1211.53 ]
[  epoch 0028/0040] 1950/4800, lr:2.5e-05 ∣ avg_100 : 31826.360340 ∣ critic_nllloss : 25931.122852 ∣ critic_ganloss : -340.519135 ∣ generator_nllloss : 5112.785937 ∣ generator_ganloss : 1113.214355 ∣     [  std_z : 1.00  real_sub_fake : 1066.52 ]
[  epoch 0028/0040] 1960/4800, lr:2.5e-05 ∣ avg_100 : 31824.922265 ∣ critic_nllloss : 25826.568359 ∣ critic_ganloss : -334.432291 ∣ generator_nllloss : 5060.147461 ∣ generator_ganloss : 1111.564502 ∣     [  std_z : 1.00  real_sub_fake : 1169.20 ]
[  epoch 0028/0040] 1970/4800, lr:2.5e-05 ∣ avg_100 : 31817.996302 ∣ critic_nllloss : 25745.355078 ∣ critic_ganloss : -401.950517 ∣ generator_nllloss : 5041.665234 ∣ generator_ganloss : 1104.273096 ∣     [  std_z : 1.00  real_sub_fake : 1145.12 ]
[  epoch 0028/0040] 1980/4800, lr:2.5e-05 ∣ avg_100 : 31817.376734 ∣ critic_nllloss : 25906.437891 ∣ critic_ganloss : -276.666833 ∣ generator_nllloss : 5185.678516 ∣ generator_ganloss : 1087.533203 ∣     [  std_z : 1.00  real_sub_fake : 1405.51 ]
[  epoch 0028/0040] 1990/4800, lr:2.5e-05 ∣ avg_100 : 31815.144297 ∣ critic_nllloss : 25780.133398 ∣ critic_ganloss : -169.670663 ∣ generator_nllloss : 5170.938867 ∣ generator_ganloss : 1069.677930 ∣     [  std_z : 0.99  real_sub_fake : 1112.10 ]
[  epoch 0028/0040] 2000/4800, lr:2.5e-05 ∣ avg_100 : 31817.628813 ∣ critic_nllloss : 26041.024023 ∣ critic_ganloss : -150.708151 ∣ generator_nllloss : 5084.854102 ∣ generator_ganloss : 1016.313184 ∣     [  std_z : 0.99  real_sub_fake : 1067.23 ]
[  epoch 0028/0040] 2010/4800, lr:2.5e-05 ∣ avg_100 : 31821.393861 ∣ critic_nllloss : 26034.460938 ∣ critic_ganloss : -227.907710 ∣ generator_nllloss : 5302.335547 ∣ generator_ganloss : 1055.160498 ∣     [  std_z : 0.99  real_sub_fake : 756.08 ]
[  epoch 0028/0040] 2020/4800, lr:2.5e-05 ∣ avg_100 : 31819.800851 ∣ critic_nllloss : 25903.418945 ∣ critic_ganloss : -194.079295 ∣ generator_nllloss : 5158.047852 ∣ generator_ganloss : 1051.963525 ∣     [  std_z : 0.99  real_sub_fake : 668.88 ]
[  epoch 0028/0040] 2030/4800, lr:2.5e-05 ∣ avg_100 : 31818.624195 ∣ critic_nllloss : 25803.451758 ∣ critic_ganloss : -202.587279 ∣ generator_nllloss : 5136.732813 ∣ generator_ganloss : 1060.349414 ∣     [  std_z : 0.99  real_sub_fake : 737.17 ]
[  epoch 0028/0040] 2040/4800, lr:2.5e-05 ∣ avg_100 : 31818.663881 ∣ critic_nllloss : 25755.298438 ∣ critic_ganloss : -222.029503 ∣ generator_nllloss : 5259.628125 ∣ generator_ganloss : 1066.030762 ∣     [  std_z : 1.00  real_sub_fake : 853.67 ]
[  epoch 0028/0040] 2050/4800, lr:2.5e-05 ∣ avg_100 : 31820.203382 ∣ critic_nllloss : 25849.762305 ∣ critic_ganloss : -211.042220 ∣ generator_nllloss : 5178.692578 ∣ generator_ganloss : 1073.566797 ∣     [  std_z : 0.99  real_sub_fake : 837.86 ]
[  epoch 0028/0040] 2060/4800, lr:2.5e-05 ∣ avg_100 : 31825.110726 ∣ critic_nllloss : 26169.027344 ∣ critic_ganloss : -255.449997 ∣ generator_nllloss : 5255.856055 ∣ generator_ganloss : 1095.733350 ∣     [  std_z : 0.99  real_sub_fake : 879.18 ]
[  epoch 0028/0040] 2070/4800, lr:2.5e-05 ∣ avg_100 : 31828.138455 ∣ critic_nllloss : 26006.718555 ∣ critic_ganloss : -268.050996 ∣ generator_nllloss : 5227.669531 ∣ generator_ganloss : 1085.598926 ∣     [  std_z : 0.99  real_sub_fake : 913.78 ]
[  epoch 0028/0040] 2080/4800, lr:2.5e-05 ∣ avg_100 : 31828.454603 ∣ critic_nllloss : 25816.243750 ∣ critic_ganloss : -255.278938 ∣ generator_nllloss : 5184.669336 ∣ generator_ganloss : 1087.685547 ∣     [  std_z : 0.99  real_sub_fake : 982.23 ]
[  epoch 0028/0040] 2090/4800, lr:2.5e-05 ∣ avg_100 : 31823.621307 ∣ critic_nllloss : 25659.950000 ∣ critic_ganloss : -317.983444 ∣ generator_nllloss : 5025.088672 ∣ generator_ganloss : 1083.589355 ∣     [  std_z : 0.99  real_sub_fake : 1040.32 ]
[  epoch 0028/0040] 2100/4800, lr:2.5e-05 ∣ avg_100 : 31822.273994 ∣ critic_nllloss : 25929.282617 ∣ critic_ganloss : -271.097638 ∣ generator_nllloss : 5243.600391 ∣ generator_ganloss : 1113.962988 ∣     [  std_z : 1.00  real_sub_fake : 1138.31 ]
[  epoch 0028/0040] 2110/4800, lr:2.5e-05 ∣ avg_100 : 31823.704419 ∣ critic_nllloss : 25949.761133 ∣ critic_ganloss : -356.520490 ∣ generator_nllloss : 5181.676172 ∣ generator_ganloss : 1088.391748 ∣     [  std_z : 0.99  real_sub_fake : 1181.70 ]
[  epoch 0028/0040] 2120/4800, lr:2.5e-05 ∣ avg_100 : 31823.140651 ∣ critic_nllloss : 25763.060742 ∣ critic_ganloss : -212.888802 ∣ generator_nllloss : 5137.855469 ∣ generator_ganloss : 1131.193018 ∣     [  std_z : 0.99  real_sub_fake : 1010.51 ]
[  epoch 0028/0040] 2130/4800, lr:2.5e-05 ∣ avg_100 : 31827.374461 ∣ critic_nllloss : 26005.466992 ∣ critic_ganloss : -56.988680 ∣ generator_nllloss : 5133.439453 ∣ generator_ganloss : 1164.720410 ∣  [  std_z : 0.99  real_sub_fake : 341.45 ]
[  epoch 0028/0040] 2140/4800, lr:2.5e-05 ∣ avg_100 : 31828.694203 ∣ critic_nllloss : 25820.649023 ∣ critic_ganloss : -134.620303 ∣ generator_nllloss : 5141.190625 ∣ generator_ganloss : 1109.196387 ∣     [  std_z : 0.99  real_sub_fake : 433.63 ]
[  epoch 0028/0040] 2150/4800, lr:2.5e-05 ∣ avg_100 : 31829.770530 ∣ critic_nllloss : 25892.315820 ∣ critic_ganloss : -72.465265 ∣ generator_nllloss : 5290.891016 ∣ generator_ganloss : 1078.789844 ∣  [  std_z : 1.00  real_sub_fake : 462.86 ]
[  epoch 0028/0040] 2160/4800, lr:2.5e-05 ∣ avg_100 : 31835.137975 ∣ critic_nllloss : 25942.980469 ∣ critic_ganloss : -54.288384 ∣ generator_nllloss : 5181.258203 ∣ generator_ganloss : 1105.336572 ∣  [  std_z : 1.00  real_sub_fake : 322.07 ]
[  epoch 0028/0040] 2170/4800, lr:2.5e-05 ∣ avg_100 : 31839.900252 ∣ critic_nllloss : 26146.439453 ∣ critic_ganloss : -121.707011 ∣ generator_nllloss : 5251.624805 ∣ generator_ganloss : 1108.441602 ∣     [  std_z : 0.99  real_sub_fake : 295.67 ]
[  epoch 0028/0040] 2180/4800, lr:2.5e-05 ∣ avg_100 : 31846.094890 ∣ critic_nllloss : 26012.432227 ∣ critic_ganloss : -135.876183 ∣ generator_nllloss : 5216.215625 ∣ generator_ganloss : 1085.792578 ∣     [  std_z : 0.99  real_sub_fake : 326.60 ]
[  epoch 0028/0040] 2190/4800, lr:2.5e-05 ∣ avg_100 : 31846.357442 ∣ critic_nllloss : 25662.366992 ∣ critic_ganloss : -157.277405 ∣ generator_nllloss : 5162.997656 ∣ generator_ganloss : 1054.909619 ∣     [  std_z : 0.99  real_sub_fake : 415.35 ]
[  epoch 0028/0040] 2200/4800, lr:2.5e-05 ∣ avg_100 : 31850.332491 ∣ critic_nllloss : 25967.203125 ∣ critic_ganloss : -209.920168 ∣ generator_nllloss : 5200.922461 ∣ generator_ganloss : 1022.944189 ∣     [  std_z : 1.00  real_sub_fake : 617.25 ]
[  epoch 0028/0040] 2210/4800, lr:2.5e-05 ∣ avg_100 : 31852.951739 ∣ critic_nllloss : 26094.238086 ∣ critic_ganloss : -244.270906 ∣ generator_nllloss : 5239.498047 ∣ generator_ganloss : 1005.552246 ∣     [  std_z : 1.00  real_sub_fake : 844.27 ]
[  epoch 0028/0040] 2220/4800, lr:2.5e-05 ∣ avg_100 : 31852.583408 ∣ critic_nllloss : 25938.549219 ∣ critic_ganloss : -202.238907 ∣ generator_nllloss : 5140.072266 ∣ generator_ganloss : 1025.957080 ∣     [  std_z : 1.00  real_sub_fake : 913.61 ]
[  epoch 0028/0040] 2230/4800, lr:2.5e-05 ∣ avg_100 : 31854.481019 ∣ critic_nllloss : 26014.445312 ∣ critic_ganloss : -164.940298 ∣ generator_nllloss : 5181.267187 ∣ generator_ganloss : 1046.667676 ∣     [  std_z : 1.00  real_sub_fake : 775.41 ]
[  epoch 0028/0040] 2240/4800, lr:2.5e-05 ∣ avg_100 : 31853.121230 ∣ critic_nllloss : 25822.290234 ∣ critic_ganloss : -198.958382 ∣ generator_nllloss : 5089.475000 ∣ generator_ganloss : 1030.525781 ∣     [  std_z : 0.99  real_sub_fake : 710.18 ]
[  epoch 0028/0040] 2250/4800, lr:2.5e-05 ∣ avg_100 : 31849.642504 ∣ critic_nllloss : 25778.694141 ∣ critic_ganloss : -166.358788 ∣ generator_nllloss : 5167.826563 ∣ generator_ganloss : 1023.476221 ∣     [  std_z : 0.98  real_sub_fake : 763.27 ]
[  epoch 0028/0040] 2260/4800, lr:2.5e-05 ∣ avg_100 : 31850.664808 ∣ critic_nllloss : 25819.287500 ∣ critic_ganloss : -216.059149 ∣ generator_nllloss : 5192.399414 ∣ generator_ganloss : 1021.662695 ∣     [  std_z : 0.99  real_sub_fake : 748.44 ]
[  epoch 0028/0040] 2270/4800, lr:2.5e-05 ∣ avg_100 : 31850.784815 ∣ critic_nllloss : 25917.005273 ∣ critic_ganloss : -310.372125 ∣ generator_nllloss : 5253.068555 ∣ generator_ganloss : 1003.542969 ∣     [  std_z : 1.00  real_sub_fake : 928.95 ]
[  epoch 0028/0040] 2280/4800, lr:2.5e-05 ∣ avg_100 : 31849.326272 ∣ critic_nllloss : 25788.276953 ∣ critic_ganloss : -298.719397 ∣ generator_nllloss : 5177.588672 ∣ generator_ganloss : 1014.008350 ∣     [  std_z : 1.00  real_sub_fake : 990.01 ]
[  epoch 0028/0040] 2290/4800, lr:2.5e-05 ∣ avg_100 : 31847.708885 ∣ critic_nllloss : 25943.429883 ∣ critic_ganloss : -252.565329 ∣ generator_nllloss : 5261.745898 ∣ generator_ganloss : 1000.696094 ∣     [  std_z : 1.00  real_sub_fake : 1142.66 ]
[  epoch 0028/0040] 2300/4800, lr:2.5e-05 ∣ avg_100 : 31845.172825 ∣ critic_nllloss : 25930.714844 ∣ critic_ganloss : -270.635281 ∣ generator_nllloss : 5130.157422 ∣ generator_ganloss : 1043.907813 ∣     [  std_z : 0.99  real_sub_fake : 1111.89 ]
[  epoch 0028/0040] 2310/4800, lr:2.5e-05 ∣ avg_100 : 31844.658284 ∣ critic_nllloss : 25806.558594 ∣ critic_ganloss : -262.903610 ∣ generator_nllloss : 5185.155859 ∣ generator_ganloss : 1058.335986 ∣     [  std_z : 0.99  real_sub_fake : 982.07 ]
[  epoch 0028/0040] 2320/4800, lr:2.5e-05 ∣ avg_100 : 31843.469702 ∣ critic_nllloss : 25842.388672 ∣ critic_ganloss : -291.700693 ∣ generator_nllloss : 5234.836328 ∣ generator_ganloss : 1053.641602 ∣     [  std_z : 0.99  real_sub_fake : 1112.12 ]
[  epoch 0028/0040] 2330/4800, lr:2.5e-05 ∣ avg_100 : 31841.539161 ∣ critic_nllloss : 25677.960547 ∣ critic_ganloss : -285.495160 ∣ generator_nllloss : 5139.305859 ∣ generator_ganloss : 1058.101172 ∣     [  std_z : 1.00  real_sub_fake : 1156.89 ]
[  epoch 0028/0040] 2340/4800, lr:2.5e-05 ∣ avg_100 : 31842.709202 ∣ critic_nllloss : 26052.666406 ∣ critic_ganloss : -279.229816 ∣ generator_nllloss : 5123.843750 ∣ generator_ganloss : 1048.639502 ∣     [  std_z : 1.00  real_sub_fake : 1162.00 ]
[  epoch 0028/0040] 2350/4800, lr:2.5e-05 ∣ avg_100 : 31840.271321 ∣ critic_nllloss : 25860.147656 ∣ critic_ganloss : -394.742487 ∣ generator_nllloss : 5154.645312 ∣ generator_ganloss : 1064.754004 ∣     [  std_z : 0.99  real_sub_fake : 1198.84 ]
[  epoch 0028/0040] 2360/4800, lr:2.5e-05 ∣ avg_100 : 31839.060098 ∣ critic_nllloss : 25843.229492 ∣ critic_ganloss : -344.414023 ∣ generator_nllloss : 5162.381055 ∣ generator_ganloss : 1055.780273 ∣     [  std_z : 0.99  real_sub_fake : 1416.45 ]
[  epoch 0028/0040] 2370/4800, lr:2.5e-05 ∣ avg_100 : 31839.091170 ∣ critic_nllloss : 25995.264062 ∣ critic_ganloss : -281.278670 ∣ generator_nllloss : 5124.205078 ∣ generator_ganloss : 1081.993164 ∣     [  std_z : 0.99  real_sub_fake : 1224.61 ]
[  epoch 0028/0040] 2380/4800, lr:2.5e-05 ∣ avg_100 : 31835.396500 ∣ critic_nllloss : 25779.327930 ∣ critic_ganloss : -340.309366 ∣ generator_nllloss : 5133.074609 ∣ generator_ganloss : 1067.654980 ∣     [  std_z : 0.99  real_sub_fake : 1156.60 ]
[  epoch 0028/0040] 2390/4800, lr:2.5e-05 ∣ avg_100 : 31837.084521 ∣ critic_nllloss : 25819.275195 ∣ critic_ganloss : -290.230585 ∣ generator_nllloss : 5116.558984 ∣ generator_ganloss : 1095.049609 ∣     [  std_z : 1.00  real_sub_fake : 1083.51 ]
[  epoch 0028/0040] 2400/4800, lr:2.5e-05 ∣ avg_100 : 31840.530049 ∣ critic_nllloss : 25753.201367 ∣ critic_ganloss : -290.329935 ∣ generator_nllloss : 5189.572852 ∣ generator_ganloss : 1055.141260 ∣     [  std_z : 0.99  real_sub_fake : 1182.57 ]
[  epoch 0028/0040] 2410/4800, lr:2.5e-05 ∣ avg_100 : 31840.833097 ∣ critic_nllloss : 25802.947070 ∣ critic_ganloss : -278.105655 ∣ generator_nllloss : 5141.070703 ∣ generator_ganloss : 1069.245850 ∣     [  std_z : 0.99  real_sub_fake : 1116.26 ]
[  epoch 0028/0040] 2420/4800, lr:2.5e-05 ∣ avg_100 : 31840.514177 ∣ critic_nllloss : 25908.684375 ∣ critic_ganloss : -299.396442 ∣ generator_nllloss : 5110.148438 ∣ generator_ganloss : 1044.431885 ∣     [  std_z : 0.99  real_sub_fake : 1030.71 ]
[  epoch 0028/0040] 2430/4800, lr:2.5e-05 ∣ avg_100 : 31839.597716 ∣ critic_nllloss : 25763.027148 ∣ critic_ganloss : -231.845374 ∣ generator_nllloss : 5155.461914 ∣ generator_ganloss : 1083.771240 ∣     [  std_z : 1.00  real_sub_fake : 925.13 ]
[  epoch 0028/0040] 2440/4800, lr:2.5e-05 ∣ avg_100 : 31833.992249 ∣ critic_nllloss : 25680.426758 ∣ critic_ganloss : -296.450574 ∣ generator_nllloss : 5020.909180 ∣ generator_ganloss : 1071.522852 ∣     [  std_z : 1.00  real_sub_fake : 1001.41 ]
[  epoch 0028/0040] 2450/4800, lr:2.5e-05 ∣ avg_100 : 31832.963550 ∣ critic_nllloss : 25737.692188 ∣ critic_ganloss : -285.171498 ∣ generator_nllloss : 5115.290430 ∣ generator_ganloss : 1045.988037 ∣     [  std_z : 1.00  real_sub_fake : 1090.90 ]
[  epoch 0028/0040] 2460/4800, lr:2.5e-05 ∣ avg_100 : 31836.967289 ∣ critic_nllloss : 26056.527539 ∣ critic_ganloss : -273.460788 ∣ generator_nllloss : 5141.051953 ∣ generator_ganloss : 1074.768604 ∣     [  std_z : 1.00  real_sub_fake : 1077.75 ]
[  epoch 0028/0040] 2470/4800, lr:2.5e-05 ∣ avg_100 : 31834.533849 ∣ critic_nllloss : 25892.518945 ∣ critic_ganloss : -346.109964 ∣ generator_nllloss : 5226.317187 ∣ generator_ganloss : 1071.026465 ∣     [  std_z : 1.00  real_sub_fake : 1116.34 ]
[  epoch 0028/0040] 2480/4800, lr:2.5e-05 ∣ avg_100 : 31834.671992 ∣ critic_nllloss : 25705.388672 ∣ critic_ganloss : -286.022000 ∣ generator_nllloss : 5172.515039 ∣ generator_ganloss : 1060.388916 ∣     [  std_z : 0.99  real_sub_fake : 1177.65 ]
[  epoch 0028/0040] 2490/4800, lr:2.5e-05 ∣ avg_100 : 31840.654175 ∣ critic_nllloss : 26135.417773 ∣ critic_ganloss : -295.830783 ∣ generator_nllloss : 5219.218750 ∣ generator_ganloss : 1066.739014 ∣     [  std_z : 0.99  real_sub_fake : 1153.04 ]
[  epoch 0028/0040] 2500/4800, lr:2.5e-05 ∣ avg_100 : 31839.696376 ∣ critic_nllloss : 25971.739844 ∣ critic_ganloss : -333.980063 ∣ generator_nllloss : 5172.185547 ∣ generator_ganloss : 1074.818457 ∣     [  std_z : 1.00  real_sub_fake : 1162.69 ]
[  epoch 0028/0040] 2510/4800, lr:2.5e-05 ∣ avg_100 : 31846.273784 ∣ critic_nllloss : 26134.450977 ∣ critic_ganloss : -407.236136 ∣ generator_nllloss : 5238.742578 ∣ generator_ganloss : 1069.941455 ∣     [  std_z : 0.99  real_sub_fake : 1309.48 ]
[  epoch 0028/0040] 2520/4800, lr:2.5e-05 ∣ avg_100 : 31844.634631 ∣ critic_nllloss : 25784.987695 ∣ critic_ganloss : -308.387717 ∣ generator_nllloss : 5234.790820 ∣ generator_ganloss : 1092.649805 ∣     [  std_z : 0.99  real_sub_fake : 1196.79 ]
[  epoch 0028/0040] 2530/4800, lr:2.5e-05 ∣ avg_100 : 31844.291598 ∣ critic_nllloss : 25782.189844 ∣ critic_ganloss : -368.989923 ∣ generator_nllloss : 5144.553125 ∣ generator_ganloss : 1077.842676 ∣     [  std_z : 0.99  real_sub_fake : 1164.46 ]
[  epoch 0028/0040] 2540/4800, lr:2.5e-05 ∣ avg_100 : 31843.055024 ∣ critic_nllloss : 25826.138281 ∣ critic_ganloss : -349.920096 ∣ generator_nllloss : 5138.232422 ∣ generator_ganloss : 1060.430566 ∣     [  std_z : 1.00  real_sub_fake : 1305.28 ]
[  epoch 0028/0040] 2550/4800, lr:2.5e-05 ∣ avg_100 : 31847.904799 ∣ critic_nllloss : 25995.382812 ∣ critic_ganloss : -243.817065 ∣ generator_nllloss : 5283.116406 ∣ generator_ganloss : 1110.207813 ∣     [  std_z : 1.00  real_sub_fake : 1248.61 ]
[  epoch 0028/0040] 2560/4800, lr:2.5e-05 ∣ avg_100 : 31848.864651 ∣ critic_nllloss : 25897.541406 ∣ critic_ganloss : -216.435768 ∣ generator_nllloss : 5157.672266 ∣ generator_ganloss : 1097.631396 ∣     [  std_z : 1.00  real_sub_fake : 984.73 ]
[  epoch 0028/0040] 2570/4800, lr:2.5e-05 ∣ avg_100 : 31848.415186 ∣ critic_nllloss : 25936.257227 ∣ critic_ganloss : -311.375064 ∣ generator_nllloss : 5132.667383 ∣ generator_ganloss : 1079.105176 ∣     [  std_z : 1.00  real_sub_fake : 1017.35 ]
[  epoch 0028/0040] 2580/4800, lr:2.5e-05 ∣ avg_100 : 31844.563968 ∣ critic_nllloss : 25756.193750 ∣ critic_ganloss : -323.283771 ∣ generator_nllloss : 5167.447070 ∣ generator_ganloss : 1068.636816 ∣     [  std_z : 0.99  real_sub_fake : 1127.88 ]
[  epoch 0028/0040] 2590/4800, lr:2.5e-05 ∣ avg_100 : 31843.337829 ∣ critic_nllloss : 25931.000586 ∣ critic_ganloss : -356.362961 ∣ generator_nllloss : 5159.519727 ∣ generator_ganloss : 1056.338477 ∣     [  std_z : 0.99  real_sub_fake : 1317.07 ]
[  epoch 0028/0040] 2600/4800, lr:2.5e-05 ∣ avg_100 : 31846.321061 ∣ critic_nllloss : 25937.026953 ∣ critic_ganloss : -222.737378 ∣ generator_nllloss : 5280.704492 ∣ generator_ganloss : 1088.609277 ∣     [  std_z : 0.99  real_sub_fake : 1156.84 ]
[  epoch 0028/0040] 2610/4800, lr:2.5e-05 ∣ avg_100 : 31848.724151 ∣ critic_nllloss : 25755.974023 ∣ critic_ganloss : -299.860919 ∣ generator_nllloss : 5143.509180 ∣ generator_ganloss : 1076.549512 ∣     [  std_z : 0.99  real_sub_fake : 1112.73 ]
[  epoch 0028/0040] 2620/4800, lr:2.5e-05 ∣ avg_100 : 31849.757810 ∣ critic_nllloss : 25830.066602 ∣ critic_ganloss : -199.378947 ∣ generator_nllloss : 5262.700781 ∣ generator_ganloss : 1073.563770 ∣     [  std_z : 0.99  real_sub_fake : 924.53 ]
[  epoch 0028/0040] 2630/4800, lr:2.5e-05 ∣ avg_100 : 31850.324262 ∣ critic_nllloss : 25724.217969 ∣ critic_ganloss : -227.817641 ∣ generator_nllloss : 5233.886719 ∣ generator_ganloss : 1017.746875 ∣     [  std_z : 0.99  real_sub_fake : 934.90 ]
[  epoch 0028/0040] 2640/4800, lr:2.5e-05 ∣ avg_100 : 31847.975160 ∣ critic_nllloss : 25752.444141 ∣ critic_ganloss : -277.800113 ∣ generator_nllloss : 5209.524609 ∣ generator_ganloss : 1042.591357 ∣     [  std_z : 0.99  real_sub_fake : 882.01 ]
[  epoch 0028/0040] 2650/4800, lr:2.5e-05 ∣ avg_100 : 31848.281018 ∣ critic_nllloss : 26142.493945 ∣ critic_ganloss : -304.742886 ∣ generator_nllloss : 5246.713281 ∣ generator_ganloss : 1049.316455 ∣     [  std_z : 0.99  real_sub_fake : 1054.81 ]
[  epoch 0028/0040] 2660/4800, lr:2.5e-05 ∣ avg_100 : 31850.386179 ∣ critic_nllloss : 25872.717187 ∣ critic_ganloss : -327.161401 ∣ generator_nllloss : 5132.403711 ∣ generator_ganloss : 1085.095508 ∣     [  std_z : 1.00  real_sub_fake : 1117.18 ]
[  epoch 0028/0040] 2670/4800, lr:2.5e-05 ∣ avg_100 : 31848.373640 ∣ critic_nllloss : 25707.687500 ∣ critic_ganloss : -349.738086 ∣ generator_nllloss : 5160.446680 ∣ generator_ganloss : 1090.012988 ∣     [  std_z : 1.00  real_sub_fake : 1091.06 ]
[  epoch 0028/0040] 2680/4800, lr:2.5e-05 ∣ avg_100 : 31851.347912 ∣ critic_nllloss : 25945.403711 ∣ critic_ganloss : -262.981558 ∣ generator_nllloss : 5231.005078 ∣ generator_ganloss : 1071.352393 ∣     [  std_z : 0.99  real_sub_fake : 1252.00 ]
[  epoch 0028/0040] 2690/4800, lr:2.5e-05 ∣ avg_100 : 31847.104149 ∣ critic_nllloss : 25576.945117 ∣ critic_ganloss : -267.529630 ∣ generator_nllloss : 5087.376172 ∣ generator_ganloss : 1084.433740 ∣     [  std_z : 0.99  real_sub_fake : 1132.04 ]
[  epoch 0028/0040] 2700/4800, lr:2.5e-05 ∣ avg_100 : 31850.792052 ∣ critic_nllloss : 25771.679297 ∣ critic_ganloss : -287.587903 ∣ generator_nllloss : 5134.853125 ∣ generator_ganloss : 1108.848633 ∣     [  std_z : 0.99  real_sub_fake : 990.03 ]
[  epoch 0028/0040] 2710/4800, lr:2.5e-05 ∣ avg_100 : 31856.180974 ∣ critic_nllloss : 25976.273828 ∣ critic_ganloss : -267.171616 ∣ generator_nllloss : 5264.702344 ∣ generator_ganloss : 1096.588965 ∣     [  std_z : 0.99  real_sub_fake : 1148.15 ]
[  epoch 0028/0040] 2720/4800, lr:2.5e-05 ∣ avg_100 : 31850.523335 ∣ critic_nllloss : 25692.108398 ∣ critic_ganloss : -228.872379 ∣ generator_nllloss : 5083.955664 ∣ generator_ganloss : 1093.862939 ∣     [  std_z : 1.00  real_sub_fake : 819.05 ]
[  epoch 0028/0040] 2730/4800, lr:2.5e-05 ∣ avg_100 : 31851.766278 ∣ critic_nllloss : 26052.441992 ∣ critic_ganloss : -326.146382 ∣ generator_nllloss : 5162.758594 ∣ generator_ganloss : 1075.365234 ∣     [  std_z : 1.00  real_sub_fake : 1153.37 ]
[  epoch 0028/0040] 2740/4800, lr:2.5e-05 ∣ avg_100 : 31849.830150 ∣ critic_nllloss : 25802.359766 ∣ critic_ganloss : -316.293137 ∣ generator_nllloss : 5119.573242 ∣ generator_ganloss : 1086.835498 ∣     [  std_z : 0.99  real_sub_fake : 1063.84 ]
[  epoch 0028/0040] 2750/4800, lr:2.5e-05 ∣ avg_100 : 31852.901108 ∣ critic_nllloss : 26118.056836 ∣ critic_ganloss : -275.203806 ∣ generator_nllloss : 5266.195312 ∣ generator_ganloss : 1086.540723 ∣     [  std_z : 0.99  real_sub_fake : 1174.38 ]
[  epoch 0028/0040] 2760/4800, lr:2.5e-05 ∣ avg_100 : 31852.268212 ∣ critic_nllloss : 25867.009180 ∣ critic_ganloss : -206.975275 ∣ generator_nllloss : 5219.175195 ∣ generator_ganloss : 1088.702148 ∣     [  std_z : 0.99  real_sub_fake : 1014.38 ]
[  epoch 0028/0040] 2770/4800, lr:2.5e-05 ∣ avg_100 : 31853.560756 ∣ critic_nllloss : 26116.716406 ∣ critic_ganloss : -362.272562 ∣ generator_nllloss : 5201.148047 ∣ generator_ganloss : 1062.729199 ∣     [  std_z : 1.00  real_sub_fake : 1224.20 ]
[  epoch 0028/0040] 2780/4800, lr:2.5e-05 ∣ avg_100 : 31853.962581 ∣ critic_nllloss : 25880.857812 ∣ critic_ganloss : -302.634167 ∣ generator_nllloss : 5129.138672 ∣ generator_ganloss : 1078.785693 ∣     [  std_z : 1.00  real_sub_fake : 1106.41 ]
[  epoch 0028/0040] 2790/4800, lr:2.5e-05 ∣ avg_100 : 31855.915269 ∣ critic_nllloss : 25978.345898 ∣ critic_ganloss : -233.866489 ∣ generator_nllloss : 5214.561523 ∣ generator_ganloss : 1089.124365 ∣     [  std_z : 1.00  real_sub_fake : 1127.83 ]
[  epoch 0028/0040] 2800/4800, lr:2.5e-05 ∣ avg_100 : 31853.793225 ∣ critic_nllloss : 25785.062305 ∣ critic_ganloss : -224.792397 ∣ generator_nllloss : 5048.443555 ∣ generator_ganloss : 1098.796924 ∣     [  std_z : 0.99  real_sub_fake : 851.10 ]
[  epoch 0028/0040] 2810/4800, lr:2.5e-05 ∣ avg_100 : 31858.123284 ∣ critic_nllloss : 25972.730078 ∣ critic_ganloss : -266.383844 ∣ generator_nllloss : 5133.388086 ∣ generator_ganloss : 1079.694482 ∣     [  std_z : 0.99  real_sub_fake : 994.66 ]
[  epoch 0028/0040] 2820/4800, lr:2.5e-05 ∣ avg_100 : 31854.186299 ∣ critic_nllloss : 25645.335547 ∣ critic_ganloss : -294.679492 ∣ generator_nllloss : 5149.483789 ∣ generator_ganloss : 1077.243457 ∣     [  std_z : 0.99  real_sub_fake : 1003.53 ]
[  epoch 0028/0040] 2830/4800, lr:2.5e-05 ∣ avg_100 : 31860.280084 ∣ critic_nllloss : 26067.091602 ∣ critic_ganloss : -281.547000 ∣ generator_nllloss : 5241.818750 ∣ generator_ganloss : 1091.510547 ∣     [  std_z : 0.99  real_sub_fake : 1036.36 ]
[  epoch 0028/0040] 2840/4800, lr:2.5e-05 ∣ avg_100 : 31860.729052 ∣ critic_nllloss : 26103.690430 ∣ critic_ganloss : -333.975418 ∣ generator_nllloss : 5076.221094 ∣ generator_ganloss : 1080.027881 ∣     [  std_z : 1.00  real_sub_fake : 1256.85 ]
[  epoch 0028/0040] 2850/4800, lr:2.5e-05 ∣ avg_100 : 31859.323583 ∣ critic_nllloss : 25945.219336 ∣ critic_ganloss : -265.639291 ∣ generator_nllloss : 5161.148047 ∣ generator_ganloss : 1093.595410 ∣     [  std_z : 1.00  real_sub_fake : 1086.34 ]
[  epoch 0028/0040] 2860/4800, lr:2.5e-05 ∣ avg_100 : 31860.304474 ∣ critic_nllloss : 25844.063672 ∣ critic_ganloss : -222.888083 ∣ generator_nllloss : 5201.705469 ∣ generator_ganloss : 1094.684473 ∣     [  std_z : 1.00  real_sub_fake : 1192.34 ]
[  epoch 0028/0040] 2870/4800, lr:2.5e-05 ∣ avg_100 : 31858.633358 ∣ critic_nllloss : 25622.709180 ∣ critic_ganloss : -275.520409 ∣ generator_nllloss : 5146.717969 ∣ generator_ganloss : 1104.790137 ∣     [  std_z : 0.99  real_sub_fake : 914.91 ]
[  epoch 0028/0040] 2880/4800, lr:2.5e-05 ∣ avg_100 : 31860.282865 ∣ critic_nllloss : 25926.622461 ∣ critic_ganloss : -287.255841 ∣ generator_nllloss : 5107.499805 ∣ generator_ganloss : 1096.554785 ∣     [  std_z : 0.99  real_sub_fake : 979.71 ]
[  epoch 0028/0040] 2890/4800, lr:2.5e-05 ∣ avg_100 : 31860.016741 ∣ critic_nllloss : 25712.362891 ∣ critic_ganloss : -262.812335 ∣ generator_nllloss : 5150.185742 ∣ generator_ganloss : 1075.362842 ∣     [  std_z : 0.99  real_sub_fake : 1065.40 ]
[  epoch 0028/0040] 2900/4800, lr:2.5e-05 ∣ avg_100 : 31860.030575 ∣ critic_nllloss : 25918.811719 ∣ critic_ganloss : -287.276794 ∣ generator_nllloss : 5134.481445 ∣ generator_ganloss : 1082.732031 ∣     [  std_z : 1.00  real_sub_fake : 988.81 ]
[  epoch 0028/0040] 2910/4800, lr:2.5e-05 ∣ avg_100 : 31861.763314 ∣ critic_nllloss : 25888.026953 ∣ critic_ganloss : -258.514908 ∣ generator_nllloss : 5164.253711 ∣ generator_ganloss : 1075.235156 ∣     [  std_z : 1.00  real_sub_fake : 1122.61 ]
[  epoch 0028/0040] 2920/4800, lr:2.5e-05 ∣ avg_100 : 31860.631938 ∣ critic_nllloss : 25952.058203 ∣ critic_ganloss : -326.050815 ∣ generator_nllloss : 5321.167578 ∣ generator_ganloss : 1094.936865 ∣     [  std_z : 0.99  real_sub_fake : 1090.39 ]
[  epoch 0028/0040] 2930/4800, lr:2.5e-05 ∣ avg_100 : 31861.579352 ∣ critic_nllloss : 25932.527734 ∣ critic_ganloss : -297.200183 ∣ generator_nllloss : 5139.671875 ∣ generator_ganloss : 1058.410938 ∣     [  std_z : 0.99  real_sub_fake : 1215.51 ]
[  epoch 0028/0040] 2940/4800, lr:2.5e-05 ∣ avg_100 : 31862.786496 ∣ critic_nllloss : 25821.853906 ∣ critic_ganloss : -217.500368 ∣ generator_nllloss : 5272.336328 ∣ generator_ganloss : 1108.365430 ∣     [  std_z : 0.99  real_sub_fake : 956.15 ]
[  epoch 0028/0040] 2950/4800, lr:2.5e-05 ∣ avg_100 : 31863.506644 ∣ critic_nllloss : 25941.179492 ∣ critic_ganloss : -273.781381 ∣ generator_nllloss : 5157.032812 ∣ generator_ganloss : 1064.187939 ∣     [  std_z : 0.99  real_sub_fake : 1116.12 ]
[  epoch 0028/0040] 2960/4800, lr:2.5e-05 ∣ avg_100 : 31867.694276 ∣ critic_nllloss : 26109.825586 ∣ critic_ganloss : -292.345767 ∣ generator_nllloss : 5160.693164 ∣ generator_ganloss : 1104.438232 ∣     [  std_z : 1.00  real_sub_fake : 926.88 ]
[  epoch 0028/0040] 2970/4800, lr:2.5e-05 ∣ avg_100 : 31870.833023 ∣ critic_nllloss : 25790.099414 ∣ critic_ganloss : -202.342210 ∣ generator_nllloss : 5146.674805 ∣ generator_ganloss : 1068.785596 ∣     [  std_z : 1.00  real_sub_fake : 1074.19 ]
[  epoch 0028/0040] 2980/4800, lr:2.5e-05 ∣ avg_100 : 31870.989959 ∣ critic_nllloss : 25903.886914 ∣ critic_ganloss : -277.260629 ∣ generator_nllloss : 5204.316406 ∣ generator_ganloss : 1087.733691 ∣     [  std_z : 0.99  real_sub_fake : 1013.61 ]
[  epoch 0028/0040] 2990/4800, lr:2.5e-05 ∣ avg_100 : 31869.711926 ∣ critic_nllloss : 25803.324609 ∣ critic_ganloss : -297.077797 ∣ generator_nllloss : 5136.987891 ∣ generator_ganloss : 1080.041455 ∣     [  std_z : 0.99  real_sub_fake : 964.27 ]
[  epoch 0028/0040] 3000/4800, lr:2.5e-05 ∣ avg_100 : 31868.310961 ∣ critic_nllloss : 25912.470703 ∣ critic_ganloss : -304.391647 ∣ generator_nllloss : 5176.007031 ∣ generator_ganloss : 1067.300635 ∣     [  std_z : 0.99  real_sub_fake : 1144.81 ]
[  epoch 0028/0040] 3010/4800, lr:2.5e-05 ∣ avg_100 : 31866.237571 ∣ critic_nllloss : 25964.713281 ∣ critic_ganloss : -307.593637 ∣ generator_nllloss : 5211.170117 ∣ generator_ganloss : 1088.420508 ∣     [  std_z : 0.99  real_sub_fake : 1155.74 ]
[  epoch 0028/0040] 3020/4800, lr:2.5e-05 ∣ avg_100 : 31865.941974 ∣ critic_nllloss : 25741.407617 ∣ critic_ganloss : -211.288754 ∣ generator_nllloss : 5257.239844 ∣ generator_ganloss : 1102.432568 ∣     [  std_z : 1.00  real_sub_fake : 874.89 ]
[  epoch 0028/0040] 3030/4800, lr:2.5e-05 ∣ avg_100 : 31863.608191 ∣ critic_nllloss : 25616.951562 ∣ critic_ganloss : -209.293138 ∣ generator_nllloss : 5103.369922 ∣ generator_ganloss : 1053.540039 ∣     [  std_z : 1.00  real_sub_fake : 933.04 ]
[  epoch 0028/0040] 3040/4800, lr:2.5e-05 ∣ avg_100 : 31863.447645 ∣ critic_nllloss : 25831.059766 ∣ critic_ganloss : -286.627835 ∣ generator_nllloss : 5242.573438 ∣ generator_ganloss : 1055.867920 ∣     [  std_z : 0.99  real_sub_fake : 977.85 ]
[  epoch 0028/0040] 3050/4800, lr:2.5e-05 ∣ avg_100 : 31862.626057 ∣ critic_nllloss : 25830.233594 ∣ critic_ganloss : -312.966739 ∣ generator_nllloss : 5221.148633 ∣ generator_ganloss : 1070.405127 ∣     [  std_z : 0.99  real_sub_fake : 1034.36 ]
[  epoch 0028/0040] 3060/4800, lr:2.5e-05 ∣ avg_100 : 31858.026593 ∣ critic_nllloss : 25857.321875 ∣ critic_ganloss : -226.232065 ∣ generator_nllloss : 5095.069531 ∣ generator_ganloss : 1079.060986 ∣     [  std_z : 0.99  real_sub_fake : 1088.31 ]
[  epoch 0028/0040] 3070/4800, lr:2.5e-05 ∣ avg_100 : 31854.812379 ∣ critic_nllloss : 25720.194141 ∣ critic_ganloss : -293.108945 ∣ generator_nllloss : 5197.047070 ∣ generator_ganloss : 1106.382373 ∣     [  std_z : 0.99  real_sub_fake : 948.93 ]
[  epoch 0028/0040] 3080/4800, lr:2.5e-05 ∣ avg_100 : 31856.387087 ∣ critic_nllloss : 25995.542969 ∣ critic_ganloss : -271.417612 ∣ generator_nllloss : 5170.810742 ∣ generator_ganloss : 1095.854395 ∣     [  std_z : 1.00  real_sub_fake : 1077.09 ]
[  epoch 0028/0040] 3090/4800, lr:2.5e-05 ∣ avg_100 : 31861.954515 ∣ critic_nllloss : 25895.400781 ∣ critic_ganloss : -172.663570 ∣ generator_nllloss : 5178.255078 ∣ generator_ganloss : 1106.395117 ∣     [  std_z : 1.00  real_sub_fake : 721.89 ]
[  epoch 0028/0040] 3100/4800, lr:2.5e-05 ∣ avg_100 : 31861.798278 ∣ critic_nllloss : 25990.363672 ∣ critic_ganloss : -255.283356 ∣ generator_nllloss : 5212.115039 ∣ generator_ganloss : 1052.929346 ∣     [  std_z : 0.99  real_sub_fake : 928.24 ]
[  epoch 0028/0040] 3110/4800, lr:2.5e-05 ∣ avg_100 : 31863.183487 ∣ critic_nllloss : 25995.707617 ∣ critic_ganloss : -286.258328 ∣ generator_nllloss : 5230.794141 ∣ generator_ganloss : 1061.586035 ∣     [  std_z : 0.99  real_sub_fake : 1060.04 ]
[  epoch 0028/0040] 3120/4800, lr:2.5e-05 ∣ avg_100 : 31861.494608 ∣ critic_nllloss : 25647.094141 ∣ critic_ganloss : -226.679349 ∣ generator_nllloss : 5140.656836 ∣ generator_ganloss : 1089.260840 ∣     [  std_z : 0.99  real_sub_fake : 891.31 ]
[  epoch 0028/0040] 3130/4800, lr:2.5e-05 ∣ avg_100 : 31854.951021 ∣ critic_nllloss : 25770.983008 ∣ critic_ganloss : -272.376559 ∣ generator_nllloss : 5023.285352 ∣ generator_ganloss : 1070.387695 ∣     [  std_z : 1.00  real_sub_fake : 1082.02 ]
[  epoch 0028/0040] 3140/4800, lr:2.5e-05 ∣ avg_100 : 31853.624338 ∣ critic_nllloss : 25821.621484 ∣ critic_ganloss : -329.050394 ∣ generator_nllloss : 5228.265430 ∣ generator_ganloss : 1082.910938 ∣     [  std_z : 1.00  real_sub_fake : 1068.29 ]
[  epoch 0028/0040] 3150/4800, lr:2.5e-05 ∣ avg_100 : 31849.026589 ∣ critic_nllloss : 25755.321875 ∣ critic_ganloss : -287.261050 ∣ generator_nllloss : 5184.184766 ∣ generator_ganloss : 1077.510937 ∣     [  std_z : 0.99  real_sub_fake : 1086.95 ]
[  epoch 0028/0040] 3160/4800, lr:2.5e-05 ∣ avg_100 : 31843.082247 ∣ critic_nllloss : 25752.794531 ∣ critic_ganloss : -361.476794 ∣ generator_nllloss : 5112.563086 ∣ generator_ganloss : 1076.971777 ∣     [  std_z : 0.99  real_sub_fake : 1305.17 ]
[  epoch 0028/0040] 3170/4800, lr:2.5e-05 ∣ avg_100 : 31838.244688 ∣ critic_nllloss : 25889.083203 ∣ critic_ganloss : -314.281949 ∣ generator_nllloss : 5267.705078 ∣ generator_ganloss : 1058.536621 ∣     [  std_z : 0.99  real_sub_fake : 1217.23 ]
[  epoch 0028/0040] 3180/4800, lr:2.5e-05 ∣ avg_100 : 31833.231060 ∣ critic_nllloss : 25736.447461 ∣ critic_ganloss : -238.960518 ∣ generator_nllloss : 5107.371875 ∣ generator_ganloss : 1072.342676 ∣     [  std_z : 1.00  real_sub_fake : 1224.50 ]
[  epoch 0028/0040] 3190/4800, lr:2.5e-05 ∣ avg_100 : 31832.539936 ∣ critic_nllloss : 25673.124805 ∣ critic_ganloss : -232.848318 ∣ generator_nllloss : 5113.361328 ∣ generator_ganloss : 1100.246582 ∣     [  std_z : 1.00  real_sub_fake : 894.79 ]
[  epoch 0028/0040] 3200/4800, lr:2.5e-05 ∣ avg_100 : 31833.078259 ∣ critic_nllloss : 25978.155469 ∣ critic_ganloss : -250.820596 ∣ generator_nllloss : 5204.310352 ∣ generator_ganloss : 1103.336670 ∣     [  std_z : 1.00  real_sub_fake : 928.41 ]
[  epoch 0028/0040] 3210/4800, lr:2.5e-05 ∣ avg_100 : 31832.567680 ∣ critic_nllloss : 25909.566602 ∣ critic_ganloss : -189.517972 ∣ generator_nllloss : 5219.165820 ∣ generator_ganloss : 1104.745166 ∣     [  std_z : 0.99  real_sub_fake : 753.25 ]
[  epoch 0028/0040] 3220/4800, lr:2.5e-05 ∣ avg_100 : 31833.069518 ∣ critic_nllloss : 25885.812695 ∣ critic_ganloss : -234.881555 ∣ generator_nllloss : 5212.632227 ∣ generator_ganloss : 1088.960059 ∣     [  std_z : 0.99  real_sub_fake : 891.19 ]
[  epoch 0028/0040] 3230/4800, lr:2.5e-05 ∣ avg_100 : 31833.061052 ∣ critic_nllloss : 25935.713672 ∣ critic_ganloss : -215.225049 ∣ generator_nllloss : 5249.449805 ∣ generator_ganloss : 1106.654883 ∣     [  std_z : 0.99  real_sub_fake : 854.69 ]
[  epoch 0028/0040] 3240/4800, lr:2.5e-05 ∣ avg_100 : 31832.896857 ∣ critic_nllloss : 25775.713086 ∣ critic_ganloss : -303.223584 ∣ generator_nllloss : 5163.095898 ∣ generator_ganloss : 1091.327734 ∣     [  std_z : 0.99  real_sub_fake : 1018.02 ]
[  epoch 0028/0040] 3250/4800, lr:2.5e-05 ∣ avg_100 : 31833.211531 ∣ critic_nllloss : 25882.251758 ∣ critic_ganloss : -293.470667 ∣ generator_nllloss : 5163.700000 ∣ generator_ganloss : 1082.624414 ∣     [  std_z : 1.00  real_sub_fake : 1120.39 ]
[  epoch 0028/0040] 3260/4800, lr:2.5e-05 ∣ avg_100 : 31835.046435 ∣ critic_nllloss : 26007.812891 ∣ critic_ganloss : -320.371790 ∣ generator_nllloss : 5222.317383 ∣ generator_ganloss : 1091.022412 ∣     [  std_z : 1.00  real_sub_fake : 1151.53 ]
[  epoch 0028/0040] 3270/4800, lr:2.5e-05 ∣ avg_100 : 31834.827753 ∣ critic_nllloss : 25877.608398 ∣ critic_ganloss : -259.540704 ∣ generator_nllloss : 5104.925000 ∣ generator_ganloss : 1118.383789 ∣     [  std_z : 0.99  real_sub_fake : 1097.27 ]
[  epoch 0028/0040] 3280/4800, lr:2.5e-05 ∣ avg_100 : 31836.687562 ∣ critic_nllloss : 25933.571289 ∣ critic_ganloss : -276.006451 ∣ generator_nllloss : 5122.820508 ∣ generator_ganloss : 1086.750146 ∣     [  std_z : 0.99  real_sub_fake : 1104.34 ]
[  epoch 0028/0040] 3290/4800, lr:2.5e-05 ∣ avg_100 : 31836.176866 ∣ critic_nllloss : 25815.376758 ∣ critic_ganloss : -243.291187 ∣ generator_nllloss : 5210.202734 ∣ generator_ganloss : 1119.948633 ∣     [  std_z : 1.00  real_sub_fake : 988.71 ]
[  epoch 0028/0040] 3300/4800, lr:2.5e-05 ∣ avg_100 : 31838.944163 ∣ critic_nllloss : 26081.951367 ∣ critic_ganloss : -274.809647 ∣ generator_nllloss : 5189.059375 ∣ generator_ganloss : 1114.673340 ∣     [  std_z : 1.00  real_sub_fake : 1027.98 ]
[  epoch 0028/0040] 3310/4800, lr:2.5e-05 ∣ avg_100 : 31839.736731 ∣ critic_nllloss : 25803.327148 ∣ critic_ganloss : -248.250629 ∣ generator_nllloss : 5197.354102 ∣ generator_ganloss : 1113.973047 ∣     [  std_z : 1.00  real_sub_fake : 963.08 ]
[  epoch 0028/0040] 3320/4800, lr:2.5e-05 ∣ avg_100 : 31839.272980 ∣ critic_nllloss : 25856.173438 ∣ critic_ganloss : -347.846046 ∣ generator_nllloss : 5174.399805 ∣ generator_ganloss : 1110.063623 ∣     [  std_z : 1.00  real_sub_fake : 1015.87 ]
[  epoch 0028/0040] 3330/4800, lr:2.5e-05 ∣ avg_100 : 31841.002006 ∣ critic_nllloss : 25818.983984 ∣ critic_ganloss : -327.152267 ∣ generator_nllloss : 5200.589648 ∣ generator_ganloss : 1070.353662 ∣     [  std_z : 1.00  real_sub_fake : 1202.63 ]
[  epoch 0028/0040] 3340/4800, lr:2.5e-05 ∣ avg_100 : 31841.658257 ∣ critic_nllloss : 25984.607227 ∣ critic_ganloss : -308.889937 ∣ generator_nllloss : 5249.244922 ∣ generator_ganloss : 1086.582666 ∣     [  std_z : 1.00  real_sub_fake : 1186.37 ]
[  epoch 0028/0040] 3350/4800, lr:2.5e-05 ∣ avg_100 : 31843.159690 ∣ critic_nllloss : 25843.385547 ∣ critic_ganloss : -291.399782 ∣ generator_nllloss : 5180.749414 ∣ generator_ganloss : 1102.212646 ∣     [  std_z : 0.99  real_sub_fake : 1036.91 ]
[  epoch 0028/0040] 3360/4800, lr:2.5e-05 ∣ avg_100 : 31847.039751 ∣ critic_nllloss : 26124.419141 ∣ critic_ganloss : -266.081256 ∣ generator_nllloss : 5161.081055 ∣ generator_ganloss : 1085.563916 ∣     [  std_z : 0.99  real_sub_fake : 1105.84 ]
[  epoch 0028/0040] 3370/4800, lr:2.5e-05 ∣ avg_100 : 31848.762076 ∣ critic_nllloss : 26056.497266 ∣ critic_ganloss : -268.324921 ∣ generator_nllloss : 5210.971875 ∣ generator_ganloss : 1093.271973 ∣     [  std_z : 1.00  real_sub_fake : 981.59 ]
[  epoch 0028/0040] 3380/4800, lr:2.5e-05 ∣ avg_100 : 31848.518459 ∣ critic_nllloss : 25727.498633 ∣ critic_ganloss : -346.442133 ∣ generator_nllloss : 5148.357617 ∣ generator_ganloss : 1085.972314 ∣     [  std_z : 1.00  real_sub_fake : 1146.30 ]
[  epoch 0028/0040] 3390/4800, lr:2.5e-05 ∣ avg_100 : 31852.474874 ∣ critic_nllloss : 26046.598242 ∣ critic_ganloss : -253.621729 ∣ generator_nllloss : 5236.615039 ∣ generator_ganloss : 1106.703125 ∣     [  std_z : 0.99  real_sub_fake : 1182.52 ]
[  epoch 0028/0040] 3400/4800, lr:2.5e-05 ∣ avg_100 : 31854.401127 ∣ critic_nllloss : 25841.957422 ∣ critic_ganloss : -245.403799 ∣ generator_nllloss : 5198.044336 ∣ generator_ganloss : 1105.612891 ∣     [  std_z : 0.99  real_sub_fake : 956.11 ]
[  epoch 0028/0040] 3410/4800, lr:2.5e-05 ∣ avg_100 : 31857.187614 ∣ critic_nllloss : 25974.766602 ∣ critic_ganloss : -334.051366 ∣ generator_nllloss : 5298.788867 ∣ generator_ganloss : 1074.302588 ∣     [  std_z : 0.99  real_sub_fake : 1007.18 ]
[  epoch 0028/0040] 3420/4800, lr:2.5e-05 ∣ avg_100 : 31860.598790 ∣ critic_nllloss : 25990.875586 ∣ critic_ganloss : -229.787204 ∣ generator_nllloss : 5264.952148 ∣ generator_ganloss : 1078.945361 ∣     [  std_z : 0.99  real_sub_fake : 1189.58 ]
[  epoch 0028/0040] 3430/4800, lr:2.5e-05 ∣ avg_100 : 31860.475877 ∣ critic_nllloss : 25748.275977 ∣ critic_ganloss : -229.477704 ∣ generator_nllloss : 5145.679102 ∣ generator_ganloss : 1093.646191 ∣     [  std_z : 1.00  real_sub_fake : 1044.47 ]
[  epoch 0028/0040] 3440/4800, lr:2.5e-05 ∣ avg_100 : 31865.673387 ∣ critic_nllloss : 25858.047852 ∣ critic_ganloss : -160.028474 ∣ generator_nllloss : 5166.918945 ∣ generator_ganloss : 1131.220947 ∣     [  std_z : 1.00  real_sub_fake : 616.72 ]
[  epoch 0028/0040] 3450/4800, lr:2.5e-05 ∣ avg_100 : 31870.614160 ∣ critic_nllloss : 26051.690234 ∣ critic_ganloss : -263.118103 ∣ generator_nllloss : 5215.848633 ∣ generator_ganloss : 1103.455664 ∣     [  std_z : 0.99  real_sub_fake : 844.73 ]
[  epoch 0028/0040] 3460/4800, lr:2.5e-05 ∣ avg_100 : 31868.525597 ∣ critic_nllloss : 25868.947070 ∣ critic_ganloss : -241.281808 ∣ generator_nllloss : 5069.111719 ∣ generator_ganloss : 1093.254004 ∣     [  std_z : 1.00  real_sub_fake : 991.26 ]
[  epoch 0028/0040] 3470/4800, lr:2.5e-05 ∣ avg_100 : 31865.944260 ∣ critic_nllloss : 25664.256055 ∣ critic_ganloss : -321.291852 ∣ generator_nllloss : 5143.581641 ∣ generator_ganloss : 1099.073096 ∣     [  std_z : 0.99  real_sub_fake : 989.47 ]
[  epoch 0028/0040] 3480/4800, lr:2.5e-05 ∣ avg_100 : 31868.300846 ∣ critic_nllloss : 25916.274219 ∣ critic_ganloss : -315.343887 ∣ generator_nllloss : 5207.694531 ∣ generator_ganloss : 1079.304346 ∣     [  std_z : 1.00  real_sub_fake : 1182.00 ]
[  epoch 0028/0040] 3490/4800, lr:2.5e-05 ∣ avg_100 : 31866.354885 ∣ critic_nllloss : 25968.514258 ∣ critic_ganloss : -297.998044 ∣ generator_nllloss : 5163.853125 ∣ generator_ganloss : 1096.579395 ∣     [  std_z : 1.00  real_sub_fake : 1185.94 ]
[  epoch 0028/0040] 3500/4800, lr:2.5e-05 ∣ avg_100 : 31865.414319 ∣ critic_nllloss : 25823.495312 ∣ critic_ganloss : -328.575797 ∣ generator_nllloss : 5185.939844 ∣ generator_ganloss : 1109.847803 ∣     [  std_z : 1.00  real_sub_fake : 1145.49 ]
[  epoch 0028/0040] 3510/4800, lr:2.5e-05 ∣ avg_100 : 31862.752598 ∣ critic_nllloss : 25782.741016 ∣ critic_ganloss : -277.925137 ∣ generator_nllloss : 5188.223242 ∣ generator_ganloss : 1076.687695 ∣     [  std_z : 1.00  real_sub_fake : 1237.32 ]
[  epoch 0028/0040] 3520/4800, lr:2.5e-05 ∣ avg_100 : 31862.775157 ∣ critic_nllloss : 25783.813281 ∣ critic_ganloss : -187.689075 ∣ generator_nllloss : 5132.978516 ∣ generator_ganloss : 1077.193701 ∣     [  std_z : 0.99  real_sub_fake : 1029.39 ]
[  epoch 0028/0040] 3530/4800, lr:2.5e-05 ∣ avg_100 : 31865.474690 ∣ critic_nllloss : 25961.254688 ∣ critic_ganloss : -285.703148 ∣ generator_nllloss : 5128.885547 ∣ generator_ganloss : 1101.111963 ∣     [  std_z : 0.99  real_sub_fake : 913.97 ]
[  epoch 0028/0040] 3540/4800, lr:2.5e-05 ∣ avg_100 : 31865.816608 ∣ critic_nllloss : 25839.979687 ∣ critic_ganloss : -319.397932 ∣ generator_nllloss : 5094.966406 ∣ generator_ganloss : 1093.524805 ∣     [  std_z : 0.99  real_sub_fake : 975.07 ]
[  epoch 0028/0040] 3550/4800, lr:2.5e-05 ∣ avg_100 : 31862.767184 ∣ critic_nllloss : 25847.773242 ∣ critic_ganloss : -233.070047 ∣ generator_nllloss : 5109.861133 ∣ generator_ganloss : 1115.383203 ∣     [  std_z : 1.00  real_sub_fake : 1025.48 ]
[  epoch 0028/0040] 3560/4800, lr:2.5e-05 ∣ avg_100 : 31862.331842 ∣ critic_nllloss : 25891.846680 ∣ critic_ganloss : -222.928726 ∣ generator_nllloss : 5143.176367 ∣ generator_ganloss : 1080.780859 ∣     [  std_z : 1.00  real_sub_fake : 1052.64 ]
[  epoch 0028/0040] 3570/4800, lr:2.5e-05 ∣ avg_100 : 31861.802869 ∣ critic_nllloss : 25860.843359 ∣ critic_ganloss : -220.632954 ∣ generator_nllloss : 5044.156445 ∣ generator_ganloss : 1099.390576 ∣     [  std_z : 1.00  real_sub_fake : 843.39 ]
[  epoch 0028/0040] 3580/4800, lr:2.5e-05 ∣ avg_100 : 31862.982947 ∣ critic_nllloss : 25821.768164 ∣ critic_ganloss : -281.015216 ∣ generator_nllloss : 5171.508789 ∣ generator_ganloss : 1074.739893 ∣     [  std_z : 0.99  real_sub_fake : 932.20 ]
[  epoch 0028/0040] 3590/4800, lr:2.5e-05 ∣ avg_100 : 31861.042204 ∣ critic_nllloss : 25689.413281 ∣ critic_ganloss : -268.836523 ∣ generator_nllloss : 5102.940039 ∣ generator_ganloss : 1072.904736 ∣     [  std_z : 0.99  real_sub_fake : 1003.45 ]
[  epoch 0028/0040] 3600/4800, lr:2.5e-05 ∣ avg_100 : 31860.025093 ∣ critic_nllloss : 25990.579492 ∣ critic_ganloss : -313.597690 ∣ generator_nllloss : 5210.423242 ∣ generator_ganloss : 1094.487158 ∣     [  std_z : 0.99  real_sub_fake : 1010.33 ]
[  epoch 0028/0040] 3610/4800, lr:2.5e-05 ∣ avg_100 : 31860.798397 ∣ critic_nllloss : 25890.330078 ∣ critic_ganloss : -249.344965 ∣ generator_nllloss : 5054.185547 ∣ generator_ganloss : 1058.331543 ∣     [  std_z : 1.00  real_sub_fake : 1242.63 ]
[  epoch 0028/0040] 3620/4800, lr:2.5e-05 ∣ avg_100 : 31861.602191 ∣ critic_nllloss : 26000.569531 ∣ critic_ganloss : -234.452844 ∣ generator_nllloss : 5185.132422 ∣ generator_ganloss : 1096.082520 ∣     [  std_z : 1.00  real_sub_fake : 1002.81 ]
[  epoch 0028/0040] 3630/4800, lr:2.5e-05 ∣ avg_100 : 31863.267996 ∣ critic_nllloss : 25905.133984 ∣ critic_ganloss : -283.984724 ∣ generator_nllloss : 5203.604883 ∣ generator_ganloss : 1089.860303 ∣     [  std_z : 0.99  real_sub_fake : 921.59 ]
[  epoch 0028/0040] 3640/4800, lr:2.5e-05 ∣ avg_100 : 31860.792102 ∣ critic_nllloss : 25559.940820 ∣ critic_ganloss : -263.529471 ∣ generator_nllloss : 5111.578906 ∣ generator_ganloss : 1071.180273 ∣     [  std_z : 0.99  real_sub_fake : 986.59 ]
[  epoch 0028/0040] 3650/4800, lr:2.5e-05 ∣ avg_100 : 31859.454037 ∣ critic_nllloss : 26050.993555 ∣ critic_ganloss : -371.040836 ∣ generator_nllloss : 5235.299219 ∣ generator_ganloss : 1084.722363 ∣     [  std_z : 1.00  real_sub_fake : 1176.12 ]
[  epoch 0028/0040] 3660/4800, lr:2.5e-05 ∣ avg_100 : 31858.947385 ∣ critic_nllloss : 25724.184180 ∣ critic_ganloss : -281.136804 ∣ generator_nllloss : 5174.047266 ∣ generator_ganloss : 1095.295166 ∣     [  std_z : 1.00  real_sub_fake : 1178.28 ]
[  epoch 0028/0040] 3670/4800, lr:2.5e-05 ∣ avg_100 : 31859.884781 ∣ critic_nllloss : 25751.871289 ∣ critic_ganloss : -211.205972 ∣ generator_nllloss : 5067.119727 ∣ generator_ganloss : 1094.363672 ∣     [  std_z : 0.99  real_sub_fake : 987.49 ]
[  epoch 0028/0040] 3680/4800, lr:2.5e-05 ∣ avg_100 : 31859.082486 ∣ critic_nllloss : 25899.633008 ∣ critic_ganloss : -242.401167 ∣ generator_nllloss : 5165.035937 ∣ generator_ganloss : 1082.282373 ∣     [  std_z : 0.99  real_sub_fake : 900.57 ]
[  epoch 0028/0040] 3690/4800, lr:2.5e-05 ∣ avg_100 : 31859.711126 ∣ critic_nllloss : 25634.105859 ∣ critic_ganloss : -269.483002 ∣ generator_nllloss : 5114.858398 ∣ generator_ganloss : 1064.608154 ∣     [  std_z : 0.99  real_sub_fake : 1012.71 ]
[  epoch 0028/0040] 3700/4800, lr:2.5e-05 ∣ avg_100 : 31862.590736 ∣ critic_nllloss : 25928.603516 ∣ critic_ganloss : -253.713571 ∣ generator_nllloss : 5262.707422 ∣ generator_ganloss : 1078.156787 ∣     [  std_z : 1.00  real_sub_fake : 1148.92 ]
[  epoch 0028/0040] 3710/4800, lr:2.5e-05 ∣ avg_100 : 31861.393032 ∣ critic_nllloss : 25944.696094 ∣ critic_ganloss : -290.483136 ∣ generator_nllloss : 5211.084961 ∣ generator_ganloss : 1085.325195 ∣     [  std_z : 1.00  real_sub_fake : 1055.97 ]
[  epoch 0028/0040] 3720/4800, lr:2.5e-05 ∣ avg_100 : 31864.710608 ∣ critic_nllloss : 26029.240039 ∣ critic_ganloss : -310.258125 ∣ generator_nllloss : 5167.326563 ∣ generator_ganloss : 1086.503711 ∣     [  std_z : 0.99  real_sub_fake : 1132.12 ]
[  epoch 0028/0040] 3730/4800, lr:2.5e-05 ∣ avg_100 : 31868.702936 ∣ critic_nllloss : 26285.774219 ∣ critic_ganloss : -306.539380 ∣ generator_nllloss : 5274.987109 ∣ generator_ganloss : 1109.430273 ∣     [  std_z : 0.98  real_sub_fake : 1111.24 ]
[  epoch 0028/0040] 3740/4800, lr:2.5e-05 ∣ avg_100 : 31869.622204 ∣ critic_nllloss : 25831.573828 ∣ critic_ganloss : -352.920004 ∣ generator_nllloss : 5218.603125 ∣ generator_ganloss : 1087.145264 ∣     [  std_z : 0.99  real_sub_fake : 1103.85 ]
[  epoch 0028/0040] 3750/4800, lr:2.5e-05 ∣ avg_100 : 31863.831202 ∣ critic_nllloss : 25700.993555 ∣ critic_ganloss : -296.329791 ∣ generator_nllloss : 5119.393164 ∣ generator_ganloss : 1092.431934 ∣     [  std_z : 1.00  real_sub_fake : 1163.29 ]
[  epoch 0028/0040] 3760/4800, lr:2.5e-05 ∣ avg_100 : 31859.265744 ∣ critic_nllloss : 25644.628906 ∣ critic_ganloss : -319.626611 ∣ generator_nllloss : 5075.983789 ∣ generator_ganloss : 1110.379395 ∣     [  std_z : 1.00  real_sub_fake : 1041.13 ]
[  epoch 0028/0040] 3770/4800, lr:2.5e-05 ∣ avg_100 : 31857.344360 ∣ critic_nllloss : 25763.903125 ∣ critic_ganloss : -243.205054 ∣ generator_nllloss : 5212.458203 ∣ generator_ganloss : 1093.026416 ∣     [  std_z : 1.00  real_sub_fake : 1162.67 ]
[  epoch 0028/0040] 3780/4800, lr:2.5e-05 ∣ avg_100 : 31858.100972 ∣ critic_nllloss : 25909.405664 ∣ critic_ganloss : -284.252533 ∣ generator_nllloss : 5141.936328 ∣ generator_ganloss : 1094.719727 ∣     [  std_z : 0.99  real_sub_fake : 1124.00 ]
[  epoch 0028/0040] 3790/4800, lr:2.5e-05 ∣ avg_100 : 31856.087769 ∣ critic_nllloss : 25857.030859 ∣ critic_ganloss : -257.407187 ∣ generator_nllloss : 5144.901563 ∣ generator_ganloss : 1102.319775 ∣     [  std_z : 0.99  real_sub_fake : 1067.52 ]
[  epoch 0028/0040] 3800/4800, lr:2.5e-05 ∣ avg_100 : 31856.811108 ∣ critic_nllloss : 25773.800781 ∣ critic_ganloss : -200.098062 ∣ generator_nllloss : 5116.993555 ∣ generator_ganloss : 1089.147998 ∣     [  std_z : 0.99  real_sub_fake : 1075.03 ]
[  epoch 0028/0040] 3810/4800, lr:2.5e-05 ∣ avg_100 : 31856.228459 ∣ critic_nllloss : 25896.872461 ∣ critic_ganloss : -290.658870 ∣ generator_nllloss : 5129.876758 ∣ generator_ganloss : 1125.073535 ∣     [  std_z : 1.00  real_sub_fake : 901.89 ]
[  epoch 0028/0040] 3820/4800, lr:2.5e-05 ∣ avg_100 : 31860.222831 ∣ critic_nllloss : 25997.373047 ∣ critic_ganloss : -332.388528 ∣ generator_nllloss : 5215.719531 ∣ generator_ganloss : 1096.116406 ∣     [  std_z : 1.00  real_sub_fake : 1078.27 ]
[  epoch 0028/0040] 3830/4800, lr:2.5e-05 ∣ avg_100 : 31857.677332 ∣ critic_nllloss : 25879.185352 ∣ critic_ganloss : -237.293933 ∣ generator_nllloss : 5121.198047 ∣ generator_ganloss : 1101.234570 ∣     [  std_z : 0.99  real_sub_fake : 1022.29 ]
[  epoch 0028/0040] 3840/4800, lr:2.5e-05 ∣ avg_100 : 31856.615017 ∣ critic_nllloss : 25921.113086 ∣ critic_ganloss : -318.862714 ∣ generator_nllloss : 5125.981445 ∣ generator_ganloss : 1091.500684 ∣     [  std_z : 0.99  real_sub_fake : 1078.67 ]
[  epoch 0028/0040] 3850/4800, lr:2.5e-05 ∣ avg_100 : 31852.389726 ∣ critic_nllloss : 25709.519531 ∣ critic_ganloss : -388.105948 ∣ generator_nllloss : 5101.166797 ∣ generator_ganloss : 1089.214014 ∣     [  std_z : 0.99  real_sub_fake : 1241.83 ]
[  epoch 0028/0040] 3860/4800, lr:2.5e-05 ∣ avg_100 : 31850.992314 ∣ critic_nllloss : 25838.537891 ∣ critic_ganloss : -324.104251 ∣ generator_nllloss : 5169.531836 ∣ generator_ganloss : 1093.858838 ∣     [  std_z : 0.99  real_sub_fake : 1369.73 ]
[  epoch 0028/0040] 3870/4800, lr:2.5e-05 ∣ avg_100 : 31852.672150 ∣ critic_nllloss : 25765.042383 ∣ critic_ganloss : -197.518301 ∣ generator_nllloss : 5148.788281 ∣ generator_ganloss : 1050.368164 ∣     [  std_z : 0.99  real_sub_fake : 1208.30 ]
[  epoch 0028/0040] 3880/4800, lr:2.5e-05 ∣ avg_100 : 31857.340563 ∣ critic_nllloss : 26138.575977 ∣ critic_ganloss : -196.163879 ∣ generator_nllloss : 5233.542969 ∣ generator_ganloss : 1134.307373 ∣     [  std_z : 1.00  real_sub_fake : 929.70 ]
[  epoch 0028/0040] 3890/4800, lr:2.5e-05 ∣ avg_100 : 31862.890071 ∣ critic_nllloss : 26039.773828 ∣ critic_ganloss : -206.961780 ∣ generator_nllloss : 5276.792188 ∣ generator_ganloss : 1120.445703 ∣     [  std_z : 1.00  real_sub_fake : 780.80 ]
[  epoch 0028/0040] 3900/4800, lr:2.5e-05 ∣ avg_100 : 31862.505865 ∣ critic_nllloss : 25814.552148 ∣ critic_ganloss : -244.142010 ∣ generator_nllloss : 5172.126562 ∣ generator_ganloss : 1067.791113 ∣     [  std_z : 1.00  real_sub_fake : 885.61 ]
[  epoch 0028/0040] 3910/4800, lr:2.5e-05 ∣ avg_100 : 31861.706645 ∣ critic_nllloss : 25895.439844 ∣ critic_ganloss : -284.043748 ∣ generator_nllloss : 5110.534961 ∣ generator_ganloss : 1067.147852 ∣     [  std_z : 1.00  real_sub_fake : 939.85 ]
[  epoch 0028/0040] 3920/4800, lr:2.5e-05 ∣ avg_100 : 31856.571755 ∣ critic_nllloss : 25718.066406 ∣ critic_ganloss : -297.926677 ∣ generator_nllloss : 5031.366992 ∣ generator_ganloss : 1077.116113 ∣     [  std_z : 1.00  real_sub_fake : 927.84 ]
[  epoch 0028/0040] 3930/4800, lr:2.5e-05 ∣ avg_100 : 31858.633395 ∣ critic_nllloss : 26070.391992 ∣ critic_ganloss : -306.505782 ∣ generator_nllloss : 5207.117383 ∣ generator_ganloss : 1068.570752 ∣     [  std_z : 0.99  real_sub_fake : 1066.30 ]
[  epoch 0028/0040] 3940/4800, lr:2.5e-05 ∣ avg_100 : 31855.948454 ∣ critic_nllloss : 25838.851562 ∣ critic_ganloss : -373.499014 ∣ generator_nllloss : 5182.041406 ∣ generator_ganloss : 1069.167334 ∣     [  std_z : 0.99  real_sub_fake : 1247.32 ]
[  epoch 0028/0040] 3950/4800, lr:2.5e-05 ∣ avg_100 : 31853.613795 ∣ critic_nllloss : 25841.163672 ∣ critic_ganloss : -360.460779 ∣ generator_nllloss : 5085.230859 ∣ generator_ganloss : 1089.219141 ∣     [  std_z : 0.99  real_sub_fake : 1129.97 ]
[  epoch 0028/0040] 3960/4800, lr:2.5e-05 ∣ avg_100 : 31850.335894 ∣ critic_nllloss : 25737.066992 ∣ critic_ganloss : -235.670932 ∣ generator_nllloss : 5146.776172 ∣ generator_ganloss : 1106.648877 ∣     [  std_z : 1.00  real_sub_fake : 1164.08 ]
[  epoch 0028/0040] 3970/4800, lr:2.5e-05 ∣ avg_100 : 31850.708287 ∣ critic_nllloss : 25863.412109 ∣ critic_ganloss : -206.517618 ∣ generator_nllloss : 5111.284766 ∣ generator_ganloss : 1072.277686 ∣     [  std_z : 1.00  real_sub_fake : 1056.62 ]
[  epoch 0028/0040] 3980/4800, lr:2.5e-05 ∣ avg_100 : 31850.374073 ∣ critic_nllloss : 25857.105273 ∣ critic_ganloss : -265.295056 ∣ generator_nllloss : 5225.660352 ∣ generator_ganloss : 1067.784424 ∣     [  std_z : 1.00  real_sub_fake : 997.47 ]
[  epoch 0028/0040] 3990/4800, lr:2.5e-05 ∣ avg_100 : 31851.014745 ∣ critic_nllloss : 25859.183203 ∣ critic_ganloss : -284.409891 ∣ generator_nllloss : 5115.583984 ∣ generator_ganloss : 1096.986035 ∣     [  std_z : 1.00  real_sub_fake : 923.15 ]
[  epoch 0028/0040] 4000/4800, lr:2.5e-05 ∣ avg_100 : 31848.984696 ∣ critic_nllloss : 25745.177539 ∣ critic_ganloss : -335.850641 ∣ generator_nllloss : 5158.808984 ∣ generator_ganloss : 1080.245947 ∣     [  std_z : 0.99  real_sub_fake : 1057.06 ]
[  epoch 0028/0040] 4010/4800, lr:2.5e-05 ∣ avg_100 : 31849.772150 ∣ critic_nllloss : 26024.994727 ∣ critic_ganloss : -271.920349 ∣ generator_nllloss : 5213.060547 ∣ generator_ganloss : 1069.320752 ∣     [  std_z : 1.00  real_sub_fake : 1323.24 ]
[  epoch 0028/0040] 4020/4800, lr:2.5e-05 ∣ avg_100 : 31851.582920 ∣ critic_nllloss : 26045.031836 ∣ critic_ganloss : -268.141508 ∣ generator_nllloss : 5208.229883 ∣ generator_ganloss : 1085.748047 ∣     [  std_z : 0.99  real_sub_fake : 1000.17 ]
[  epoch 0028/0040] 4030/4800, lr:2.5e-05 ∣ avg_100 : 31854.575613 ∣ critic_nllloss : 25962.930469 ∣ critic_ganloss : -280.875453 ∣ generator_nllloss : 5118.467188 ∣ generator_ganloss : 1063.315527 ∣     [  std_z : 1.00  real_sub_fake : 1061.81 ]
[  epoch 0028/0040] 4040/4800, lr:2.5e-05 ∣ avg_100 : 31855.937545 ∣ critic_nllloss : 25989.214648 ∣ critic_ganloss : -295.571048 ∣ generator_nllloss : 5191.832812 ∣ generator_ganloss : 1093.590088 ∣     [  std_z : 1.00  real_sub_fake : 1072.44 ]
[  epoch 0028/0040] 4050/4800, lr:2.5e-05 ∣ avg_100 : 31860.048364 ∣ critic_nllloss : 26088.943359 ∣ critic_ganloss : -227.354370 ∣ generator_nllloss : 5283.234180 ∣ generator_ganloss : 1075.079297 ∣     [  std_z : 0.99  real_sub_fake : 1147.02 ]
[  epoch 0028/0040] 4060/4800, lr:2.5e-05 ∣ avg_100 : 31859.598486 ∣ critic_nllloss : 25829.047852 ∣ critic_ganloss : -269.776953 ∣ generator_nllloss : 5125.049023 ∣ generator_ganloss : 1075.912598 ∣     [  std_z : 0.99  real_sub_fake : 945.86 ]
[  epoch 0028/0040] 4070/4800, lr:2.5e-05 ∣ avg_100 : 31864.116732 ∣ critic_nllloss : 26080.984180 ∣ critic_ganloss : -218.602917 ∣ generator_nllloss : 5253.073633 ∣ generator_ganloss : 1066.884326 ∣     [  std_z : 1.00  real_sub_fake : 915.21 ]
[  epoch 0028/0040] 4080/4800, lr:2.5e-05 ∣ avg_100 : 31860.865060 ∣ critic_nllloss : 25704.195508 ∣ critic_ganloss : -265.687097 ∣ generator_nllloss : 5145.518555 ∣ generator_ganloss : 1081.596387 ∣     [  std_z : 1.00  real_sub_fake : 903.78 ]
[  epoch 0028/0040] 4090/4800, lr:2.5e-05 ∣ avg_100 : 31857.196388 ∣ critic_nllloss : 25801.854687 ∣ critic_ganloss : -342.841345 ∣ generator_nllloss : 5110.118945 ∣ generator_ganloss : 1071.387891 ∣     [  std_z : 0.99  real_sub_fake : 1072.85 ]
[  epoch 0028/0040] 4100/4800, lr:2.5e-05 ∣ avg_100 : 31854.584870 ∣ critic_nllloss : 25752.434766 ∣ critic_ganloss : -221.589548 ∣ generator_nllloss : 5104.023633 ∣ generator_ganloss : 1104.104053 ∣     [  std_z : 0.99  real_sub_fake : 1022.81 ]
[  epoch 0028/0040] 4110/4800, lr:2.5e-05 ∣ avg_100 : 31853.591747 ∣ critic_nllloss : 25823.412695 ∣ critic_ganloss : -174.567543 ∣ generator_nllloss : 5154.913281 ∣ generator_ganloss : 1098.758740 ∣     [  std_z : 0.99  real_sub_fake : 895.99 ]
[  epoch 0028/0040] 4120/4800, lr:2.5e-05 ∣ avg_100 : 31856.718236 ∣ critic_nllloss : 25911.700781 ∣ critic_ganloss : -218.918558 ∣ generator_nllloss : 5170.718555 ∣ generator_ganloss : 1099.480566 ∣     [  std_z : 0.99  real_sub_fake : 948.32 ]
[  epoch 0028/0040] 4130/4800, lr:2.5e-05 ∣ avg_100 : 31857.640059 ∣ critic_nllloss : 25691.658984 ∣ critic_ganloss : -230.163640 ∣ generator_nllloss : 5123.650781 ∣ generator_ganloss : 1099.315674 ∣     [  std_z : 1.00  real_sub_fake : 721.48 ]
[  epoch 0028/0040] 4140/4800, lr:2.5e-05 ∣ avg_100 : 31858.043347 ∣ critic_nllloss : 25923.204102 ∣ critic_ganloss : -315.494904 ∣ generator_nllloss : 5191.543555 ∣ generator_ganloss : 1044.823486 ∣     [  std_z : 1.00  real_sub_fake : 1012.72 ]
[  epoch 0028/0040] 4150/4800, lr:2.5e-05 ∣ avg_100 : 31859.399307 ∣ critic_nllloss : 25894.277148 ∣ critic_ganloss : -234.072540 ∣ generator_nllloss : 5144.816797 ∣ generator_ganloss : 1060.331104 ∣     [  std_z : 0.99  real_sub_fake : 1057.49 ]
[  epoch 0028/0040] 4160/4800, lr:2.5e-05 ∣ avg_100 : 31863.020531 ∣ critic_nllloss : 26060.360156 ∣ critic_ganloss : -330.660916 ∣ generator_nllloss : 5133.718945 ∣ generator_ganloss : 1079.556885 ∣     [  std_z : 0.99  real_sub_fake : 1032.53 ]
[  epoch 0028/0040] 4170/4800, lr:2.5e-05 ∣ avg_100 : 31862.059441 ∣ critic_nllloss : 25845.398438 ∣ critic_ganloss : -274.303886 ∣ generator_nllloss : 5178.014453 ∣ generator_ganloss : 1055.824902 ∣     [  std_z : 0.99  real_sub_fake : 1153.74 ]
[  epoch 0028/0040] 4180/4800, lr:2.5e-05 ∣ avg_100 : 31861.634750 ∣ critic_nllloss : 25726.882227 ∣ critic_ganloss : -361.135724 ∣ generator_nllloss : 5174.539844 ∣ generator_ganloss : 1094.446094 ∣     [  std_z : 0.99  real_sub_fake : 1116.56 ]
[  epoch 0028/0040] 4190/4800, lr:2.5e-05 ∣ avg_100 : 31861.860284 ∣ critic_nllloss : 25768.581641 ∣ critic_ganloss : -337.911287 ∣ generator_nllloss : 5179.905469 ∣ generator_ganloss : 1065.861963 ∣     [  std_z : 0.99  real_sub_fake : 1205.48 ]
[  epoch 0028/0040] 4200/4800, lr:2.5e-05 ∣ avg_100 : 31859.968587 ∣ critic_nllloss : 25851.848242 ∣ critic_ganloss : -327.999643 ∣ generator_nllloss : 5230.400391 ∣ generator_ganloss : 1091.563184 ∣     [  std_z : 0.99  real_sub_fake : 1234.38 ]
[  epoch 0028/0040] 4210/4800, lr:2.5e-05 ∣ avg_100 : 31860.329220 ∣ critic_nllloss : 26076.249023 ∣ critic_ganloss : -342.925348 ∣ generator_nllloss : 5260.548828 ∣ generator_ganloss : 1086.150391 ∣     [  std_z : 1.00  real_sub_fake : 1177.87 ]
[  epoch 0028/0040] 4220/4800, lr:2.5e-05 ∣ avg_100 : 31859.534463 ∣ critic_nllloss : 25935.550781 ∣ critic_ganloss : -327.299673 ∣ generator_nllloss : 5183.043750 ∣ generator_ganloss : 1081.752881 ∣     [  std_z : 1.00  real_sub_fake : 1261.60 ]
[  epoch 0028/0040] 4230/4800, lr:2.5e-05 ∣ avg_100 : 31858.323810 ∣ critic_nllloss : 25940.668555 ∣ critic_ganloss : -322.223618 ∣ generator_nllloss : 5220.397070 ∣ generator_ganloss : 1116.685986 ∣     [  std_z : 1.00  real_sub_fake : 1143.92 ]
[  epoch 0028/0040] 4240/4800, lr:2.5e-05 ∣ avg_100 : 31859.635800 ∣ critic_nllloss : 25878.908984 ∣ critic_ganloss : -375.552426 ∣ generator_nllloss : 5281.911523 ∣ generator_ganloss : 1072.844043 ∣     [  std_z : 0.99  real_sub_fake : 1265.31 ]
[  epoch 0028/0040] 4250/4800, lr:2.5e-05 ∣ avg_100 : 31859.954702 ∣ critic_nllloss : 25894.226562 ∣ critic_ganloss : -245.808109 ∣ generator_nllloss : 5146.020703 ∣ generator_ganloss : 1072.556592 ∣     [  std_z : 0.98  real_sub_fake : 1208.58 ]
[  epoch 0028/0040] 4260/4800, lr:2.5e-05 ∣ avg_100 : 31859.691646 ∣ critic_nllloss : 25991.023828 ∣ critic_ganloss : -268.601608 ∣ generator_nllloss : 5182.739453 ∣ generator_ganloss : 1069.313623 ∣     [  std_z : 0.99  real_sub_fake : 1191.11 ]
[  epoch 0028/0040] 4270/4800, lr:2.5e-05 ∣ avg_100 : 31857.896383 ∣ critic_nllloss : 25700.679297 ∣ critic_ganloss : -267.070395 ∣ generator_nllloss : 5175.199609 ∣ generator_ganloss : 1053.041699 ∣     [  std_z : 1.00  real_sub_fake : 1160.57 ]
[  epoch 0028/0040] 4280/4800, lr:2.5e-05 ∣ avg_100 : 31856.418953 ∣ critic_nllloss : 25710.157227 ∣ critic_ganloss : -307.576604 ∣ generator_nllloss : 5246.689062 ∣ generator_ganloss : 1070.122754 ∣     [  std_z : 1.00  real_sub_fake : 1051.94 ]
[  epoch 0028/0040] 4290/4800, lr:2.5e-05 ∣ avg_100 : 31853.090721 ∣ critic_nllloss : 25718.788281 ∣ critic_ganloss : -369.359601 ∣ generator_nllloss : 5152.311133 ∣ generator_ganloss : 1067.673926 ∣     [  std_z : 1.00  real_sub_fake : 1211.43 ]
[  epoch 0028/0040] 4300/4800, lr:2.5e-05 ∣ avg_100 : 31849.220318 ∣ critic_nllloss : 25726.001758 ∣ critic_ganloss : -298.226601 ∣ generator_nllloss : 5194.624023 ∣ generator_ganloss : 1101.435010 ∣     [  std_z : 0.99  real_sub_fake : 1071.38 ]
[  epoch 0028/0040] 4310/4800, lr:2.5e-05 ∣ avg_100 : 31845.722816 ∣ critic_nllloss : 25776.570898 ∣ critic_ganloss : -397.926587 ∣ generator_nllloss : 5058.774609 ∣ generator_ganloss : 1079.234521 ∣     [  std_z : 1.00  real_sub_fake : 1250.89 ]
[  epoch 0028/0040] 4320/4800, lr:2.5e-05 ∣ avg_100 : 31845.494755 ∣ critic_nllloss : 25867.981055 ∣ critic_ganloss : -295.863531 ∣ generator_nllloss : 5103.310938 ∣ generator_ganloss : 1094.556250 ∣     [  std_z : 1.00  real_sub_fake : 1391.05 ]
[  epoch 0028/0040] 4330/4800, lr:2.5e-05 ∣ avg_100 : 31846.108463 ∣ critic_nllloss : 25791.781445 ∣ critic_ganloss : -181.332745 ∣ generator_nllloss : 5088.647461 ∣ generator_ganloss : 1125.049707 ∣     [  std_z : 0.99  real_sub_fake : 1135.62 ]
[  epoch 0028/0040] 4340/4800, lr:2.5e-05 ∣ avg_100 : 31846.051031 ∣ critic_nllloss : 25872.742969 ∣ critic_ganloss : -229.024023 ∣ generator_nllloss : 5232.129687 ∣ generator_ganloss : 1129.953027 ∣     [  std_z : 0.99  real_sub_fake : 716.23 ]
[  epoch 0028/0040] 4350/4800, lr:2.5e-05 ∣ avg_100 : 31847.249755 ∣ critic_nllloss : 25960.951562 ∣ critic_ganloss : -285.570181 ∣ generator_nllloss : 5188.185156 ∣ generator_ganloss : 1091.253662 ∣     [  std_z : 0.99  real_sub_fake : 829.69 ]
[  epoch 0028/0040] 4360/4800, lr:2.5e-05 ∣ avg_100 : 31846.134197 ∣ critic_nllloss : 26026.726953 ∣ critic_ganloss : -269.511633 ∣ generator_nllloss : 5151.271094 ∣ generator_ganloss : 1084.940625 ∣     [  std_z : 0.99  real_sub_fake : 1069.18 ]
[  epoch 0028/0040] 4370/4800, lr:2.5e-05 ∣ avg_100 : 31843.971191 ∣ critic_nllloss : 25993.380078 ∣ critic_ganloss : -313.399969 ∣ generator_nllloss : 5109.957812 ∣ generator_ganloss : 1086.177734 ∣     [  std_z : 1.00  real_sub_fake : 1044.85 ]
[  epoch 0028/0040] 4380/4800, lr:2.5e-05 ∣ avg_100 : 31846.532683 ∣ critic_nllloss : 25896.684570 ∣ critic_ganloss : -283.091962 ∣ generator_nllloss : 5178.787109 ∣ generator_ganloss : 1079.155859 ∣     [  std_z : 1.00  real_sub_fake : 1055.99 ]
[  epoch 0028/0040] 4390/4800, lr:2.5e-05 ∣ avg_100 : 31841.410713 ∣ critic_nllloss : 25797.407031 ∣ critic_ganloss : -308.496960 ∣ generator_nllloss : 5052.305078 ∣ generator_ganloss : 1082.882568 ∣     [  std_z : 1.00  real_sub_fake : 1067.64 ]
[  epoch 0028/0040] 4400/4800, lr:2.5e-05 ∣ avg_100 : 31839.739094 ∣ critic_nllloss : 25665.962500 ∣ critic_ganloss : -226.758165 ∣ generator_nllloss : 5192.515039 ∣ generator_ganloss : 1101.329590 ∣     [  std_z : 0.99  real_sub_fake : 1081.04 ]
[  epoch 0028/0040] 4410/4800, lr:2.5e-05 ∣ avg_100 : 31840.112149 ∣ critic_nllloss : 25837.936328 ∣ critic_ganloss : -56.065741 ∣ generator_nllloss : 5141.229492 ∣ generator_ganloss : 1128.012109 ∣  [  std_z : 0.99  real_sub_fake : 498.80 ]
[  epoch 0028/0040] 4420/4800, lr:2.5e-05 ∣ avg_100 : 31835.390835 ∣ critic_nllloss : 25612.747266 ∣ critic_ganloss : -181.054612 ∣ generator_nllloss : 5114.071094 ∣ generator_ganloss : 1087.090723 ∣     [  std_z : 0.99  real_sub_fake : 591.97 ]
[  epoch 0028/0040] 4430/4800, lr:2.5e-05 ∣ avg_100 : 31837.166855 ∣ critic_nllloss : 25888.545898 ∣ critic_ganloss : -232.837320 ∣ generator_nllloss : 5228.449219 ∣ generator_ganloss : 1051.567725 ∣     [  std_z : 1.00  real_sub_fake : 1040.46 ]
[  epoch 0028/0040] 4440/4800, lr:2.5e-05 ∣ avg_100 : 31834.738238 ∣ critic_nllloss : 25841.622461 ∣ critic_ganloss : -322.993204 ∣ generator_nllloss : 5164.427539 ∣ generator_ganloss : 1070.240820 ∣     [  std_z : 0.99  real_sub_fake : 1000.81 ]
[  epoch 0028/0040] 4450/4800, lr:2.5e-05 ∣ avg_100 : 31829.206846 ∣ critic_nllloss : 25649.959961 ∣ critic_ganloss : -272.094278 ∣ generator_nllloss : 5098.548437 ∣ generator_ganloss : 1078.323047 ∣     [  std_z : 0.99  real_sub_fake : 1070.72 ]
[  epoch 0028/0040] 4460/4800, lr:2.5e-05 ∣ avg_100 : 31828.969002 ∣ critic_nllloss : 25843.982422 ∣ critic_ganloss : -360.997519 ∣ generator_nllloss : 5199.642773 ∣ generator_ganloss : 1083.618896 ∣     [  std_z : 0.99  real_sub_fake : 1186.08 ]
[  epoch 0028/0040] 4470/4800, lr:2.5e-05 ∣ avg_100 : 31830.871023 ∣ critic_nllloss : 25823.555273 ∣ critic_ganloss : -314.042703 ∣ generator_nllloss : 5202.445508 ∣ generator_ganloss : 1063.863037 ∣     [  std_z : 0.99  real_sub_fake : 1337.69 ]
[  epoch 0028/0040] 4480/4800, lr:2.5e-05 ∣ avg_100 : 31832.386075 ∣ critic_nllloss : 25926.426758 ∣ critic_ganloss : -222.600380 ∣ generator_nllloss : 5248.771484 ∣ generator_ganloss : 1086.836523 ∣     [  std_z : 0.99  real_sub_fake : 1107.02 ]
[  epoch 0028/0040] 4490/4800, lr:2.5e-05 ∣ avg_100 : 31833.365888 ∣ critic_nllloss : 25967.081836 ∣ critic_ganloss : -264.226163 ∣ generator_nllloss : 5237.529688 ∣ generator_ganloss : 1088.544678 ∣     [  std_z : 1.00  real_sub_fake : 940.06 ]
[  epoch 0028/0040] 4500/4800, lr:2.5e-05 ∣ avg_100 : 31836.231256 ∣ critic_nllloss : 25912.813867 ∣ critic_ganloss : -245.854749 ∣ generator_nllloss : 5322.327344 ∣ generator_ganloss : 1087.957520 ∣     [  std_z : 1.00  real_sub_fake : 988.54 ]
[  epoch 0028/0040] 4510/4800, lr:2.5e-05 ∣ avg_100 : 31837.039071 ∣ critic_nllloss : 25832.692773 ∣ critic_ganloss : -307.392012 ∣ generator_nllloss : 5241.095312 ∣ generator_ganloss : 1084.112207 ∣     [  std_z : 1.00  real_sub_fake : 996.13 ]
[  epoch 0028/0040] 4520/4800, lr:2.5e-05 ∣ avg_100 : 31839.149785 ∣ critic_nllloss : 25914.737305 ∣ critic_ganloss : -248.938622 ∣ generator_nllloss : 5247.679492 ∣ generator_ganloss : 1103.889648 ∣     [  std_z : 0.99  real_sub_fake : 1023.66 ]
[  epoch 0028/0040] 4530/4800, lr:2.5e-05 ∣ avg_100 : 31838.104136 ∣ critic_nllloss : 25841.608789 ∣ critic_ganloss : -329.150797 ∣ generator_nllloss : 5196.949609 ∣ generator_ganloss : 1091.576562 ∣     [  std_z : 0.99  real_sub_fake : 1056.58 ]
[  epoch 0028/0040] 4540/4800, lr:2.5e-05 ∣ avg_100 : 31839.513251 ∣ critic_nllloss : 25862.795117 ∣ critic_ganloss : -351.689499 ∣ generator_nllloss : 5236.393359 ∣ generator_ganloss : 1102.485498 ∣     [  std_z : 0.99  real_sub_fake : 1226.74 ]
[  epoch 0028/0040] 4550/4800, lr:2.5e-05 ∣ avg_100 : 31838.356052 ∣ critic_nllloss : 25857.857617 ∣ critic_ganloss : -349.293796 ∣ generator_nllloss : 5115.846484 ∣ generator_ganloss : 1099.817334 ∣     [  std_z : 1.00  real_sub_fake : 1178.17 ]
[  epoch 0028/0040] 4560/4800, lr:2.5e-05 ∣ avg_100 : 31837.007868 ∣ critic_nllloss : 25888.655469 ∣ critic_ganloss : -337.395151 ∣ generator_nllloss : 5126.329102 ∣ generator_ganloss : 1080.467285 ∣     [  std_z : 1.00  real_sub_fake : 1331.33 ]
[  epoch 0028/0040] 4570/4800, lr:2.5e-05 ∣ avg_100 : 31838.724707 ∣ critic_nllloss : 25916.422852 ∣ critic_ganloss : -260.467181 ∣ generator_nllloss : 5181.730469 ∣ generator_ganloss : 1117.755273 ∣     [  std_z : 1.00  real_sub_fake : 1139.82 ]
[  epoch 0028/0040] 4580/4800, lr:2.5e-05 ∣ avg_100 : 31839.421218 ∣ critic_nllloss : 25852.757422 ∣ critic_ganloss : -214.001526 ∣ generator_nllloss : 5091.479492 ∣ generator_ganloss : 1126.417285 ∣     [  std_z : 1.00  real_sub_fake : 862.08 ]
[  epoch 0028/0040] 4590/4800, lr:2.5e-05 ∣ avg_100 : 31843.292294 ∣ critic_nllloss : 25892.607812 ∣ critic_ganloss : -182.837634 ∣ generator_nllloss : 5204.114844 ∣ generator_ganloss : 1069.644141 ∣     [  std_z : 1.00  real_sub_fake : 1019.31 ]
[  epoch 0028/0040] 4600/4800, lr:2.5e-05 ∣ avg_100 : 31843.493157 ∣ critic_nllloss : 25996.082422 ∣ critic_ganloss : -267.042342 ∣ generator_nllloss : 5174.699609 ∣ generator_ganloss : 1098.238770 ∣     [  std_z : 0.99  real_sub_fake : 926.84 ]
[  epoch 0028/0040] 4610/4800, lr:2.5e-05 ∣ avg_100 : 31842.352833 ∣ critic_nllloss : 25790.651758 ∣ critic_ganloss : -348.134625 ∣ generator_nllloss : 5108.031641 ∣ generator_ganloss : 1088.921094 ∣     [  std_z : 0.99  real_sub_fake : 1021.68 ]
[  epoch 0028/0040] 4620/4800, lr:2.5e-05 ∣ avg_100 : 31840.978758 ∣ critic_nllloss : 26044.074609 ∣ critic_ganloss : -401.976514 ∣ generator_nllloss : 5199.851367 ∣ generator_ganloss : 1067.974658 ∣     [  std_z : 1.00  real_sub_fake : 1335.68 ]
[  epoch 0028/0040] 4630/4800, lr:2.5e-05 ∣ avg_100 : 31839.586485 ∣ critic_nllloss : 25835.483789 ∣ critic_ganloss : -306.450146 ∣ generator_nllloss : 5162.034180 ∣ generator_ganloss : 1084.319287 ∣     [  std_z : 1.00  real_sub_fake : 1371.15 ]
[  epoch 0028/0040] 4640/4800, lr:2.5e-05 ∣ avg_100 : 31846.568789 ∣ critic_nllloss : 26090.698828 ∣ critic_ganloss : -324.126730 ∣ generator_nllloss : 5318.404688 ∣ generator_ganloss : 1092.424170 ∣     [  std_z : 1.00  real_sub_fake : 1326.77 ]
[  epoch 0028/0040] 4650/4800, lr:2.5e-05 ∣ avg_100 : 31843.218922 ∣ critic_nllloss : 25729.023633 ∣ critic_ganloss : -348.821338 ∣ generator_nllloss : 5180.477734 ∣ generator_ganloss : 1104.307568 ∣     [  std_z : 0.99  real_sub_fake : 1041.95 ]
[  epoch 0028/0040] 4660/4800, lr:2.5e-05 ∣ avg_100 : 31842.065582 ∣ critic_nllloss : 25627.485547 ∣ critic_ganloss : -266.839212 ∣ generator_nllloss : 5149.414648 ∣ generator_ganloss : 1086.994824 ∣     [  std_z : 0.99  real_sub_fake : 1223.94 ]
[  epoch 0028/0040] 4670/4800, lr:2.5e-05 ∣ avg_100 : 31843.684285 ∣ critic_nllloss : 25745.160352 ∣ critic_ganloss : -164.395456 ∣ generator_nllloss : 5194.562305 ∣ generator_ganloss : 1088.691797 ∣     [  std_z : 1.00  real_sub_fake : 1132.52 ]
[  epoch 0028/0040] 4680/4800, lr:2.5e-05 ∣ avg_100 : 31843.962642 ∣ critic_nllloss : 26037.070703 ∣ critic_ganloss : -285.477121 ∣ generator_nllloss : 5090.120508 ∣ generator_ganloss : 1090.671729 ∣     [  std_z : 1.00  real_sub_fake : 952.98 ]
[  epoch 0028/0040] 4690/4800, lr:2.5e-05 ∣ avg_100 : 31845.937439 ∣ critic_nllloss : 25767.893750 ∣ critic_ganloss : -224.279546 ∣ generator_nllloss : 5130.163281 ∣ generator_ganloss : 1067.791699 ∣     [  std_z : 0.99  real_sub_fake : 853.29 ]
[  epoch 0028/0040] 4700/4800, lr:2.5e-05 ∣ avg_100 : 31843.316302 ∣ critic_nllloss : 25824.307031 ∣ critic_ganloss : -284.100829 ∣ generator_nllloss : 5153.031641 ∣ generator_ganloss : 1060.402588 ∣     [  std_z : 0.99  real_sub_fake : 898.97 ]
[  epoch 0028/0040] 4710/4800, lr:2.5e-05 ∣ avg_100 : 31842.604001 ∣ critic_nllloss : 25837.150781 ∣ critic_ganloss : -258.115401 ∣ generator_nllloss : 5240.755273 ∣ generator_ganloss : 1059.602344 ∣     [  std_z : 0.99  real_sub_fake : 994.76 ]
[  epoch 0028/0040] 4720/4800, lr:2.5e-05 ∣ avg_100 : 31844.001629 ∣ critic_nllloss : 26112.795703 ∣ critic_ganloss : -252.825070 ∣ generator_nllloss : 5177.142578 ∣ generator_ganloss : 1075.461768 ∣     [  std_z : 1.00  real_sub_fake : 1053.80 ]
[  epoch 0028/0040] 4730/4800, lr:2.5e-05 ∣ avg_100 : 31837.119255 ∣ critic_nllloss : 25800.554492 ∣ critic_ganloss : -335.837070 ∣ generator_nllloss : 5137.803711 ∣ generator_ganloss : 1072.893750 ∣     [  std_z : 1.00  real_sub_fake : 1117.24 ]
[  epoch 0028/0040] 4740/4800, lr:2.5e-05 ∣ avg_100 : 31837.758358 ∣ critic_nllloss : 25871.485938 ∣ critic_ganloss : -322.426215 ∣ generator_nllloss : 5217.969922 ∣ generator_ganloss : 1081.282813 ∣     [  std_z : 0.99  real_sub_fake : 1129.80 ]
[  epoch 0028/0040] 4750/4800, lr:2.5e-05 ∣ avg_100 : 31840.815374 ∣ critic_nllloss : 25831.089453 ∣ critic_ganloss : -194.053076 ∣ generator_nllloss : 5188.046875 ∣ generator_ganloss : 1097.107178 ∣     [  std_z : 1.00  real_sub_fake : 1091.16 ]
[  epoch 0028/0040] 4760/4800, lr:2.5e-05 ∣ avg_100 : 31845.414040 ∣ critic_nllloss : 25892.156055 ∣ critic_ganloss : -275.282425 ∣ generator_nllloss : 5248.677930 ∣ generator_ganloss : 1105.680566 ∣     [  std_z : 1.00  real_sub_fake : 952.40 ]
[  epoch 0028/0040] 4770/4800, lr:2.5e-05 ∣ avg_100 : 31844.796215 ∣ critic_nllloss : 25731.040039 ∣ critic_ganloss : -242.052577 ∣ generator_nllloss : 5167.937109 ∣ generator_ganloss : 1107.475586 ∣     [  std_z : 0.99  real_sub_fake : 835.98 ]
[  epoch 0028/0040] 4780/4800, lr:2.5e-05 ∣ avg_100 : 31844.613101 ∣ critic_nllloss : 25880.881055 ∣ critic_ganloss : -286.374634 ∣ generator_nllloss : 5178.680078 ∣ generator_ganloss : 1070.311328 ∣     [  std_z : 0.99  real_sub_fake : 1021.42 ]
[  epoch 0028/0040] 4790/4800, lr:2.5e-05 ∣ avg_100 : 31843.882229 ∣ critic_nllloss : 25834.713672 ∣ critic_ganloss : -331.960564 ∣ generator_nllloss : 5202.469922 ∣ generator_ganloss : 1068.534717 ∣     [  std_z : 1.00  real_sub_fake : 1053.04 ]
[  epoch 0028/0040] 4800/4800, lr:2.5e-05 ∣ avg_100 : 31844.118333 ∣ critic_nllloss : 25887.884766 ∣ critic_ganloss : -301.217880 ∣ generator_nllloss : 5124.648047 ∣ generator_ganloss : 1092.139746 ∣     [  std_z : 1.00  real_sub_fake : 1126.46 ]
[    val 028    ] Done! KLD: 0.028757: 0.0147715:25, total: 1 day, 3:31:23                  
[  epoch 0029/0040] 0010/4800, lr:2.5e-05 ∣ avg_100 : 31842.091475 ∣ critic_nllloss : 25752.152930 ∣ critic_ganloss : -348.298293 ∣ generator_nllloss : 5174.165625 ∣ generator_ganloss : 1080.457910 ∣     [  std_z : 1.00  real_sub_fake : 1207.57 ]
[  epoch 0029/0040] 0020/4800, lr:2.5e-05 ∣ avg_100 : 31842.706881 ∣ critic_nllloss : 25981.428125 ∣ critic_ganloss : -304.931265 ∣ generator_nllloss : 5260.680664 ∣ generator_ganloss : 1101.183496 ∣     [  std_z : 0.99  real_sub_fake : 1336.55 ]
[  epoch 0029/0040] 0030/4800, lr:2.5e-05 ∣ avg_100 : 31842.006120 ∣ critic_nllloss : 25978.115039 ∣ critic_ganloss : -380.206827 ∣ generator_nllloss : 5120.402539 ∣ generator_ganloss : 1075.937158 ∣     [  std_z : 0.99  real_sub_fake : 1291.86 ]
[  epoch 0029/0040] 0040/4800, lr:2.5e-05 ∣ avg_100 : 31846.188412 ∣ critic_nllloss : 26141.274023 ∣ critic_ganloss : -234.764972 ∣ generator_nllloss : 5232.273828 ∣ generator_ganloss : 1099.178857 ∣     [  std_z : 0.99  real_sub_fake : 1327.73 ]
[  epoch 0029/0040] 0050/4800, lr:2.5e-05 ∣ avg_100 : 31849.015855 ∣ critic_nllloss : 25759.459766 ∣ critic_ganloss : -218.892749 ∣ generator_nllloss : 5126.062891 ∣ generator_ganloss : 1127.908789 ∣     [  std_z : 0.99  real_sub_fake : 795.49 ]
[  epoch 0029/0040] 0060/4800, lr:2.5e-05 ∣ avg_100 : 31848.159325 ∣ critic_nllloss : 25777.025977 ∣ critic_ganloss : -264.570694 ∣ generator_nllloss : 5094.598437 ∣ generator_ganloss : 1085.117578 ∣     [  std_z : 0.99  real_sub_fake : 1058.46 ]
[  epoch 0029/0040] 0070/4800, lr:2.5e-05 ∣ avg_100 : 31845.836205 ∣ critic_nllloss : 25667.719531 ∣ critic_ganloss : -304.091743 ∣ generator_nllloss : 5089.526953 ∣ generator_ganloss : 1081.213818 ∣     [  std_z : 0.99  real_sub_fake : 1018.34 ]
[  epoch 0029/0040] 0080/4800, lr:2.5e-05 ∣ avg_100 : 31838.229802 ∣ critic_nllloss : 25741.829102 ∣ critic_ganloss : -348.989447 ∣ generator_nllloss : 5068.712891 ∣ generator_ganloss : 1088.069531 ∣     [  std_z : 0.99  real_sub_fake : 1133.80 ]
[  epoch 0029/0040] 0090/4800, lr:2.5e-05 ∣ avg_100 : 31837.033878 ∣ critic_nllloss : 25965.982031 ∣ critic_ganloss : -191.445395 ∣ generator_nllloss : 5221.470703 ∣ generator_ganloss : 1114.450195 ∣     [  std_z : 1.00  real_sub_fake : 1019.18 ]
[  epoch 0029/0040] 0100/4800, lr:2.5e-05 ∣ avg_100 : 31839.577882 ∣ critic_nllloss : 26028.232227 ∣ critic_ganloss : -232.948033 ∣ generator_nllloss : 5195.017578 ∣ generator_ganloss : 1074.426465 ∣     [  std_z : 1.00  real_sub_fake : 1052.06 ]
[  epoch 0029/0040] 0110/4800, lr:2.5e-05 ∣ avg_100 : 31841.198590 ∣ critic_nllloss : 25929.703711 ∣ critic_ganloss : -253.307330 ∣ generator_nllloss : 5218.048437 ∣ generator_ganloss : 1056.704883 ∣     [  std_z : 1.00  real_sub_fake : 990.73 ]
[  epoch 0029/0040] 0120/4800, lr:2.5e-05 ∣ avg_100 : 31844.694368 ∣ critic_nllloss : 25839.195117 ∣ critic_ganloss : -261.006990 ∣ generator_nllloss : 5217.725000 ∣ generator_ganloss : 1082.287500 ∣     [  std_z : 1.00  real_sub_fake : 953.65 ]
[  epoch 0029/0040] 0130/4800, lr:2.5e-05 ∣ avg_100 : 31841.401569 ∣ critic_nllloss : 25742.259375 ∣ critic_ganloss : -262.412065 ∣ generator_nllloss : 5153.200586 ∣ generator_ganloss : 1077.246582 ∣     [  std_z : 0.99  real_sub_fake : 981.56 ]
[  epoch 0029/0040] 0140/4800, lr:2.5e-05 ∣ avg_100 : 31843.229045 ∣ critic_nllloss : 25920.366602 ∣ critic_ganloss : -270.272534 ∣ generator_nllloss : 5169.230469 ∣ generator_ganloss : 1079.984375 ∣     [  std_z : 0.99  real_sub_fake : 935.13 ]
[  epoch 0029/0040] 0150/4800, lr:2.5e-05 ∣ avg_100 : 31846.368593 ∣ critic_nllloss : 25938.591406 ∣ critic_ganloss : -277.129343 ∣ generator_nllloss : 5241.415234 ∣ generator_ganloss : 1066.230322 ∣     [  std_z : 0.99  real_sub_fake : 1078.75 ]
[  epoch 0029/0040] 0160/4800, lr:2.5e-05 ∣ avg_100 : 31847.892640 ∣ critic_nllloss : 25845.769336 ∣ critic_ganloss : -240.938351 ∣ generator_nllloss : 5220.905469 ∣ generator_ganloss : 1081.489355 ∣     [  std_z : 0.99  real_sub_fake : 1018.51 ]
[  epoch 0029/0040] 0170/4800, lr:2.5e-05 ∣ avg_100 : 31847.426047 ∣ critic_nllloss : 25816.461914 ∣ critic_ganloss : -250.952451 ∣ generator_nllloss : 5143.539258 ∣ generator_ganloss : 1084.748975 ∣     [  std_z : 1.00  real_sub_fake : 1004.74 ]
[  epoch 0029/0040] 0180/4800, lr:2.5e-05 ∣ avg_100 : 31849.041908 ∣ critic_nllloss : 25998.150391 ∣ critic_ganloss : -233.518953 ∣ generator_nllloss : 5194.808594 ∣ generator_ganloss : 1087.401074 ∣     [  std_z : 1.00  real_sub_fake : 748.58 ]
[  epoch 0029/0040] 0190/4800, lr:2.5e-05 ∣ avg_100 : 31847.746256 ∣ critic_nllloss : 25815.915039 ∣ critic_ganloss : -276.022887 ∣ generator_nllloss : 5056.650977 ∣ generator_ganloss : 1061.235010 ∣     [  std_z : 1.00  real_sub_fake : 900.43 ]
[  epoch 0029/0040] 0200/4800, lr:2.5e-05 ∣ avg_100 : 31849.000766 ∣ critic_nllloss : 25796.620508 ∣ critic_ganloss : -241.003717 ∣ generator_nllloss : 5173.124805 ∣ generator_ganloss : 1045.091162 ∣     [  std_z : 1.00  real_sub_fake : 993.79 ]
[  epoch 0029/0040] 0210/4800, lr:2.5e-05 ∣ avg_100 : 31845.383679 ∣ critic_nllloss : 25825.726953 ∣ critic_ganloss : -323.068677 ∣ generator_nllloss : 5150.005273 ∣ generator_ganloss : 1021.083447 ∣     [  std_z : 0.99  real_sub_fake : 1101.29 ]
[  epoch 0029/0040] 0220/4800, lr:2.5e-05 ∣ avg_100 : 31840.272576 ∣ critic_nllloss : 25710.972461 ∣ critic_ganloss : -283.311108 ∣ generator_nllloss : 5094.450781 ∣ generator_ganloss : 1037.645850 ∣     [  std_z : 0.99  real_sub_fake : 1127.93 ]
[  epoch 0029/0040] 0230/4800, lr:2.5e-05 ∣ avg_100 : 31840.872319 ∣ critic_nllloss : 25934.964453 ∣ critic_ganloss : -246.721173 ∣ generator_nllloss : 5198.788867 ∣ generator_ganloss : 1036.779834 ∣     [  std_z : 0.99  real_sub_fake : 1016.52 ]
[  epoch 0029/0040] 0240/4800, lr:2.5e-05 ∣ avg_100 : 31840.308789 ∣ critic_nllloss : 26053.674219 ∣ critic_ganloss : -313.479366 ∣ generator_nllloss : 5161.746680 ∣ generator_ganloss : 1020.772021 ∣     [  std_z : 1.00  real_sub_fake : 1045.21 ]
[  epoch 0029/0040] 0250/4800, lr:2.5e-05 ∣ avg_100 : 31835.361978 ∣ critic_nllloss : 25816.077930 ∣ critic_ganloss : -291.253644 ∣ generator_nllloss : 5173.630859 ∣ generator_ganloss : 1026.766211 ∣     [  std_z : 1.00  real_sub_fake : 1043.47 ]
[  epoch 0029/0040] 0260/4800, lr:2.5e-05 ∣ avg_100 : 31835.705190 ∣ critic_nllloss : 25906.060937 ∣ critic_ganloss : -272.661243 ∣ generator_nllloss : 5122.426758 ∣ generator_ganloss : 1038.727295 ∣     [  std_z : 1.00  real_sub_fake : 1059.02 ]
[  epoch 0029/0040] 0270/4800, lr:2.5e-05 ∣ avg_100 : 31831.998375 ∣ critic_nllloss : 25786.726172 ∣ critic_ganloss : -168.574771 ∣ generator_nllloss : 5130.901758 ∣ generator_ganloss : 1062.604492 ∣     [  std_z : 0.99  real_sub_fake : 855.63 ]
[  epoch 0029/0040] 0280/4800, lr:2.5e-05 ∣ avg_100 : 31834.801063 ∣ critic_nllloss : 25934.047070 ∣ critic_ganloss : -162.802090 ∣ generator_nllloss : 5119.276953 ∣ generator_ganloss : 1055.370264 ∣     [  std_z : 0.98  real_sub_fake : 811.00 ]
[  epoch 0029/0040] 0290/4800, lr:2.5e-05 ∣ avg_100 : 31834.492445 ∣ critic_nllloss : 25817.982227 ∣ critic_ganloss : -288.540326 ∣ generator_nllloss : 5016.860547 ∣ generator_ganloss : 1063.355957 ∣     [  std_z : 0.99  real_sub_fake : 860.37 ]
[  epoch 0029/0040] 0300/4800, lr:2.5e-05 ∣ avg_100 : 31836.130577 ∣ critic_nllloss : 25933.382812 ∣ critic_ganloss : -303.289688 ∣ generator_nllloss : 5206.650391 ∣ generator_ganloss : 1066.042529 ∣     [  std_z : 1.00  real_sub_fake : 1062.89 ]
[  epoch 0029/0040] 0310/4800, lr:2.5e-05 ∣ avg_100 : 31833.920641 ∣ critic_nllloss : 25776.235742 ∣ critic_ganloss : -418.313272 ∣ generator_nllloss : 5267.898438 ∣ generator_ganloss : 1055.702686 ∣     [  std_z : 1.00  real_sub_fake : 1223.25 ]
[  epoch 0029/0040] 0320/4800, lr:2.5e-05 ∣ avg_100 : 31832.882489 ∣ critic_nllloss : 25893.829297 ∣ critic_ganloss : -279.003137 ∣ generator_nllloss : 5178.805664 ∣ generator_ganloss : 1065.534326 ∣     [  std_z : 1.00  real_sub_fake : 1423.55 ]
[  epoch 0029/0040] 0330/4800, lr:2.5e-05 ∣ avg_100 : 31831.014305 ∣ critic_nllloss : 25703.042969 ∣ critic_ganloss : -328.962228 ∣ generator_nllloss : 5001.094141 ∣ generator_ganloss : 1122.468555 ∣     [  std_z : 1.00  real_sub_fake : 1101.27 ]
[  epoch 0029/0040] 0340/4800, lr:2.5e-05 ∣ avg_100 : 31832.030975 ∣ critic_nllloss : 25926.926953 ∣ critic_ganloss : -213.891214 ∣ generator_nllloss : 5195.294727 ∣ generator_ganloss : 1037.412744 ∣     [  std_z : 1.00  real_sub_fake : 1188.41 ]
[  epoch 0029/0040] 0350/4800, lr:2.5e-05 ∣ avg_100 : 31832.178062 ∣ critic_nllloss : 25847.846094 ∣ critic_ganloss : -250.217209 ∣ generator_nllloss : 5196.754102 ∣ generator_ganloss : 1085.678223 ∣     [  std_z : 1.00  real_sub_fake : 1111.77 ]
[  epoch 0029/0040] 0360/4800, lr:2.5e-05 ∣ avg_100 : 31830.661837 ∣ critic_nllloss : 25835.646094 ∣ critic_ganloss : -277.078593 ∣ generator_nllloss : 5129.210742 ∣ generator_ganloss : 1103.574365 ∣     [  std_z : 0.99  real_sub_fake : 856.34 ]
[  epoch 0029/0040] 0370/4800, lr:2.5e-05 ∣ avg_100 : 31829.528248 ∣ critic_nllloss : 25892.145898 ∣ critic_ganloss : -367.070941 ∣ generator_nllloss : 5103.375195 ∣ generator_ganloss : 1063.124805 ∣     [  std_z : 0.99  real_sub_fake : 1051.22 ]
[  epoch 0029/0040] 0380/4800, lr:2.5e-05 ∣ avg_100 : 31830.751090 ∣ critic_nllloss : 25794.942188 ∣ critic_ganloss : -331.206000 ∣ generator_nllloss : 5237.000000 ∣ generator_ganloss : 1056.280469 ∣     [  std_z : 1.00  real_sub_fake : 1139.04 ]
[  epoch 0029/0040] 0390/4800, lr:2.5e-05 ∣ avg_100 : 31829.161202 ∣ critic_nllloss : 25697.039648 ∣ critic_ganloss : -319.548721 ∣ generator_nllloss : 5072.256445 ∣ generator_ganloss : 1067.701562 ∣     [  std_z : 1.00  real_sub_fake : 1174.26 ]
[  epoch 0029/0040] 0400/4800, lr:2.5e-05 ∣ avg_100 : 31827.994302 ∣ critic_nllloss : 25808.653906 ∣ critic_ganloss : -322.611093 ∣ generator_nllloss : 5186.179297 ∣ generator_ganloss : 1056.900146 ∣     [  std_z : 1.00  real_sub_fake : 1328.56 ]
[  epoch 0029/0040] 0410/4800, lr:2.5e-05 ∣ avg_100 : 31823.906138 ∣ critic_nllloss : 25755.691602 ∣ critic_ganloss : -329.813968 ∣ generator_nllloss : 5162.678320 ∣ generator_ganloss : 1082.650488 ∣     [  std_z : 1.00  real_sub_fake : 1106.77 ]
[  epoch 0029/0040] 0420/4800, lr:2.5e-05 ∣ avg_100 : 31823.468442 ∣ critic_nllloss : 25857.810742 ∣ critic_ganloss : -309.560577 ∣ generator_nllloss : 5208.707422 ∣ generator_ganloss : 1072.320508 ∣     [  std_z : 0.98  real_sub_fake : 1299.98 ]
[  epoch 0029/0040] 0430/4800, lr:2.5e-05 ∣ avg_100 : 31824.162716 ∣ critic_nllloss : 25993.983594 ∣ critic_ganloss : -262.249257 ∣ generator_nllloss : 5177.852148 ∣ generator_ganloss : 1115.368945 ∣     [  std_z : 0.98  real_sub_fake : 1116.29 ]
[  epoch 0029/0040] 0440/4800, lr:2.5e-05 ∣ avg_100 : 31825.821689 ∣ critic_nllloss : 25941.320312 ∣ critic_ganloss : -311.522021 ∣ generator_nllloss : 5315.036523 ∣ generator_ganloss : 1079.174658 ∣     [  std_z : 0.99  real_sub_fake : 1281.42 ]
[  epoch 0029/0040] 0450/4800, lr:2.5e-05 ∣ avg_100 : 31824.207381 ∣ critic_nllloss : 25808.631250 ∣ critic_ganloss : -301.431905 ∣ generator_nllloss : 5125.344336 ∣ generator_ganloss : 1073.021191 ∣     [  std_z : 0.99  real_sub_fake : 1016.66 ]
[  epoch 0029/0040] 0460/4800, lr:2.5e-05 ∣ avg_100 : 31818.376747 ∣ critic_nllloss : 25545.285352 ∣ critic_ganloss : -279.562654 ∣ generator_nllloss : 5068.241211 ∣ generator_ganloss : 1057.448047 ∣     [  std_z : 1.00  real_sub_fake : 986.96 ]
[  epoch 0029/0040] 0470/4800, lr:2.5e-05 ∣ avg_100 : 31821.187593 ∣ critic_nllloss : 25894.065234 ∣ critic_ganloss : -234.818610 ∣ generator_nllloss : 5211.049805 ∣ generator_ganloss : 1072.638330 ∣     [  std_z : 1.00  real_sub_fake : 926.44 ]
[  epoch 0029/0040] 0480/4800, lr:2.5e-05 ∣ avg_100 : 31820.143415 ∣ critic_nllloss : 25731.833984 ∣ critic_ganloss : -265.981351 ∣ generator_nllloss : 5108.245898 ∣ generator_ganloss : 1040.876172 ∣     [  std_z : 0.99  real_sub_fake : 1048.44 ]
[  epoch 0029/0040] 0490/4800, lr:2.5e-05 ∣ avg_100 : 31823.009438 ∣ critic_nllloss : 25904.500000 ∣ critic_ganloss : -305.757788 ∣ generator_nllloss : 5189.508398 ∣ generator_ganloss : 1067.765381 ∣     [  std_z : 0.99  real_sub_fake : 1076.98 ]
[  epoch 0029/0040] 0500/4800, lr:2.5e-05 ∣ avg_100 : 31824.359770 ∣ critic_nllloss : 25794.273828 ∣ critic_ganloss : -213.333887 ∣ generator_nllloss : 5188.108984 ∣ generator_ganloss : 1089.818506 ∣     [  std_z : 0.99  real_sub_fake : 1152.21 ]
[  epoch 0029/0040] 0510/4800, lr:2.5e-05 ∣ avg_100 : 31827.601483 ∣ critic_nllloss : 25901.758594 ∣ critic_ganloss : -329.293478 ∣ generator_nllloss : 5178.455078 ∣ generator_ganloss : 1089.904492 ∣     [  std_z : 1.00  real_sub_fake : 1079.74 ]
[  epoch 0029/0040] 0520/4800, lr:2.5e-05 ∣ avg_100 : 31829.470379 ∣ critic_nllloss : 26110.780273 ∣ critic_ganloss : -398.333124 ∣ generator_nllloss : 5171.215625 ∣ generator_ganloss : 1073.211523 ∣     [  std_z : 1.00  real_sub_fake : 1211.38 ]
[  epoch 0029/0040] 0530/4800, lr:2.5e-05 ∣ avg_100 : 31828.806961 ∣ critic_nllloss : 25809.021875 ∣ critic_ganloss : -341.870197 ∣ generator_nllloss : 5207.586523 ∣ generator_ganloss : 1083.065918 ∣     [  std_z : 0.99  real_sub_fake : 1405.38 ]
[  epoch 0029/0040] 0540/4800, lr:2.5e-05 ∣ avg_100 : 31829.496702 ∣ critic_nllloss : 25994.098242 ∣ critic_ganloss : -260.458627 ∣ generator_nllloss : 5242.220117 ∣ generator_ganloss : 1098.916016 ∣     [  std_z : 0.99  real_sub_fake : 1247.56 ]
[  epoch 0029/0040] 0550/4800, lr:2.5e-05 ∣ avg_100 : 31829.907055 ∣ critic_nllloss : 26053.520313 ∣ critic_ganloss : -335.945676 ∣ generator_nllloss : 5182.092383 ∣ generator_ganloss : 1096.188477 ∣     [  std_z : 0.99  real_sub_fake : 1134.89 ]
[  epoch 0029/0040] 0560/4800, lr:2.5e-05 ∣ avg_100 : 31828.916900 ∣ critic_nllloss : 25915.588477 ∣ critic_ganloss : -322.547479 ∣ generator_nllloss : 5204.617773 ∣ generator_ganloss : 1096.752734 ∣     [  std_z : 1.00  real_sub_fake : 1090.49 ]
[  epoch 0029/0040] 0570/4800, lr:2.5e-05 ∣ avg_100 : 31829.116345 ∣ critic_nllloss : 25881.334766 ∣ critic_ganloss : -291.532578 ∣ generator_nllloss : 5212.013281 ∣ generator_ganloss : 1094.244727 ∣     [  std_z : 1.00  real_sub_fake : 1205.88 ]
[  epoch 0029/0040] 0580/4800, lr:2.5e-05 ∣ avg_100 : 31830.864308 ∣ critic_nllloss : 25983.705273 ∣ critic_ganloss : -286.808789 ∣ generator_nllloss : 5217.514258 ∣ generator_ganloss : 1131.921094 ∣     [  std_z : 1.00  real_sub_fake : 1061.14 ]
[  epoch 0029/0040] 0590/4800, lr:2.5e-05 ∣ avg_100 : 31833.684832 ∣ critic_nllloss : 25819.565234 ∣ critic_ganloss : -202.642027 ∣ generator_nllloss : 5182.232031 ∣ generator_ganloss : 1106.994922 ∣     [  std_z : 0.99  real_sub_fake : 824.51 ]
[  epoch 0029/0040] 0600/4800, lr:2.5e-05 ∣ avg_100 : 31835.492100 ∣ critic_nllloss : 25950.645117 ∣ critic_ganloss : -344.897699 ∣ generator_nllloss : 5223.606836 ∣ generator_ganloss : 1084.421484 ∣     [  std_z : 0.99  real_sub_fake : 1141.29 ]
[  epoch 0029/0040] 0610/4800, lr:2.5e-05 ∣ avg_100 : 31831.001639 ∣ critic_nllloss : 25643.609570 ∣ critic_ganloss : -284.362778 ∣ generator_nllloss : 5154.212109 ∣ generator_ganloss : 1088.607178 ∣     [  std_z : 0.99  real_sub_fake : 1134.36 ]
[  epoch 0029/0040] 0620/4800, lr:2.5e-05 ∣ avg_100 : 31832.084612 ∣ critic_nllloss : 25803.667773 ∣ critic_ganloss : -365.734433 ∣ generator_nllloss : 5212.940820 ∣ generator_ganloss : 1090.277637 ∣     [  std_z : 1.00  real_sub_fake : 1315.41 ]
[  epoch 0029/0040] 0630/4800, lr:2.5e-05 ∣ avg_100 : 31830.724824 ∣ critic_nllloss : 25689.926563 ∣ critic_ganloss : -234.308270 ∣ generator_nllloss : 5224.381250 ∣ generator_ganloss : 1119.747217 ∣     [  std_z : 1.00  real_sub_fake : 1047.50 ]
[  epoch 0029/0040] 0640/4800, lr:2.5e-05 ∣ avg_100 : 31834.775770 ∣ critic_nllloss : 26084.613672 ∣ critic_ganloss : -239.614291 ∣ generator_nllloss : 5224.122461 ∣ generator_ganloss : 1089.270313 ∣     [  std_z : 0.99  real_sub_fake : 1068.91 ]
[  epoch 0029/0040] 0650/4800, lr:2.5e-05 ∣ avg_100 : 31838.965613 ∣ critic_nllloss : 25890.883398 ∣ critic_ganloss : -259.014328 ∣ generator_nllloss : 5198.032031 ∣ generator_ganloss : 1143.820361 ∣     [  std_z : 0.99  real_sub_fake : 925.73 ]
[  epoch 0029/0040] 0660/4800, lr:2.5e-05 ∣ avg_100 : 31840.829775 ∣ critic_nllloss : 25831.496484 ∣ critic_ganloss : -210.532385 ∣ generator_nllloss : 5186.250781 ∣ generator_ganloss : 1145.447949 ∣     [  std_z : 0.99  real_sub_fake : 763.97 ]
[  epoch 0029/0040] 0670/4800, lr:2.5e-05 ∣ avg_100 : 31842.153317 ∣ critic_nllloss : 25904.115430 ∣ critic_ganloss : -249.812817 ∣ generator_nllloss : 5187.464063 ∣ generator_ganloss : 1066.408643 ∣     [  std_z : 1.00  real_sub_fake : 936.16 ]
[  epoch 0029/0040] 0680/4800, lr:2.5e-05 ∣ avg_100 : 31840.791360 ∣ critic_nllloss : 25893.297656 ∣ critic_ganloss : -259.055524 ∣ generator_nllloss : 5220.653516 ∣ generator_ganloss : 1048.342969 ∣     [  std_z : 1.00  real_sub_fake : 1012.60 ]
[  epoch 0029/0040] 0690/4800, lr:2.5e-05 ∣ avg_100 : 31837.890781 ∣ critic_nllloss : 25798.486523 ∣ critic_ganloss : -286.507126 ∣ generator_nllloss : 5148.287500 ∣ generator_ganloss : 1078.605322 ∣     [  std_z : 1.00  real_sub_fake : 970.66 ]
[  epoch 0029/0040] 0700/4800, lr:2.5e-05 ∣ avg_100 : 31834.702100 ∣ critic_nllloss : 25853.286523 ∣ critic_ganloss : -325.295264 ∣ generator_nllloss : 5134.162305 ∣ generator_ganloss : 1096.222314 ∣     [  std_z : 0.98  real_sub_fake : 1094.96 ]
[  epoch 0029/0040] 0710/4800, lr:2.5e-05 ∣ avg_100 : 31834.160876 ∣ critic_nllloss : 25859.752930 ∣ critic_ganloss : -254.897629 ∣ generator_nllloss : 5097.924414 ∣ generator_ganloss : 1093.606104 ∣     [  std_z : 0.99  real_sub_fake : 1133.01 ]
[  epoch 0029/0040] 0720/4800, lr:2.5e-05 ∣ avg_100 : 31831.557347 ∣ critic_nllloss : 25793.963672 ∣ critic_ganloss : -297.916650 ∣ generator_nllloss : 5179.541406 ∣ generator_ganloss : 1081.426514 ∣     [  std_z : 1.00  real_sub_fake : 1115.58 ]
[  epoch 0029/0040] 0730/4800, lr:2.5e-05 ∣ avg_100 : 31830.365773 ∣ critic_nllloss : 25756.374805 ∣ critic_ganloss : -310.503723 ∣ generator_nllloss : 5141.077930 ∣ generator_ganloss : 1094.877734 ∣     [  std_z : 1.00  real_sub_fake : 1124.97 ]
[  epoch 0029/0040] 0740/4800, lr:2.5e-05 ∣ avg_100 : 31827.933011 ∣ critic_nllloss : 25719.840625 ∣ critic_ganloss : -267.662891 ∣ generator_nllloss : 5053.211328 ∣ generator_ganloss : 1101.319238 ∣     [  std_z : 0.99  real_sub_fake : 1091.35 ]
[  epoch 0029/0040] 0750/4800, lr:2.5e-05 ∣ avg_100 : 31828.948031 ∣ critic_nllloss : 25866.343945 ∣ critic_ganloss : -291.305835 ∣ generator_nllloss : 5161.618164 ∣ generator_ganloss : 1089.073389 ∣     [  std_z : 0.98  real_sub_fake : 1087.65 ]
[  epoch 0029/0040] 0760/4800, lr:2.5e-05 ∣ avg_100 : 31830.359671 ∣ critic_nllloss : 25815.852930 ∣ critic_ganloss : -161.957890 ∣ generator_nllloss : 5126.716211 ∣ generator_ganloss : 1118.609473 ∣     [  std_z : 0.99  real_sub_fake : 860.61 ]
[  epoch 0029/0040] 0770/4800, lr:2.5e-05 ∣ avg_100 : 31827.658423 ∣ critic_nllloss : 25709.593750 ∣ critic_ganloss : -277.286803 ∣ generator_nllloss : 5143.157227 ∣ generator_ganloss : 1109.852393 ∣     [  std_z : 1.00  real_sub_fake : 884.43 ]
[  epoch 0029/0040] 0780/4800, lr:2.5e-05 ∣ avg_100 : 31826.408412 ∣ critic_nllloss : 25824.229297 ∣ critic_ganloss : -266.444821 ∣ generator_nllloss : 5109.065820 ∣ generator_ganloss : 1064.801270 ∣     [  std_z : 1.00  real_sub_fake : 1050.75 ]
[  epoch 0029/0040] 0790/4800, lr:2.5e-05 ∣ avg_100 : 31823.978806 ∣ critic_nllloss : 25788.504688 ∣ critic_ganloss : -286.711960 ∣ generator_nllloss : 5140.144727 ∣ generator_ganloss : 1098.631104 ∣     [  std_z : 1.00  real_sub_fake : 1066.23 ]
[  epoch 0029/0040] 0800/4800, lr:2.5e-05 ∣ avg_100 : 31824.120435 ∣ critic_nllloss : 25993.872461 ∣ critic_ganloss : -278.424661 ∣ generator_nllloss : 5219.611914 ∣ generator_ganloss : 1081.081641 ∣     [  std_z : 1.00  real_sub_fake : 1109.41 ]
[  epoch 0029/0040] 0810/4800, lr:2.5e-05 ∣ avg_100 : 31824.484754 ∣ critic_nllloss : 25791.181055 ∣ critic_ganloss : -316.249088 ∣ generator_nllloss : 5112.028906 ∣ generator_ganloss : 1088.940967 ∣     [  std_z : 0.99  real_sub_fake : 1141.63 ]
[  epoch 0029/0040] 0820/4800, lr:2.5e-05 ∣ avg_100 : 31821.453372 ∣ critic_nllloss : 25673.113281 ∣ critic_ganloss : -330.949576 ∣ generator_nllloss : 5169.086523 ∣ generator_ganloss : 1095.535693 ∣     [  std_z : 0.99  real_sub_fake : 1015.92 ]
[  epoch 0029/0040] 0830/4800, lr:2.5e-05 ∣ avg_100 : 31823.618503 ∣ critic_nllloss : 25957.917187 ∣ critic_ganloss : -246.330899 ∣ generator_nllloss : 5181.924219 ∣ generator_ganloss : 1098.389648 ∣     [  std_z : 0.99  real_sub_fake : 1211.67 ]
[  epoch 0029/0040] 0840/4800, lr:2.5e-05 ∣ avg_100 : 31818.507178 ∣ critic_nllloss : 25762.578320 ∣ critic_ganloss : -313.113589 ∣ generator_nllloss : 5122.733203 ∣ generator_ganloss : 1094.070508 ∣     [  std_z : 0.99  real_sub_fake : 1073.01 ]
[  epoch 0029/0040] 0850/4800, lr:2.5e-05 ∣ avg_100 : 31821.429472 ∣ critic_nllloss : 25939.224414 ∣ critic_ganloss : -246.732190 ∣ generator_nllloss : 5174.477734 ∣ generator_ganloss : 1090.247070 ∣     [  std_z : 0.99  real_sub_fake : 1105.64 ]
[  epoch 0029/0040] 0860/4800, lr:2.5e-05 ∣ avg_100 : 31820.961806 ∣ critic_nllloss : 25674.299414 ∣ critic_ganloss : -397.566711 ∣ generator_nllloss : 5183.908203 ∣ generator_ganloss : 1089.648242 ∣     [  std_z : 0.99  real_sub_fake : 1168.18 ]
[  epoch 0029/0040] 0870/4800, lr:2.5e-05 ∣ avg_100 : 31821.889923 ∣ critic_nllloss : 26074.808594 ∣ critic_ganloss : -425.597192 ∣ generator_nllloss : 5215.908008 ∣ generator_ganloss : 1091.711328 ∣     [  std_z : 1.00  real_sub_fake : 1377.12 ]
[  epoch 0029/0040] 0880/4800, lr:2.5e-05 ∣ avg_100 : 31823.018135 ∣ critic_nllloss : 26016.951367 ∣ critic_ganloss : -242.202652 ∣ generator_nllloss : 5159.534766 ∣ generator_ganloss : 1110.923535 ∣     [  std_z : 1.00  real_sub_fake : 1428.70 ]
[  epoch 0029/0040] 0890/4800, lr:2.5e-05 ∣ avg_100 : 31825.752844 ∣ critic_nllloss : 25909.226953 ∣ critic_ganloss : -241.679984 ∣ generator_nllloss : 5219.542969 ∣ generator_ganloss : 1127.950195 ∣     [  std_z : 1.00  real_sub_fake : 987.93 ]
[  epoch 0029/0040] 0900/4800, lr:2.5e-05 ∣ avg_100 : 31826.084460 ∣ critic_nllloss : 25854.696289 ∣ critic_ganloss : -268.532837 ∣ generator_nllloss : 5104.165039 ∣ generator_ganloss : 1096.473535 ∣     [  std_z : 0.99  real_sub_fake : 1030.44 ]
[  epoch 0029/0040] 0910/4800, lr:2.5e-05 ∣ avg_100 : 31826.595643 ∣ critic_nllloss : 25863.534961 ∣ critic_ganloss : -253.820010 ∣ generator_nllloss : 5208.160742 ∣ generator_ganloss : 1112.635547 ∣     [  std_z : 0.99  real_sub_fake : 1129.87 ]
[  epoch 0029/0040] 0920/4800, lr:2.5e-05 ∣ avg_100 : 31827.167605 ∣ critic_nllloss : 26038.638477 ∣ critic_ganloss : -250.327937 ∣ generator_nllloss : 5280.017578 ∣ generator_ganloss : 1101.443066 ∣     [  std_z : 1.00  real_sub_fake : 975.28 ]
[  epoch 0029/0040] 0930/4800, lr:2.5e-05 ∣ avg_100 : 31830.982713 ∣ critic_nllloss : 26015.096680 ∣ critic_ganloss : -315.950635 ∣ generator_nllloss : 5284.644922 ∣ generator_ganloss : 1073.134766 ∣     [  std_z : 1.00  real_sub_fake : 1098.61 ]
[  epoch 0029/0040] 0940/4800, lr:2.5e-05 ∣ avg_100 : 31828.215121 ∣ critic_nllloss : 25782.312891 ∣ critic_ganloss : -346.960611 ∣ generator_nllloss : 5058.200195 ∣ generator_ganloss : 1078.000732 ∣     [  std_z : 0.99  real_sub_fake : 1044.89 ]
[  epoch 0029/0040] 0950/4800, lr:2.5e-05 ∣ avg_100 : 31828.035720 ∣ critic_nllloss : 25949.977734 ∣ critic_ganloss : -360.146448 ∣ generator_nllloss : 5248.430078 ∣ generator_ganloss : 1065.989014 ∣     [  std_z : 0.99  real_sub_fake : 1340.81 ]
[  epoch 0029/0040] 0960/4800, lr:2.5e-05 ∣ avg_100 : 31828.274271 ∣ critic_nllloss : 26001.716992 ∣ critic_ganloss : -370.454800 ∣ generator_nllloss : 5260.280078 ∣ generator_ganloss : 1103.544922 ∣     [  std_z : 0.99  real_sub_fake : 1314.85 ]
[  epoch 0029/0040] 0970/4800, lr:2.5e-05 ∣ avg_100 : 31826.399974 ∣ critic_nllloss : 25685.491797 ∣ critic_ganloss : -267.413852 ∣ generator_nllloss : 5059.956641 ∣ generator_ganloss : 1098.935840 ∣     [  std_z : 1.00  real_sub_fake : 1176.54 ]
[  epoch 0029/0040] 0980/4800, lr:2.5e-05 ∣ avg_100 : 31828.240874 ∣ critic_nllloss : 25965.940820 ∣ critic_ganloss : -311.402982 ∣ generator_nllloss : 5281.495703 ∣ generator_ganloss : 1091.554346 ∣     [  std_z : 1.00  real_sub_fake : 1164.45 ]
[  epoch 0029/0040] 0990/4800, lr:2.5e-05 ∣ avg_100 : 31830.286960 ∣ critic_nllloss : 25971.009180 ∣ critic_ganloss : -267.395953 ∣ generator_nllloss : 5166.748047 ∣ generator_ganloss : 1108.005078 ∣     [  std_z : 1.00  real_sub_fake : 1134.40 ]
[  epoch 0029/0040] 1000/4800, lr:2.5e-05 ∣ avg_100 : 31828.728540 ∣ critic_nllloss : 25738.696094 ∣ critic_ganloss : -286.767633 ∣ generator_nllloss : 5096.778516 ∣ generator_ganloss : 1098.905713 ∣     [  std_z : 0.98  real_sub_fake : 1000.56 ]
[  epoch 0029/0040] 1010/4800, lr:2.5e-05 ∣ avg_100 : 31831.635783 ∣ critic_nllloss : 26123.450586 ∣ critic_ganloss : -407.092996 ∣ generator_nllloss : 5139.973437 ∣ generator_ganloss : 1092.871436 ∣     [  std_z : 0.99  real_sub_fake : 1193.79 ]
[  epoch 0029/0040] 1020/4800, lr:2.5e-05 ∣ avg_100 : 31832.520674 ∣ critic_nllloss : 25995.109766 ∣ critic_ganloss : -232.808563 ∣ generator_nllloss : 5268.415820 ∣ generator_ganloss : 1096.133105 ∣     [  std_z : 1.00  real_sub_fake : 1232.52 ]
[  epoch 0029/0040] 1030/4800, lr:2.5e-05 ∣ avg_100 : 31832.138322 ∣ critic_nllloss : 25743.747266 ∣ critic_ganloss : -227.456744 ∣ generator_nllloss : 5148.472070 ∣ generator_ganloss : 1091.250098 ∣     [  std_z : 1.00  real_sub_fake : 907.79 ]
[  epoch 0029/0040] 1040/4800, lr:2.5e-05 ∣ avg_100 : 31829.107222 ∣ critic_nllloss : 25888.450781 ∣ critic_ganloss : -211.166125 ∣ generator_nllloss : 5166.359961 ∣ generator_ganloss : 1091.207129 ∣     [  std_z : 1.00  real_sub_fake : 968.50 ]
[  epoch 0029/0040] 1050/4800, lr:2.5e-05 ∣ avg_100 : 31830.766803 ∣ critic_nllloss : 25950.343750 ∣ critic_ganloss : -222.229108 ∣ generator_nllloss : 5124.242188 ∣ generator_ganloss : 1108.139893 ∣     [  std_z : 0.99  real_sub_fake : 795.51 ]
[  epoch 0029/0040] 1060/4800, lr:2.5e-05 ∣ avg_100 : 31831.245181 ∣ critic_nllloss : 25867.195898 ∣ critic_ganloss : -309.270163 ∣ generator_nllloss : 5113.325977 ∣ generator_ganloss : 1068.757471 ∣     [  std_z : 0.99  real_sub_fake : 1020.76 ]
[  epoch 0029/0040] 1070/4800, lr:2.5e-05 ∣ avg_100 : 31835.940115 ∣ critic_nllloss : 26000.762891 ∣ critic_ganloss : -272.822147 ∣ generator_nllloss : 5191.253711 ∣ generator_ganloss : 1084.667480 ∣     [  std_z : 1.00  real_sub_fake : 1010.68 ]
[  epoch 0029/0040] 1080/4800, lr:2.5e-05 ∣ avg_100 : 31836.098805 ∣ critic_nllloss : 25709.682422 ∣ critic_ganloss : -279.580859 ∣ generator_nllloss : 5042.191602 ∣ generator_ganloss : 1093.197852 ∣     [  std_z : 1.00  real_sub_fake : 1093.52 ]
[  epoch 0029/0040] 1090/4800, lr:2.5e-05 ∣ avg_100 : 31833.678421 ∣ critic_nllloss : 25899.878906 ∣ critic_ganloss : -298.176395 ∣ generator_nllloss : 5170.935938 ∣ generator_ganloss : 1095.780762 ∣     [  std_z : 1.00  real_sub_fake : 1043.43 ]
[  epoch 0029/0040] 1100/4800, lr:2.5e-05 ∣ avg_100 : 31830.828316 ∣ critic_nllloss : 25807.733398 ∣ critic_ganloss : -244.600620 ∣ generator_nllloss : 5148.531445 ∣ generator_ganloss : 1068.053516 ∣     [  std_z : 0.99  real_sub_fake : 1041.52 ]
[  epoch 0029/0040] 1110/4800, lr:2.5e-05 ∣ avg_100 : 31832.042173 ∣ critic_nllloss : 26063.139648 ∣ critic_ganloss : -348.393698 ∣ generator_nllloss : 5280.405273 ∣ generator_ganloss : 1077.384131 ∣     [  std_z : 0.99  real_sub_fake : 1149.99 ]
[  epoch 0029/0040] 1120/4800, lr:2.5e-05 ∣ avg_100 : 31832.346295 ∣ critic_nllloss : 25961.767383 ∣ critic_ganloss : -297.913770 ∣ generator_nllloss : 5161.809180 ∣ generator_ganloss : 1082.950098 ∣     [  std_z : 0.99  real_sub_fake : 1322.69 ]
[  epoch 0029/0040] 1130/4800, lr:2.5e-05 ∣ avg_100 : 31835.838870 ∣ critic_nllloss : 25976.515039 ∣ critic_ganloss : -260.597960 ∣ generator_nllloss : 5209.996875 ∣ generator_ganloss : 1133.637988 ∣     [  std_z : 0.99  real_sub_fake : 1037.99 ]
[  epoch 0029/0040] 1140/4800, lr:2.5e-05 ∣ avg_100 : 31834.973312 ∣ critic_nllloss : 25784.481836 ∣ critic_ganloss : -289.140173 ∣ generator_nllloss : 5218.245117 ∣ generator_ganloss : 1099.166357 ∣     [  std_z : 1.00  real_sub_fake : 1053.40 ]
[  epoch 0029/0040] 1150/4800, lr:2.5e-05 ∣ avg_100 : 31836.081786 ∣ critic_nllloss : 26075.325586 ∣ critic_ganloss : -311.188576 ∣ generator_nllloss : 5202.870508 ∣ generator_ganloss : 1112.947510 ∣     [  std_z : 1.00  real_sub_fake : 1024.73 ]
[  epoch 0029/0040] 1160/4800, lr:2.5e-05 ∣ avg_100 : 31835.400529 ∣ critic_nllloss : 25798.989844 ∣ critic_ganloss : -273.188297 ∣ generator_nllloss : 5224.321289 ∣ generator_ganloss : 1088.977246 ∣     [  std_z : 1.00  real_sub_fake : 1143.61 ]
[  epoch 0029/0040] 1170/4800, lr:2.5e-05 ∣ avg_100 : 31837.683223 ∣ critic_nllloss : 25847.246484 ∣ critic_ganloss : -219.599072 ∣ generator_nllloss : 5276.728125 ∣ generator_ganloss : 1117.691553 ∣     [  std_z : 0.99  real_sub_fake : 828.62 ]
[  epoch 0029/0040] 1180/4800, lr:2.5e-05 ∣ avg_100 : 31836.646456 ∣ critic_nllloss : 25888.727930 ∣ critic_ganloss : -242.020808 ∣ generator_nllloss : 5188.852734 ∣ generator_ganloss : 1107.604541 ∣     [  std_z : 0.99  real_sub_fake : 878.60 ]
[  epoch 0029/0040] 1190/4800, lr:2.5e-05 ∣ avg_100 : 31838.707097 ∣ critic_nllloss : 25870.459961 ∣ critic_ganloss : -254.891853 ∣ generator_nllloss : 5164.735352 ∣ generator_ganloss : 1083.538818 ∣     [  std_z : 0.99  real_sub_fake : 997.26 ]
[  epoch 0029/0040] 1200/4800, lr:2.5e-05 ∣ avg_100 : 31838.914449 ∣ critic_nllloss : 25839.244531 ∣ critic_ganloss : -277.173233 ∣ generator_nllloss : 5123.416406 ∣ generator_ganloss : 1109.080176 ∣     [  std_z : 1.00  real_sub_fake : 991.10 ]
[  epoch 0029/0040] 1210/4800, lr:2.5e-05 ∣ avg_100 : 31842.159076 ∣ critic_nllloss : 25945.115820 ∣ critic_ganloss : -248.538467 ∣ generator_nllloss : 5208.701367 ∣ generator_ganloss : 1092.931055 ∣     [  std_z : 1.00  real_sub_fake : 895.80 ]
[  epoch 0029/0040] 1220/4800, lr:2.5e-05 ∣ avg_100 : 31843.805236 ∣ critic_nllloss : 25702.099805 ∣ critic_ganloss : -222.811514 ∣ generator_nllloss : 5169.645117 ∣ generator_ganloss : 1075.440576 ∣     [  std_z : 0.99  real_sub_fake : 1036.65 ]
[  epoch 0029/0040] 1230/4800, lr:2.5e-05 ∣ avg_100 : 31841.891377 ∣ critic_nllloss : 25783.797656 ∣ critic_ganloss : -294.887076 ∣ generator_nllloss : 5164.485156 ∣ generator_ganloss : 1079.030322 ∣     [  std_z : 0.99  real_sub_fake : 984.85 ]
[  epoch 0029/0040] 1240/4800, lr:2.5e-05 ∣ avg_100 : 31836.693955 ∣ critic_nllloss : 25441.196484 ∣ critic_ganloss : -195.192679 ∣ generator_nllloss : 5085.683984 ∣ generator_ganloss : 1071.283545 ∣     [  std_z : 0.99  real_sub_fake : 1075.14 ]
[  epoch 0029/0040] 1250/4800, lr:2.5e-05 ∣ avg_100 : 31835.431216 ∣ critic_nllloss : 25598.267188 ∣ critic_ganloss : -247.267340 ∣ generator_nllloss : 5164.106055 ∣ generator_ganloss : 1083.841504 ∣     [  std_z : 0.99  real_sub_fake : 989.67 ]
[  epoch 0029/0040] 1260/4800, lr:2.5e-05 ∣ avg_100 : 31835.548762 ∣ critic_nllloss : 25786.977344 ∣ critic_ganloss : -238.127386 ∣ generator_nllloss : 5162.439844 ∣ generator_ganloss : 1095.018604 ∣     [  std_z : 1.00  real_sub_fake : 878.36 ]
[  epoch 0029/0040] 1270/4800, lr:2.5e-05 ∣ avg_100 : 31834.722751 ∣ critic_nllloss : 25774.850977 ∣ critic_ganloss : -250.565195 ∣ generator_nllloss : 5145.899023 ∣ generator_ganloss : 1058.871729 ∣     [  std_z : 1.01  real_sub_fake : 959.28 ]
[  epoch 0029/0040] 1280/4800, lr:2.5e-05 ∣ avg_100 : 31833.282124 ∣ critic_nllloss : 25823.980078 ∣ critic_ganloss : -263.787170 ∣ generator_nllloss : 5169.784961 ∣ generator_ganloss : 1071.851660 ∣     [  std_z : 1.00  real_sub_fake : 1065.96 ]
[  epoch 0029/0040] 1290/4800, lr:2.5e-05 ∣ avg_100 : 31834.734683 ∣ critic_nllloss : 25811.985742 ∣ critic_ganloss : -283.018501 ∣ generator_nllloss : 5146.128516 ∣ generator_ganloss : 1079.818506 ∣     [  std_z : 0.99  real_sub_fake : 994.07 ]
[  epoch 0029/0040] 1300/4800, lr:2.5e-05 ∣ avg_100 : 31834.005505 ∣ critic_nllloss : 25866.257617 ∣ critic_ganloss : -262.469235 ∣ generator_nllloss : 5136.098047 ∣ generator_ganloss : 1089.981836 ∣     [  std_z : 1.00  real_sub_fake : 1021.21 ]
[  epoch 0029/0040] 1310/4800, lr:2.5e-05 ∣ avg_100 : 31838.043470 ∣ critic_nllloss : 26141.452344 ∣ critic_ganloss : -391.974258 ∣ generator_nllloss : 5263.373047 ∣ generator_ganloss : 1072.468994 ∣     [  std_z : 0.99  real_sub_fake : 1069.68 ]
[  epoch 0029/0040] 1320/4800, lr:2.5e-05 ∣ avg_100 : 31839.219273 ∣ critic_nllloss : 25988.784961 ∣ critic_ganloss : -234.547906 ∣ generator_nllloss : 5142.809180 ∣ generator_ganloss : 1079.700146 ∣     [  std_z : 0.99  real_sub_fake : 1228.84 ]
[  epoch 0029/0040] 1330/4800, lr:2.5e-05 ∣ avg_100 : 31841.877666 ∣ critic_nllloss : 25795.681250 ∣ critic_ganloss : -291.207376 ∣ generator_nllloss : 5189.974023 ∣ generator_ganloss : 1069.034912 ∣     [  std_z : 0.99  real_sub_fake : 1148.62 ]
[  epoch 0029/0040] 1340/4800, lr:2.5e-05 ∣ avg_100 : 31841.115684 ∣ critic_nllloss : 25979.366211 ∣ critic_ganloss : -379.066141 ∣ generator_nllloss : 5164.678516 ∣ generator_ganloss : 1104.566357 ∣     [  std_z : 1.00  real_sub_fake : 1218.26 ]
[  epoch 0029/0040] 1350/4800, lr:2.5e-05 ∣ avg_100 : 31841.144771 ∣ critic_nllloss : 25918.807812 ∣ critic_ganloss : -355.255054 ∣ generator_nllloss : 5230.280859 ∣ generator_ganloss : 1089.136328 ∣     [  std_z : 1.00  real_sub_fake : 1257.03 ]
[  epoch 0029/0040] 1360/4800, lr:2.5e-05 ∣ avg_100 : 31840.668365 ∣ critic_nllloss : 25821.583789 ∣ critic_ganloss : -297.516824 ∣ generator_nllloss : 5118.593359 ∣ generator_ganloss : 1101.051709 ∣     [  std_z : 0.99  real_sub_fake : 1187.47 ]
[  epoch 0029/0040] 1370/4800, lr:2.5e-05 ∣ avg_100 : 31841.307074 ∣ critic_nllloss : 25807.534961 ∣ critic_ganloss : -237.171564 ∣ generator_nllloss : 5111.803711 ∣ generator_ganloss : 1073.278760 ∣     [  std_z : 0.99  real_sub_fake : 1106.39 ]
[  epoch 0029/0040] 1380/4800, lr:2.5e-05 ∣ avg_100 : 31841.040859 ∣ critic_nllloss : 25795.707422 ∣ critic_ganloss : -291.869580 ∣ generator_nllloss : 5150.456641 ∣ generator_ganloss : 1076.100586 ∣     [  std_z : 0.99  real_sub_fake : 1112.11 ]
[  epoch 0029/0040] 1390/4800, lr:2.5e-05 ∣ avg_100 : 31842.939563 ∣ critic_nllloss : 25768.404492 ∣ critic_ganloss : -309.504834 ∣ generator_nllloss : 5148.862500 ∣ generator_ganloss : 1099.557227 ∣     [  std_z : 1.00  real_sub_fake : 971.73 ]
[  epoch 0029/0040] 1400/4800, lr:2.5e-05 ∣ avg_100 : 31844.608197 ∣ critic_nllloss : 26019.269531 ∣ critic_ganloss : -341.287317 ∣ generator_nllloss : 5136.842188 ∣ generator_ganloss : 1081.161279 ∣     [  std_z : 1.00  real_sub_fake : 1163.77 ]
[  epoch 0029/0040] 1410/4800, lr:2.5e-05 ∣ avg_100 : 31847.451757 ∣ critic_nllloss : 25890.604102 ∣ critic_ganloss : -255.688547 ∣ generator_nllloss : 5218.033789 ∣ generator_ganloss : 1102.613086 ∣     [  std_z : 0.99  real_sub_fake : 1288.29 ]
[  epoch 0029/0040] 1420/4800, lr:2.5e-05 ∣ avg_100 : 31847.786176 ∣ critic_nllloss : 25716.595898 ∣ critic_ganloss : -283.087895 ∣ generator_nllloss : 5302.391992 ∣ generator_ganloss : 1126.820020 ∣     [  std_z : 0.99  real_sub_fake : 1071.59 ]
[  epoch 0029/0040] 1430/4800, lr:2.5e-05 ∣ avg_100 : 31845.210546 ∣ critic_nllloss : 25856.714648 ∣ critic_ganloss : -278.605853 ∣ generator_nllloss : 5108.035547 ∣ generator_ganloss : 1081.248096 ∣     [  std_z : 0.99  real_sub_fake : 1146.21 ]
[  epoch 0029/0040] 1440/4800, lr:2.5e-05 ∣ avg_100 : 31845.133113 ∣ critic_nllloss : 25943.121289 ∣ critic_ganloss : -246.801529 ∣ generator_nllloss : 5204.389453 ∣ generator_ganloss : 1115.556885 ∣     [  std_z : 0.99  real_sub_fake : 862.23 ]
[  epoch 0029/0040] 1450/4800, lr:2.5e-05 ∣ avg_100 : 31847.298071 ∣ critic_nllloss : 25867.051367 ∣ critic_ganloss : -260.121982 ∣ generator_nllloss : 5210.571484 ∣ generator_ganloss : 1104.559863 ∣     [  std_z : 0.99  real_sub_fake : 1011.66 ]
[  epoch 0029/0040] 1460/4800, lr:2.5e-05 ∣ avg_100 : 31852.104721 ∣ critic_nllloss : 25886.058008 ∣ critic_ganloss : -266.299673 ∣ generator_nllloss : 5165.153320 ∣ generator_ganloss : 1087.165234 ∣     [  std_z : 1.00  real_sub_fake : 980.33 ]
[  epoch 0029/0040] 1470/4800, lr:2.5e-05 ∣ avg_100 : 31850.803472 ∣ critic_nllloss : 25865.612891 ∣ critic_ganloss : -296.886430 ∣ generator_nllloss : 5154.385742 ∣ generator_ganloss : 1089.697705 ∣     [  std_z : 1.00  real_sub_fake : 1045.24 ]
[  epoch 0029/0040] 1480/4800, lr:2.5e-05 ∣ avg_100 : 31856.286273 ∣ critic_nllloss : 26135.221680 ∣ critic_ganloss : -244.005858 ∣ generator_nllloss : 5195.279492 ∣ generator_ganloss : 1076.759521 ∣     [  std_z : 0.99  real_sub_fake : 955.58 ]
[  epoch 0029/0040] 1490/4800, lr:2.5e-05 ∣ avg_100 : 31855.953834 ∣ critic_nllloss : 25900.247852 ∣ critic_ganloss : -262.633447 ∣ generator_nllloss : 5119.955273 ∣ generator_ganloss : 1065.202344 ∣     [  std_z : 0.99  real_sub_fake : 1068.46 ]
[  epoch 0029/0040] 1500/4800, lr:2.5e-05 ∣ avg_100 : 31856.753568 ∣ critic_nllloss : 25921.104492 ∣ critic_ganloss : -248.300366 ∣ generator_nllloss : 5206.114844 ∣ generator_ganloss : 1059.921875 ∣     [  std_z : 0.99  real_sub_fake : 1025.75 ]
[  epoch 0029/0040] 1510/4800, lr:2.5e-05 ∣ avg_100 : 31858.490130 ∣ critic_nllloss : 25983.293750 ∣ critic_ganloss : -259.704874 ∣ generator_nllloss : 5210.870508 ∣ generator_ganloss : 1080.021533 ∣     [  std_z : 1.00  real_sub_fake : 1011.38 ]
[  epoch 0029/0040] 1520/4800, lr:2.5e-05 ∣ avg_100 : 31859.114292 ∣ critic_nllloss : 26020.028516 ∣ critic_ganloss : -286.870645 ∣ generator_nllloss : 5195.143945 ∣ generator_ganloss : 1090.988623 ∣     [  std_z : 1.00  real_sub_fake : 998.46 ]
[  epoch 0029/0040] 1530/4800, lr:2.5e-05 ∣ avg_100 : 31859.269232 ∣ critic_nllloss : 25950.100781 ∣ critic_ganloss : -305.323312 ∣ generator_nllloss : 5051.879297 ∣ generator_ganloss : 1076.641406 ∣     [  std_z : 1.00  real_sub_fake : 1116.49 ]
[  epoch 0029/0040] 1540/4800, lr:2.5e-05 ∣ avg_100 : 31854.697876 ∣ critic_nllloss : 25623.029687 ∣ critic_ganloss : -254.601855 ∣ generator_nllloss : 5177.819141 ∣ generator_ganloss : 1071.393164 ∣     [  std_z : 0.99  real_sub_fake : 918.86 ]
[  epoch 0029/0040] 1550/4800, lr:2.5e-05 ∣ avg_100 : 31850.815001 ∣ critic_nllloss : 25690.364648 ∣ critic_ganloss : -286.033026 ∣ generator_nllloss : 5147.842188 ∣ generator_ganloss : 1055.394141 ∣     [  std_z : 0.99  real_sub_fake : 1042.24 ]
[  epoch 0029/0040] 1560/4800, lr:2.5e-05 ∣ avg_100 : 31850.613542 ∣ critic_nllloss : 25925.518555 ∣ critic_ganloss : -296.012546 ∣ generator_nllloss : 5175.624414 ∣ generator_ganloss : 1069.135205 ∣     [  std_z : 1.00  real_sub_fake : 1164.06 ]
[  epoch 0029/0040] 1570/4800, lr:2.5e-05 ∣ avg_100 : 31854.077825 ∣ critic_nllloss : 26144.373828 ∣ critic_ganloss : -241.772867 ∣ generator_nllloss : 5250.133398 ∣ generator_ganloss : 1089.754150 ∣     [  std_z : 1.00  real_sub_fake : 1036.03 ]
[  epoch 0029/0040] 1580/4800, lr:2.5e-05 ∣ avg_100 : 31854.955921 ∣ critic_nllloss : 26094.903125 ∣ critic_ganloss : -296.399516 ∣ generator_nllloss : 5254.231445 ∣ generator_ganloss : 1081.406348 ∣     [  std_z : 1.00  real_sub_fake : 990.32 ]
[  epoch 0029/0040] 1590/4800, lr:2.5e-05 ∣ avg_100 : 31854.744788 ∣ critic_nllloss : 25925.217383 ∣ critic_ganloss : -258.234332 ∣ generator_nllloss : 5152.992383 ∣ generator_ganloss : 1065.061426 ∣     [  std_z : 1.00  real_sub_fake : 1104.19 ]
[  epoch 0029/0040] 1600/4800, lr:2.5e-05 ∣ avg_100 : 31853.750864 ∣ critic_nllloss : 25815.882422 ∣ critic_ganloss : -268.223679 ∣ generator_nllloss : 5168.056250 ∣ generator_ganloss : 1098.668359 ∣     [  std_z : 0.99  real_sub_fake : 1144.56 ]
[  epoch 0029/0040] 1610/4800, lr:2.5e-05 ∣ avg_100 : 31856.135468 ∣ critic_nllloss : 25737.797266 ∣ critic_ganloss : -225.212224 ∣ generator_nllloss : 5215.325781 ∣ generator_ganloss : 1112.615674 ∣     [  std_z : 1.00  real_sub_fake : 919.01 ]
[  epoch 0029/0040] 1620/4800, lr:2.5e-05 ∣ avg_100 : 31857.385109 ∣ critic_nllloss : 25932.005273 ∣ critic_ganloss : -259.876521 ∣ generator_nllloss : 5125.995898 ∣ generator_ganloss : 1067.991260 ∣     [  std_z : 1.00  real_sub_fake : 997.64 ]
[  epoch 0029/0040] 1630/4800, lr:2.5e-05 ∣ avg_100 : 31857.602373 ∣ critic_nllloss : 25881.691992 ∣ critic_ganloss : -315.892415 ∣ generator_nllloss : 5159.561719 ∣ generator_ganloss : 1096.111865 ∣     [  std_z : 1.00  real_sub_fake : 1019.92 ]
[  epoch 0029/0040] 1640/4800, lr:2.5e-05 ∣ avg_100 : 31856.153954 ∣ critic_nllloss : 25986.426758 ∣ critic_ganloss : -234.700827 ∣ generator_nllloss : 5165.320312 ∣ generator_ganloss : 1096.503955 ∣     [  std_z : 0.98  real_sub_fake : 961.04 ]
[  epoch 0029/0040] 1650/4800, lr:2.5e-05 ∣ avg_100 : 31854.845124 ∣ critic_nllloss : 25880.419336 ∣ critic_ganloss : -313.528091 ∣ generator_nllloss : 5204.686719 ∣ generator_ganloss : 1071.260547 ∣     [  std_z : 0.99  real_sub_fake : 1079.39 ]
[  epoch 0029/0040] 1660/4800, lr:2.5e-05 ∣ avg_100 : 31857.257229 ∣ critic_nllloss : 26041.009961 ∣ critic_ganloss : -298.100830 ∣ generator_nllloss : 5331.465430 ∣ generator_ganloss : 1119.498730 ∣     [  std_z : 1.00  real_sub_fake : 1080.99 ]
[  epoch 0029/0040] 1670/4800, lr:2.5e-05 ∣ avg_100 : 31856.950836 ∣ critic_nllloss : 25785.384961 ∣ critic_ganloss : -221.178616 ∣ generator_nllloss : 5185.317578 ∣ generator_ganloss : 1128.012109 ∣     [  std_z : 1.00  real_sub_fake : 824.75 ]
[  epoch 0029/0040] 1680/4800, lr:2.5e-05 ∣ avg_100 : 31855.428787 ∣ critic_nllloss : 25625.021680 ∣ critic_ganloss : -140.416550 ∣ generator_nllloss : 5187.225977 ∣ generator_ganloss : 1079.202637 ∣     [  std_z : 1.00  real_sub_fake : 846.63 ]
[  epoch 0029/0040] 1690/4800, lr:2.5e-05 ∣ avg_100 : 31855.557005 ∣ critic_nllloss : 25885.667187 ∣ critic_ganloss : -262.078708 ∣ generator_nllloss : 5083.382422 ∣ generator_ganloss : 1044.723096 ∣     [  std_z : 1.00  real_sub_fake : 973.90 ]
[  epoch 0029/0040] 1700/4800, lr:2.5e-05 ∣ avg_100 : 31856.791662 ∣ critic_nllloss : 25873.513477 ∣ critic_ganloss : -232.243332 ∣ generator_nllloss : 5180.384961 ∣ generator_ganloss : 1060.186475 ∣     [  std_z : 0.99  real_sub_fake : 864.02 ]
[  epoch 0029/0040] 1710/4800, lr:2.5e-05 ∣ avg_100 : 31858.586260 ∣ critic_nllloss : 25921.712500 ∣ critic_ganloss : -120.108293 ∣ generator_nllloss : 5109.153906 ∣ generator_ganloss : 1065.087500 ∣     [  std_z : 0.99  real_sub_fake : 680.18 ]
[  epoch 0029/0040] 1720/4800, lr:2.5e-05 ∣ avg_100 : 31858.043034 ∣ critic_nllloss : 25812.244531 ∣ critic_ganloss : -246.487614 ∣ generator_nllloss : 5108.220898 ∣ generator_ganloss : 1028.714551 ∣     [  std_z : 0.99  real_sub_fake : 792.39 ]
[  epoch 0029/0040] 1730/4800, lr:2.5e-05 ∣ avg_100 : 31859.563975 ∣ critic_nllloss : 25842.938867 ∣ critic_ganloss : -195.756902 ∣ generator_nllloss : 5150.373047 ∣ generator_ganloss : 1036.365869 ∣     [  std_z : 1.00  real_sub_fake : 850.84 ]
[  epoch 0029/0040] 1740/4800, lr:2.5e-05 ∣ avg_100 : 31862.356360 ∣ critic_nllloss : 25850.575000 ∣ critic_ganloss : -265.768333 ∣ generator_nllloss : 5256.928906 ∣ generator_ganloss : 1044.211182 ∣     [  std_z : 1.00  real_sub_fake : 911.18 ]
[  epoch 0029/0040] 1750/4800, lr:2.5e-05 ∣ avg_100 : 31861.886491 ∣ critic_nllloss : 25841.039062 ∣ critic_ganloss : -256.584247 ∣ generator_nllloss : 5135.740234 ∣ generator_ganloss : 1058.547705 ∣     [  std_z : 1.00  real_sub_fake : 923.23 ]
[  epoch 0029/0040] 1760/4800, lr:2.5e-05 ∣ avg_100 : 31859.997163 ∣ critic_nllloss : 25761.971680 ∣ critic_ganloss : -313.214612 ∣ generator_nllloss : 5194.521875 ∣ generator_ganloss : 1067.008984 ∣     [  std_z : 0.99  real_sub_fake : 995.08 ]
[  epoch 0029/0040] 1770/4800, lr:2.5e-05 ∣ avg_100 : 31861.642754 ∣ critic_nllloss : 25840.820312 ∣ critic_ganloss : -301.740009 ∣ generator_nllloss : 5246.389258 ∣ generator_ganloss : 1064.406104 ∣     [  std_z : 0.99  real_sub_fake : 1163.82 ]
[  epoch 0029/0040] 1780/4800, lr:2.5e-05 ∣ avg_100 : 31863.725752 ∣ critic_nllloss : 25946.015820 ∣ critic_ganloss : -255.071024 ∣ generator_nllloss : 5173.682813 ∣ generator_ganloss : 1075.323779 ∣     [  std_z : 1.00  real_sub_fake : 1060.38 ]
[  epoch 0029/0040] 1790/4800, lr:2.5e-05 ∣ avg_100 : 31866.395901 ∣ critic_nllloss : 25969.691211 ∣ critic_ganloss : -290.771460 ∣ generator_nllloss : 5248.592578 ∣ generator_ganloss : 1080.071143 ∣     [  std_z : 1.00  real_sub_fake : 1006.52 ]
[  epoch 0029/0040] 1800/4800, lr:2.5e-05 ∣ avg_100 : 31867.007491 ∣ critic_nllloss : 26101.529297 ∣ critic_ganloss : -320.225128 ∣ generator_nllloss : 5229.172266 ∣ generator_ganloss : 1066.823926 ∣     [  std_z : 1.00  real_sub_fake : 1107.89 ]
[  epoch 0029/0040] 1810/4800, lr:2.5e-05 ∣ avg_100 : 31869.478749 ∣ critic_nllloss : 25992.089258 ∣ critic_ganloss : -250.247585 ∣ generator_nllloss : 5104.891016 ∣ generator_ganloss : 1076.294922 ∣     [  std_z : 1.00  real_sub_fake : 982.96 ]
[  epoch 0029/0040] 1820/4800, lr:2.5e-05 ∣ avg_100 : 31871.925770 ∣ critic_nllloss : 25885.386914 ∣ critic_ganloss : -231.931750 ∣ generator_nllloss : 5141.917188 ∣ generator_ganloss : 1056.115625 ∣     [  std_z : 0.99  real_sub_fake : 1006.02 ]
[  epoch 0029/0040] 1830/4800, lr:2.5e-05 ∣ avg_100 : 31867.469189 ∣ critic_nllloss : 25740.378906 ∣ critic_ganloss : -299.973102 ∣ generator_nllloss : 5080.141211 ∣ generator_ganloss : 1025.695117 ∣     [  std_z : 0.99  real_sub_fake : 1170.88 ]
[  epoch 0029/0040] 1840/4800, lr:2.5e-05 ∣ avg_100 : 31865.122954 ∣ critic_nllloss : 25701.221875 ∣ critic_ganloss : -358.997418 ∣ generator_nllloss : 5041.865039 ∣ generator_ganloss : 1047.555371 ∣     [  std_z : 1.00  real_sub_fake : 1214.97 ]
[  epoch 0029/0040] 1850/4800, lr:2.5e-05 ∣ avg_100 : 31864.097341 ∣ critic_nllloss : 25892.101172 ∣ critic_ganloss : -330.168832 ∣ generator_nllloss : 5244.173047 ∣ generator_ganloss : 1048.550391 ∣     [  std_z : 1.00  real_sub_fake : 1218.20 ]
[  epoch 0029/0040] 1860/4800, lr:2.5e-05 ∣ avg_100 : 31871.124945 ∣ critic_nllloss : 26198.671484 ∣ critic_ganloss : -248.045871 ∣ generator_nllloss : 5227.137109 ∣ generator_ganloss : 1075.286816 ∣     [  std_z : 1.00  real_sub_fake : 1182.25 ]
[  epoch 0029/0040] 1870/4800, lr:2.5e-05 ∣ avg_100 : 31870.120156 ∣ critic_nllloss : 25925.709570 ∣ critic_ganloss : -299.011746 ∣ generator_nllloss : 5206.774219 ∣ generator_ganloss : 1022.879834 ∣     [  std_z : 0.99  real_sub_fake : 1111.03 ]
[  epoch 0029/0040] 1880/4800, lr:2.5e-05 ∣ avg_100 : 31867.971642 ∣ critic_nllloss : 25818.754297 ∣ critic_ganloss : -287.165593 ∣ generator_nllloss : 5228.662891 ∣ generator_ganloss : 1070.104004 ∣     [  std_z : 0.99  real_sub_fake : 1039.80 ]
[  epoch 0029/0040] 1890/4800, lr:2.5e-05 ∣ avg_100 : 31864.798464 ∣ critic_nllloss : 25750.579883 ∣ critic_ganloss : -288.947842 ∣ generator_nllloss : 5185.489648 ∣ generator_ganloss : 1050.600586 ∣     [  std_z : 0.99  real_sub_fake : 1036.17 ]
[  epoch 0029/0040] 1900/4800, lr:2.5e-05 ∣ avg_100 : 31868.449137 ∣ critic_nllloss : 26090.434375 ∣ critic_ganloss : -272.862575 ∣ generator_nllloss : 5252.978711 ∣ generator_ganloss : 1081.318848 ∣     [  std_z : 0.99  real_sub_fake : 1065.19 ]
[  epoch 0029/0040] 1910/4800, lr:2.5e-05 ∣ avg_100 : 31867.409460 ∣ critic_nllloss : 25838.098633 ∣ critic_ganloss : -249.282559 ∣ generator_nllloss : 5178.893945 ∣ generator_ganloss : 1058.833496 ∣     [  std_z : 1.00  real_sub_fake : 1199.68 ]
[  epoch 0029/0040] 1920/4800, lr:2.5e-05 ∣ avg_100 : 31865.412355 ∣ critic_nllloss : 25963.597656 ∣ critic_ganloss : -262.796779 ∣ generator_nllloss : 5193.937500 ∣ generator_ganloss : 1075.322363 ∣     [  std_z : 1.00  real_sub_fake : 1094.23 ]
[  epoch 0029/0040] 1930/4800, lr:2.5e-05 ∣ avg_100 : 31863.519781 ∣ critic_nllloss : 25788.008398 ∣ critic_ganloss : -237.831561 ∣ generator_nllloss : 5225.683594 ∣ generator_ganloss : 1091.807861 ∣     [  std_z : 1.00  real_sub_fake : 905.23 ]
[  epoch 0029/0040] 1940/4800, lr:2.5e-05 ∣ avg_100 : 31865.897856 ∣ critic_nllloss : 25962.758594 ∣ critic_ganloss : -376.043912 ∣ generator_nllloss : 5167.083594 ∣ generator_ganloss : 1055.562451 ∣     [  std_z : 0.99  real_sub_fake : 1106.06 ]
[  epoch 0029/0040] 1950/4800, lr:2.5e-05 ∣ avg_100 : 31865.721114 ∣ critic_nllloss : 26033.166602 ∣ critic_ganloss : -413.318375 ∣ generator_nllloss : 5213.795313 ∣ generator_ganloss : 1052.932617 ∣     [  std_z : 0.99  real_sub_fake : 1337.55 ]
[  epoch 0029/0040] 1960/4800, lr:2.5e-05 ∣ avg_100 : 31864.464630 ∣ critic_nllloss : 25718.839453 ∣ critic_ganloss : -148.488084 ∣ generator_nllloss : 5189.748242 ∣ generator_ganloss : 1109.339160 ∣     [  std_z : 0.99  real_sub_fake : 918.31 ]
[  epoch 0029/0040] 1970/4800, lr:2.5e-05 ∣ avg_100 : 31869.580775 ∣ critic_nllloss : 25928.721484 ∣ critic_ganloss : -220.917316 ∣ generator_nllloss : 5295.112109 ∣ generator_ganloss : 1085.668652 ∣     [  std_z : 0.99  real_sub_fake : 886.23 ]
[  epoch 0029/0040] 1980/4800, lr:2.5e-05 ∣ avg_100 : 31872.280909 ∣ critic_nllloss : 26230.579102 ∣ critic_ganloss : -318.238078 ∣ generator_nllloss : 5294.225586 ∣ generator_ganloss : 1091.034766 ∣     [  std_z : 1.00  real_sub_fake : 955.68 ]
[  epoch 0029/0040] 1990/4800, lr:2.5e-05 ∣ avg_100 : 31868.570627 ∣ critic_nllloss : 25716.702539 ∣ critic_ganloss : -256.749654 ∣ generator_nllloss : 5067.528906 ∣ generator_ganloss : 1079.856348 ∣     [  std_z : 0.99  real_sub_fake : 901.92 ]
[  epoch 0029/0040] 2000/4800, lr:2.5e-05 ∣ avg_100 : 31872.563363 ∣ critic_nllloss : 26086.953516 ∣ critic_ganloss : -309.450922 ∣ generator_nllloss : 5203.891797 ∣ generator_ganloss : 1065.491895 ∣     [  std_z : 0.99  real_sub_fake : 1214.07 ]
[  epoch 0029/0040] 2010/4800, lr:2.5e-05 ∣ avg_100 : 31871.930477 ∣ critic_nllloss : 25934.441406 ∣ critic_ganloss : -291.182312 ∣ generator_nllloss : 5168.960742 ∣ generator_ganloss : 1073.693994 ∣     [  std_z : 0.99  real_sub_fake : 1187.62 ]
[  epoch 0029/0040] 2020/4800, lr:2.5e-05 ∣ avg_100 : 31871.364838 ∣ critic_nllloss : 26093.617188 ∣ critic_ganloss : -360.241992 ∣ generator_nllloss : 5263.509961 ∣ generator_ganloss : 1073.401074 ∣     [  std_z : 1.00  real_sub_fake : 1258.04 ]
[  epoch 0029/0040] 2030/4800, lr:2.5e-05 ∣ avg_100 : 31867.758582 ∣ critic_nllloss : 25555.705664 ∣ critic_ganloss : -285.452075 ∣ generator_nllloss : 5045.579102 ∣ generator_ganloss : 1079.554395 ∣     [  std_z : 1.00  real_sub_fake : 1142.03 ]
[  epoch 0029/0040] 2040/4800, lr:2.5e-05 ∣ avg_100 : 31865.725310 ∣ critic_nllloss : 25724.080078 ∣ critic_ganloss : -166.990807 ∣ generator_nllloss : 5091.586914 ∣ generator_ganloss : 1082.848389 ∣     [  std_z : 1.00  real_sub_fake : 953.69 ]
[  epoch 0029/0040] 2050/4800, lr:2.5e-05 ∣ avg_100 : 31866.758921 ∣ critic_nllloss : 25954.456445 ∣ critic_ganloss : -267.428813 ∣ generator_nllloss : 5309.255273 ∣ generator_ganloss : 1067.574902 ∣     [  std_z : 0.99  real_sub_fake : 900.55 ]
[  epoch 0029/0040] 2060/4800, lr:2.5e-05 ∣ avg_100 : 31868.184613 ∣ critic_nllloss : 25886.449414 ∣ critic_ganloss : -294.072318 ∣ generator_nllloss : 5225.584375 ∣ generator_ganloss : 1064.616895 ∣     [  std_z : 0.98  real_sub_fake : 1042.09 ]
[  epoch 0029/0040] 2070/4800, lr:2.5e-05 ∣ avg_100 : 31865.557951 ∣ critic_nllloss : 25923.105078 ∣ critic_ganloss : -356.331219 ∣ generator_nllloss : 5115.017187 ∣ generator_ganloss : 1059.404687 ∣     [  std_z : 0.99  real_sub_fake : 1074.67 ]
[  epoch 0029/0040] 2080/4800, lr:2.5e-05 ∣ avg_100 : 31867.870085 ∣ critic_nllloss : 25949.419531 ∣ critic_ganloss : -351.174857 ∣ generator_nllloss : 5143.046875 ∣ generator_ganloss : 1055.412891 ∣     [  std_z : 0.99  real_sub_fake : 1378.22 ]
[  epoch 0029/0040] 2090/4800, lr:2.5e-05 ∣ avg_100 : 31868.438966 ∣ critic_nllloss : 26051.977930 ∣ critic_ganloss : -361.639352 ∣ generator_nllloss : 5160.965039 ∣ generator_ganloss : 1074.003662 ∣     [  std_z : 1.00  real_sub_fake : 1258.36 ]
[  epoch 0029/0040] 2100/4800, lr:2.5e-05 ∣ avg_100 : 31868.440176 ∣ critic_nllloss : 25842.538672 ∣ critic_ganloss : -308.579248 ∣ generator_nllloss : 5175.527930 ∣ generator_ganloss : 1070.351367 ∣     [  std_z : 1.00  real_sub_fake : 1249.00 ]
[  epoch 0029/0040] 2110/4800, lr:2.5e-05 ∣ avg_100 : 31864.517742 ∣ critic_nllloss : 25717.655859 ∣ critic_ganloss : -323.573944 ∣ generator_nllloss : 5207.391211 ∣ generator_ganloss : 1078.818896 ∣     [  std_z : 0.99  real_sub_fake : 1157.23 ]
[  epoch 0029/0040] 2120/4800, lr:2.5e-05 ∣ avg_100 : 31863.865384 ∣ critic_nllloss : 25848.032031 ∣ critic_ganloss : -268.281247 ∣ generator_nllloss : 5188.469336 ∣ generator_ganloss : 1075.156934 ∣     [  std_z : 0.98  real_sub_fake : 1327.07 ]
[  epoch 0029/0040] 2130/4800, lr:2.5e-05 ∣ avg_100 : 31861.506293 ∣ critic_nllloss : 25745.358008 ∣ critic_ganloss : -129.943828 ∣ generator_nllloss : 5103.873047 ∣ generator_ganloss : 1104.355664 ∣     [  std_z : 0.98  real_sub_fake : 602.91 ]
[  epoch 0029/0040] 2140/4800, lr:2.5e-05 ∣ avg_100 : 31860.317266 ∣ critic_nllloss : 25784.771289 ∣ critic_ganloss : -235.673062 ∣ generator_nllloss : 5096.695898 ∣ generator_ganloss : 1048.056250 ∣     [  std_z : 0.99  real_sub_fake : 850.36 ]
[  epoch 0029/0040] 2150/4800, lr:2.5e-05 ∣ avg_100 : 31858.815012 ∣ critic_nllloss : 25902.262891 ∣ critic_ganloss : -223.260208 ∣ generator_nllloss : 5193.007617 ∣ generator_ganloss : 1057.719336 ∣     [  std_z : 1.00  real_sub_fake : 707.47 ]
[  epoch 0029/0040] 2160/4800, lr:2.5e-05 ∣ avg_100 : 31860.213416 ∣ critic_nllloss : 25990.058594 ∣ critic_ganloss : -230.644804 ∣ generator_nllloss : 5187.649023 ∣ generator_ganloss : 1031.877637 ∣     [  std_z : 1.00  real_sub_fake : 719.88 ]
[  epoch 0029/0040] 2170/4800, lr:2.5e-05 ∣ avg_100 : 31859.675477 ∣ critic_nllloss : 25925.363477 ∣ critic_ganloss : -184.702747 ∣ generator_nllloss : 5220.229492 ∣ generator_ganloss : 1007.382959 ∣     [  std_z : 0.99  real_sub_fake : 790.62 ]
[  epoch 0029/0040] 2180/4800, lr:2.5e-05 ∣ avg_100 : 31856.680528 ∣ critic_nllloss : 25707.381445 ∣ critic_ganloss : -230.407333 ∣ generator_nllloss : 5147.766797 ∣ generator_ganloss : 1018.928662 ∣     [  std_z : 0.99  real_sub_fake : 833.20 ]
[  epoch 0029/0040] 2190/4800, lr:2.5e-05 ∣ avg_100 : 31857.328444 ∣ critic_nllloss : 25895.710742 ∣ critic_ganloss : -264.416118 ∣ generator_nllloss : 5274.887891 ∣ generator_ganloss : 1022.451367 ∣     [  std_z : 0.99  real_sub_fake : 882.98 ]
[  epoch 0029/0040] 2200/4800, lr:2.5e-05 ∣ avg_100 : 31857.929976 ∣ critic_nllloss : 25845.914258 ∣ critic_ganloss : -203.993457 ∣ generator_nllloss : 5166.692187 ∣ generator_ganloss : 1046.108057 ∣     [  std_z : 0.99  real_sub_fake : 993.73 ]
[  epoch 0029/0040] 2210/4800, lr:2.5e-05 ∣ avg_100 : 31853.697907 ∣ critic_nllloss : 25674.474219 ∣ critic_ganloss : -286.313925 ∣ generator_nllloss : 5127.767187 ∣ generator_ganloss : 1059.075439 ∣     [  std_z : 0.99  real_sub_fake : 928.12 ]
[  epoch 0029/0040] 2220/4800, lr:2.5e-05 ∣ avg_100 : 31853.479576 ∣ critic_nllloss : 25816.485742 ∣ critic_ganloss : -303.888736 ∣ generator_nllloss : 5123.355469 ∣ generator_ganloss : 1066.588330 ∣     [  std_z : 1.00  real_sub_fake : 1105.47 ]
[  epoch 0029/0040] 2230/4800, lr:2.5e-05 ∣ avg_100 : 31853.759386 ∣ critic_nllloss : 25820.365430 ∣ critic_ganloss : -339.638356 ∣ generator_nllloss : 5197.472070 ∣ generator_ganloss : 1082.207910 ∣     [  std_z : 1.00  real_sub_fake : 1149.32 ]
[  epoch 0029/0040] 2240/4800, lr:2.5e-05 ∣ avg_100 : 31858.356594 ∣ critic_nllloss : 25867.989648 ∣ critic_ganloss : -204.471829 ∣ generator_nllloss : 5101.530469 ∣ generator_ganloss : 1097.643896 ∣     [  std_z : 1.00  real_sub_fake : 1023.98 ]
[  epoch 0029/0040] 2250/4800, lr:2.5e-05 ∣ avg_100 : 31861.772603 ∣ critic_nllloss : 25966.719141 ∣ critic_ganloss : -280.354245 ∣ generator_nllloss : 5168.140234 ∣ generator_ganloss : 1086.043164 ∣     [  std_z : 0.99  real_sub_fake : 1022.70 ]
[  epoch 0029/0040] 2260/4800, lr:2.5e-05 ∣ avg_100 : 31862.836952 ∣ critic_nllloss : 25966.531055 ∣ critic_ganloss : -343.913269 ∣ generator_nllloss : 5219.265430 ∣ generator_ganloss : 1070.860059 ∣     [  std_z : 1.00  real_sub_fake : 1091.20 ]
[  epoch 0029/0040] 2270/4800, lr:2.5e-05 ∣ avg_100 : 31863.282259 ∣ critic_nllloss : 25815.085938 ∣ critic_ganloss : -284.503577 ∣ generator_nllloss : 5157.925000 ∣ generator_ganloss : 1085.079932 ∣     [  std_z : 1.00  real_sub_fake : 1293.35 ]
[  epoch 0029/0040] 2280/4800, lr:2.5e-05 ∣ avg_100 : 31863.585401 ∣ critic_nllloss : 25817.634766 ∣ critic_ganloss : -305.873096 ∣ generator_nllloss : 5218.287500 ∣ generator_ganloss : 1102.094531 ∣     [  std_z : 0.99  real_sub_fake : 1239.45 ]
[  epoch 0029/0040] 2290/4800, lr:2.5e-05 ∣ avg_100 : 31866.831345 ∣ critic_nllloss : 25922.291602 ∣ critic_ganloss : -195.651439 ∣ generator_nllloss : 5230.760352 ∣ generator_ganloss : 1122.108105 ∣     [  std_z : 0.99  real_sub_fake : 910.07 ]
[  epoch 0029/0040] 2300/4800, lr:2.5e-05 ∣ avg_100 : 31867.495592 ∣ critic_nllloss : 25948.983984 ∣ critic_ganloss : -287.966672 ∣ generator_nllloss : 5137.531055 ∣ generator_ganloss : 1097.744678 ∣     [  std_z : 0.99  real_sub_fake : 992.45 ]
[  epoch 0029/0040] 2310/4800, lr:2.5e-05 ∣ avg_100 : 31866.095596 ∣ critic_nllloss : 25947.440234 ∣ critic_ganloss : -300.809497 ∣ generator_nllloss : 5205.863672 ∣ generator_ganloss : 1092.826123 ∣     [  std_z : 0.99  real_sub_fake : 1072.50 ]
[  epoch 0029/0040] 2320/4800, lr:2.5e-05 ∣ avg_100 : 31863.882908 ∣ critic_nllloss : 25814.798242 ∣ critic_ganloss : -291.968024 ∣ generator_nllloss : 5129.535156 ∣ generator_ganloss : 1103.112207 ∣     [  std_z : 0.99  real_sub_fake : 1039.29 ]
[  epoch 0029/0040] 2330/4800, lr:2.5e-05 ∣ avg_100 : 31864.963673 ∣ critic_nllloss : 25982.250586 ∣ critic_ganloss : -325.738786 ∣ generator_nllloss : 5124.906055 ∣ generator_ganloss : 1090.141406 ∣     [  std_z : 1.00  real_sub_fake : 1165.67 ]
[  epoch 0029/0040] 2340/4800, lr:2.5e-05 ∣ avg_100 : 31862.907503 ∣ critic_nllloss : 25631.773828 ∣ critic_ganloss : -262.532927 ∣ generator_nllloss : 5178.087500 ∣ generator_ganloss : 1116.599561 ∣     [  std_z : 1.00  real_sub_fake : 972.03 ]
[  epoch 0029/0040] 2350/4800, lr:2.5e-05 ∣ avg_100 : 31860.697401 ∣ critic_nllloss : 25768.918750 ∣ critic_ganloss : -290.549435 ∣ generator_nllloss : 5082.571680 ∣ generator_ganloss : 1101.018701 ∣     [  std_z : 0.99  real_sub_fake : 1025.16 ]
[  epoch 0029/0040] 2360/4800, lr:2.5e-05 ∣ avg_100 : 31861.064009 ∣ critic_nllloss : 25864.368945 ∣ critic_ganloss : -302.017090 ∣ generator_nllloss : 5119.533789 ∣ generator_ganloss : 1098.487207 ∣     [  std_z : 0.99  real_sub_fake : 1091.70 ]
[  epoch 0029/0040] 2370/4800, lr:2.5e-05 ∣ avg_100 : 31860.635254 ∣ critic_nllloss : 25841.910742 ∣ critic_ganloss : -317.677261 ∣ generator_nllloss : 5108.351953 ∣ generator_ganloss : 1079.984961 ∣     [  std_z : 0.99  real_sub_fake : 1270.07 ]
[  epoch 0029/0040] 2380/4800, lr:2.5e-05 ∣ avg_100 : 31863.652358 ∣ critic_nllloss : 25953.031836 ∣ critic_ganloss : -187.465936 ∣ generator_nllloss : 5141.178711 ∣ generator_ganloss : 1125.360889 ∣     [  std_z : 1.00  real_sub_fake : 1102.02 ]
[  epoch 0029/0040] 2390/4800, lr:2.5e-05 ∣ avg_100 : 31867.524607 ∣ critic_nllloss : 25890.906445 ∣ critic_ganloss : -143.811620 ∣ generator_nllloss : 5211.237109 ∣ generator_ganloss : 1136.212305 ∣     [  std_z : 1.01  real_sub_fake : 451.31 ]
[  epoch 0029/0040] 2400/4800, lr:2.5e-05 ∣ avg_100 : 31871.258304 ∣ critic_nllloss : 26148.566016 ∣ critic_ganloss : -155.850028 ∣ generator_nllloss : 5189.684375 ∣ generator_ganloss : 1086.954980 ∣     [  std_z : 1.00  real_sub_fake : 468.29 ]
[  epoch 0029/0040] 2410/4800, lr:2.5e-05 ∣ avg_100 : 31870.421412 ∣ critic_nllloss : 25846.654687 ∣ critic_ganloss : -212.086653 ∣ generator_nllloss : 5179.398828 ∣ generator_ganloss : 1057.906396 ∣     [  std_z : 0.99  real_sub_fake : 648.94 ]
[  epoch 0029/0040] 2420/4800, lr:2.5e-05 ∣ avg_100 : 31868.089144 ∣ critic_nllloss : 25665.458789 ∣ critic_ganloss : -201.806239 ∣ generator_nllloss : 5138.622266 ∣ generator_ganloss : 1027.218457 ∣     [  std_z : 0.98  real_sub_fake : 728.79 ]
[  epoch 0029/0040] 2430/4800, lr:2.5e-05 ∣ avg_100 : 31866.844177 ∣ critic_nllloss : 25746.900781 ∣ critic_ganloss : -246.784932 ∣ generator_nllloss : 5122.754883 ∣ generator_ganloss : 1020.024951 ∣     [  std_z : 0.99  real_sub_fake : 966.13 ]
[  epoch 0029/0040] 2440/4800, lr:2.5e-05 ∣ avg_100 : 31864.888392 ∣ critic_nllloss : 25819.671094 ∣ critic_ganloss : -193.698256 ∣ generator_nllloss : 5153.627734 ∣ generator_ganloss : 1041.087012 ∣     [  std_z : 1.00  real_sub_fake : 929.12 ]
[  epoch 0029/0040] 2450/4800, lr:2.5e-05 ∣ avg_100 : 31865.911613 ∣ critic_nllloss : 25981.652344 ∣ critic_ganloss : -237.938525 ∣ generator_nllloss : 5223.691016 ∣ generator_ganloss : 1056.978076 ∣     [  std_z : 1.00  real_sub_fake : 871.90 ]
[  epoch 0029/0040] 2460/4800, lr:2.5e-05 ∣ avg_100 : 31866.806179 ∣ critic_nllloss : 25912.236133 ∣ critic_ganloss : -250.918846 ∣ generator_nllloss : 5260.444922 ∣ generator_ganloss : 1039.771240 ∣     [  std_z : 1.00  real_sub_fake : 939.48 ]
[  epoch 0029/0040] 2470/4800, lr:2.5e-05 ∣ avg_100 : 31864.442017 ∣ critic_nllloss : 25807.390430 ∣ critic_ganloss : -324.009003 ∣ generator_nllloss : 5045.334180 ∣ generator_ganloss : 1047.678076 ∣     [  std_z : 0.99  real_sub_fake : 1094.91 ]
[  epoch 0029/0040] 2480/4800, lr:2.5e-05 ∣ avg_100 : 31861.109164 ∣ critic_nllloss : 25917.422852 ∣ critic_ganloss : -270.328825 ∣ generator_nllloss : 5129.812500 ∣ generator_ganloss : 1053.062988 ∣     [  std_z : 0.99  real_sub_fake : 1143.60 ]
[  epoch 0029/0040] 2490/4800, lr:2.5e-05 ∣ avg_100 : 31861.413412 ∣ critic_nllloss : 25899.439453 ∣ critic_ganloss : -292.917709 ∣ generator_nllloss : 5179.667188 ∣ generator_ganloss : 1067.007910 ∣     [  std_z : 0.99  real_sub_fake : 1115.73 ]
[  epoch 0029/0040] 2500/4800, lr:2.5e-05 ∣ avg_100 : 31858.798790 ∣ critic_nllloss : 25726.636719 ∣ critic_ganloss : -245.512759 ∣ generator_nllloss : 5126.363672 ∣ generator_ganloss : 1069.891016 ∣     [  std_z : 1.00  real_sub_fake : 1095.03 ]
[  epoch 0029/0040] 2510/4800, lr:2.5e-05 ∣ avg_100 : 31857.486995 ∣ critic_nllloss : 25922.949219 ∣ critic_ganloss : -302.728648 ∣ generator_nllloss : 5198.008984 ∣ generator_ganloss : 1065.071924 ∣     [  std_z : 1.00  real_sub_fake : 1169.26 ]
[  epoch 0029/0040] 2520/4800, lr:2.5e-05 ∣ avg_100 : 31856.552604 ∣ critic_nllloss : 25886.533008 ∣ critic_ganloss : -235.839471 ∣ generator_nllloss : 5154.764453 ∣ generator_ganloss : 1120.393311 ∣     [  std_z : 1.00  real_sub_fake : 913.00 ]
[  epoch 0029/0040] 2530/4800, lr:2.5e-05 ∣ avg_100 : 31856.598953 ∣ critic_nllloss : 25759.563477 ∣ critic_ganloss : -141.218039 ∣ generator_nllloss : 5077.425781 ∣ generator_ganloss : 1082.161865 ∣     [  std_z : 0.99  real_sub_fake : 915.54 ]
[  epoch 0029/0040] 2540/4800, lr:2.5e-05 ∣ avg_100 : 31859.679113 ∣ critic_nllloss : 25804.026562 ∣ critic_ganloss : -255.259109 ∣ generator_nllloss : 5292.004492 ∣ generator_ganloss : 1084.884180 ∣     [  std_z : 0.99  real_sub_fake : 874.72 ]
[  epoch 0029/0040] 2550/4800, lr:2.5e-05 ∣ avg_100 : 31858.967706 ∣ critic_nllloss : 25680.408203 ∣ critic_ganloss : -257.865903 ∣ generator_nllloss : 5052.662891 ∣ generator_ganloss : 1061.222070 ∣     [  std_z : 0.99  real_sub_fake : 887.72 ]
[  epoch 0029/0040] 2560/4800, lr:2.5e-05 ∣ avg_100 : 31861.870568 ∣ critic_nllloss : 26150.213867 ∣ critic_ganloss : -326.996246 ∣ generator_nllloss : 5254.282227 ∣ generator_ganloss : 1087.051953 ∣     [  std_z : 1.00  real_sub_fake : 1036.20 ]
[  epoch 0029/0040] 2570/4800, lr:2.5e-05 ∣ avg_100 : 31857.997954 ∣ critic_nllloss : 25802.794727 ∣ critic_ganloss : -246.426222 ∣ generator_nllloss : 5204.965039 ∣ generator_ganloss : 1093.893555 ∣     [  std_z : 0.99  real_sub_fake : 1014.75 ]
[  epoch 0029/0040] 2580/4800, lr:2.5e-05 ∣ avg_100 : 31857.700971 ∣ critic_nllloss : 26119.000781 ∣ critic_ganloss : -304.950046 ∣ generator_nllloss : 5186.215430 ∣ generator_ganloss : 1104.176953 ∣     [  std_z : 0.99  real_sub_fake : 1097.05 ]
[  epoch 0029/0040] 2590/4800, lr:2.5e-05 ∣ avg_100 : 31858.154222 ∣ critic_nllloss : 25926.327148 ∣ critic_ganloss : -319.158752 ∣ generator_nllloss : 5216.414062 ∣ generator_ganloss : 1106.779492 ∣     [  std_z : 0.99  real_sub_fake : 1093.94 ]
[  epoch 0029/0040] 2600/4800, lr:2.5e-05 ∣ avg_100 : 31858.115101 ∣ critic_nllloss : 25841.283398 ∣ critic_ganloss : -285.324066 ∣ generator_nllloss : 5191.873633 ∣ generator_ganloss : 1062.638330 ∣     [  std_z : 0.99  real_sub_fake : 1282.63 ]
[  epoch 0029/0040] 2610/4800, lr:2.5e-05 ∣ avg_100 : 31857.577536 ∣ critic_nllloss : 25802.280469 ∣ critic_ganloss : -259.667487 ∣ generator_nllloss : 5124.714648 ∣ generator_ganloss : 1119.442334 ∣     [  std_z : 0.99  real_sub_fake : 1065.93 ]
[  epoch 0029/0040] 2620/4800, lr:2.5e-05 ∣ avg_100 : 31861.366786 ∣ critic_nllloss : 26059.539062 ∣ critic_ganloss : -224.144102 ∣ generator_nllloss : 5263.719531 ∣ generator_ganloss : 1145.926416 ∣     [  std_z : 1.00  real_sub_fake : 838.88 ]
[  epoch 0029/0040] 2630/4800, lr:2.5e-05 ∣ avg_100 : 31859.745104 ∣ critic_nllloss : 25774.454102 ∣ critic_ganloss : -275.580876 ∣ generator_nllloss : 5054.995508 ∣ generator_ganloss : 1105.436230 ∣     [  std_z : 0.99  real_sub_fake : 809.26 ]
[  epoch 0029/0040] 2640/4800, lr:2.5e-05 ∣ avg_100 : 31854.293590 ∣ critic_nllloss : 25475.743750 ∣ critic_ganloss : -241.458368 ∣ generator_nllloss : 5132.166016 ∣ generator_ganloss : 1101.947412 ∣     [  std_z : 1.00  real_sub_fake : 932.05 ]
[  epoch 0029/0040] 2650/4800, lr:2.5e-05 ∣ avg_100 : 31853.631636 ∣ critic_nllloss : 25893.484570 ∣ critic_ganloss : -313.290524 ∣ generator_nllloss : 5107.192187 ∣ generator_ganloss : 1089.256836 ∣     [  std_z : 1.00  real_sub_fake : 1015.26 ]
[  epoch 0029/0040] 2660/4800, lr:2.5e-05 ∣ avg_100 : 31854.949081 ∣ critic_nllloss : 26232.003711 ∣ critic_ganloss : -235.563707 ∣ generator_nllloss : 5218.948438 ∣ generator_ganloss : 1110.229395 ∣     [  std_z : 1.00  real_sub_fake : 1070.86 ]
[  epoch 0029/0040] 2670/4800, lr:2.5e-05 ∣ avg_100 : 31856.044577 ∣ critic_nllloss : 25843.650000 ∣ critic_ganloss : -125.903951 ∣ generator_nllloss : 5119.254297 ∣ generator_ganloss : 1150.085254 ∣     [  std_z : 0.99  real_sub_fake : 465.37 ]
[  epoch 0029/0040] 2680/4800, lr:2.5e-05 ∣ avg_100 : 31857.592391 ∣ critic_nllloss : 25875.843945 ∣ critic_ganloss : -147.931755 ∣ generator_nllloss : 5091.326172 ∣ generator_ganloss : 1086.576807 ∣     [  std_z : 0.99  real_sub_fake : 571.38 ]
[  epoch 0029/0040] 2690/4800, lr:2.5e-05 ∣ avg_100 : 31857.668000 ∣ critic_nllloss : 25719.833594 ∣ critic_ganloss : -163.285059 ∣ generator_nllloss : 5151.286914 ∣ generator_ganloss : 1051.419482 ∣     [  std_z : 0.99  real_sub_fake : 748.87 ]
[  epoch 0029/0040] 2700/4800, lr:2.5e-05 ∣ avg_100 : 31855.079580 ∣ critic_nllloss : 25621.591406 ∣ critic_ganloss : -176.441296 ∣ generator_nllloss : 5099.896289 ∣ generator_ganloss : 1077.953125 ∣     [  std_z : 1.00  real_sub_fake : 749.13 ]
[  epoch 0029/0040] 2710/4800, lr:2.5e-05 ∣ avg_100 : 31854.342502 ∣ critic_nllloss : 25974.269141 ∣ critic_ganloss : -288.991467 ∣ generator_nllloss : 5147.841406 ∣ generator_ganloss : 1069.018799 ∣     [  std_z : 1.00  real_sub_fake : 829.75 ]
[  epoch 0029/0040] 2720/4800, lr:2.5e-05 ∣ avg_100 : 31855.671958 ∣ critic_nllloss : 25964.721484 ∣ critic_ganloss : -301.302573 ∣ generator_nllloss : 5135.399805 ∣ generator_ganloss : 1036.819238 ∣     [  std_z : 1.00  real_sub_fake : 1064.01 ]
[  epoch 0029/0040] 2730/4800, lr:2.5e-05 ∣ avg_100 : 31855.168364 ∣ critic_nllloss : 25854.869727 ∣ critic_ganloss : -304.236777 ∣ generator_nllloss : 5166.822852 ∣ generator_ganloss : 1066.105615 ∣     [  std_z : 0.99  real_sub_fake : 1074.32 ]
[  epoch 0029/0040] 2740/4800, lr:2.5e-05 ∣ avg_100 : 31855.992099 ∣ critic_nllloss : 25985.977344 ∣ critic_ganloss : -273.578638 ∣ generator_nllloss : 5201.051953 ∣ generator_ganloss : 1054.869580 ∣     [  std_z : 0.99  real_sub_fake : 1086.02 ]
[  epoch 0029/0040] 2750/4800, lr:2.5e-05 ∣ avg_100 : 31858.766218 ∣ critic_nllloss : 25969.832031 ∣ critic_ganloss : -234.977618 ∣ generator_nllloss : 5229.709766 ∣ generator_ganloss : 1091.590527 ∣     [  std_z : 0.99  real_sub_fake : 1147.37 ]
[  epoch 0029/0040] 2760/4800, lr:2.5e-05 ∣ avg_100 : 31860.610662 ∣ critic_nllloss : 25799.606250 ∣ critic_ganloss : -220.592078 ∣ generator_nllloss : 5202.783984 ∣ generator_ganloss : 1112.934131 ∣     [  std_z : 1.00  real_sub_fake : 832.85 ]
[  epoch 0029/0040] 2770/4800, lr:2.5e-05 ∣ avg_100 : 31860.566617 ∣ critic_nllloss : 25913.446094 ∣ critic_ganloss : -286.026569 ∣ generator_nllloss : 5120.773242 ∣ generator_ganloss : 1097.278467 ∣     [  std_z : 0.99  real_sub_fake : 951.13 ]
[  epoch 0029/0040] 2780/4800, lr:2.5e-05 ∣ avg_100 : 31859.358232 ∣ critic_nllloss : 25868.717578 ∣ critic_ganloss : -344.499451 ∣ generator_nllloss : 5195.254492 ∣ generator_ganloss : 1099.640283 ∣     [  std_z : 0.99  real_sub_fake : 1159.29 ]
[  epoch 0029/0040] 2790/4800, lr:2.5e-05 ∣ avg_100 : 31856.967512 ∣ critic_nllloss : 25794.048438 ∣ critic_ganloss : -324.834760 ∣ generator_nllloss : 5194.760547 ∣ generator_ganloss : 1104.537207 ∣     [  std_z : 0.99  real_sub_fake : 1193.09 ]
[  epoch 0029/0040] 2800/4800, lr:2.5e-05 ∣ avg_100 : 31855.802261 ∣ critic_nllloss : 25932.448242 ∣ critic_ganloss : -233.714082 ∣ generator_nllloss : 5154.299805 ∣ generator_ganloss : 1107.741309 ∣     [  std_z : 0.99  real_sub_fake : 1008.84 ]
[  epoch 0029/0040] 2810/4800, lr:2.5e-05 ∣ avg_100 : 31858.554902 ∣ critic_nllloss : 26083.760547 ∣ critic_ganloss : -241.496071 ∣ generator_nllloss : 5274.880273 ∣ generator_ganloss : 1081.146924 ∣     [  std_z : 1.00  real_sub_fake : 1033.99 ]
[  epoch 0029/0040] 2820/4800, lr:2.5e-05 ∣ avg_100 : 31858.272730 ∣ critic_nllloss : 25715.989258 ∣ critic_ganloss : -220.582166 ∣ generator_nllloss : 5264.103125 ∣ generator_ganloss : 1063.760547 ∣     [  std_z : 0.99  real_sub_fake : 1021.95 ]
[  epoch 0029/0040] 2830/4800, lr:2.5e-05 ∣ avg_100 : 31861.026642 ∣ critic_nllloss : 25836.784961 ∣ critic_ganloss : -243.647446 ∣ generator_nllloss : 5123.424023 ∣ generator_ganloss : 1105.071826 ∣     [  std_z : 0.99  real_sub_fake : 924.96 ]
[  epoch 0029/0040] 2840/4800, lr:2.5e-05 ∣ avg_100 : 31866.585244 ∣ critic_nllloss : 25976.465820 ∣ critic_ganloss : -260.873259 ∣ generator_nllloss : 5172.836328 ∣ generator_ganloss : 1099.076172 ∣     [  std_z : 0.99  real_sub_fake : 919.09 ]
[  epoch 0029/0040] 2850/4800, lr:2.5e-05 ∣ avg_100 : 31868.912049 ∣ critic_nllloss : 26066.242188 ∣ critic_ganloss : -274.469437 ∣ generator_nllloss : 5211.297656 ∣ generator_ganloss : 1084.265918 ∣     [  std_z : 1.00  real_sub_fake : 1030.09 ]
[  epoch 0029/0040] 2860/4800, lr:2.5e-05 ∣ avg_100 : 31862.409701 ∣ critic_nllloss : 25773.091602 ∣ critic_ganloss : -279.106354 ∣ generator_nllloss : 5011.851367 ∣ generator_ganloss : 1096.978125 ∣     [  std_z : 1.00  real_sub_fake : 1020.35 ]
[  epoch 0029/0040] 2870/4800, lr:2.5e-05 ∣ avg_100 : 31862.020901 ∣ critic_nllloss : 25789.611328 ∣ critic_ganloss : -280.709569 ∣ generator_nllloss : 5220.941016 ∣ generator_ganloss : 1087.629053 ∣     [  std_z : 0.99  real_sub_fake : 1021.15 ]
[  epoch 0029/0040] 2880/4800, lr:2.5e-05 ∣ avg_100 : 31861.311799 ∣ critic_nllloss : 25868.614648 ∣ critic_ganloss : -335.332924 ∣ generator_nllloss : 5130.244922 ∣ generator_ganloss : 1095.918750 ∣     [  std_z : 0.99  real_sub_fake : 1091.80 ]
[  epoch 0029/0040] 2890/4800, lr:2.5e-05 ∣ avg_100 : 31861.430775 ∣ critic_nllloss : 25785.916797 ∣ critic_ganloss : -289.848465 ∣ generator_nllloss : 5125.399023 ∣ generator_ganloss : 1088.152539 ∣     [  std_z : 1.00  real_sub_fake : 1111.26 ]
[  epoch 0029/0040] 2900/4800, lr:2.5e-05 ∣ avg_100 : 31860.843718 ∣ critic_nllloss : 26103.208398 ∣ critic_ganloss : -307.797577 ∣ generator_nllloss : 5197.394141 ∣ generator_ganloss : 1100.358691 ∣     [  std_z : 0.99  real_sub_fake : 1082.24 ]
[  epoch 0029/0040] 2910/4800, lr:2.5e-05 ∣ avg_100 : 31862.296939 ∣ critic_nllloss : 25993.509570 ∣ critic_ganloss : -284.957141 ∣ generator_nllloss : 5145.078125 ∣ generator_ganloss : 1118.235059 ∣     [  std_z : 1.00  real_sub_fake : 1080.89 ]
[  epoch 0029/0040] 2920/4800, lr:2.5e-05 ∣ avg_100 : 31861.117393 ∣ critic_nllloss : 25839.944336 ∣ critic_ganloss : -181.795767 ∣ generator_nllloss : 5109.199219 ∣ generator_ganloss : 1084.758350 ∣     [  std_z : 1.00  real_sub_fake : 1152.48 ]
[  epoch 0029/0040] 2930/4800, lr:2.5e-05 ∣ avg_100 : 31863.636571 ∣ critic_nllloss : 25910.716406 ∣ critic_ganloss : -240.120625 ∣ generator_nllloss : 5306.911328 ∣ generator_ganloss : 1142.079004 ∣     [  std_z : 0.99  real_sub_fake : 856.47 ]
[  epoch 0029/0040] 2940/4800, lr:2.5e-05 ∣ avg_100 : 31865.461016 ∣ critic_nllloss : 25914.411914 ∣ critic_ganloss : -259.638121 ∣ generator_nllloss : 5222.697656 ∣ generator_ganloss : 1114.333789 ∣     [  std_z : 0.98  real_sub_fake : 830.57 ]
[  epoch 0029/0040] 2950/4800, lr:2.5e-05 ∣ avg_100 : 31862.372649 ∣ critic_nllloss : 25585.041211 ∣ critic_ganloss : -229.438501 ∣ generator_nllloss : 5120.091211 ∣ generator_ganloss : 1102.045508 ∣     [  std_z : 1.00  real_sub_fake : 941.96 ]
[  epoch 0029/0040] 2960/4800, lr:2.5e-05 ∣ avg_100 : 31863.508769 ∣ critic_nllloss : 25984.474805 ∣ critic_ganloss : -279.451634 ∣ generator_nllloss : 5202.646094 ∣ generator_ganloss : 1075.381494 ∣     [  std_z : 1.00  real_sub_fake : 1069.21 ]
[  epoch 0029/0040] 2970/4800, lr:2.5e-05 ∣ avg_100 : 31860.322267 ∣ critic_nllloss : 25900.826562 ∣ critic_ganloss : -334.588000 ∣ generator_nllloss : 5111.706250 ∣ generator_ganloss : 1091.989941 ∣     [  std_z : 1.00  real_sub_fake : 1167.68 ]
[  epoch 0029/0040] 2980/4800, lr:2.5e-05 ∣ avg_100 : 31856.357256 ∣ critic_nllloss : 25962.971680 ∣ critic_ganloss : -286.356161 ∣ generator_nllloss : 5126.836328 ∣ generator_ganloss : 1097.648438 ∣     [  std_z : 1.00  real_sub_fake : 1175.40 ]
[  epoch 0029/0040] 2990/4800, lr:2.5e-05 ∣ avg_100 : 31861.831830 ∣ critic_nllloss : 25989.846484 ∣ critic_ganloss : -247.269835 ∣ generator_nllloss : 5290.093750 ∣ generator_ganloss : 1122.125146 ∣     [  std_z : 0.99  real_sub_fake : 958.96 ]
[  epoch 0029/0040] 3000/4800, lr:2.5e-05 ∣ avg_100 : 31860.172108 ∣ critic_nllloss : 25890.670312 ∣ critic_ganloss : -239.418979 ∣ generator_nllloss : 5152.212695 ∣ generator_ganloss : 1077.450049 ∣     [  std_z : 0.99  real_sub_fake : 950.35 ]
[  epoch 0029/0040] 3010/4800, lr:2.5e-05 ∣ avg_100 : 31861.543459 ∣ critic_nllloss : 25867.026953 ∣ critic_ganloss : -174.837479 ∣ generator_nllloss : 5225.481641 ∣ generator_ganloss : 1105.377832 ∣     [  std_z : 0.99  real_sub_fake : 863.33 ]
[  epoch 0029/0040] 3020/4800, lr:2.5e-05 ∣ avg_100 : 31857.213007 ∣ critic_nllloss : 25570.328906 ∣ critic_ganloss : -90.979145 ∣ generator_nllloss : 5029.183984 ∣ generator_ganloss : 1128.707227 ∣  [  std_z : 1.00  real_sub_fake : 421.09 ]
[  epoch 0029/0040] 3030/4800, lr:2.5e-05 ∣ avg_100 : 31861.576586 ∣ critic_nllloss : 25751.227148 ∣ critic_ganloss : -175.894479 ∣ generator_nllloss : 5164.629687 ∣ generator_ganloss : 1091.782666 ∣     [  std_z : 1.01  real_sub_fake : 509.48 ]
[  epoch 0029/0040] 3040/4800, lr:2.5e-05 ∣ avg_100 : 31863.972965 ∣ critic_nllloss : 25919.841797 ∣ critic_ganloss : -158.703047 ∣ generator_nllloss : 5135.326953 ∣ generator_ganloss : 1074.696777 ∣     [  std_z : 0.99  real_sub_fake : 527.67 ]
[  epoch 0029/0040] 3050/4800, lr:2.5e-05 ∣ avg_100 : 31865.413656 ∣ critic_nllloss : 26053.191992 ∣ critic_ganloss : -176.897869 ∣ generator_nllloss : 5266.022852 ∣ generator_ganloss : 1065.609863 ∣     [  std_z : 0.98  real_sub_fake : 528.57 ]
[  epoch 0029/0040] 3060/4800, lr:2.5e-05 ∣ avg_100 : 31866.392923 ∣ critic_nllloss : 25937.222266 ∣ critic_ganloss : -214.021806 ∣ generator_nllloss : 5209.209766 ∣ generator_ganloss : 1048.094922 ∣     [  std_z : 0.99  real_sub_fake : 651.35 ]
[  epoch 0029/0040] 3070/4800, lr:2.5e-05 ∣ avg_100 : 31868.761232 ∣ critic_nllloss : 26008.891992 ∣ critic_ganloss : -231.220085 ∣ generator_nllloss : 5179.105078 ∣ generator_ganloss : 1021.249609 ∣     [  std_z : 0.99  real_sub_fake : 794.22 ]
[  epoch 0029/0040] 3080/4800, lr:2.5e-05 ∣ avg_100 : 31868.933327 ∣ critic_nllloss : 25787.805664 ∣ critic_ganloss : -200.389261 ∣ generator_nllloss : 5187.332031 ∣ generator_ganloss : 1039.165527 ∣     [  std_z : 0.99  real_sub_fake : 757.93 ]
[  epoch 0029/0040] 3090/4800, lr:2.5e-05 ∣ avg_100 : 31866.942524 ∣ critic_nllloss : 25786.079492 ∣ critic_ganloss : -267.648041 ∣ generator_nllloss : 5170.957031 ∣ generator_ganloss : 1036.838428 ∣     [  std_z : 1.00  real_sub_fake : 935.54 ]
[  epoch 0029/0040] 3100/4800, lr:2.5e-05 ∣ avg_100 : 31869.126623 ∣ critic_nllloss : 25993.252930 ∣ critic_ganloss : -231.451135 ∣ generator_nllloss : 5213.708789 ∣ generator_ganloss : 1022.738037 ∣     [  std_z : 0.99  real_sub_fake : 1067.40 ]
[  epoch 0029/0040] 3110/4800, lr:2.5e-05 ∣ avg_100 : 31869.257267 ∣ critic_nllloss : 25880.371289 ∣ critic_ganloss : -341.725668 ∣ generator_nllloss : 5129.840234 ∣ generator_ganloss : 1024.870605 ∣     [  std_z : 0.99  real_sub_fake : 1089.92 ]
[  epoch 0029/0040] 3120/4800, lr:2.5e-05 ∣ avg_100 : 31867.525116 ∣ critic_nllloss : 25857.982031 ∣ critic_ganloss : -329.941187 ∣ generator_nllloss : 5110.251562 ∣ generator_ganloss : 1031.869580 ∣     [  std_z : 1.00  real_sub_fake : 1216.64 ]
[  epoch 0029/0040] 3130/4800, lr:2.5e-05 ∣ avg_100 : 31868.708294 ∣ critic_nllloss : 26119.898242 ∣ critic_ganloss : -350.593375 ∣ generator_nllloss : 5126.539258 ∣ generator_ganloss : 1046.116553 ∣     [  std_z : 1.00  real_sub_fake : 1302.55 ]
[  epoch 0029/0040] 3140/4800, lr:2.5e-05 ∣ avg_100 : 31869.396058 ∣ critic_nllloss : 25864.762500 ∣ critic_ganloss : -255.566267 ∣ generator_nllloss : 5079.393945 ∣ generator_ganloss : 1074.036572 ∣     [  std_z : 1.00  real_sub_fake : 982.74 ]
[  epoch 0029/0040] 3150/4800, lr:2.5e-05 ∣ avg_100 : 31869.577684 ∣ critic_nllloss : 25983.156250 ∣ critic_ganloss : -322.320840 ∣ generator_nllloss : 5209.745703 ∣ generator_ganloss : 1077.311182 ∣     [  std_z : 0.99  real_sub_fake : 1207.99 ]
[  epoch 0029/0040] 3160/4800, lr:2.5e-05 ∣ avg_100 : 31868.617790 ∣ critic_nllloss : 25805.927930 ∣ critic_ganloss : -167.873853 ∣ generator_nllloss : 5156.908984 ∣ generator_ganloss : 1087.987939 ∣     [  std_z : 0.99  real_sub_fake : 1076.90 ]
[  epoch 0029/0040] 3170/4800, lr:2.5e-05 ∣ avg_100 : 31867.624481 ∣ critic_nllloss : 25859.042187 ∣ critic_ganloss : -240.648347 ∣ generator_nllloss : 5142.965039 ∣ generator_ganloss : 1107.583447 ∣     [  std_z : 0.99  real_sub_fake : 911.85 ]
[  epoch 0029/0040] 3180/4800, lr:2.5e-05 ∣ avg_100 : 31869.845569 ∣ critic_nllloss : 25850.438672 ∣ critic_ganloss : -314.457944 ∣ generator_nllloss : 5225.693555 ∣ generator_ganloss : 1104.104004 ∣     [  std_z : 1.00  real_sub_fake : 869.85 ]
[  epoch 0029/0040] 3190/4800, lr:2.5e-05 ∣ avg_100 : 31868.536774 ∣ critic_nllloss : 25798.851758 ∣ critic_ganloss : -290.319147 ∣ generator_nllloss : 5202.780664 ∣ generator_ganloss : 1086.441113 ∣     [  std_z : 1.00  real_sub_fake : 1067.02 ]
[  epoch 0029/0040] 3200/4800, lr:2.5e-05 ∣ avg_100 : 31867.186834 ∣ critic_nllloss : 25711.738281 ∣ critic_ganloss : -269.447668 ∣ generator_nllloss : 5143.536523 ∣ generator_ganloss : 1133.899902 ∣     [  std_z : 0.99  real_sub_fake : 1033.41 ]
[  epoch 0029/0040] 3210/4800, lr:2.5e-05 ∣ avg_100 : 31870.441611 ∣ critic_nllloss : 25870.463867 ∣ critic_ganloss : -287.600479 ∣ generator_nllloss : 5193.971484 ∣ generator_ganloss : 1123.645801 ∣     [  std_z : 0.99  real_sub_fake : 1098.67 ]
[  epoch 0029/0040] 3220/4800, lr:2.5e-05 ∣ avg_100 : 31872.255337 ∣ critic_nllloss : 25887.064648 ∣ critic_ganloss : -347.462946 ∣ generator_nllloss : 5205.282227 ∣ generator_ganloss : 1139.029492 ∣     [  std_z : 1.00  real_sub_fake : 1252.25 ]
[  epoch 0029/0040] 3230/4800, lr:2.5e-05 ∣ avg_100 : 31873.890468 ∣ critic_nllloss : 25939.673242 ∣ critic_ganloss : -288.592581 ∣ generator_nllloss : 5124.432813 ∣ generator_ganloss : 1148.406641 ∣     [  std_z : 1.00  real_sub_fake : 1182.21 ]
[  epoch 0029/0040] 3240/4800, lr:2.5e-05 ∣ avg_100 : 31873.590719 ∣ critic_nllloss : 25926.019922 ∣ critic_ganloss : -320.291428 ∣ generator_nllloss : 5120.583398 ∣ generator_ganloss : 1106.405420 ∣     [  std_z : 1.00  real_sub_fake : 1179.36 ]
[  epoch 0029/0040] 3250/4800, lr:2.5e-05 ∣ avg_100 : 31872.055178 ∣ critic_nllloss : 25818.342773 ∣ critic_ganloss : -341.457742 ∣ generator_nllloss : 5203.973242 ∣ generator_ganloss : 1106.135937 ∣     [  std_z : 1.00  real_sub_fake : 1218.32 ]
[  epoch 0029/0040] 3260/4800, lr:2.5e-05 ∣ avg_100 : 31871.235832 ∣ critic_nllloss : 25841.732422 ∣ critic_ganloss : -262.156989 ∣ generator_nllloss : 5127.878711 ∣ generator_ganloss : 1123.354541 ∣     [  std_z : 0.99  real_sub_fake : 1109.67 ]
[  epoch 0029/0040] 3270/4800, lr:2.5e-05 ∣ avg_100 : 31872.143114 ∣ critic_nllloss : 25863.897266 ∣ critic_ganloss : -279.547607 ∣ generator_nllloss : 5198.706445 ∣ generator_ganloss : 1081.259375 ∣     [  std_z : 0.99  real_sub_fake : 1210.02 ]
[  epoch 0029/0040] 3280/4800, lr:2.5e-05 ∣ avg_100 : 31873.735737 ∣ critic_nllloss : 25941.401562 ∣ critic_ganloss : -228.937628 ∣ generator_nllloss : 5170.568945 ∣ generator_ganloss : 1108.373047 ∣     [  std_z : 0.99  real_sub_fake : 1001.92 ]
[  epoch 0029/0040] 3290/4800, lr:2.5e-05 ∣ avg_100 : 31872.170543 ∣ critic_nllloss : 25900.205664 ∣ critic_ganloss : -302.367065 ∣ generator_nllloss : 5231.671094 ∣ generator_ganloss : 1093.479590 ∣     [  std_z : 1.00  real_sub_fake : 972.68 ]
[  epoch 0029/0040] 3300/4800, lr:2.5e-05 ∣ avg_100 : 31870.109270 ∣ critic_nllloss : 25741.725000 ∣ critic_ganloss : -271.553119 ∣ generator_nllloss : 5123.492969 ∣ generator_ganloss : 1096.500879 ∣     [  std_z : 1.00  real_sub_fake : 1105.14 ]
[  epoch 0029/0040] 3310/4800, lr:2.5e-05 ∣ avg_100 : 31869.589175 ∣ critic_nllloss : 25919.813477 ∣ critic_ganloss : -276.071954 ∣ generator_nllloss : 5157.467578 ∣ generator_ganloss : 1092.101953 ∣     [  std_z : 0.99  real_sub_fake : 1124.97 ]
[  epoch 0029/0040] 3320/4800, lr:2.5e-05 ∣ avg_100 : 31869.898600 ∣ critic_nllloss : 25767.033789 ∣ critic_ganloss : -297.768991 ∣ generator_nllloss : 5216.078906 ∣ generator_ganloss : 1101.076318 ∣     [  std_z : 0.98  real_sub_fake : 1149.99 ]
[  epoch 0029/0040] 3330/4800, lr:2.5e-05 ∣ avg_100 : 31867.797651 ∣ critic_nllloss : 25805.813281 ∣ critic_ganloss : -326.160281 ∣ generator_nllloss : 5089.700781 ∣ generator_ganloss : 1092.110645 ∣     [  std_z : 0.99  real_sub_fake : 1077.42 ]
[  epoch 0029/0040] 3340/4800, lr:2.5e-05 ∣ avg_100 : 31868.946995 ∣ critic_nllloss : 25833.214453 ∣ critic_ganloss : -304.844656 ∣ generator_nllloss : 5153.981836 ∣ generator_ganloss : 1096.510693 ∣     [  std_z : 1.00  real_sub_fake : 1076.77 ]
[  epoch 0029/0040] 3350/4800, lr:2.5e-05 ∣ avg_100 : 31871.387620 ∣ critic_nllloss : 25882.253320 ∣ critic_ganloss : -198.175125 ∣ generator_nllloss : 5142.014453 ∣ generator_ganloss : 1079.929541 ∣     [  std_z : 1.00  real_sub_fake : 1156.32 ]
[  epoch 0029/0040] 3360/4800, lr:2.5e-05 ∣ avg_100 : 31875.639125 ∣ critic_nllloss : 26130.364258 ∣ critic_ganloss : -270.495740 ∣ generator_nllloss : 5255.396484 ∣ generator_ganloss : 1090.258350 ∣     [  std_z : 1.00  real_sub_fake : 889.59 ]
[  epoch 0029/0040] 3370/4800, lr:2.5e-05 ∣ avg_100 : 31878.657216 ∣ critic_nllloss : 26001.286914 ∣ critic_ganloss : -162.015259 ∣ generator_nllloss : 5112.986133 ∣ generator_ganloss : 1062.121680 ∣     [  std_z : 0.99  real_sub_fake : 901.60 ]
[  epoch 0029/0040] 3380/4800, lr:2.5e-05 ∣ avg_100 : 31877.660566 ∣ critic_nllloss : 25784.558398 ∣ critic_ganloss : -186.799498 ∣ generator_nllloss : 5243.388867 ∣ generator_ganloss : 1091.292725 ∣     [  std_z : 0.99  real_sub_fake : 682.12 ]
[  epoch 0029/0040] 3390/4800, lr:2.5e-05 ∣ avg_100 : 31879.994329 ∣ critic_nllloss : 26173.477148 ∣ critic_ganloss : -240.343375 ∣ generator_nllloss : 5328.498047 ∣ generator_ganloss : 1066.288721 ∣     [  std_z : 0.99  real_sub_fake : 874.54 ]
[  epoch 0029/0040] 3400/4800, lr:2.5e-05 ∣ avg_100 : 31873.272040 ∣ critic_nllloss : 25679.435742 ∣ critic_ganloss : -290.022733 ∣ generator_nllloss : 5147.908984 ∣ generator_ganloss : 1059.804492 ∣     [  std_z : 0.99  real_sub_fake : 1012.12 ]
[  epoch 0029/0040] 3410/4800, lr:2.5e-05 ∣ avg_100 : 31872.301789 ∣ critic_nllloss : 25837.302344 ∣ critic_ganloss : -289.183295 ∣ generator_nllloss : 5150.539844 ∣ generator_ganloss : 1076.189307 ∣     [  std_z : 1.00  real_sub_fake : 1125.23 ]
[  epoch 0029/0040] 3420/4800, lr:2.5e-05 ∣ avg_100 : 31873.193811 ∣ critic_nllloss : 25736.348633 ∣ critic_ganloss : -272.404181 ∣ generator_nllloss : 5172.498047 ∣ generator_ganloss : 1082.252979 ∣     [  std_z : 1.00  real_sub_fake : 1000.24 ]
[  epoch 0029/0040] 3430/4800, lr:2.5e-05 ∣ avg_100 : 31873.876276 ∣ critic_nllloss : 25865.603125 ∣ critic_ganloss : -351.391629 ∣ generator_nllloss : 5120.970117 ∣ generator_ganloss : 1075.960547 ∣     [  std_z : 0.99  real_sub_fake : 1261.50 ]
[  epoch 0029/0040] 3440/4800, lr:2.5e-05 ∣ avg_100 : 31869.939262 ∣ critic_nllloss : 25507.069336 ∣ critic_ganloss : -275.572659 ∣ generator_nllloss : 5112.326758 ∣ generator_ganloss : 1083.162695 ∣     [  std_z : 0.99  real_sub_fake : 1116.46 ]
[  epoch 0029/0040] 3450/4800, lr:2.5e-05 ∣ avg_100 : 31865.954471 ∣ critic_nllloss : 25666.259570 ∣ critic_ganloss : -238.763583 ∣ generator_nllloss : 5127.969141 ∣ generator_ganloss : 1070.438721 ∣     [  std_z : 0.99  real_sub_fake : 1185.64 ]
[  epoch 0029/0040] 3460/4800, lr:2.5e-05 ∣ avg_100 : 31864.264358 ∣ critic_nllloss : 25906.847852 ∣ critic_ganloss : -284.930661 ∣ generator_nllloss : 5106.799609 ∣ generator_ganloss : 1063.805371 ∣     [  std_z : 0.99  real_sub_fake : 1083.76 ]
[  epoch 0029/0040] 3470/4800, lr:2.5e-05 ∣ avg_100 : 31866.805962 ∣ critic_nllloss : 25806.359961 ∣ critic_ganloss : -219.589249 ∣ generator_nllloss : 5155.542188 ∣ generator_ganloss : 1088.241162 ∣     [  std_z : 1.00  real_sub_fake : 890.48 ]
[  epoch 0029/0040] 3480/4800, lr:2.5e-05 ∣ avg_100 : 31868.363500 ∣ critic_nllloss : 25873.884375 ∣ critic_ganloss : -241.030124 ∣ generator_nllloss : 5262.198047 ∣ generator_ganloss : 1090.670996 ∣     [  std_z : 1.00  real_sub_fake : 893.61 ]
[  epoch 0029/0040] 3490/4800, lr:2.5e-05 ∣ avg_100 : 31869.933745 ∣ critic_nllloss : 25995.604883 ∣ critic_ganloss : -284.484474 ∣ generator_nllloss : 5184.899805 ∣ generator_ganloss : 1114.201172 ∣     [  std_z : 1.00  real_sub_fake : 927.36 ]
[  epoch 0029/0040] 3500/4800, lr:2.5e-05 ∣ avg_100 : 31870.898784 ∣ critic_nllloss : 25713.425586 ∣ critic_ganloss : -238.995952 ∣ generator_nllloss : 5198.302930 ∣ generator_ganloss : 1101.150000 ∣     [  std_z : 0.99  real_sub_fake : 992.03 ]
[  epoch 0029/0040] 3510/4800, lr:2.5e-05 ∣ avg_100 : 31869.165966 ∣ critic_nllloss : 25672.725391 ∣ critic_ganloss : -258.274713 ∣ generator_nllloss : 5199.079883 ∣ generator_ganloss : 1096.489111 ∣     [  std_z : 1.00  real_sub_fake : 962.85 ]
[  epoch 0029/0040] 3520/4800, lr:2.5e-05 ∣ avg_100 : 31867.583973 ∣ critic_nllloss : 25805.694922 ∣ critic_ganloss : -297.299248 ∣ generator_nllloss : 5145.744531 ∣ generator_ganloss : 1113.511719 ∣     [  std_z : 0.99  real_sub_fake : 953.17 ]
[  epoch 0029/0040] 3530/4800, lr:2.5e-05 ∣ avg_100 : 31865.088491 ∣ critic_nllloss : 25597.489648 ∣ critic_ganloss : -253.763168 ∣ generator_nllloss : 5089.607227 ∣ generator_ganloss : 1095.051172 ∣     [  std_z : 0.99  real_sub_fake : 1045.85 ]
[  epoch 0029/0040] 3540/4800, lr:2.5e-05 ∣ avg_100 : 31864.332989 ∣ critic_nllloss : 25834.512109 ∣ critic_ganloss : -274.562668 ∣ generator_nllloss : 5164.063672 ∣ generator_ganloss : 1126.092822 ∣     [  std_z : 0.99  real_sub_fake : 1012.91 ]
[  epoch 0029/0040] 3550/4800, lr:2.5e-05 ∣ avg_100 : 31869.536914 ∣ critic_nllloss : 25935.385937 ∣ critic_ganloss : -223.832193 ∣ generator_nllloss : 5216.359961 ∣ generator_ganloss : 1128.906055 ∣     [  std_z : 0.99  real_sub_fake : 963.02 ]
[  epoch 0029/0040] 3560/4800, lr:2.5e-05 ∣ avg_100 : 31867.877423 ∣ critic_nllloss : 25931.871875 ∣ critic_ganloss : -283.480042 ∣ generator_nllloss : 5237.484570 ∣ generator_ganloss : 1112.726367 ∣     [  std_z : 1.00  real_sub_fake : 1116.97 ]
[  epoch 0029/0040] 3570/4800, lr:2.5e-05 ∣ avg_100 : 31866.878838 ∣ critic_nllloss : 25793.668945 ∣ critic_ganloss : -307.065054 ∣ generator_nllloss : 5134.381055 ∣ generator_ganloss : 1134.383594 ∣     [  std_z : 1.00  real_sub_fake : 1085.82 ]
[  epoch 0029/0040] 3580/4800, lr:2.5e-05 ∣ avg_100 : 31866.702017 ∣ critic_nllloss : 25987.860938 ∣ critic_ganloss : -228.021030 ∣ generator_nllloss : 5200.017187 ∣ generator_ganloss : 1126.903906 ∣     [  std_z : 0.99  real_sub_fake : 1023.43 ]
[  epoch 0029/0040] 3590/4800, lr:2.5e-05 ∣ avg_100 : 31867.359687 ∣ critic_nllloss : 26034.162695 ∣ critic_ganloss : -352.237646 ∣ generator_nllloss : 5193.373438 ∣ generator_ganloss : 1120.830469 ∣     [  std_z : 0.99  real_sub_fake : 991.01 ]
[  epoch 0029/0040] 3600/4800, lr:2.5e-05 ∣ avg_100 : 31868.195684 ∣ critic_nllloss : 25802.478516 ∣ critic_ganloss : -247.516415 ∣ generator_nllloss : 5239.505859 ∣ generator_ganloss : 1099.603027 ∣     [  std_z : 0.99  real_sub_fake : 1076.86 ]
[  epoch 0029/0040] 3610/4800, lr:2.5e-05 ∣ avg_100 : 31870.460183 ∣ critic_nllloss : 25986.572656 ∣ critic_ganloss : -286.123434 ∣ generator_nllloss : 5205.664844 ∣ generator_ganloss : 1107.105859 ∣     [  std_z : 1.00  real_sub_fake : 1119.84 ]
[  epoch 0029/0040] 3620/4800, lr:2.5e-05 ∣ avg_100 : 31866.288445 ∣ critic_nllloss : 25826.047461 ∣ critic_ganloss : -279.579427 ∣ generator_nllloss : 5172.600391 ∣ generator_ganloss : 1108.798633 ∣     [  std_z : 1.00  real_sub_fake : 1047.96 ]
[  epoch 0029/0040] 3630/4800, lr:2.5e-05 ∣ avg_100 : 31868.898168 ∣ critic_nllloss : 25887.789258 ∣ critic_ganloss : -291.560791 ∣ generator_nllloss : 5217.544336 ∣ generator_ganloss : 1106.504443 ∣     [  std_z : 1.00  real_sub_fake : 1091.84 ]
[  epoch 0029/0040] 3640/4800, lr:2.5e-05 ∣ avg_100 : 31872.656537 ∣ critic_nllloss : 25846.818164 ∣ critic_ganloss : -269.648454 ∣ generator_nllloss : 5183.529297 ∣ generator_ganloss : 1083.536719 ∣     [  std_z : 0.98  real_sub_fake : 1045.12 ]
[  epoch 0029/0040] 3650/4800, lr:2.5e-05 ∣ avg_100 : 31873.873690 ∣ critic_nllloss : 25926.205273 ∣ critic_ganloss : -290.373956 ∣ generator_nllloss : 5172.825000 ∣ generator_ganloss : 1089.702100 ∣     [  std_z : 0.99  real_sub_fake : 1038.04 ]
[  epoch 0029/0040] 3660/4800, lr:2.5e-05 ∣ avg_100 : 31869.200343 ∣ critic_nllloss : 25857.633008 ∣ critic_ganloss : -270.965852 ∣ generator_nllloss : 5162.285547 ∣ generator_ganloss : 1109.330420 ∣     [  std_z : 0.99  real_sub_fake : 1014.89 ]
[  epoch 0029/0040] 3670/4800, lr:2.5e-05 ∣ avg_100 : 31867.719814 ∣ critic_nllloss : 25894.219727 ∣ critic_ganloss : -264.119629 ∣ generator_nllloss : 5130.878516 ∣ generator_ganloss : 1078.054102 ∣     [  std_z : 1.00  real_sub_fake : 1109.15 ]
[  epoch 0029/0040] 3680/4800, lr:2.5e-05 ∣ avg_100 : 31866.681103 ∣ critic_nllloss : 25788.307812 ∣ critic_ganloss : -284.928094 ∣ generator_nllloss : 5201.960156 ∣ generator_ganloss : 1096.604199 ∣     [  std_z : 1.00  real_sub_fake : 1035.70 ]
[  epoch 0029/0040] 3690/4800, lr:2.5e-05 ∣ avg_100 : 31866.850207 ∣ critic_nllloss : 25872.908008 ∣ critic_ganloss : -336.841516 ∣ generator_nllloss : 5178.610547 ∣ generator_ganloss : 1061.488232 ∣     [  std_z : 1.00  real_sub_fake : 1171.89 ]
[  epoch 0029/0040] 3700/4800, lr:2.5e-05 ∣ avg_100 : 31868.914196 ∣ critic_nllloss : 25815.451953 ∣ critic_ganloss : -270.327176 ∣ generator_nllloss : 5197.199805 ∣ generator_ganloss : 1087.073926 ∣     [  std_z : 0.99  real_sub_fake : 1157.39 ]
[  epoch 0029/0040] 3710/4800, lr:2.5e-05 ∣ avg_100 : 31865.582496 ∣ critic_nllloss : 25717.022266 ∣ critic_ganloss : -330.932141 ∣ generator_nllloss : 5082.634766 ∣ generator_ganloss : 1100.242920 ∣     [  std_z : 0.99  real_sub_fake : 1014.38 ]
[  epoch 0029/0040] 3720/4800, lr:2.5e-05 ∣ avg_100 : 31864.929783 ∣ critic_nllloss : 25810.520508 ∣ critic_ganloss : -338.481555 ∣ generator_nllloss : 5207.452148 ∣ generator_ganloss : 1090.875586 ∣     [  std_z : 0.99  real_sub_fake : 1162.09 ]
[  epoch 0029/0040] 3730/4800, lr:2.5e-05 ∣ avg_100 : 31867.795703 ∣ critic_nllloss : 26057.299609 ∣ critic_ganloss : -282.897931 ∣ generator_nllloss : 5193.753125 ∣ generator_ganloss : 1101.998584 ∣     [  std_z : 0.99  real_sub_fake : 1263.85 ]
[  epoch 0029/0040] 3740/4800, lr:2.5e-05 ∣ avg_100 : 31868.607439 ∣ critic_nllloss : 25988.389648 ∣ critic_ganloss : -279.807568 ∣ generator_nllloss : 5216.334180 ∣ generator_ganloss : 1124.577637 ∣     [  std_z : 0.99  real_sub_fake : 1102.16 ]
[  epoch 0029/0040] 3750/4800, lr:2.5e-05 ∣ avg_100 : 31866.324800 ∣ critic_nllloss : 25871.306250 ∣ critic_ganloss : -225.373666 ∣ generator_nllloss : 5106.877344 ∣ generator_ganloss : 1075.080859 ∣     [  std_z : 1.00  real_sub_fake : 1060.44 ]
[  epoch 0029/0040] 3760/4800, lr:2.5e-05 ∣ avg_100 : 31867.159564 ∣ critic_nllloss : 25950.893945 ∣ critic_ganloss : -224.296970 ∣ generator_nllloss : 5174.576172 ∣ generator_ganloss : 1077.035547 ∣     [  std_z : 1.00  real_sub_fake : 970.85 ]
[  epoch 0029/0040] 3770/4800, lr:2.5e-05 ∣ avg_100 : 31868.235773 ∣ critic_nllloss : 25919.314453 ∣ critic_ganloss : -236.542824 ∣ generator_nllloss : 5177.296484 ∣ generator_ganloss : 1093.024023 ∣     [  std_z : 1.00  real_sub_fake : 826.61 ]
[  epoch 0029/0040] 3780/4800, lr:2.5e-05 ∣ avg_100 : 31868.272478 ∣ critic_nllloss : 25806.116406 ∣ critic_ganloss : -258.540128 ∣ generator_nllloss : 5191.828906 ∣ generator_ganloss : 1083.378223 ∣     [  std_z : 0.99  real_sub_fake : 914.50 ]
[  epoch 0029/0040] 3790/4800, lr:2.5e-05 ∣ avg_100 : 31869.411317 ∣ critic_nllloss : 25957.248828 ∣ critic_ganloss : -335.887216 ∣ generator_nllloss : 5162.216797 ∣ generator_ganloss : 1098.816846 ∣     [  std_z : 0.99  real_sub_fake : 1038.52 ]
[  epoch 0029/0040] 3800/4800, lr:2.5e-05 ∣ avg_100 : 31870.984145 ∣ critic_nllloss : 26038.890430 ∣ critic_ganloss : -301.754953 ∣ generator_nllloss : 5290.126172 ∣ generator_ganloss : 1090.796436 ∣     [  std_z : 1.00  real_sub_fake : 1072.97 ]
[  epoch 0029/0040] 3810/4800, lr:2.5e-05 ∣ avg_100 : 31867.668290 ∣ critic_nllloss : 25764.386523 ∣ critic_ganloss : -187.075323 ∣ generator_nllloss : 5193.385938 ∣ generator_ganloss : 1096.009033 ∣     [  std_z : 1.00  real_sub_fake : 1184.14 ]
[  epoch 0029/0040] 3820/4800, lr:2.5e-05 ∣ avg_100 : 31866.121818 ∣ critic_nllloss : 25806.148438 ∣ critic_ganloss : -277.874844 ∣ generator_nllloss : 5069.219531 ∣ generator_ganloss : 1071.130469 ∣     [  std_z : 0.99  real_sub_fake : 1037.08 ]
[  epoch 0029/0040] 3830/4800, lr:2.5e-05 ∣ avg_100 : 31868.587440 ∣ critic_nllloss : 26032.496484 ∣ critic_ganloss : -290.989233 ∣ generator_nllloss : 5264.976953 ∣ generator_ganloss : 1061.711328 ∣     [  std_z : 1.00  real_sub_fake : 1080.33 ]
[  epoch 0029/0040] 3840/4800, lr:2.5e-05 ∣ avg_100 : 31870.115969 ∣ critic_nllloss : 26188.746875 ∣ critic_ganloss : -370.633276 ∣ generator_nllloss : 5219.172461 ∣ generator_ganloss : 1103.071973 ∣     [  std_z : 0.99  real_sub_fake : 1125.21 ]
[  epoch 0029/0040] 3850/4800, lr:2.5e-05 ∣ avg_100 : 31868.735916 ∣ critic_nllloss : 25835.532031 ∣ critic_ganloss : -222.676633 ∣ generator_nllloss : 5218.178320 ∣ generator_ganloss : 1118.297314 ∣     [  std_z : 0.99  real_sub_fake : 1149.75 ]
[  epoch 0029/0040] 3860/4800, lr:2.5e-05 ∣ avg_100 : 31872.144725 ∣ critic_nllloss : 25886.024219 ∣ critic_ganloss : -246.781125 ∣ generator_nllloss : 5178.038672 ∣ generator_ganloss : 1126.413867 ∣     [  std_z : 1.00  real_sub_fake : 840.55 ]
[  epoch 0029/0040] 3870/4800, lr:2.5e-05 ∣ avg_100 : 31874.695879 ∣ critic_nllloss : 26098.606836 ∣ critic_ganloss : -318.943878 ∣ generator_nllloss : 5205.827148 ∣ generator_ganloss : 1087.097070 ∣     [  std_z : 1.00  real_sub_fake : 937.47 ]
[  epoch 0029/0040] 3880/4800, lr:2.5e-05 ∣ avg_100 : 31874.647824 ∣ critic_nllloss : 25875.347266 ∣ critic_ganloss : -278.531262 ∣ generator_nllloss : 5122.275586 ∣ generator_ganloss : 1035.548291 ∣     [  std_z : 1.00  real_sub_fake : 1204.74 ]
[  epoch 0029/0040] 3890/4800, lr:2.5e-05 ∣ avg_100 : 31876.039905 ∣ critic_nllloss : 25959.231641 ∣ critic_ganloss : -282.188028 ∣ generator_nllloss : 5159.336133 ∣ generator_ganloss : 1012.448291 ∣     [  std_z : 1.00  real_sub_fake : 1182.87 ]
[  epoch 0029/0040] 3900/4800, lr:2.5e-05 ∣ avg_100 : 31874.982053 ∣ critic_nllloss : 25917.178906 ∣ critic_ganloss : -267.617633 ∣ generator_nllloss : 5281.082031 ∣ generator_ganloss : 1056.735107 ∣     [  std_z : 0.99  real_sub_fake : 1064.62 ]
[  epoch 0029/0040] 3910/4800, lr:2.5e-05 ∣ avg_100 : 31872.004174 ∣ critic_nllloss : 25752.114258 ∣ critic_ganloss : -321.325665 ∣ generator_nllloss : 5161.802148 ∣ generator_ganloss : 1081.486963 ∣     [  std_z : 0.99  real_sub_fake : 1000.46 ]
[  epoch 0029/0040] 3920/4800, lr:2.5e-05 ∣ avg_100 : 31873.095294 ∣ critic_nllloss : 25867.703711 ∣ critic_ganloss : -239.222905 ∣ generator_nllloss : 5230.894336 ∣ generator_ganloss : 1101.843018 ∣     [  std_z : 1.00  real_sub_fake : 993.85 ]
[  epoch 0029/0040] 3930/4800, lr:2.5e-05 ∣ avg_100 : 31868.340851 ∣ critic_nllloss : 25753.647656 ∣ critic_ganloss : -311.025549 ∣ generator_nllloss : 5110.514453 ∣ generator_ganloss : 1091.005273 ∣     [  std_z : 1.00  real_sub_fake : 1084.54 ]
[  epoch 0029/0040] 3940/4800, lr:2.5e-05 ∣ avg_100 : 31868.951446 ∣ critic_nllloss : 25960.350000 ∣ critic_ganloss : -270.288950 ∣ generator_nllloss : 5266.103516 ∣ generator_ganloss : 1096.700146 ∣     [  std_z : 1.00  real_sub_fake : 1159.51 ]
[  epoch 0029/0040] 3950/4800, lr:2.5e-05 ∣ avg_100 : 31870.623681 ∣ critic_nllloss : 25890.618359 ∣ critic_ganloss : -340.979144 ∣ generator_nllloss : 5135.559766 ∣ generator_ganloss : 1059.764014 ∣     [  std_z : 0.99  real_sub_fake : 1221.06 ]
[  epoch 0029/0040] 3960/4800, lr:2.5e-05 ∣ avg_100 : 31873.142980 ∣ critic_nllloss : 26110.414844 ∣ critic_ganloss : -241.180521 ∣ generator_nllloss : 5268.811914 ∣ generator_ganloss : 1096.934375 ∣     [  std_z : 0.99  real_sub_fake : 1167.28 ]
[  epoch 0029/0040] 3970/4800, lr:2.5e-05 ∣ avg_100 : 31874.932594 ∣ critic_nllloss : 25932.455664 ∣ critic_ganloss : -280.764565 ∣ generator_nllloss : 5189.230469 ∣ generator_ganloss : 1107.974609 ∣     [  std_z : 0.99  real_sub_fake : 950.12 ]
[  epoch 0029/0040] 3980/4800, lr:2.5e-05 ∣ avg_100 : 31872.416840 ∣ critic_nllloss : 25740.281836 ∣ critic_ganloss : -295.642847 ∣ generator_nllloss : 5114.131641 ∣ generator_ganloss : 1090.754199 ∣     [  std_z : 0.99  real_sub_fake : 1015.03 ]
[  epoch 0029/0040] 3990/4800, lr:2.5e-05 ∣ avg_100 : 31869.514003 ∣ critic_nllloss : 25893.620312 ∣ critic_ganloss : -309.631274 ∣ generator_nllloss : 5164.143750 ∣ generator_ganloss : 1116.379102 ∣     [  std_z : 1.00  real_sub_fake : 1144.56 ]
[  epoch 0029/0040] 4000/4800, lr:2.5e-05 ∣ avg_100 : 31868.570336 ∣ critic_nllloss : 25805.403516 ∣ critic_ganloss : -327.954286 ∣ generator_nllloss : 5197.378320 ∣ generator_ganloss : 1111.719775 ∣     [  std_z : 1.00  real_sub_fake : 1165.69 ]
[  epoch 0029/0040] 4010/4800, lr:2.5e-05 ∣ avg_100 : 31867.585506 ∣ critic_nllloss : 25891.661719 ∣ critic_ganloss : -335.386121 ∣ generator_nllloss : 5254.578906 ∣ generator_ganloss : 1113.711523 ∣     [  std_z : 0.99  real_sub_fake : 1233.70 ]
[  epoch 0029/0040] 4020/4800, lr:2.5e-05 ∣ avg_100 : 31867.599846 ∣ critic_nllloss : 25663.650781 ∣ critic_ganloss : -283.445273 ∣ generator_nllloss : 5145.252734 ∣ generator_ganloss : 1113.216699 ∣     [  std_z : 0.99  real_sub_fake : 1202.17 ]
[  epoch 0029/0040] 4030/4800, lr:2.5e-05 ∣ avg_100 : 31865.533577 ∣ critic_nllloss : 25702.551758 ∣ critic_ganloss : -321.937126 ∣ generator_nllloss : 5126.239258 ∣ generator_ganloss : 1118.264258 ∣     [  std_z : 0.98  real_sub_fake : 1078.63 ]
[  epoch 0029/0040] 4040/4800, lr:2.5e-05 ∣ avg_100 : 31862.213849 ∣ critic_nllloss : 25760.466211 ∣ critic_ganloss : -345.188593 ∣ generator_nllloss : 5145.202734 ∣ generator_ganloss : 1078.709277 ∣     [  std_z : 0.99  real_sub_fake : 1363.38 ]
[  epoch 0029/0040] 4050/4800, lr:2.5e-05 ∣ avg_100 : 31857.667485 ∣ critic_nllloss : 25827.591406 ∣ critic_ganloss : -320.770041 ∣ generator_nllloss : 5149.175391 ∣ generator_ganloss : 1097.293750 ∣     [  std_z : 1.00  real_sub_fake : 1280.20 ]
[  epoch 0029/0040] 4060/4800, lr:2.5e-05 ∣ avg_100 : 31854.831180 ∣ critic_nllloss : 25726.593555 ∣ critic_ganloss : -294.484900 ∣ generator_nllloss : 5176.579297 ∣ generator_ganloss : 1088.186670 ∣     [  std_z : 0.99  real_sub_fake : 1085.61 ]
[  epoch 0029/0040] 4070/4800, lr:2.5e-05 ∣ avg_100 : 31851.495406 ∣ critic_nllloss : 25739.170117 ∣ critic_ganloss : -280.781784 ∣ generator_nllloss : 5099.170313 ∣ generator_ganloss : 1086.890576 ∣     [  std_z : 0.99  real_sub_fake : 1042.27 ]
[  epoch 0029/0040] 4080/4800, lr:2.5e-05 ∣ avg_100 : 31851.264956 ∣ critic_nllloss : 25869.854883 ∣ critic_ganloss : -284.883607 ∣ generator_nllloss : 5132.618750 ∣ generator_ganloss : 1073.278857 ∣     [  std_z : 0.99  real_sub_fake : 1055.95 ]
[  epoch 0029/0040] 4090/4800, lr:2.5e-05 ∣ avg_100 : 31850.209186 ∣ critic_nllloss : 25764.929883 ∣ critic_ganloss : -356.988141 ∣ generator_nllloss : 5124.083594 ∣ generator_ganloss : 1088.624561 ∣     [  std_z : 0.99  real_sub_fake : 1148.36 ]
[  epoch 0029/0040] 4100/4800, lr:2.5e-05 ∣ avg_100 : 31847.630398 ∣ critic_nllloss : 25783.475000 ∣ critic_ganloss : -273.555083 ∣ generator_nllloss : 5141.211914 ∣ generator_ganloss : 1089.238037 ∣     [  std_z : 1.00  real_sub_fake : 1133.75 ]
[  epoch 0029/0040] 4110/4800, lr:2.5e-05 ∣ avg_100 : 31847.886913 ∣ critic_nllloss : 25746.044727 ∣ critic_ganloss : -274.631059 ∣ generator_nllloss : 5131.247070 ∣ generator_ganloss : 1116.347266 ∣     [  std_z : 1.00  real_sub_fake : 1126.30 ]
[  epoch 0029/0040] 4120/4800, lr:2.5e-05 ∣ avg_100 : 31848.889853 ∣ critic_nllloss : 25748.592773 ∣ critic_ganloss : -293.326324 ∣ generator_nllloss : 5200.221289 ∣ generator_ganloss : 1114.968164 ∣     [  std_z : 1.00  real_sub_fake : 1064.65 ]
[  epoch 0029/0040] 4130/4800, lr:2.5e-05 ∣ avg_100 : 31848.758116 ∣ critic_nllloss : 25916.932422 ∣ critic_ganloss : -275.502008 ∣ generator_nllloss : 5197.821289 ∣ generator_ganloss : 1089.535352 ∣     [  std_z : 0.99  real_sub_fake : 1200.67 ]
[  epoch 0029/0040] 4140/4800, lr:2.5e-05 ∣ avg_100 : 31853.348941 ∣ critic_nllloss : 26149.997266 ∣ critic_ganloss : -312.140651 ∣ generator_nllloss : 5255.253906 ∣ generator_ganloss : 1128.598682 ∣     [  std_z : 1.00  real_sub_fake : 1092.69 ]
[  epoch 0029/0040] 4150/4800, lr:2.5e-05 ∣ avg_100 : 31852.563064 ∣ critic_nllloss : 25879.434766 ∣ critic_ganloss : -321.845540 ∣ generator_nllloss : 5197.733594 ∣ generator_ganloss : 1113.981738 ∣     [  std_z : 1.00  real_sub_fake : 1011.81 ]
[  epoch 0029/0040] 4160/4800, lr:2.5e-05 ∣ avg_100 : 31852.894118 ∣ critic_nllloss : 25948.568164 ∣ critic_ganloss : -263.704813 ∣ generator_nllloss : 5127.153711 ∣ generator_ganloss : 1104.039404 ∣     [  std_z : 0.99  real_sub_fake : 1216.91 ]
[  epoch 0029/0040] 4170/4800, lr:2.5e-05 ∣ avg_100 : 31852.209793 ∣ critic_nllloss : 25774.403320 ∣ critic_ganloss : -231.804106 ∣ generator_nllloss : 5149.543359 ∣ generator_ganloss : 1108.367236 ∣     [  std_z : 0.98  real_sub_fake : 1069.71 ]
[  epoch 0029/0040] 4180/4800, lr:2.5e-05 ∣ avg_100 : 31853.614689 ∣ critic_nllloss : 25989.523047 ∣ critic_ganloss : -338.724017 ∣ generator_nllloss : 5228.661914 ∣ generator_ganloss : 1126.806934 ∣     [  std_z : 0.99  real_sub_fake : 930.62 ]
[  epoch 0029/0040] 4190/4800, lr:2.5e-05 ∣ avg_100 : 31857.084147 ∣ critic_nllloss : 26060.013867 ∣ critic_ganloss : -257.392575 ∣ generator_nllloss : 5248.456836 ∣ generator_ganloss : 1093.622070 ∣     [  std_z : 1.00  real_sub_fake : 1161.68 ]
[  epoch 0029/0040] 4200/4800, lr:2.5e-05 ∣ avg_100 : 31859.932363 ∣ critic_nllloss : 25944.381836 ∣ critic_ganloss : -192.363086 ∣ generator_nllloss : 5144.611523 ∣ generator_ganloss : 1107.918359 ∣     [  std_z : 1.00  real_sub_fake : 849.19 ]
[  epoch 0029/0040] 4210/4800, lr:2.5e-05 ∣ avg_100 : 31859.013923 ∣ critic_nllloss : 25742.109961 ∣ critic_ganloss : -161.927794 ∣ generator_nllloss : 5138.222266 ∣ generator_ganloss : 1090.232275 ∣     [  std_z : 1.00  real_sub_fake : 503.77 ]
[  epoch 0029/0040] 4220/4800, lr:2.5e-05 ∣ avg_100 : 31859.940991 ∣ critic_nllloss : 25856.537695 ∣ critic_ganloss : -162.583188 ∣ generator_nllloss : 5212.941016 ∣ generator_ganloss : 1069.724658 ∣     [  std_z : 0.99  real_sub_fake : 617.61 ]
[  epoch 0029/0040] 4230/4800, lr:2.5e-05 ∣ avg_100 : 31860.461709 ∣ critic_nllloss : 25932.093750 ∣ critic_ganloss : -208.328893 ∣ generator_nllloss : 5211.211719 ∣ generator_ganloss : 1041.015332 ∣     [  std_z : 0.99  real_sub_fake : 683.99 ]
[  epoch 0029/0040] 4240/4800, lr:2.5e-05 ∣ avg_100 : 31859.592641 ∣ critic_nllloss : 25889.143945 ∣ critic_ganloss : -276.362175 ∣ generator_nllloss : 5119.464063 ∣ generator_ganloss : 1013.564697 ∣     [  std_z : 0.99  real_sub_fake : 944.06 ]
[  epoch 0029/0040] 4250/4800, lr:2.5e-05 ∣ avg_100 : 31862.019110 ∣ critic_nllloss : 25998.023828 ∣ critic_ganloss : -300.430307 ∣ generator_nllloss : 5286.914258 ∣ generator_ganloss : 1045.133301 ∣     [  std_z : 1.00  real_sub_fake : 1044.74 ]
[  epoch 0029/0040] 4260/4800, lr:2.5e-05 ∣ avg_100 : 31863.518852 ∣ critic_nllloss : 25947.427930 ∣ critic_ganloss : -215.733563 ∣ generator_nllloss : 5201.867578 ∣ generator_ganloss : 1047.220996 ∣     [  std_z : 1.00  real_sub_fake : 1066.21 ]
[  epoch 0029/0040] 4270/4800, lr:2.5e-05 ∣ avg_100 : 31863.107682 ∣ critic_nllloss : 25890.948047 ∣ critic_ganloss : -320.439856 ∣ generator_nllloss : 5198.887695 ∣ generator_ganloss : 1053.802588 ∣     [  std_z : 0.99  real_sub_fake : 1031.92 ]
[  epoch 0029/0040] 4280/4800, lr:2.5e-05 ∣ avg_100 : 31861.156463 ∣ critic_nllloss : 25925.274219 ∣ critic_ganloss : -322.255389 ∣ generator_nllloss : 5155.086719 ∣ generator_ganloss : 1038.178418 ∣     [  std_z : 0.99  real_sub_fake : 1266.14 ]
[  epoch 0029/0040] 4290/4800, lr:2.5e-05 ∣ avg_100 : 31862.180041 ∣ critic_nllloss : 25976.656641 ∣ critic_ganloss : -284.959766 ∣ generator_nllloss : 5244.395703 ∣ generator_ganloss : 1089.254492 ∣     [  std_z : 0.99  real_sub_fake : 1227.73 ]
[  epoch 0029/0040] 4300/4800, lr:2.5e-05 ∣ avg_100 : 31863.418320 ∣ critic_nllloss : 25861.544141 ∣ critic_ganloss : -397.202203 ∣ generator_nllloss : 5267.572266 ∣ generator_ganloss : 1082.079443 ∣     [  std_z : 1.00  real_sub_fake : 1196.91 ]
[  epoch 0029/0040] 4310/4800, lr:2.5e-05 ∣ avg_100 : 31861.238183 ∣ critic_nllloss : 25709.837305 ∣ critic_ganloss : -297.655072 ∣ generator_nllloss : 5155.438086 ∣ generator_ganloss : 1107.677100 ∣     [  std_z : 1.00  real_sub_fake : 1196.64 ]
[  epoch 0029/0040] 4320/4800, lr:2.5e-05 ∣ avg_100 : 31860.632147 ∣ critic_nllloss : 25661.887109 ∣ critic_ganloss : -227.775594 ∣ generator_nllloss : 5181.173828 ∣ generator_ganloss : 1110.531055 ∣     [  std_z : 1.00  real_sub_fake : 1029.44 ]
[  epoch 0029/0040] 4330/4800, lr:2.5e-05 ∣ avg_100 : 31865.482484 ∣ critic_nllloss : 26043.536719 ∣ critic_ganloss : -272.107648 ∣ generator_nllloss : 5260.816992 ∣ generator_ganloss : 1114.252051 ∣     [  std_z : 1.00  real_sub_fake : 1057.85 ]
[  epoch 0029/0040] 4340/4800, lr:2.5e-05 ∣ avg_100 : 31868.389900 ∣ critic_nllloss : 26011.370508 ∣ critic_ganloss : -282.594894 ∣ generator_nllloss : 5235.258984 ∣ generator_ganloss : 1105.569336 ∣     [  std_z : 0.99  real_sub_fake : 1030.17 ]
[  epoch 0029/0040] 4350/4800, lr:2.5e-05 ∣ avg_100 : 31866.959298 ∣ critic_nllloss : 25851.709766 ∣ critic_ganloss : -323.983133 ∣ generator_nllloss : 5129.784570 ∣ generator_ganloss : 1105.450732 ∣     [  std_z : 0.99  real_sub_fake : 1063.24 ]
[  epoch 0029/0040] 4360/4800, lr:2.5e-05 ∣ avg_100 : 31863.929050 ∣ critic_nllloss : 25902.124609 ∣ critic_ganloss : -286.062903 ∣ generator_nllloss : 5176.288867 ∣ generator_ganloss : 1110.147998 ∣     [  std_z : 0.99  real_sub_fake : 1195.05 ]
[  epoch 0029/0040] 4370/4800, lr:2.5e-05 ∣ avg_100 : 31864.239572 ∣ critic_nllloss : 25909.628711 ∣ critic_ganloss : -202.067371 ∣ generator_nllloss : 5226.323438 ∣ generator_ganloss : 1111.546875 ∣     [  std_z : 0.99  real_sub_fake : 1142.59 ]
[  epoch 0029/0040] 4380/4800, lr:2.5e-05 ∣ avg_100 : 31861.110658 ∣ critic_nllloss : 25705.630859 ∣ critic_ganloss : -331.724846 ∣ generator_nllloss : 5122.894922 ∣ generator_ganloss : 1122.748193 ∣     [  std_z : 0.99  real_sub_fake : 1011.99 ]
[  epoch 0029/0040] 4390/4800, lr:2.5e-05 ∣ avg_100 : 31855.260209 ∣ critic_nllloss : 25866.147852 ∣ critic_ganloss : -322.948230 ∣ generator_nllloss : 5096.909766 ∣ generator_ganloss : 1102.766309 ∣     [  std_z : 1.00  real_sub_fake : 1220.52 ]
[  epoch 0029/0040] 4400/4800, lr:2.5e-05 ∣ avg_100 : 31860.300659 ∣ critic_nllloss : 26001.944336 ∣ critic_ganloss : -234.031216 ∣ generator_nllloss : 5211.103125 ∣ generator_ganloss : 1122.155225 ∣     [  std_z : 1.00  real_sub_fake : 1042.03 ]
[  epoch 0029/0040] 4410/4800, lr:2.5e-05 ∣ avg_100 : 31860.856826 ∣ critic_nllloss : 25838.497852 ∣ critic_ganloss : -315.063797 ∣ generator_nllloss : 5189.956445 ∣ generator_ganloss : 1117.074414 ∣     [  std_z : 0.99  real_sub_fake : 1050.17 ]
[  epoch 0029/0040] 4420/4800, lr:2.5e-05 ∣ avg_100 : 31861.867261 ∣ critic_nllloss : 25903.180078 ∣ critic_ganloss : -332.106163 ∣ generator_nllloss : 5123.675391 ∣ generator_ganloss : 1124.989600 ∣     [  std_z : 0.99  real_sub_fake : 1061.34 ]
[  epoch 0029/0040] 4430/4800, lr:2.5e-05 ∣ avg_100 : 31862.749644 ∣ critic_nllloss : 25760.411914 ∣ critic_ganloss : -241.482108 ∣ generator_nllloss : 5161.767383 ∣ generator_ganloss : 1118.683252 ∣     [  std_z : 0.99  real_sub_fake : 1131.85 ]
[  epoch 0029/0040] 4440/4800, lr:2.5e-05 ∣ avg_100 : 31866.815530 ∣ critic_nllloss : 25838.232812 ∣ critic_ganloss : -225.648593 ∣ generator_nllloss : 5090.857422 ∣ generator_ganloss : 1130.133105 ∣     [  std_z : 1.00  real_sub_fake : 1095.74 ]
[  epoch 0029/0040] 4450/4800, lr:2.5e-05 ∣ avg_100 : 31871.251561 ∣ critic_nllloss : 26087.548828 ∣ critic_ganloss : -344.577676 ∣ generator_nllloss : 5207.662891 ∣ generator_ganloss : 1118.872949 ∣     [  std_z : 1.00  real_sub_fake : 1033.00 ]
[  epoch 0029/0040] 4460/4800, lr:2.5e-05 ∣ avg_100 : 31870.041846 ∣ critic_nllloss : 25791.980859 ∣ critic_ganloss : -346.087183 ∣ generator_nllloss : 5124.830273 ∣ generator_ganloss : 1100.826660 ∣     [  std_z : 1.00  real_sub_fake : 1148.62 ]
[  epoch 0029/0040] 4470/4800, lr:2.5e-05 ∣ avg_100 : 31873.789721 ∣ critic_nllloss : 26024.198437 ∣ critic_ganloss : -175.202640 ∣ generator_nllloss : 5242.707031 ∣ generator_ganloss : 1113.638770 ∣     [  std_z : 0.99  real_sub_fake : 1128.78 ]
[  epoch 0029/0040] 4480/4800, lr:2.5e-05 ∣ avg_100 : 31874.176058 ∣ critic_nllloss : 25942.737109 ∣ critic_ganloss : -213.157495 ∣ generator_nllloss : 5185.378320 ∣ generator_ganloss : 1109.399072 ∣     [  std_z : 0.99  real_sub_fake : 778.65 ]
[  epoch 0029/0040] 4490/4800, lr:2.5e-05 ∣ avg_100 : 31871.575279 ∣ critic_nllloss : 25810.584375 ∣ critic_ganloss : -234.037988 ∣ generator_nllloss : 5090.286523 ∣ generator_ganloss : 1083.310547 ∣     [  std_z : 1.00  real_sub_fake : 863.78 ]
[  epoch 0029/0040] 4500/4800, lr:2.5e-05 ∣ avg_100 : 31873.354713 ∣ critic_nllloss : 25968.516797 ∣ critic_ganloss : -278.274255 ∣ generator_nllloss : 5178.750781 ∣ generator_ganloss : 1082.832715 ∣     [  std_z : 1.01  real_sub_fake : 848.23 ]
[  epoch 0029/0040] 4510/4800, lr:2.5e-05 ∣ avg_100 : 31877.134944 ∣ critic_nllloss : 26005.337695 ∣ critic_ganloss : -254.141660 ∣ generator_nllloss : 5268.062695 ∣ generator_ganloss : 1068.783984 ∣     [  std_z : 1.00  real_sub_fake : 996.99 ]
[  epoch 0029/0040] 4520/4800, lr:2.5e-05 ∣ avg_100 : 31876.471359 ∣ critic_nllloss : 25648.095313 ∣ critic_ganloss : -200.427274 ∣ generator_nllloss : 5168.821484 ∣ generator_ganloss : 1084.803906 ∣     [  std_z : 0.99  real_sub_fake : 1028.66 ]
[  epoch 0029/0040] 4530/4800, lr:2.5e-05 ∣ avg_100 : 31879.311358 ∣ critic_nllloss : 25814.421484 ∣ critic_ganloss : -219.337027 ∣ generator_nllloss : 5122.530664 ∣ generator_ganloss : 1094.769678 ∣     [  std_z : 0.98  real_sub_fake : 852.05 ]
[  epoch 0029/0040] 4540/4800, lr:2.5e-05 ∣ avg_100 : 31880.989763 ∣ critic_nllloss : 25921.373828 ∣ critic_ganloss : -254.683022 ∣ generator_nllloss : 5263.604688 ∣ generator_ganloss : 1087.650879 ∣     [  std_z : 0.98  real_sub_fake : 939.12 ]
[  epoch 0029/0040] 4550/4800, lr:2.5e-05 ∣ avg_100 : 31878.455613 ∣ critic_nllloss : 25813.327734 ∣ critic_ganloss : -264.972742 ∣ generator_nllloss : 5158.728125 ∣ generator_ganloss : 1096.321680 ∣     [  std_z : 1.00  real_sub_fake : 915.91 ]
[  epoch 0029/0040] 4560/4800, lr:2.5e-05 ∣ avg_100 : 31874.412325 ∣ critic_nllloss : 25738.751172 ∣ critic_ganloss : -248.900954 ∣ generator_nllloss : 5034.428711 ∣ generator_ganloss : 1069.995068 ∣     [  std_z : 1.00  real_sub_fake : 969.23 ]
[  epoch 0029/0040] 4570/4800, lr:2.5e-05 ∣ avg_100 : 31876.709642 ∣ critic_nllloss : 26020.137305 ∣ critic_ganloss : -246.275339 ∣ generator_nllloss : 5157.135742 ∣ generator_ganloss : 1054.102539 ∣     [  std_z : 1.01  real_sub_fake : 1112.58 ]
[  epoch 0029/0040] 4580/4800, lr:2.5e-05 ∣ avg_100 : 31870.989949 ∣ critic_nllloss : 25658.380859 ∣ critic_ganloss : -268.704410 ∣ generator_nllloss : 5041.647461 ∣ generator_ganloss : 1083.467773 ∣     [  std_z : 0.99  real_sub_fake : 1018.49 ]
[  epoch 0029/0040] 4590/4800, lr:2.5e-05 ∣ avg_100 : 31868.325141 ∣ critic_nllloss : 25768.885937 ∣ critic_ganloss : -324.636084 ∣ generator_nllloss : 5207.619922 ∣ generator_ganloss : 1077.778320 ∣     [  std_z : 0.99  real_sub_fake : 1042.76 ]
[  epoch 0029/0040] 4600/4800, lr:2.5e-05 ∣ avg_100 : 31870.194830 ∣ critic_nllloss : 26105.587305 ∣ critic_ganloss : -292.093977 ∣ generator_nllloss : 5183.548828 ∣ generator_ganloss : 1083.997754 ∣     [  std_z : 0.99  real_sub_fake : 1158.97 ]
[  epoch 0029/0040] 4610/4800, lr:2.5e-05 ∣ avg_100 : 31870.689559 ∣ critic_nllloss : 25972.228125 ∣ critic_ganloss : -278.557635 ∣ generator_nllloss : 5281.653906 ∣ generator_ganloss : 1087.368408 ∣     [  std_z : 0.99  real_sub_fake : 1207.44 ]
[  epoch 0029/0040] 4620/4800, lr:2.5e-05 ∣ avg_100 : 31871.198943 ∣ critic_nllloss : 25819.675000 ∣ critic_ganloss : -258.444734 ∣ generator_nllloss : 5201.303516 ∣ generator_ganloss : 1116.271729 ∣     [  std_z : 0.99  real_sub_fake : 994.39 ]
[  epoch 0029/0040] 4630/4800, lr:2.5e-05 ∣ avg_100 : 31871.621696 ∣ critic_nllloss : 25867.876758 ∣ critic_ganloss : -261.629860 ∣ generator_nllloss : 5249.114844 ∣ generator_ganloss : 1107.190820 ∣     [  std_z : 1.00  real_sub_fake : 1057.28 ]
[  epoch 0029/0040] 4640/4800, lr:2.5e-05 ∣ avg_100 : 31871.528354 ∣ critic_nllloss : 25820.109375 ∣ critic_ganloss : -254.878830 ∣ generator_nllloss : 5160.077734 ∣ generator_ganloss : 1109.593213 ∣     [  std_z : 1.00  real_sub_fake : 983.77 ]
[  epoch 0029/0040] 4650/4800, lr:2.5e-05 ∣ avg_100 : 31871.319015 ∣ critic_nllloss : 25853.676367 ∣ critic_ganloss : -329.939755 ∣ generator_nllloss : 5242.201563 ∣ generator_ganloss : 1111.486377 ∣     [  std_z : 0.99  real_sub_fake : 1017.58 ]
[  epoch 0029/0040] 4660/4800, lr:2.5e-05 ∣ avg_100 : 31869.519039 ∣ critic_nllloss : 25808.061719 ∣ critic_ganloss : -308.717764 ∣ generator_nllloss : 5105.932227 ∣ generator_ganloss : 1073.009277 ∣     [  std_z : 0.99  real_sub_fake : 1236.06 ]
[  epoch 0029/0040] 4670/4800, lr:2.5e-05 ∣ avg_100 : 31872.840591 ∣ critic_nllloss : 26086.598047 ∣ critic_ganloss : -234.561636 ∣ generator_nllloss : 5224.096094 ∣ generator_ganloss : 1095.055469 ∣     [  std_z : 0.99  real_sub_fake : 1138.20 ]
[  epoch 0029/0040] 4680/4800, lr:2.5e-05 ∣ avg_100 : 31869.677108 ∣ critic_nllloss : 25675.751953 ∣ critic_ganloss : -275.398193 ∣ generator_nllloss : 4983.812305 ∣ generator_ganloss : 1101.429688 ∣     [  std_z : 0.99  real_sub_fake : 943.52 ]
[  epoch 0029/0040] 4690/4800, lr:2.5e-05 ∣ avg_100 : 31871.445727 ∣ critic_nllloss : 25984.637500 ∣ critic_ganloss : -328.198901 ∣ generator_nllloss : 5212.077539 ∣ generator_ganloss : 1084.511035 ∣     [  std_z : 0.99  real_sub_fake : 1124.68 ]
[  epoch 0029/0040] 4700/4800, lr:2.5e-05 ∣ avg_100 : 31873.258738 ∣ critic_nllloss : 26065.227930 ∣ critic_ganloss : -272.790582 ∣ generator_nllloss : 5126.179688 ∣ generator_ganloss : 1092.082617 ∣     [  std_z : 1.00  real_sub_fake : 1064.33 ]
[  epoch 0029/0040] 4710/4800, lr:2.5e-05 ∣ avg_100 : 31875.345569 ∣ critic_nllloss : 25841.553125 ∣ critic_ganloss : -297.214978 ∣ generator_nllloss : 5157.622852 ∣ generator_ganloss : 1075.689893 ∣     [  std_z : 1.00  real_sub_fake : 1145.57 ]
[  epoch 0029/0040] 4720/4800, lr:2.5e-05 ∣ avg_100 : 31876.402613 ∣ critic_nllloss : 25989.279297 ∣ critic_ganloss : -363.683496 ∣ generator_nllloss : 5151.742578 ∣ generator_ganloss : 1098.732715 ∣     [  std_z : 1.00  real_sub_fake : 1149.71 ]
[  epoch 0029/0040] 4730/4800, lr:2.5e-05 ∣ avg_100 : 31873.574974 ∣ critic_nllloss : 25804.579102 ∣ critic_ganloss : -313.530804 ∣ generator_nllloss : 5218.998047 ∣ generator_ganloss : 1077.343066 ∣     [  std_z : 1.00  real_sub_fake : 1115.48 ]
[  epoch 0029/0040] 4740/4800, lr:2.5e-05 ∣ avg_100 : 31870.407275 ∣ critic_nllloss : 25778.695508 ∣ critic_ganloss : -246.468146 ∣ generator_nllloss : 5105.386914 ∣ generator_ganloss : 1095.109766 ∣     [  std_z : 0.99  real_sub_fake : 1117.56 ]
[  epoch 0029/0040] 4750/4800, lr:2.5e-05 ∣ avg_100 : 31872.856729 ∣ critic_nllloss : 26053.834766 ∣ critic_ganloss : -363.883145 ∣ generator_nllloss : 5281.504687 ∣ generator_ganloss : 1101.379834 ∣     [  std_z : 0.99  real_sub_fake : 1186.97 ]
[  epoch 0029/0040] 4760/4800, lr:2.5e-05 ∣ avg_100 : 31870.913262 ∣ critic_nllloss : 25811.298242 ∣ critic_ganloss : -275.732870 ∣ generator_nllloss : 5130.566797 ∣ generator_ganloss : 1117.729834 ∣     [  std_z : 0.99  real_sub_fake : 1093.68 ]
[  epoch 0029/0040] 4770/4800, lr:2.5e-05 ∣ avg_100 : 31872.792630 ∣ critic_nllloss : 25968.783594 ∣ critic_ganloss : -252.835126 ∣ generator_nllloss : 5323.085742 ∣ generator_ganloss : 1101.994727 ∣     [  std_z : 1.00  real_sub_fake : 843.71 ]
[  epoch 0029/0040] 4780/4800, lr:2.5e-05 ∣ avg_100 : 31873.935854 ∣ critic_nllloss : 25929.014258 ∣ critic_ganloss : -261.736874 ∣ generator_nllloss : 5211.652344 ∣ generator_ganloss : 1058.176123 ∣     [  std_z : 1.00  real_sub_fake : 1146.61 ]
[  epoch 0029/0040] 4790/4800, lr:2.5e-05 ∣ avg_100 : 31869.428959 ∣ critic_nllloss : 25528.423438 ∣ critic_ganloss : -281.977304 ∣ generator_nllloss : 5079.388672 ∣ generator_ganloss : 1105.870898 ∣     [  std_z : 0.99  real_sub_fake : 1027.84 ]
[  epoch 0029/0040] 4800/4800, lr:2.5e-05 ∣ avg_100 : 31867.759334 ∣ critic_nllloss : 25960.854492 ∣ critic_ganloss : -249.773312 ∣ generator_nllloss : 5144.613086 ∣ generator_ganloss : 1095.401367 ∣     [  std_z : 0.98  real_sub_fake : 1181.93 ]
[    val 029    ] Done! KLD: 0.026126: 0.0103354:10, total: 1 day, 3:31:30                  
[  epoch 0030/0040] 0010/4800, lr:2.5e-05 ∣ avg_100 : 31867.430004 ∣ critic_nllloss : 25921.290234 ∣ critic_ganloss : -347.504742 ∣ generator_nllloss : 5135.926562 ∣ generator_ganloss : 1124.061133 ∣     [  std_z : 0.99  real_sub_fake : 995.67 ]
[  epoch 0030/0040] 0020/4800, lr:2.5e-05 ∣ avg_100 : 31866.370130 ∣ critic_nllloss : 25645.909961 ∣ critic_ganloss : -253.983176 ∣ generator_nllloss : 5059.957031 ∣ generator_ganloss : 1110.752393 ∣     [  std_z : 1.00  real_sub_fake : 1150.88 ]
[  epoch 0030/0040] 0030/4800, lr:2.5e-05 ∣ avg_100 : 31865.340022 ∣ critic_nllloss : 25979.728711 ∣ critic_ganloss : -391.196030 ∣ generator_nllloss : 5250.691211 ∣ generator_ganloss : 1125.960791 ∣     [  std_z : 1.01  real_sub_fake : 1143.49 ]
[  epoch 0030/0040] 0040/4800, lr:2.5e-05 ∣ avg_100 : 31862.827290 ∣ critic_nllloss : 25841.926953 ∣ critic_ganloss : -305.268018 ∣ generator_nllloss : 5218.664453 ∣ generator_ganloss : 1133.761475 ∣     [  std_z : 1.00  real_sub_fake : 1130.69 ]
[  epoch 0030/0040] 0050/4800, lr:2.5e-05 ∣ avg_100 : 31862.864675 ∣ critic_nllloss : 25930.640039 ∣ critic_ganloss : -316.265005 ∣ generator_nllloss : 5212.721094 ∣ generator_ganloss : 1125.973389 ∣     [  std_z : 0.99  real_sub_fake : 1257.98 ]
[  epoch 0030/0040] 0060/4800, lr:2.5e-05 ∣ avg_100 : 31862.075993 ∣ critic_nllloss : 25783.729687 ∣ critic_ganloss : -212.311832 ∣ generator_nllloss : 5145.405664 ∣ generator_ganloss : 1148.003906 ∣     [  std_z : 0.98  real_sub_fake : 1108.77 ]
[  epoch 0030/0040] 0070/4800, lr:2.5e-05 ∣ avg_100 : 31858.624822 ∣ critic_nllloss : 25615.353516 ∣ critic_ganloss : -179.624939 ∣ generator_nllloss : 5155.413281 ∣ generator_ganloss : 1136.328271 ∣     [  std_z : 0.99  real_sub_fake : 861.59 ]
[  epoch 0030/0040] 0080/4800, lr:2.5e-05 ∣ avg_100 : 31859.946248 ∣ critic_nllloss : 25929.783008 ∣ critic_ganloss : -263.545056 ∣ generator_nllloss : 5085.540430 ∣ generator_ganloss : 1135.004102 ∣     [  std_z : 0.99  real_sub_fake : 738.04 ]
[  epoch 0030/0040] 0090/4800, lr:2.5e-05 ∣ avg_100 : 31860.465754 ∣ critic_nllloss : 25964.272266 ∣ critic_ganloss : -295.143529 ∣ generator_nllloss : 5148.995313 ∣ generator_ganloss : 1082.654541 ∣     [  std_z : 1.00  real_sub_fake : 1019.94 ]
[  epoch 0030/0040] 0100/4800, lr:2.5e-05 ∣ avg_100 : 31859.390162 ∣ critic_nllloss : 25912.068945 ∣ critic_ganloss : -237.867090 ∣ generator_nllloss : 5113.525391 ∣ generator_ganloss : 1092.091992 ∣     [  std_z : 1.00  real_sub_fake : 1014.03 ]
[  epoch 0030/0040] 0110/4800, lr:2.5e-05 ∣ avg_100 : 31861.133612 ∣ critic_nllloss : 25901.599805 ∣ critic_ganloss : -281.839706 ∣ generator_nllloss : 5142.078125 ∣ generator_ganloss : 1086.584424 ∣     [  std_z : 1.00  real_sub_fake : 1051.38 ]
[  epoch 0030/0040] 0120/4800, lr:2.5e-05 ∣ avg_100 : 31859.636706 ∣ critic_nllloss : 25799.432617 ∣ critic_ganloss : -316.546692 ∣ generator_nllloss : 5247.563672 ∣ generator_ganloss : 1081.078027 ∣     [  std_z : 0.99  real_sub_fake : 1036.83 ]
[  epoch 0030/0040] 0130/4800, lr:2.5e-05 ∣ avg_100 : 31860.975872 ∣ critic_nllloss : 25737.523438 ∣ critic_ganloss : -222.963490 ∣ generator_nllloss : 5157.269141 ∣ generator_ganloss : 1106.229297 ∣     [  std_z : 0.99  real_sub_fake : 989.43 ]
[  epoch 0030/0040] 0140/4800, lr:2.5e-05 ∣ avg_100 : 31857.894580 ∣ critic_nllloss : 25795.448047 ∣ critic_ganloss : -272.644193 ∣ generator_nllloss : 5153.000977 ∣ generator_ganloss : 1068.930713 ∣     [  std_z : 1.00  real_sub_fake : 1001.66 ]
[  epoch 0030/0040] 0150/4800, lr:2.5e-05 ∣ avg_100 : 31862.856768 ∣ critic_nllloss : 26087.873242 ∣ critic_ganloss : -248.893256 ∣ generator_nllloss : 5323.284180 ∣ generator_ganloss : 1078.917578 ∣     [  std_z : 1.00  real_sub_fake : 1016.09 ]
[  epoch 0030/0040] 0160/4800, lr:2.5e-05 ∣ avg_100 : 31859.324415 ∣ critic_nllloss : 25929.006836 ∣ critic_ganloss : -263.906683 ∣ generator_nllloss : 5127.059570 ∣ generator_ganloss : 1089.585596 ∣     [  std_z : 1.00  real_sub_fake : 1000.75 ]
[  epoch 0030/0040] 0170/4800, lr:2.5e-05 ∣ avg_100 : 31856.427880 ∣ critic_nllloss : 25737.914648 ∣ critic_ganloss : -266.300940 ∣ generator_nllloss : 5114.078125 ∣ generator_ganloss : 1073.550879 ∣     [  std_z : 0.99  real_sub_fake : 1057.93 ]
[  epoch 0030/0040] 0180/4800, lr:2.5e-05 ∣ avg_100 : 31859.687983 ∣ critic_nllloss : 25936.586328 ∣ critic_ganloss : -232.101334 ∣ generator_nllloss : 5174.997266 ∣ generator_ganloss : 1096.052881 ∣     [  std_z : 0.99  real_sub_fake : 889.97 ]
[  epoch 0030/0040] 0190/4800, lr:2.5e-05 ∣ avg_100 : 31860.781873 ∣ critic_nllloss : 25967.556445 ∣ critic_ganloss : -201.839107 ∣ generator_nllloss : 5124.130273 ∣ generator_ganloss : 1084.053271 ∣     [  std_z : 0.99  real_sub_fake : 922.39 ]
[  epoch 0030/0040] 0200/4800, lr:2.5e-05 ∣ avg_100 : 31861.137087 ∣ critic_nllloss : 25856.273828 ∣ critic_ganloss : -299.856027 ∣ generator_nllloss : 5203.789258 ∣ generator_ganloss : 1061.861621 ∣     [  std_z : 1.00  real_sub_fake : 1005.87 ]
[  epoch 0030/0040] 0210/4800, lr:2.5e-05 ∣ avg_100 : 31862.266831 ∣ critic_nllloss : 26045.870508 ∣ critic_ganloss : -222.587354 ∣ generator_nllloss : 5126.622070 ∣ generator_ganloss : 1087.635205 ∣     [  std_z : 1.00  real_sub_fake : 950.85 ]
[  epoch 0030/0040] 0220/4800, lr:2.5e-05 ∣ avg_100 : 31865.578808 ∣ critic_nllloss : 25779.249414 ∣ critic_ganloss : -167.332039 ∣ generator_nllloss : 5255.857422 ∣ generator_ganloss : 1102.097852 ∣     [  std_z : 1.00  real_sub_fake : 664.15 ]
[  epoch 0030/0040] 0230/4800, lr:2.5e-05 ∣ avg_100 : 31871.431091 ∣ critic_nllloss : 26077.098633 ∣ critic_ganloss : -237.308551 ∣ generator_nllloss : 5296.709375 ∣ generator_ganloss : 1073.846973 ∣     [  std_z : 1.00  real_sub_fake : 797.91 ]
[  epoch 0030/0040] 0240/4800, lr:2.5e-05 ∣ avg_100 : 31874.603652 ∣ critic_nllloss : 25933.400977 ∣ critic_ganloss : -249.385773 ∣ generator_nllloss : 5192.749805 ∣ generator_ganloss : 1079.680713 ∣     [  std_z : 1.00  real_sub_fake : 886.15 ]
[  epoch 0030/0040] 0250/4800, lr:2.5e-05 ∣ avg_100 : 31880.577231 ∣ critic_nllloss : 26280.672461 ∣ critic_ganloss : -258.462706 ∣ generator_nllloss : 5246.553125 ∣ generator_ganloss : 1081.885596 ∣     [  std_z : 1.00  real_sub_fake : 801.66 ]
[  epoch 0030/0040] 0260/4800, lr:2.5e-05 ∣ avg_100 : 31882.933747 ∣ critic_nllloss : 25957.758398 ∣ critic_ganloss : -267.656432 ∣ generator_nllloss : 5186.518164 ∣ generator_ganloss : 1055.906104 ∣     [  std_z : 0.99  real_sub_fake : 1001.64 ]
[  epoch 0030/0040] 0270/4800, lr:2.5e-05 ∣ avg_100 : 31886.788036 ∣ critic_nllloss : 26136.055664 ∣ critic_ganloss : -350.237000 ∣ generator_nllloss : 5176.640234 ∣ generator_ganloss : 1067.419238 ∣     [  std_z : 1.00  real_sub_fake : 1274.77 ]
[  epoch 0030/0040] 0280/4800, lr:2.5e-05 ∣ avg_100 : 31887.401100 ∣ critic_nllloss : 25884.252539 ∣ critic_ganloss : -287.894919 ∣ generator_nllloss : 5152.700781 ∣ generator_ganloss : 1103.116797 ∣     [  std_z : 1.00  real_sub_fake : 1266.88 ]
[  epoch 0030/0040] 0290/4800, lr:2.5e-05 ∣ avg_100 : 31888.054546 ∣ critic_nllloss : 25775.922852 ∣ critic_ganloss : -324.808459 ∣ generator_nllloss : 5133.299609 ∣ generator_ganloss : 1101.580566 ∣     [  std_z : 0.99  real_sub_fake : 1116.38 ]
[  epoch 0030/0040] 0300/4800, lr:2.5e-05 ∣ avg_100 : 31889.831935 ∣ critic_nllloss : 25881.631641 ∣ critic_ganloss : -223.289639 ∣ generator_nllloss : 5154.514648 ∣ generator_ganloss : 1105.252051 ∣     [  std_z : 0.99  real_sub_fake : 1246.01 ]
[  epoch 0030/0040] 0310/4800, lr:2.5e-05 ∣ avg_100 : 31891.176716 ∣ critic_nllloss : 25701.124805 ∣ critic_ganloss : -153.659308 ∣ generator_nllloss : 5170.551953 ∣ generator_ganloss : 1135.468652 ∣     [  std_z : 0.99  real_sub_fake : 611.16 ]
[  epoch 0030/0040] 0320/4800, lr:2.5e-05 ∣ avg_100 : 31894.709949 ∣ critic_nllloss : 26045.369141 ∣ critic_ganloss : -235.897923 ∣ generator_nllloss : 5236.930859 ∣ generator_ganloss : 1077.377148 ∣     [  std_z : 1.00  real_sub_fake : 743.38 ]
[  epoch 0030/0040] 0330/4800, lr:2.5e-05 ∣ avg_100 : 31893.740572 ∣ critic_nllloss : 25855.994727 ∣ critic_ganloss : -231.230502 ∣ generator_nllloss : 5134.995703 ∣ generator_ganloss : 1072.089404 ∣     [  std_z : 1.00  real_sub_fake : 819.63 ]
[  epoch 0030/0040] 0340/4800, lr:2.5e-05 ∣ avg_100 : 31890.285657 ∣ critic_nllloss : 25911.555469 ∣ critic_ganloss : -332.258655 ∣ generator_nllloss : 5229.196094 ∣ generator_ganloss : 1067.724854 ∣     [  std_z : 1.00  real_sub_fake : 980.75 ]
[  epoch 0030/0040] 0350/4800, lr:2.5e-05 ∣ avg_100 : 31890.488241 ∣ critic_nllloss : 25938.626563 ∣ critic_ganloss : -305.775002 ∣ generator_nllloss : 5180.890234 ∣ generator_ganloss : 1075.821143 ∣     [  std_z : 0.99  real_sub_fake : 1156.12 ]
[  epoch 0030/0040] 0360/4800, lr:2.5e-05 ∣ avg_100 : 31887.305222 ∣ critic_nllloss : 25721.465625 ∣ critic_ganloss : -328.680411 ∣ generator_nllloss : 5096.641211 ∣ generator_ganloss : 1108.328174 ∣     [  std_z : 0.99  real_sub_fake : 1105.95 ]
[  epoch 0030/0040] 0370/4800, lr:2.5e-05 ∣ avg_100 : 31888.942994 ∣ critic_nllloss : 25891.698828 ∣ critic_ganloss : -237.638245 ∣ generator_nllloss : 5217.492188 ∣ generator_ganloss : 1092.734180 ∣     [  std_z : 1.00  real_sub_fake : 1314.39 ]
[  epoch 0030/0040] 0380/4800, lr:2.5e-05 ∣ avg_100 : 31889.210739 ∣ critic_nllloss : 25929.580273 ∣ critic_ganloss : -136.104706 ∣ generator_nllloss : 5127.121484 ∣ generator_ganloss : 1112.445312 ∣     [  std_z : 1.00  real_sub_fake : 879.79 ]
[  epoch 0030/0040] 0390/4800, lr:2.5e-05 ∣ avg_100 : 31888.943281 ∣ critic_nllloss : 26098.715430 ∣ critic_ganloss : -220.152359 ∣ generator_nllloss : 5153.447070 ∣ generator_ganloss : 1085.944336 ∣     [  std_z : 1.00  real_sub_fake : 751.55 ]
[  epoch 0030/0040] 0400/4800, lr:2.5e-05 ∣ avg_100 : 31888.812289 ∣ critic_nllloss : 25985.600977 ∣ critic_ganloss : -255.187563 ∣ generator_nllloss : 5169.758594 ∣ generator_ganloss : 1091.277344 ∣     [  std_z : 0.99  real_sub_fake : 696.12 ]
[  epoch 0030/0040] 0410/4800, lr:2.5e-05 ∣ avg_100 : 31887.345834 ∣ critic_nllloss : 25736.551758 ∣ critic_ganloss : -253.201547 ∣ generator_nllloss : 5100.419531 ∣ generator_ganloss : 1078.221484 ∣     [  std_z : 0.98  real_sub_fake : 885.04 ]
[  epoch 0030/0040] 0420/4800, lr:2.5e-05 ∣ avg_100 : 31886.478232 ∣ critic_nllloss : 25807.592187 ∣ critic_ganloss : -237.750308 ∣ generator_nllloss : 5246.074609 ∣ generator_ganloss : 1073.943555 ∣     [  std_z : 0.99  real_sub_fake : 904.38 ]
[  epoch 0030/0040] 0430/4800, lr:2.5e-05 ∣ avg_100 : 31885.012957 ∣ critic_nllloss : 25821.001563 ∣ critic_ganloss : -221.621606 ∣ generator_nllloss : 5132.117578 ∣ generator_ganloss : 1097.966846 ∣     [  std_z : 1.00  real_sub_fake : 858.26 ]
[  epoch 0030/0040] 0440/4800, lr:2.5e-05 ∣ avg_100 : 31885.370481 ∣ critic_nllloss : 25791.012305 ∣ critic_ganloss : -257.477405 ∣ generator_nllloss : 5158.788281 ∣ generator_ganloss : 1089.239746 ∣     [  std_z : 1.00  real_sub_fake : 900.74 ]
[  epoch 0030/0040] 0450/4800, lr:2.5e-05 ∣ avg_100 : 31885.407516 ∣ critic_nllloss : 25946.462109 ∣ critic_ganloss : -220.256369 ∣ generator_nllloss : 5204.971484 ∣ generator_ganloss : 1102.167334 ∣     [  std_z : 1.00  real_sub_fake : 1068.69 ]
[  epoch 0030/0040] 0460/4800, lr:2.5e-05 ∣ avg_100 : 31886.723971 ∣ critic_nllloss : 26113.103711 ∣ critic_ganloss : -275.533072 ∣ generator_nllloss : 5184.570703 ∣ generator_ganloss : 1090.287061 ∣     [  std_z : 1.00  real_sub_fake : 1054.19 ]
[  epoch 0030/0040] 0470/4800, lr:2.5e-05 ∣ avg_100 : 31887.841670 ∣ critic_nllloss : 25845.374023 ∣ critic_ganloss : -215.870218 ∣ generator_nllloss : 5201.806641 ∣ generator_ganloss : 1103.657959 ∣     [  std_z : 0.99  real_sub_fake : 966.70 ]
[  epoch 0030/0040] 0480/4800, lr:2.5e-05 ∣ avg_100 : 31888.240418 ∣ critic_nllloss : 25818.653320 ∣ critic_ganloss : -309.317722 ∣ generator_nllloss : 5205.551172 ∣ generator_ganloss : 1121.271973 ∣     [  std_z : 0.99  real_sub_fake : 911.47 ]
[  epoch 0030/0040] 0490/4800, lr:2.5e-05 ∣ avg_100 : 31889.506780 ∣ critic_nllloss : 26098.163867 ∣ critic_ganloss : -269.790369 ∣ generator_nllloss : 5222.771484 ∣ generator_ganloss : 1100.838281 ∣     [  std_z : 1.00  real_sub_fake : 1104.30 ]
[  epoch 0030/0040] 0500/4800, lr:2.5e-05 ∣ avg_100 : 31889.410468 ∣ critic_nllloss : 25802.683594 ∣ critic_ganloss : -301.019904 ∣ generator_nllloss : 5215.042578 ∣ generator_ganloss : 1087.656201 ∣     [  std_z : 1.00  real_sub_fake : 1113.28 ]
[  epoch 0030/0040] 0510/4800, lr:2.5e-05 ∣ avg_100 : 31889.535349 ∣ critic_nllloss : 25789.037109 ∣ critic_ganloss : -334.239984 ∣ generator_nllloss : 5142.205859 ∣ generator_ganloss : 1090.782520 ∣     [  std_z : 0.99  real_sub_fake : 1095.82 ]
[  epoch 0030/0040] 0520/4800, lr:2.5e-05 ∣ avg_100 : 31892.114207 ∣ critic_nllloss : 25979.475195 ∣ critic_ganloss : -269.230893 ∣ generator_nllloss : 5186.573242 ∣ generator_ganloss : 1086.884717 ∣     [  std_z : 0.99  real_sub_fake : 1179.28 ]
[  epoch 0030/0040] 0530/4800, lr:2.5e-05 ∣ avg_100 : 31888.734691 ∣ critic_nllloss : 25774.194727 ∣ critic_ganloss : -253.512323 ∣ generator_nllloss : 5169.532812 ∣ generator_ganloss : 1118.331299 ∣     [  std_z : 0.99  real_sub_fake : 1163.80 ]
[  epoch 0030/0040] 0540/4800, lr:2.5e-05 ∣ avg_100 : 31887.217845 ∣ critic_nllloss : 25922.087500 ∣ critic_ganloss : -342.756528 ∣ generator_nllloss : 5212.071484 ∣ generator_ganloss : 1126.516895 ∣     [  std_z : 1.00  real_sub_fake : 1041.17 ]
[  epoch 0030/0040] 0550/4800, lr:2.5e-05 ∣ avg_100 : 31886.492913 ∣ critic_nllloss : 25728.122461 ∣ critic_ganloss : -265.135257 ∣ generator_nllloss : 5106.604492 ∣ generator_ganloss : 1120.876953 ∣     [  std_z : 0.99  real_sub_fake : 1013.80 ]
[  epoch 0030/0040] 0560/4800, lr:2.5e-05 ∣ avg_100 : 31886.180131 ∣ critic_nllloss : 25893.146289 ∣ critic_ganloss : -258.186694 ∣ generator_nllloss : 5147.212695 ∣ generator_ganloss : 1089.048145 ∣     [  std_z : 0.99  real_sub_fake : 1035.66 ]
[  epoch 0030/0040] 0570/4800, lr:2.5e-05 ∣ avg_100 : 31882.965620 ∣ critic_nllloss : 25679.225586 ∣ critic_ganloss : -144.170415 ∣ generator_nllloss : 5089.260938 ∣ generator_ganloss : 1099.664404 ∣     [  std_z : 1.00  real_sub_fake : 866.40 ]
[  epoch 0030/0040] 0580/4800, lr:2.5e-05 ∣ avg_100 : 31882.363844 ∣ critic_nllloss : 25601.393945 ∣ critic_ganloss : -286.743945 ∣ generator_nllloss : 5138.393750 ∣ generator_ganloss : 1106.327783 ∣     [  std_z : 1.00  real_sub_fake : 769.11 ]
[  epoch 0030/0040] 0590/4800, lr:2.5e-05 ∣ avg_100 : 31884.741664 ∣ critic_nllloss : 26006.211914 ∣ critic_ganloss : -282.629584 ∣ generator_nllloss : 5189.989844 ∣ generator_ganloss : 1067.085498 ∣     [  std_z : 1.00  real_sub_fake : 1070.91 ]
[  epoch 0030/0040] 0600/4800, lr:2.5e-05 ∣ avg_100 : 31880.871008 ∣ critic_nllloss : 25819.636719 ∣ critic_ganloss : -282.447243 ∣ generator_nllloss : 5082.841016 ∣ generator_ganloss : 1094.075391 ∣     [  std_z : 1.00  real_sub_fake : 1110.37 ]
[  epoch 0030/0040] 0610/4800, lr:2.5e-05 ∣ avg_100 : 31881.923106 ∣ critic_nllloss : 25918.575195 ∣ critic_ganloss : -248.625034 ∣ generator_nllloss : 5171.160156 ∣ generator_ganloss : 1094.564453 ∣     [  std_z : 1.00  real_sub_fake : 1012.42 ]
[  epoch 0030/0040] 0620/4800, lr:2.5e-05 ∣ avg_100 : 31884.651190 ∣ critic_nllloss : 26056.762109 ∣ critic_ganloss : -348.712396 ∣ generator_nllloss : 5292.409766 ∣ generator_ganloss : 1092.087842 ∣     [  std_z : 0.99  real_sub_fake : 1121.03 ]
[  epoch 0030/0040] 0630/4800, lr:2.5e-05 ∣ avg_100 : 31887.517053 ∣ critic_nllloss : 25957.047656 ∣ critic_ganloss : -263.805795 ∣ generator_nllloss : 5297.698242 ∣ generator_ganloss : 1095.026611 ∣     [  std_z : 0.99  real_sub_fake : 1146.88 ]
[  epoch 0030/0040] 0640/4800, lr:2.5e-05 ∣ avg_100 : 31889.801775 ∣ critic_nllloss : 26000.213281 ∣ critic_ganloss : -335.068204 ∣ generator_nllloss : 5293.927148 ∣ generator_ganloss : 1102.974658 ∣     [  std_z : 0.99  real_sub_fake : 1167.08 ]
[  epoch 0030/0040] 0650/4800, lr:2.5e-05 ∣ avg_100 : 31889.964323 ∣ critic_nllloss : 25987.292383 ∣ critic_ganloss : -282.102905 ∣ generator_nllloss : 5261.344727 ∣ generator_ganloss : 1119.227588 ∣     [  std_z : 1.00  real_sub_fake : 1148.33 ]
[  epoch 0030/0040] 0660/4800, lr:2.5e-05 ∣ avg_100 : 31890.933481 ∣ critic_nllloss : 25836.080859 ∣ critic_ganloss : -319.176501 ∣ generator_nllloss : 5128.448242 ∣ generator_ganloss : 1123.113867 ∣     [  std_z : 1.00  real_sub_fake : 1132.86 ]
[  epoch 0030/0040] 0670/4800, lr:2.5e-05 ∣ avg_100 : 31890.275881 ∣ critic_nllloss : 26030.569531 ∣ critic_ganloss : -267.989481 ∣ generator_nllloss : 5276.316406 ∣ generator_ganloss : 1100.685156 ∣     [  std_z : 0.99  real_sub_fake : 1207.22 ]
[  epoch 0030/0040] 0680/4800, lr:2.5e-05 ∣ avg_100 : 31886.592867 ∣ critic_nllloss : 25788.297656 ∣ critic_ganloss : -312.262083 ∣ generator_nllloss : 5052.917969 ∣ generator_ganloss : 1127.102002 ∣     [  std_z : 0.99  real_sub_fake : 1015.94 ]
[  epoch 0030/0040] 0690/4800, lr:2.5e-05 ∣ avg_100 : 31887.978527 ∣ critic_nllloss : 26017.325977 ∣ critic_ganloss : -371.622720 ∣ generator_nllloss : 5140.259961 ∣ generator_ganloss : 1102.746289 ∣     [  std_z : 0.99  real_sub_fake : 1210.03 ]
[  epoch 0030/0040] 0700/4800, lr:2.5e-05 ∣ avg_100 : 31887.998502 ∣ critic_nllloss : 25889.224219 ∣ critic_ganloss : -284.368729 ∣ generator_nllloss : 5247.813672 ∣ generator_ganloss : 1101.154346 ∣     [  std_z : 1.00  real_sub_fake : 1225.90 ]
[  epoch 0030/0040] 0710/4800, lr:2.5e-05 ∣ avg_100 : 31884.191026 ∣ critic_nllloss : 25816.880078 ∣ critic_ganloss : -293.516565 ∣ generator_nllloss : 5070.301562 ∣ generator_ganloss : 1113.630078 ∣     [  std_z : 1.00  real_sub_fake : 1143.22 ]
[  epoch 0030/0040] 0720/4800, lr:2.5e-05 ∣ avg_100 : 31883.145546 ∣ critic_nllloss : 25691.211328 ∣ critic_ganloss : -276.889917 ∣ generator_nllloss : 5063.667773 ∣ generator_ganloss : 1118.756250 ∣     [  std_z : 1.00  real_sub_fake : 1021.75 ]
[  epoch 0030/0040] 0730/4800, lr:2.5e-05 ∣ avg_100 : 31883.127518 ∣ critic_nllloss : 25802.430469 ∣ critic_ganloss : -298.252353 ∣ generator_nllloss : 5189.557422 ∣ generator_ganloss : 1116.846436 ∣     [  std_z : 0.99  real_sub_fake : 1113.70 ]
[  epoch 0030/0040] 0740/4800, lr:2.5e-05 ∣ avg_100 : 31884.712042 ∣ critic_nllloss : 26114.617188 ∣ critic_ganloss : -299.230972 ∣ generator_nllloss : 5248.244727 ∣ generator_ganloss : 1112.767822 ∣     [  std_z : 0.99  real_sub_fake : 1132.09 ]
[  epoch 0030/0040] 0750/4800, lr:2.5e-05 ∣ avg_100 : 31887.308478 ∣ critic_nllloss : 25962.864648 ∣ critic_ganloss : -227.594919 ∣ generator_nllloss : 5201.327734 ∣ generator_ganloss : 1126.450977 ∣     [  std_z : 0.99  real_sub_fake : 992.86 ]
[  epoch 0030/0040] 0760/4800, lr:2.5e-05 ∣ avg_100 : 31888.072014 ∣ critic_nllloss : 25672.226953 ∣ critic_ganloss : -289.346544 ∣ generator_nllloss : 5187.195117 ∣ generator_ganloss : 1100.552002 ∣     [  std_z : 1.00  real_sub_fake : 930.93 ]
[  epoch 0030/0040] 0770/4800, lr:2.5e-05 ∣ avg_100 : 31887.127060 ∣ critic_nllloss : 25956.876758 ∣ critic_ganloss : -266.583212 ∣ generator_nllloss : 5106.181641 ∣ generator_ganloss : 1094.129688 ∣     [  std_z : 1.00  real_sub_fake : 1060.51 ]
[  epoch 0030/0040] 0780/4800, lr:2.5e-05 ∣ avg_100 : 31892.094824 ∣ critic_nllloss : 25997.148633 ∣ critic_ganloss : -316.256641 ∣ generator_nllloss : 5240.846484 ∣ generator_ganloss : 1089.829590 ∣     [  std_z : 0.99  real_sub_fake : 1109.96 ]
[  epoch 0030/0040] 0790/4800, lr:2.5e-05 ∣ avg_100 : 31892.900595 ∣ critic_nllloss : 25880.617578 ∣ critic_ganloss : -245.921350 ∣ generator_nllloss : 5074.293359 ∣ generator_ganloss : 1101.235645 ∣     [  std_z : 0.99  real_sub_fake : 1150.03 ]
[  epoch 0030/0040] 0800/4800, lr:2.5e-05 ∣ avg_100 : 31887.500753 ∣ critic_nllloss : 25683.998828 ∣ critic_ganloss : -294.426286 ∣ generator_nllloss : 5061.139844 ∣ generator_ganloss : 1090.343262 ∣     [  std_z : 0.99  real_sub_fake : 930.83 ]
[  epoch 0030/0040] 0810/4800, lr:2.5e-05 ∣ avg_100 : 31887.679788 ∣ critic_nllloss : 25970.084180 ∣ critic_ganloss : -222.541757 ∣ generator_nllloss : 5226.318555 ∣ generator_ganloss : 1106.735400 ∣     [  std_z : 1.00  real_sub_fake : 906.62 ]
[  epoch 0030/0040] 0820/4800, lr:2.5e-05 ∣ avg_100 : 31890.945395 ∣ critic_nllloss : 26012.337891 ∣ critic_ganloss : -80.930199 ∣ generator_nllloss : 5182.628320 ∣ generator_ganloss : 1091.330176 ∣  [  std_z : 1.00  real_sub_fake : 709.43 ]
[  epoch 0030/0040] 0830/4800, lr:2.5e-05 ∣ avg_100 : 31890.022896 ∣ critic_nllloss : 25901.454297 ∣ critic_ganloss : -243.677914 ∣ generator_nllloss : 5161.839453 ∣ generator_ganloss : 1050.686865 ∣     [  std_z : 1.00  real_sub_fake : 739.74 ]
[  epoch 0030/0040] 0840/4800, lr:2.5e-05 ∣ avg_100 : 31889.973053 ∣ critic_nllloss : 25861.060156 ∣ critic_ganloss : -221.375058 ∣ generator_nllloss : 5130.435938 ∣ generator_ganloss : 1059.796094 ∣     [  std_z : 1.00  real_sub_fake : 792.43 ]
[  epoch 0030/0040] 0850/4800, lr:2.5e-05 ∣ avg_100 : 31890.844158 ∣ critic_nllloss : 25982.562305 ∣ critic_ganloss : -225.126503 ∣ generator_nllloss : 5133.772266 ∣ generator_ganloss : 1073.326953 ∣     [  std_z : 0.99  real_sub_fake : 847.29 ]
[  epoch 0030/0040] 0860/4800, lr:2.5e-05 ∣ avg_100 : 31890.918577 ∣ critic_nllloss : 25865.934961 ∣ critic_ganloss : -327.869211 ∣ generator_nllloss : 5084.909961 ∣ generator_ganloss : 1062.751709 ∣     [  std_z : 0.99  real_sub_fake : 963.03 ]
[  epoch 0030/0040] 0870/4800, lr:2.5e-05 ∣ avg_100 : 31888.258528 ∣ critic_nllloss : 25847.598438 ∣ critic_ganloss : -236.710001 ∣ generator_nllloss : 5208.492383 ∣ generator_ganloss : 1085.802246 ∣     [  std_z : 0.99  real_sub_fake : 1099.92 ]
[  epoch 0030/0040] 0880/4800, lr:2.5e-05 ∣ avg_100 : 31889.083785 ∣ critic_nllloss : 25618.049805 ∣ critic_ganloss : -299.125491 ∣ generator_nllloss : 5148.475000 ∣ generator_ganloss : 1100.722119 ∣     [  std_z : 0.99  real_sub_fake : 1080.94 ]
[  epoch 0030/0040] 0890/4800, lr:2.5e-05 ∣ avg_100 : 31886.944104 ∣ critic_nllloss : 25808.760742 ∣ critic_ganloss : -300.360233 ∣ generator_nllloss : 5116.008594 ∣ generator_ganloss : 1114.650000 ∣     [  std_z : 1.00  real_sub_fake : 1100.51 ]
[  epoch 0030/0040] 0900/4800, lr:2.5e-05 ∣ avg_100 : 31889.658479 ∣ critic_nllloss : 26166.141406 ∣ critic_ganloss : -315.609241 ∣ generator_nllloss : 5319.153516 ∣ generator_ganloss : 1112.451465 ∣     [  std_z : 1.01  real_sub_fake : 1235.89 ]
[  epoch 0030/0040] 0910/4800, lr:2.5e-05 ∣ avg_100 : 31889.988815 ∣ critic_nllloss : 25835.664258 ∣ critic_ganloss : -342.709854 ∣ generator_nllloss : 5180.208594 ∣ generator_ganloss : 1137.521436 ∣     [  std_z : 1.00  real_sub_fake : 1154.65 ]
[  epoch 0030/0040] 0920/4800, lr:2.5e-05 ∣ avg_100 : 31890.068319 ∣ critic_nllloss : 25783.929102 ∣ critic_ganloss : -192.571942 ∣ generator_nllloss : 5159.452539 ∣ generator_ganloss : 1133.211816 ∣     [  std_z : 0.99  real_sub_fake : 1189.06 ]
[  epoch 0030/0040] 0930/4800, lr:2.5e-05 ∣ avg_100 : 31890.438244 ∣ critic_nllloss : 25947.050000 ∣ critic_ganloss : -340.335095 ∣ generator_nllloss : 5084.870313 ∣ generator_ganloss : 1132.796680 ∣     [  std_z : 0.98  real_sub_fake : 943.60 ]
[  epoch 0030/0040] 0940/4800, lr:2.5e-05 ∣ avg_100 : 31890.329933 ∣ critic_nllloss : 25656.105078 ∣ critic_ganloss : -239.704028 ∣ generator_nllloss : 5199.275781 ∣ generator_ganloss : 1106.216162 ∣     [  std_z : 0.99  real_sub_fake : 1011.91 ]
[  epoch 0030/0040] 0950/4800, lr:2.5e-05 ∣ avg_100 : 31887.888388 ∣ critic_nllloss : 25802.107031 ∣ critic_ganloss : -302.137552 ∣ generator_nllloss : 5205.786914 ∣ generator_ganloss : 1122.925195 ∣     [  std_z : 1.00  real_sub_fake : 1086.39 ]
[  epoch 0030/0040] 0960/4800, lr:2.5e-05 ∣ avg_100 : 31885.468111 ∣ critic_nllloss : 25704.667969 ∣ critic_ganloss : -330.180252 ∣ generator_nllloss : 5061.483594 ∣ generator_ganloss : 1105.863037 ∣     [  std_z : 1.00  real_sub_fake : 1199.75 ]
[  epoch 0030/0040] 0970/4800, lr:2.5e-05 ∣ avg_100 : 31884.243948 ∣ critic_nllloss : 25907.425586 ∣ critic_ganloss : -230.282379 ∣ generator_nllloss : 5238.801953 ∣ generator_ganloss : 1102.667432 ∣     [  std_z : 1.00  real_sub_fake : 1181.94 ]
[  epoch 0030/0040] 0980/4800, lr:2.5e-05 ∣ avg_100 : 31885.028108 ∣ critic_nllloss : 26040.209766 ∣ critic_ganloss : -279.957693 ∣ generator_nllloss : 5168.700977 ∣ generator_ganloss : 1086.568848 ∣     [  std_z : 0.99  real_sub_fake : 1132.11 ]
[  epoch 0030/0040] 0990/4800, lr:2.5e-05 ∣ avg_100 : 31893.790335 ∣ critic_nllloss : 26249.499609 ∣ critic_ganloss : -297.977890 ∣ generator_nllloss : 5245.819141 ∣ generator_ganloss : 1110.587500 ∣     [  std_z : 0.99  real_sub_fake : 1141.31 ]
[  epoch 0030/0040] 1000/4800, lr:2.5e-05 ∣ avg_100 : 31895.059566 ∣ critic_nllloss : 26089.713477 ∣ critic_ganloss : -327.980725 ∣ generator_nllloss : 5202.722656 ∣ generator_ganloss : 1113.563379 ∣     [  std_z : 1.00  real_sub_fake : 1108.77 ]
[  epoch 0030/0040] 1010/4800, lr:2.5e-05 ∣ avg_100 : 31896.182536 ∣ critic_nllloss : 25944.288281 ∣ critic_ganloss : -336.534772 ∣ generator_nllloss : 5201.073828 ∣ generator_ganloss : 1137.242871 ∣     [  std_z : 1.00  real_sub_fake : 1007.36 ]
[  epoch 0030/0040] 1020/4800, lr:2.5e-05 ∣ avg_100 : 31900.651592 ∣ critic_nllloss : 25975.709570 ∣ critic_ganloss : -332.520120 ∣ generator_nllloss : 5264.435742 ∣ generator_ganloss : 1101.916602 ∣     [  std_z : 0.99  real_sub_fake : 1304.58 ]
[  epoch 0030/0040] 1030/4800, lr:2.5e-05 ∣ avg_100 : 31896.909274 ∣ critic_nllloss : 25651.912109 ∣ critic_ganloss : -331.145905 ∣ generator_nllloss : 5144.022266 ∣ generator_ganloss : 1126.164404 ∣     [  std_z : 0.99  real_sub_fake : 1210.83 ]
[  epoch 0030/0040] 1040/4800, lr:2.5e-05 ∣ avg_100 : 31897.330147 ∣ critic_nllloss : 25896.028516 ∣ critic_ganloss : -350.824951 ∣ generator_nllloss : 5255.420313 ∣ generator_ganloss : 1130.548242 ∣     [  std_z : 1.00  real_sub_fake : 1184.15 ]
[  epoch 0030/0040] 1050/4800, lr:2.5e-05 ∣ avg_100 : 31893.511061 ∣ critic_nllloss : 25697.928711 ∣ critic_ganloss : -318.618933 ∣ generator_nllloss : 5103.176172 ∣ generator_ganloss : 1088.674951 ∣     [  std_z : 0.99  real_sub_fake : 1294.41 ]
[  epoch 0030/0040] 1060/4800, lr:2.5e-05 ∣ avg_100 : 31896.367661 ∣ critic_nllloss : 26050.798633 ∣ critic_ganloss : -258.677481 ∣ generator_nllloss : 5239.214844 ∣ generator_ganloss : 1119.151514 ∣     [  std_z : 0.99  real_sub_fake : 1233.28 ]
[  epoch 0030/0040] 1070/4800, lr:2.5e-05 ∣ avg_100 : 31896.771373 ∣ critic_nllloss : 25696.741602 ∣ critic_ganloss : -285.265021 ∣ generator_nllloss : 5218.108008 ∣ generator_ganloss : 1138.256738 ∣     [  std_z : 0.98  real_sub_fake : 1078.99 ]
[  epoch 0030/0040] 1080/4800, lr:2.5e-05 ∣ avg_100 : 31898.493845 ∣ critic_nllloss : 25999.719531 ∣ critic_ganloss : -273.505904 ∣ generator_nllloss : 5198.665234 ∣ generator_ganloss : 1134.150781 ∣     [  std_z : 0.99  real_sub_fake : 1055.45 ]
[  epoch 0030/0040] 1090/4800, lr:2.5e-05 ∣ avg_100 : 31898.046683 ∣ critic_nllloss : 25795.601172 ∣ critic_ganloss : -137.004147 ∣ generator_nllloss : 5100.939453 ∣ generator_ganloss : 1096.525879 ∣     [  std_z : 1.00  real_sub_fake : 829.67 ]
[  epoch 0030/0040] 1100/4800, lr:2.5e-05 ∣ avg_100 : 31897.962110 ∣ critic_nllloss : 25812.769922 ∣ critic_ganloss : -226.711984 ∣ generator_nllloss : 5165.785547 ∣ generator_ganloss : 1119.518457 ∣     [  std_z : 1.00  real_sub_fake : 873.71 ]
[  epoch 0030/0040] 1110/4800, lr:2.5e-05 ∣ avg_100 : 31900.689920 ∣ critic_nllloss : 25981.101953 ∣ critic_ganloss : -222.142601 ∣ generator_nllloss : 5232.651953 ∣ generator_ganloss : 1129.592334 ∣     [  std_z : 1.00  real_sub_fake : 747.65 ]
[  epoch 0030/0040] 1120/4800, lr:2.5e-05 ∣ avg_100 : 31902.321017 ∣ critic_nllloss : 25905.835938 ∣ critic_ganloss : -213.755132 ∣ generator_nllloss : 5226.391797 ∣ generator_ganloss : 1056.164746 ∣     [  std_z : 0.99  real_sub_fake : 913.94 ]
[  epoch 0030/0040] 1130/4800, lr:2.5e-05 ∣ avg_100 : 31901.668129 ∣ critic_nllloss : 25709.581055 ∣ critic_ganloss : -293.823961 ∣ generator_nllloss : 5217.353906 ∣ generator_ganloss : 1079.658594 ∣     [  std_z : 0.98  real_sub_fake : 890.96 ]
[  epoch 0030/0040] 1140/4800, lr:2.5e-05 ∣ avg_100 : 31905.505567 ∣ critic_nllloss : 26069.028906 ∣ critic_ganloss : -242.444951 ∣ generator_nllloss : 5200.277930 ∣ generator_ganloss : 1101.617432 ∣     [  std_z : 0.99  real_sub_fake : 995.53 ]
[  epoch 0030/0040] 1150/4800, lr:2.5e-05 ∣ avg_100 : 31899.502723 ∣ critic_nllloss : 25720.544727 ∣ critic_ganloss : -276.704852 ∣ generator_nllloss : 5124.454102 ∣ generator_ganloss : 1072.603369 ∣     [  std_z : 1.00  real_sub_fake : 1098.85 ]
[  epoch 0030/0040] 1160/4800, lr:2.5e-05 ∣ avg_100 : 31898.898440 ∣ critic_nllloss : 25775.907227 ∣ critic_ganloss : -262.414322 ∣ generator_nllloss : 5230.563086 ∣ generator_ganloss : 1077.261035 ∣     [  std_z : 1.00  real_sub_fake : 1030.64 ]
[  epoch 0030/0040] 1170/4800, lr:2.5e-05 ∣ avg_100 : 31900.763057 ∣ critic_nllloss : 25859.117969 ∣ critic_ganloss : -276.964740 ∣ generator_nllloss : 5187.260742 ∣ generator_ganloss : 1076.290479 ∣     [  std_z : 0.99  real_sub_fake : 1093.65 ]
[  epoch 0030/0040] 1180/4800, lr:2.5e-05 ∣ avg_100 : 31899.826037 ∣ critic_nllloss : 25903.877344 ∣ critic_ganloss : -317.904805 ∣ generator_nllloss : 5193.634180 ∣ generator_ganloss : 1102.226465 ∣     [  std_z : 0.99  real_sub_fake : 941.88 ]
[  epoch 0030/0040] 1190/4800, lr:2.5e-05 ∣ avg_100 : 31899.384582 ∣ critic_nllloss : 25894.427734 ∣ critic_ganloss : -237.392892 ∣ generator_nllloss : 5218.760938 ∣ generator_ganloss : 1053.959570 ∣     [  std_z : 0.99  real_sub_fake : 1082.03 ]
[  epoch 0030/0040] 1200/4800, lr:2.5e-05 ∣ avg_100 : 31899.401566 ∣ critic_nllloss : 25806.686719 ∣ critic_ganloss : -247.969116 ∣ generator_nllloss : 5184.802539 ∣ generator_ganloss : 1080.246875 ∣     [  std_z : 0.99  real_sub_fake : 1019.60 ]
[  epoch 0030/0040] 1210/4800, lr:2.5e-05 ∣ avg_100 : 31897.664090 ∣ critic_nllloss : 25789.581641 ∣ critic_ganloss : -236.389954 ∣ generator_nllloss : 5243.009375 ∣ generator_ganloss : 1067.591797 ∣     [  std_z : 0.99  real_sub_fake : 902.11 ]
[  epoch 0030/0040] 1220/4800, lr:2.5e-05 ∣ avg_100 : 31898.437734 ∣ critic_nllloss : 25906.852539 ∣ critic_ganloss : -195.923019 ∣ generator_nllloss : 5269.538086 ∣ generator_ganloss : 1066.769434 ∣     [  std_z : 1.01  real_sub_fake : 1028.44 ]
[  epoch 0030/0040] 1230/4800, lr:2.5e-05 ∣ avg_100 : 31892.783924 ∣ critic_nllloss : 25778.658203 ∣ critic_ganloss : -288.286832 ∣ generator_nllloss : 5102.774023 ∣ generator_ganloss : 1051.820020 ∣     [  std_z : 1.01  real_sub_fake : 1000.19 ]
[  epoch 0030/0040] 1240/4800, lr:2.5e-05 ∣ avg_100 : 31892.070636 ∣ critic_nllloss : 25935.521289 ∣ critic_ganloss : -306.206018 ∣ generator_nllloss : 5198.623438 ∣ generator_ganloss : 1057.178223 ∣     [  std_z : 1.00  real_sub_fake : 1108.19 ]
[  epoch 0030/0040] 1250/4800, lr:2.5e-05 ∣ avg_100 : 31887.628933 ∣ critic_nllloss : 25887.819922 ∣ critic_ganloss : -292.702960 ∣ generator_nllloss : 5219.069922 ∣ generator_ganloss : 1092.291309 ∣     [  std_z : 0.98  real_sub_fake : 998.15 ]
[  epoch 0030/0040] 1260/4800, lr:2.5e-05 ∣ avg_100 : 31884.425876 ∣ critic_nllloss : 25698.273438 ∣ critic_ganloss : -270.570099 ∣ generator_nllloss : 5126.054688 ∣ generator_ganloss : 1058.462500 ∣     [  std_z : 0.99  real_sub_fake : 1068.90 ]
[  epoch 0030/0040] 1270/4800, lr:2.5e-05 ∣ avg_100 : 31881.212190 ∣ critic_nllloss : 25790.324414 ∣ critic_ganloss : -239.173619 ∣ generator_nllloss : 5067.109375 ∣ generator_ganloss : 1090.249414 ∣     [  std_z : 0.99  real_sub_fake : 1036.54 ]
[  epoch 0030/0040] 1280/4800, lr:2.5e-05 ∣ avg_100 : 31882.057983 ∣ critic_nllloss : 25969.327930 ∣ critic_ganloss : -311.827966 ∣ generator_nllloss : 5190.771875 ∣ generator_ganloss : 1088.482666 ∣     [  std_z : 1.00  real_sub_fake : 1029.32 ]
[  epoch 0030/0040] 1290/4800, lr:2.5e-05 ∣ avg_100 : 31886.953192 ∣ critic_nllloss : 26202.240430 ∣ critic_ganloss : -316.405002 ∣ generator_nllloss : 5235.235352 ∣ generator_ganloss : 1054.444629 ∣     [  std_z : 1.00  real_sub_fake : 1173.25 ]
[  epoch 0030/0040] 1300/4800, lr:2.5e-05 ∣ avg_100 : 31888.296206 ∣ critic_nllloss : 26055.846484 ∣ critic_ganloss : -257.775085 ∣ generator_nllloss : 5166.891406 ∣ generator_ganloss : 1087.447363 ∣     [  std_z : 0.99  real_sub_fake : 999.59 ]
[  epoch 0030/0040] 1310/4800, lr:2.5e-05 ∣ avg_100 : 31888.544592 ∣ critic_nllloss : 26001.829883 ∣ critic_ganloss : -354.578915 ∣ generator_nllloss : 5163.463086 ∣ generator_ganloss : 1067.610596 ∣     [  std_z : 0.99  real_sub_fake : 1196.10 ]
[  epoch 0030/0040] 1320/4800, lr:2.5e-05 ∣ avg_100 : 31886.341840 ∣ critic_nllloss : 25995.118555 ∣ critic_ganloss : -303.952072 ∣ generator_nllloss : 5144.832227 ∣ generator_ganloss : 1067.505371 ∣     [  std_z : 0.99  real_sub_fake : 1163.56 ]
[  epoch 0030/0040] 1330/4800, lr:2.5e-05 ∣ avg_100 : 31886.893012 ∣ critic_nllloss : 25988.497656 ∣ critic_ganloss : -297.503171 ∣ generator_nllloss : 5118.365039 ∣ generator_ganloss : 1077.606982 ∣     [  std_z : 1.00  real_sub_fake : 1189.41 ]
[  epoch 0030/0040] 1340/4800, lr:2.5e-05 ∣ avg_100 : 31886.380189 ∣ critic_nllloss : 25854.402734 ∣ critic_ganloss : -351.216885 ∣ generator_nllloss : 5196.266602 ∣ generator_ganloss : 1125.483008 ∣     [  std_z : 1.00  real_sub_fake : 1109.37 ]
[  epoch 0030/0040] 1350/4800, lr:2.5e-05 ∣ avg_100 : 31887.289569 ∣ critic_nllloss : 25981.732617 ∣ critic_ganloss : -268.610397 ∣ generator_nllloss : 5164.006445 ∣ generator_ganloss : 1103.372266 ∣     [  std_z : 1.00  real_sub_fake : 1151.11 ]
[  epoch 0030/0040] 1360/4800, lr:2.5e-05 ∣ avg_100 : 31890.728598 ∣ critic_nllloss : 25885.210547 ∣ critic_ganloss : -226.426978 ∣ generator_nllloss : 5171.299219 ∣ generator_ganloss : 1111.574756 ∣     [  std_z : 0.99  real_sub_fake : 957.36 ]
[  epoch 0030/0040] 1370/4800, lr:2.5e-05 ∣ avg_100 : 31890.920141 ∣ critic_nllloss : 25878.310156 ∣ critic_ganloss : -133.422075 ∣ generator_nllloss : 5116.264063 ∣ generator_ganloss : 1122.289062 ∣     [  std_z : 0.99  real_sub_fake : 605.94 ]
[  epoch 0030/0040] 1380/4800, lr:2.5e-05 ∣ avg_100 : 31891.024338 ∣ critic_nllloss : 25928.056055 ∣ critic_ganloss : -175.356505 ∣ generator_nllloss : 5177.516602 ∣ generator_ganloss : 1113.245947 ∣     [  std_z : 0.99  real_sub_fake : 557.34 ]
[  epoch 0030/0040] 1390/4800, lr:2.5e-05 ∣ avg_100 : 31888.693011 ∣ critic_nllloss : 25796.826172 ∣ critic_ganloss : -146.948349 ∣ generator_nllloss : 5158.830273 ∣ generator_ganloss : 1076.113672 ∣     [  std_z : 1.00  real_sub_fake : 682.47 ]
[  epoch 0030/0040] 1400/4800, lr:2.5e-05 ∣ avg_100 : 31887.681168 ∣ critic_nllloss : 25889.865430 ∣ critic_ganloss : -230.666396 ∣ generator_nllloss : 5157.044922 ∣ generator_ganloss : 1074.021094 ∣     [  std_z : 1.00  real_sub_fake : 778.47 ]
[  epoch 0030/0040] 1410/4800, lr:2.5e-05 ∣ avg_100 : 31890.570132 ∣ critic_nllloss : 25934.981641 ∣ critic_ganloss : -189.072688 ∣ generator_nllloss : 5128.033398 ∣ generator_ganloss : 1076.945264 ∣     [  std_z : 1.00  real_sub_fake : 854.74 ]
[  epoch 0030/0040] 1420/4800, lr:2.5e-05 ∣ avg_100 : 31892.433240 ∣ critic_nllloss : 25988.650195 ∣ critic_ganloss : -189.106711 ∣ generator_nllloss : 5169.522070 ∣ generator_ganloss : 1107.105322 ∣     [  std_z : 1.00  real_sub_fake : 828.88 ]
[  epoch 0030/0040] 1430/4800, lr:2.5e-05 ∣ avg_100 : 31893.260641 ∣ critic_nllloss : 25882.539258 ∣ critic_ganloss : -238.118466 ∣ generator_nllloss : 5156.685352 ∣ generator_ganloss : 1111.098291 ∣     [  std_z : 1.00  real_sub_fake : 707.24 ]
[  epoch 0030/0040] 1440/4800, lr:2.5e-05 ∣ avg_100 : 31895.867658 ∣ critic_nllloss : 26029.362305 ∣ critic_ganloss : -249.699828 ∣ generator_nllloss : 5182.864453 ∣ generator_ganloss : 1079.737744 ∣     [  std_z : 0.99  real_sub_fake : 935.30 ]
[  epoch 0030/0040] 1450/4800, lr:2.5e-05 ∣ avg_100 : 31896.957879 ∣ critic_nllloss : 25982.117578 ∣ critic_ganloss : -202.900856 ∣ generator_nllloss : 5259.147656 ∣ generator_ganloss : 1104.002246 ∣     [  std_z : 0.99  real_sub_fake : 945.67 ]
[  epoch 0030/0040] 1460/4800, lr:2.5e-05 ∣ avg_100 : 31897.341960 ∣ critic_nllloss : 26056.488086 ∣ critic_ganloss : -191.600941 ∣ generator_nllloss : 5172.789258 ∣ generator_ganloss : 1113.160059 ∣     [  std_z : 0.99  real_sub_fake : 825.18 ]
[  epoch 0030/0040] 1470/4800, lr:2.5e-05 ∣ avg_100 : 31893.549331 ∣ critic_nllloss : 25572.248633 ∣ critic_ganloss : -184.327217 ∣ generator_nllloss : 5061.261719 ∣ generator_ganloss : 1106.522363 ∣     [  std_z : 0.99  real_sub_fake : 712.18 ]
[  epoch 0030/0040] 1480/4800, lr:2.5e-05 ∣ avg_100 : 31893.337970 ∣ critic_nllloss : 25830.091992 ∣ critic_ganloss : -229.004131 ∣ generator_nllloss : 5103.360742 ∣ generator_ganloss : 1110.574121 ∣     [  std_z : 0.99  real_sub_fake : 741.90 ]
[  epoch 0030/0040] 1490/4800, lr:2.5e-05 ∣ avg_100 : 31892.430660 ∣ critic_nllloss : 25906.654492 ∣ critic_ganloss : -240.945697 ∣ generator_nllloss : 5299.349609 ∣ generator_ganloss : 1096.193799 ∣     [  std_z : 0.99  real_sub_fake : 806.95 ]
[  epoch 0030/0040] 1500/4800, lr:2.5e-05 ∣ avg_100 : 31893.422501 ∣ critic_nllloss : 25840.471289 ∣ critic_ganloss : -238.591402 ∣ generator_nllloss : 5210.034961 ∣ generator_ganloss : 1091.631738 ∣     [  std_z : 1.00  real_sub_fake : 839.89 ]
[  epoch 0030/0040] 1510/4800, lr:2.5e-05 ∣ avg_100 : 31896.657285 ∣ critic_nllloss : 25875.563867 ∣ critic_ganloss : -185.144373 ∣ generator_nllloss : 5247.427734 ∣ generator_ganloss : 1073.416699 ∣     [  std_z : 1.00  real_sub_fake : 881.15 ]
[  epoch 0030/0040] 1520/4800, lr:2.5e-05 ∣ avg_100 : 31897.791958 ∣ critic_nllloss : 25946.352148 ∣ critic_ganloss : -130.637090 ∣ generator_nllloss : 5200.233398 ∣ generator_ganloss : 1081.221094 ∣     [  std_z : 0.99  real_sub_fake : 765.56 ]
[  epoch 0030/0040] 1530/4800, lr:2.5e-05 ∣ avg_100 : 31897.467033 ∣ critic_nllloss : 25797.858008 ∣ critic_ganloss : -223.024129 ∣ generator_nllloss : 5108.743945 ∣ generator_ganloss : 1092.476221 ∣     [  std_z : 0.99  real_sub_fake : 687.57 ]
[  epoch 0030/0040] 1540/4800, lr:2.5e-05 ∣ avg_100 : 31899.815348 ∣ critic_nllloss : 26026.849219 ∣ critic_ganloss : -189.020267 ∣ generator_nllloss : 5228.344141 ∣ generator_ganloss : 1086.577686 ∣     [  std_z : 1.00  real_sub_fake : 738.44 ]
[  epoch 0030/0040] 1550/4800, lr:2.5e-05 ∣ avg_100 : 31899.426032 ∣ critic_nllloss : 25699.577148 ∣ critic_ganloss : -295.390952 ∣ generator_nllloss : 5142.613281 ∣ generator_ganloss : 1104.737549 ∣     [  std_z : 1.00  real_sub_fake : 846.45 ]
[  epoch 0030/0040] 1560/4800, lr:2.5e-05 ∣ avg_100 : 31900.225233 ∣ critic_nllloss : 25935.897070 ∣ critic_ganloss : -298.829742 ∣ generator_nllloss : 5210.167773 ∣ generator_ganloss : 1103.905469 ∣     [  std_z : 0.99  real_sub_fake : 1048.48 ]
[  epoch 0030/0040] 1570/4800, lr:2.5e-05 ∣ avg_100 : 31900.891163 ∣ critic_nllloss : 25841.998047 ∣ critic_ganloss : -321.059079 ∣ generator_nllloss : 5176.883984 ∣ generator_ganloss : 1092.750586 ∣     [  std_z : 0.99  real_sub_fake : 1186.67 ]
[  epoch 0030/0040] 1580/4800, lr:2.5e-05 ∣ avg_100 : 31902.728117 ∣ critic_nllloss : 25833.159180 ∣ critic_ganloss : -339.586179 ∣ generator_nllloss : 5173.616211 ∣ generator_ganloss : 1075.877734 ∣     [  std_z : 1.00  real_sub_fake : 1228.78 ]
[  epoch 0030/0040] 1590/4800, lr:2.5e-05 ∣ avg_100 : 31901.690431 ∣ critic_nllloss : 25903.776367 ∣ critic_ganloss : -276.298437 ∣ generator_nllloss : 5169.086133 ∣ generator_ganloss : 1080.324951 ∣     [  std_z : 1.00  real_sub_fake : 1103.03 ]
[  epoch 0030/0040] 1600/4800, lr:2.5e-05 ∣ avg_100 : 31903.132450 ∣ critic_nllloss : 25952.549023 ∣ critic_ganloss : -254.254687 ∣ generator_nllloss : 5121.072656 ∣ generator_ganloss : 1038.940820 ∣     [  std_z : 1.00  real_sub_fake : 1224.61 ]
[  epoch 0030/0040] 1610/4800, lr:2.5e-05 ∣ avg_100 : 31900.019883 ∣ critic_nllloss : 25655.295117 ∣ critic_ganloss : -257.461267 ∣ generator_nllloss : 5142.885938 ∣ generator_ganloss : 1083.698242 ∣     [  std_z : 0.99  real_sub_fake : 1022.41 ]
[  epoch 0030/0040] 1620/4800, lr:2.5e-05 ∣ avg_100 : 31896.408313 ∣ critic_nllloss : 25798.968359 ∣ critic_ganloss : -282.168784 ∣ generator_nllloss : 5138.301172 ∣ generator_ganloss : 1076.289600 ∣     [  std_z : 0.98  real_sub_fake : 1014.90 ]
[  epoch 0030/0040] 1630/4800, lr:2.5e-05 ∣ avg_100 : 31894.575747 ∣ critic_nllloss : 25886.218750 ∣ critic_ganloss : -335.876587 ∣ generator_nllloss : 5269.484375 ∣ generator_ganloss : 1082.883545 ∣     [  std_z : 0.99  real_sub_fake : 1175.78 ]
[  epoch 0030/0040] 1640/4800, lr:2.5e-05 ∣ avg_100 : 31891.869747 ∣ critic_nllloss : 25724.552148 ∣ critic_ganloss : -287.393127 ∣ generator_nllloss : 5268.497656 ∣ generator_ganloss : 1085.790234 ∣     [  std_z : 1.00  real_sub_fake : 1065.42 ]
[  epoch 0030/0040] 1650/4800, lr:2.5e-05 ∣ avg_100 : 31890.027093 ∣ critic_nllloss : 25965.937109 ∣ critic_ganloss : -303.840329 ∣ generator_nllloss : 5172.530859 ∣ generator_ganloss : 1066.868750 ∣     [  std_z : 1.00  real_sub_fake : 1236.15 ]
[  epoch 0030/0040] 1660/4800, lr:2.5e-05 ∣ avg_100 : 31890.757115 ∣ critic_nllloss : 25932.903906 ∣ critic_ganloss : -316.954820 ∣ generator_nllloss : 5137.027344 ∣ generator_ganloss : 1088.492285 ∣     [  std_z : 1.00  real_sub_fake : 1017.16 ]
[  epoch 0030/0040] 1670/4800, lr:2.5e-05 ∣ avg_100 : 31888.240504 ∣ critic_nllloss : 25939.703906 ∣ critic_ganloss : -291.233762 ∣ generator_nllloss : 5173.616797 ∣ generator_ganloss : 1065.833594 ∣     [  std_z : 0.99  real_sub_fake : 1248.67 ]
[  epoch 0030/0040] 1680/4800, lr:2.5e-05 ∣ avg_100 : 31886.386669 ∣ critic_nllloss : 25690.840625 ∣ critic_ganloss : -366.132785 ∣ generator_nllloss : 5081.573242 ∣ generator_ganloss : 1064.390869 ∣     [  std_z : 0.99  real_sub_fake : 1234.41 ]
[  epoch 0030/0040] 1690/4800, lr:2.5e-05 ∣ avg_100 : 31886.565770 ∣ critic_nllloss : 25951.110742 ∣ critic_ganloss : -348.515289 ∣ generator_nllloss : 5238.077930 ∣ generator_ganloss : 1065.946240 ∣     [  std_z : 0.99  real_sub_fake : 1308.19 ]
[  epoch 0030/0040] 1700/4800, lr:2.5e-05 ∣ avg_100 : 31886.216052 ∣ critic_nllloss : 25880.398047 ∣ critic_ganloss : -316.105774 ∣ generator_nllloss : 5278.741016 ∣ generator_ganloss : 1075.818457 ∣     [  std_z : 0.99  real_sub_fake : 1226.76 ]
[  epoch 0030/0040] 1710/4800, lr:2.5e-05 ∣ avg_100 : 31888.302641 ∣ critic_nllloss : 25936.251563 ∣ critic_ganloss : -234.968123 ∣ generator_nllloss : 5099.842773 ∣ generator_ganloss : 1114.827832 ∣     [  std_z : 1.00  real_sub_fake : 1062.02 ]
[  epoch 0030/0040] 1720/4800, lr:2.5e-05 ∣ avg_100 : 31893.725318 ∣ critic_nllloss : 26059.954297 ∣ critic_ganloss : -234.289545 ∣ generator_nllloss : 5236.429102 ∣ generator_ganloss : 1076.919287 ∣     [  std_z : 1.00  real_sub_fake : 989.18 ]
[  epoch 0030/0040] 1730/4800, lr:2.5e-05 ∣ avg_100 : 31893.956447 ∣ critic_nllloss : 25974.228320 ∣ critic_ganloss : -378.198096 ∣ generator_nllloss : 5160.754102 ∣ generator_ganloss : 1076.910498 ∣     [  std_z : 1.00  real_sub_fake : 1035.65 ]
[  epoch 0030/0040] 1740/4800, lr:2.5e-05 ∣ avg_100 : 31891.618204 ∣ critic_nllloss : 26010.098828 ∣ critic_ganloss : -336.600031 ∣ generator_nllloss : 5224.276563 ∣ generator_ganloss : 1044.799170 ∣     [  std_z : 0.99  real_sub_fake : 1291.48 ]
[  epoch 0030/0040] 1750/4800, lr:2.5e-05 ∣ avg_100 : 31886.317751 ∣ critic_nllloss : 25773.298828 ∣ critic_ganloss : -358.541385 ∣ generator_nllloss : 5053.275000 ∣ generator_ganloss : 1064.970654 ∣     [  std_z : 1.00  real_sub_fake : 1393.97 ]
[  epoch 0030/0040] 1760/4800, lr:2.5e-05 ∣ avg_100 : 31885.330359 ∣ critic_nllloss : 25743.037500 ∣ critic_ganloss : -409.127930 ∣ generator_nllloss : 5150.283203 ∣ generator_ganloss : 1087.695605 ∣     [  std_z : 0.99  real_sub_fake : 1341.92 ]
[  epoch 0030/0040] 1770/4800, lr:2.5e-05 ∣ avg_100 : 31883.638856 ∣ critic_nllloss : 25760.785547 ∣ critic_ganloss : -319.260568 ∣ generator_nllloss : 5172.759570 ∣ generator_ganloss : 1107.170020 ∣     [  std_z : 0.99  real_sub_fake : 1232.65 ]
[  epoch 0030/0040] 1780/4800, lr:2.5e-05 ∣ avg_100 : 31881.435670 ∣ critic_nllloss : 25762.476367 ∣ critic_ganloss : -268.140030 ∣ generator_nllloss : 5182.544922 ∣ generator_ganloss : 1114.368164 ∣     [  std_z : 0.99  real_sub_fake : 1210.98 ]
[  epoch 0030/0040] 1790/4800, lr:2.5e-05 ∣ avg_100 : 31881.264936 ∣ critic_nllloss : 25874.389258 ∣ critic_ganloss : -318.453165 ∣ generator_nllloss : 5118.970117 ∣ generator_ganloss : 1118.245605 ∣     [  std_z : 1.00  real_sub_fake : 1237.44 ]
[  epoch 0030/0040] 1800/4800, lr:2.5e-05 ∣ avg_100 : 31884.217374 ∣ critic_nllloss : 25837.928125 ∣ critic_ganloss : -256.132495 ∣ generator_nllloss : 5133.193945 ∣ generator_ganloss : 1121.309863 ∣     [  std_z : 1.00  real_sub_fake : 1121.33 ]
[  epoch 0030/0040] 1810/4800, lr:2.5e-05 ∣ avg_100 : 31880.337696 ∣ critic_nllloss : 25672.505859 ∣ critic_ganloss : -198.681403 ∣ generator_nllloss : 5104.326953 ∣ generator_ganloss : 1114.477246 ∣     [  std_z : 0.99  real_sub_fake : 985.88 ]
[  epoch 0030/0040] 1820/4800, lr:2.5e-05 ∣ avg_100 : 31875.207311 ∣ critic_nllloss : 25732.103711 ∣ critic_ganloss : -243.529735 ∣ generator_nllloss : 5097.960156 ∣ generator_ganloss : 1105.793555 ∣     [  std_z : 0.99  real_sub_fake : 910.62 ]
[  epoch 0030/0040] 1830/4800, lr:2.5e-05 ∣ avg_100 : 31876.971539 ∣ critic_nllloss : 26003.808789 ∣ critic_ganloss : -311.533353 ∣ generator_nllloss : 5252.161719 ∣ generator_ganloss : 1102.288281 ∣     [  std_z : 0.99  real_sub_fake : 882.16 ]
[  epoch 0030/0040] 1840/4800, lr:2.5e-05 ∣ avg_100 : 31875.677505 ∣ critic_nllloss : 25675.223047 ∣ critic_ganloss : -251.413211 ∣ generator_nllloss : 5192.120703 ∣ generator_ganloss : 1084.583252 ∣     [  std_z : 1.00  real_sub_fake : 1054.41 ]
[  epoch 0030/0040] 1850/4800, lr:2.5e-05 ∣ avg_100 : 31872.358166 ∣ critic_nllloss : 25691.883789 ∣ critic_ganloss : -277.342609 ∣ generator_nllloss : 5110.865234 ∣ generator_ganloss : 1107.194629 ∣     [  std_z : 1.00  real_sub_fake : 1034.89 ]
[  epoch 0030/0040] 1860/4800, lr:2.5e-05 ∣ avg_100 : 31872.522970 ∣ critic_nllloss : 25856.716406 ∣ critic_ganloss : -361.003906 ∣ generator_nllloss : 5118.959766 ∣ generator_ganloss : 1087.535645 ∣     [  std_z : 1.00  real_sub_fake : 1203.55 ]
[  epoch 0030/0040] 1870/4800, lr:2.5e-05 ∣ avg_100 : 31872.654991 ∣ critic_nllloss : 25960.880664 ∣ critic_ganloss : -355.062695 ∣ generator_nllloss : 5209.744727 ∣ generator_ganloss : 1102.822412 ∣     [  std_z : 1.00  real_sub_fake : 1268.47 ]
[  epoch 0030/0040] 1880/4800, lr:2.5e-05 ∣ avg_100 : 31875.455008 ∣ critic_nllloss : 25904.427148 ∣ critic_ganloss : -293.079724 ∣ generator_nllloss : 5167.741406 ∣ generator_ganloss : 1069.034326 ∣     [  std_z : 0.99  real_sub_fake : 1342.84 ]
[  epoch 0030/0040] 1890/4800, lr:2.5e-05 ∣ avg_100 : 31876.118958 ∣ critic_nllloss : 25834.734375 ∣ critic_ganloss : -265.138205 ∣ generator_nllloss : 5127.567578 ∣ generator_ganloss : 1108.290381 ∣     [  std_z : 0.99  real_sub_fake : 1017.18 ]
[  epoch 0030/0040] 1900/4800, lr:2.5e-05 ∣ avg_100 : 31872.699199 ∣ critic_nllloss : 25952.069922 ∣ critic_ganloss : -225.547322 ∣ generator_nllloss : 5145.057227 ∣ generator_ganloss : 1068.581348 ∣     [  std_z : 1.00  real_sub_fake : 765.76 ]
[  epoch 0030/0040] 1910/4800, lr:2.5e-05 ∣ avg_100 : 31871.216551 ∣ critic_nllloss : 25777.118945 ∣ critic_ganloss : -259.646024 ∣ generator_nllloss : 5092.532422 ∣ generator_ganloss : 1052.414355 ∣     [  std_z : 1.00  real_sub_fake : 912.73 ]
[  epoch 0030/0040] 1920/4800, lr:2.5e-05 ∣ avg_100 : 31870.877584 ∣ critic_nllloss : 25809.387305 ∣ critic_ganloss : -246.259328 ∣ generator_nllloss : 5239.390430 ∣ generator_ganloss : 1047.606348 ∣     [  std_z : 1.00  real_sub_fake : 932.48 ]
[  epoch 0030/0040] 1930/4800, lr:2.5e-05 ∣ avg_100 : 31869.921340 ∣ critic_nllloss : 25776.260156 ∣ critic_ganloss : -261.667374 ∣ generator_nllloss : 5136.233008 ∣ generator_ganloss : 1077.931738 ∣     [  std_z : 1.00  real_sub_fake : 1079.84 ]
[  epoch 0030/0040] 1940/4800, lr:2.5e-05 ∣ avg_100 : 31873.612902 ∣ critic_nllloss : 26075.533203 ∣ critic_ganloss : -317.620584 ∣ generator_nllloss : 5235.957227 ∣ generator_ganloss : 1097.179346 ∣     [  std_z : 1.00  real_sub_fake : 1045.51 ]
[  epoch 0030/0040] 1950/4800, lr:2.5e-05 ∣ avg_100 : 31871.434566 ∣ critic_nllloss : 25637.873437 ∣ critic_ganloss : -270.001276 ∣ generator_nllloss : 5150.922266 ∣ generator_ganloss : 1092.053516 ∣     [  std_z : 0.99  real_sub_fake : 1268.91 ]
[  epoch 0030/0040] 1960/4800, lr:2.5e-05 ∣ avg_100 : 31876.912514 ∣ critic_nllloss : 25890.201953 ∣ critic_ganloss : -142.379182 ∣ generator_nllloss : 5215.457422 ∣ generator_ganloss : 1126.349023 ∣     [  std_z : 0.99  real_sub_fake : 873.87 ]
[  epoch 0030/0040] 1970/4800, lr:2.5e-05 ∣ avg_100 : 31874.867243 ∣ critic_nllloss : 25764.746094 ∣ critic_ganloss : -270.989995 ∣ generator_nllloss : 5205.165039 ∣ generator_ganloss : 1115.164307 ∣     [  std_z : 0.99  real_sub_fake : 828.74 ]
[  epoch 0030/0040] 1980/4800, lr:2.5e-05 ∣ avg_100 : 31871.153390 ∣ critic_nllloss : 25756.793750 ∣ critic_ganloss : -311.953055 ∣ generator_nllloss : 5089.098047 ∣ generator_ganloss : 1110.197852 ∣     [  std_z : 1.00  real_sub_fake : 1082.88 ]
[  epoch 0030/0040] 1990/4800, lr:2.5e-05 ∣ avg_100 : 31866.871200 ∣ critic_nllloss : 25895.293164 ∣ critic_ganloss : -361.679807 ∣ generator_nllloss : 5213.857422 ∣ generator_ganloss : 1132.238623 ∣     [  std_z : 1.00  real_sub_fake : 1137.49 ]
[  epoch 0030/0040] 2000/4800, lr:2.5e-05 ∣ avg_100 : 31865.987443 ∣ critic_nllloss : 25900.324414 ∣ critic_ganloss : -250.989383 ∣ generator_nllloss : 5218.589258 ∣ generator_ganloss : 1121.718750 ∣     [  std_z : 1.00  real_sub_fake : 1199.00 ]
[  epoch 0030/0040] 2010/4800, lr:2.5e-05 ∣ avg_100 : 31865.071242 ∣ critic_nllloss : 25827.802930 ∣ critic_ganloss : -293.189499 ∣ generator_nllloss : 5191.159180 ∣ generator_ganloss : 1128.677539 ∣     [  std_z : 1.00  real_sub_fake : 1076.82 ]
[  epoch 0030/0040] 2020/4800, lr:2.5e-05 ∣ avg_100 : 31866.085737 ∣ critic_nllloss : 26149.918555 ∣ critic_ganloss : -333.130035 ∣ generator_nllloss : 5161.054883 ∣ generator_ganloss : 1133.147852 ∣     [  std_z : 0.99  real_sub_fake : 1152.97 ]
[  epoch 0030/0040] 2030/4800, lr:2.5e-05 ∣ avg_100 : 31868.294759 ∣ critic_nllloss : 25789.133008 ∣ critic_ganloss : -257.624774 ∣ generator_nllloss : 5158.527344 ∣ generator_ganloss : 1121.819482 ∣     [  std_z : 0.99  real_sub_fake : 1086.36 ]
[  epoch 0030/0040] 2040/4800, lr:2.5e-05 ∣ avg_100 : 31870.031023 ∣ critic_nllloss : 26013.091602 ∣ critic_ganloss : -307.886072 ∣ generator_nllloss : 5307.105078 ∣ generator_ganloss : 1092.487988 ∣     [  std_z : 1.00  real_sub_fake : 1169.68 ]
[  epoch 0030/0040] 2050/4800, lr:2.5e-05 ∣ avg_100 : 31870.524409 ∣ critic_nllloss : 25791.743945 ∣ critic_ganloss : -296.324942 ∣ generator_nllloss : 5022.231055 ∣ generator_ganloss : 1102.849365 ∣     [  std_z : 1.00  real_sub_fake : 1048.19 ]
[  epoch 0030/0040] 2060/4800, lr:2.5e-05 ∣ avg_100 : 31866.316741 ∣ critic_nllloss : 25805.702734 ∣ critic_ganloss : -309.107800 ∣ generator_nllloss : 5146.322461 ∣ generator_ganloss : 1086.803320 ∣     [  std_z : 1.00  real_sub_fake : 1144.92 ]
[  epoch 0030/0040] 2070/4800, lr:2.5e-05 ∣ avg_100 : 31865.964451 ∣ critic_nllloss : 25815.995117 ∣ critic_ganloss : -329.449530 ∣ generator_nllloss : 5144.958984 ∣ generator_ganloss : 1101.107812 ∣     [  std_z : 1.00  real_sub_fake : 1192.27 ]
[  epoch 0030/0040] 2080/4800, lr:2.5e-05 ∣ avg_100 : 31863.763986 ∣ critic_nllloss : 25857.042187 ∣ critic_ganloss : -277.396503 ∣ generator_nllloss : 5180.916992 ∣ generator_ganloss : 1078.420459 ∣     [  std_z : 0.99  real_sub_fake : 1260.63 ]
[  epoch 0030/0040] 2090/4800, lr:2.5e-05 ∣ avg_100 : 31863.740441 ∣ critic_nllloss : 25902.096484 ∣ critic_ganloss : -353.042932 ∣ generator_nllloss : 5205.933008 ∣ generator_ganloss : 1098.721289 ∣     [  std_z : 0.99  real_sub_fake : 1280.27 ]
[  epoch 0030/0040] 2100/4800, lr:2.5e-05 ∣ avg_100 : 31861.267579 ∣ critic_nllloss : 25738.644727 ∣ critic_ganloss : -351.724408 ∣ generator_nllloss : 5144.820898 ∣ generator_ganloss : 1092.334570 ∣     [  std_z : 0.99  real_sub_fake : 1147.21 ]
[  epoch 0030/0040] 2110/4800, lr:2.5e-05 ∣ avg_100 : 31856.433277 ∣ critic_nllloss : 25780.433984 ∣ critic_ganloss : -381.043207 ∣ generator_nllloss : 5160.767578 ∣ generator_ganloss : 1077.615039 ∣     [  std_z : 0.99  real_sub_fake : 1241.72 ]
[  epoch 0030/0040] 2120/4800, lr:2.5e-05 ∣ avg_100 : 31856.127845 ∣ critic_nllloss : 26011.777344 ∣ critic_ganloss : -276.040308 ∣ generator_nllloss : 5134.310547 ∣ generator_ganloss : 1074.046533 ∣     [  std_z : 0.99  real_sub_fake : 1330.19 ]
[  epoch 0030/0040] 2130/4800, lr:2.5e-05 ∣ avg_100 : 31858.379823 ∣ critic_nllloss : 25897.144922 ∣ critic_ganloss : -320.369257 ∣ generator_nllloss : 5277.966016 ∣ generator_ganloss : 1083.225732 ∣     [  std_z : 0.99  real_sub_fake : 1231.41 ]
[  epoch 0030/0040] 2140/4800, lr:2.5e-05 ∣ avg_100 : 31856.102698 ∣ critic_nllloss : 25932.571875 ∣ critic_ganloss : -288.581445 ∣ generator_nllloss : 5136.080664 ∣ generator_ganloss : 1120.695752 ∣     [  std_z : 0.99  real_sub_fake : 1158.96 ]
[  epoch 0030/0040] 2150/4800, lr:2.5e-05 ∣ avg_100 : 31855.561057 ∣ critic_nllloss : 25645.167187 ∣ critic_ganloss : -245.479077 ∣ generator_nllloss : 5093.699609 ∣ generator_ganloss : 1093.345508 ∣     [  std_z : 0.99  real_sub_fake : 968.93 ]
[  epoch 0030/0040] 2160/4800, lr:2.5e-05 ∣ avg_100 : 31858.681149 ∣ critic_nllloss : 26067.656445 ∣ critic_ganloss : -239.696179 ∣ generator_nllloss : 5207.128516 ∣ generator_ganloss : 1098.237451 ∣     [  std_z : 1.01  real_sub_fake : 1072.17 ]
[  epoch 0030/0040] 2170/4800, lr:2.5e-05 ∣ avg_100 : 31858.476948 ∣ critic_nllloss : 25801.548828 ∣ critic_ganloss : -245.401428 ∣ generator_nllloss : 5157.616016 ∣ generator_ganloss : 1111.520947 ∣     [  std_z : 1.01  real_sub_fake : 859.43 ]
[  epoch 0030/0040] 2180/4800, lr:2.5e-05 ∣ avg_100 : 31857.316430 ∣ critic_nllloss : 25839.758398 ∣ critic_ganloss : -278.338669 ∣ generator_nllloss : 5137.290234 ∣ generator_ganloss : 1067.071436 ∣     [  std_z : 1.00  real_sub_fake : 1045.88 ]
[  epoch 0030/0040] 2190/4800, lr:2.5e-05 ∣ avg_100 : 31858.051538 ∣ critic_nllloss : 26042.231250 ∣ critic_ganloss : -263.758035 ∣ generator_nllloss : 5161.353320 ∣ generator_ganloss : 1063.439600 ∣     [  std_z : 0.99  real_sub_fake : 1080.11 ]
[  epoch 0030/0040] 2200/4800, lr:2.5e-05 ∣ avg_100 : 31860.211526 ∣ critic_nllloss : 26032.820117 ∣ critic_ganloss : -314.103362 ∣ generator_nllloss : 5229.819531 ∣ generator_ganloss : 1091.229492 ∣     [  std_z : 0.99  real_sub_fake : 1031.85 ]
[  epoch 0030/0040] 2210/4800, lr:2.5e-05 ∣ avg_100 : 31859.840111 ∣ critic_nllloss : 25867.565234 ∣ critic_ganloss : -291.828540 ∣ generator_nllloss : 5168.913281 ∣ generator_ganloss : 1082.001416 ∣     [  std_z : 0.99  real_sub_fake : 1077.54 ]
[  epoch 0030/0040] 2220/4800, lr:2.5e-05 ∣ avg_100 : 31854.812958 ∣ critic_nllloss : 25580.353711 ∣ critic_ganloss : -307.054623 ∣ generator_nllloss : 5176.128125 ∣ generator_ganloss : 1095.094531 ∣     [  std_z : 0.99  real_sub_fake : 1093.00 ]
[  epoch 0030/0040] 2230/4800, lr:2.5e-05 ∣ avg_100 : 31855.625660 ∣ critic_nllloss : 25766.088086 ∣ critic_ganloss : -314.037238 ∣ generator_nllloss : 5166.066602 ∣ generator_ganloss : 1108.118115 ∣     [  std_z : 1.00  real_sub_fake : 1202.76 ]
[  epoch 0030/0040] 2240/4800, lr:2.5e-05 ∣ avg_100 : 31855.006584 ∣ critic_nllloss : 25843.542383 ∣ critic_ganloss : -261.192990 ∣ generator_nllloss : 5138.461328 ∣ generator_ganloss : 1102.398682 ∣     [  std_z : 0.99  real_sub_fake : 1215.30 ]
[  epoch 0030/0040] 2250/4800, lr:2.5e-05 ∣ avg_100 : 31855.079119 ∣ critic_nllloss : 25925.963477 ∣ critic_ganloss : -305.925882 ∣ generator_nllloss : 5169.930859 ∣ generator_ganloss : 1123.763232 ∣     [  std_z : 0.99  real_sub_fake : 1211.24 ]
[  epoch 0030/0040] 2260/4800, lr:2.5e-05 ∣ avg_100 : 31860.826692 ∣ critic_nllloss : 26130.900781 ∣ critic_ganloss : -217.160675 ∣ generator_nllloss : 5152.499219 ∣ generator_ganloss : 1120.738477 ∣     [  std_z : 0.99  real_sub_fake : 1056.38 ]
[  epoch 0030/0040] 2270/4800, lr:2.5e-05 ∣ avg_100 : 31866.888643 ∣ critic_nllloss : 26209.930078 ∣ critic_ganloss : -213.572945 ∣ generator_nllloss : 5192.307813 ∣ generator_ganloss : 1126.039746 ∣     [  std_z : 1.00  real_sub_fake : 681.22 ]
[  epoch 0030/0040] 2280/4800, lr:2.5e-05 ∣ avg_100 : 31867.465826 ∣ critic_nllloss : 25746.643555 ∣ critic_ganloss : -102.446606 ∣ generator_nllloss : 5238.714844 ∣ generator_ganloss : 1111.561035 ∣     [  std_z : 1.00  real_sub_fake : 639.38 ]
[  epoch 0030/0040] 2290/4800, lr:2.5e-05 ∣ avg_100 : 31864.475871 ∣ critic_nllloss : 25763.181445 ∣ critic_ganloss : -155.141145 ∣ generator_nllloss : 5150.541016 ∣ generator_ganloss : 1117.938574 ∣     [  std_z : 0.99  real_sub_fake : 578.02 ]
[  epoch 0030/0040] 2300/4800, lr:2.5e-05 ∣ avg_100 : 31864.699112 ∣ critic_nllloss : 25907.634375 ∣ critic_ganloss : -136.841383 ∣ generator_nllloss : 5190.898438 ∣ generator_ganloss : 1113.042773 ∣     [  std_z : 0.99  real_sub_fake : 559.41 ]
[  epoch 0030/0040] 2310/4800, lr:2.5e-05 ∣ avg_100 : 31866.771475 ∣ critic_nllloss : 25907.521484 ∣ critic_ganloss : -215.405615 ∣ generator_nllloss : 5294.257227 ∣ generator_ganloss : 1099.187842 ∣     [  std_z : 0.99  real_sub_fake : 619.59 ]
[  epoch 0030/0040] 2320/4800, lr:2.5e-05 ∣ avg_100 : 31863.879208 ∣ critic_nllloss : 25624.410742 ∣ critic_ganloss : -184.575319 ∣ generator_nllloss : 5077.663672 ∣ generator_ganloss : 1096.778320 ∣     [  std_z : 0.99  real_sub_fake : 705.28 ]
[  epoch 0030/0040] 2330/4800, lr:2.5e-05 ∣ avg_100 : 31862.796341 ∣ critic_nllloss : 25848.502734 ∣ critic_ganloss : -287.597984 ∣ generator_nllloss : 5127.590234 ∣ generator_ganloss : 1090.184814 ∣     [  std_z : 0.99  real_sub_fake : 874.48 ]
[  epoch 0030/0040] 2340/4800, lr:2.5e-05 ∣ avg_100 : 31866.904279 ∣ critic_nllloss : 26139.159766 ∣ critic_ganloss : -258.466231 ∣ generator_nllloss : 5262.766992 ∣ generator_ganloss : 1092.268750 ∣     [  std_z : 0.99  real_sub_fake : 968.25 ]
[  epoch 0030/0040] 2350/4800, lr:2.5e-05 ∣ avg_100 : 31864.274139 ∣ critic_nllloss : 25735.109766 ∣ critic_ganloss : -277.582034 ∣ generator_nllloss : 5183.751562 ∣ generator_ganloss : 1076.207617 ∣     [  std_z : 1.00  real_sub_fake : 993.48 ]
[  epoch 0030/0040] 2360/4800, lr:2.5e-05 ∣ avg_100 : 31862.469946 ∣ critic_nllloss : 25749.789258 ∣ critic_ganloss : -239.196692 ∣ generator_nllloss : 5166.193945 ∣ generator_ganloss : 1084.451709 ∣     [  std_z : 1.00  real_sub_fake : 1018.52 ]
[  epoch 0030/0040] 2370/4800, lr:2.5e-05 ∣ avg_100 : 31861.996745 ∣ critic_nllloss : 25858.075781 ∣ critic_ganloss : -252.228882 ∣ generator_nllloss : 5233.966992 ∣ generator_ganloss : 1096.307275 ∣     [  std_z : 1.00  real_sub_fake : 894.68 ]
[  epoch 0030/0040] 2380/4800, lr:2.5e-05 ∣ avg_100 : 31861.060953 ∣ critic_nllloss : 25935.605664 ∣ critic_ganloss : -298.555444 ∣ generator_nllloss : 5234.043945 ∣ generator_ganloss : 1078.788721 ∣     [  std_z : 0.99  real_sub_fake : 1036.99 ]
[  epoch 0030/0040] 2390/4800, lr:2.5e-05 ∣ avg_100 : 31859.162451 ∣ critic_nllloss : 25766.802344 ∣ critic_ganloss : -292.896451 ∣ generator_nllloss : 5157.576172 ∣ generator_ganloss : 1063.489551 ∣     [  std_z : 0.99  real_sub_fake : 1033.52 ]
[  epoch 0030/0040] 2400/4800, lr:2.5e-05 ∣ avg_100 : 31861.023090 ∣ critic_nllloss : 25873.141406 ∣ critic_ganloss : -139.567801 ∣ generator_nllloss : 5238.621289 ∣ generator_ganloss : 1104.133984 ∣     [  std_z : 0.99  real_sub_fake : 934.37 ]
[  epoch 0030/0040] 2410/4800, lr:2.5e-05 ∣ avg_100 : 31860.328163 ∣ critic_nllloss : 25997.691016 ∣ critic_ganloss : -333.195316 ∣ generator_nllloss : 5148.324219 ∣ generator_ganloss : 1068.575000 ∣     [  std_z : 1.00  real_sub_fake : 1111.31 ]
[  epoch 0030/0040] 2420/4800, lr:2.5e-05 ∣ avg_100 : 31856.715787 ∣ critic_nllloss : 25792.298242 ∣ critic_ganloss : -313.105130 ∣ generator_nllloss : 5148.251953 ∣ generator_ganloss : 1087.488184 ∣     [  std_z : 1.00  real_sub_fake : 1098.54 ]
[  epoch 0030/0040] 2430/4800, lr:2.5e-05 ∣ avg_100 : 31854.886857 ∣ critic_nllloss : 25925.955078 ∣ critic_ganloss : -408.279147 ∣ generator_nllloss : 5121.258789 ∣ generator_ganloss : 1090.376807 ∣     [  std_z : 0.99  real_sub_fake : 1310.60 ]
[  epoch 0030/0040] 2440/4800, lr:2.5e-05 ∣ avg_100 : 31855.102480 ∣ critic_nllloss : 26080.293945 ∣ critic_ganloss : -369.670227 ∣ generator_nllloss : 5257.740039 ∣ generator_ganloss : 1095.463184 ∣     [  std_z : 0.99  real_sub_fake : 1477.20 ]
[  epoch 0030/0040] 2450/4800, lr:2.5e-05 ∣ avg_100 : 31853.227308 ∣ critic_nllloss : 25804.461523 ∣ critic_ganloss : -185.230750 ∣ generator_nllloss : 5224.235156 ∣ generator_ganloss : 1111.383447 ∣     [  std_z : 0.99  real_sub_fake : 1202.48 ]
[  epoch 0030/0040] 2460/4800, lr:2.5e-05 ∣ avg_100 : 31852.631758 ∣ critic_nllloss : 25976.655664 ∣ critic_ganloss : -227.616222 ∣ generator_nllloss : 5242.291797 ∣ generator_ganloss : 1099.950244 ∣     [  std_z : 0.99  real_sub_fake : 968.75 ]
[  epoch 0030/0040] 2470/4800, lr:2.5e-05 ∣ avg_100 : 31858.019299 ∣ critic_nllloss : 25885.779492 ∣ critic_ganloss : -190.209531 ∣ generator_nllloss : 5256.824805 ∣ generator_ganloss : 1142.064844 ∣     [  std_z : 0.99  real_sub_fake : 700.93 ]
[  epoch 0030/0040] 2480/4800, lr:2.5e-05 ∣ avg_100 : 31861.307881 ∣ critic_nllloss : 26025.012109 ∣ critic_ganloss : -233.596997 ∣ generator_nllloss : 5234.994141 ∣ generator_ganloss : 1117.471680 ∣     [  std_z : 1.00  real_sub_fake : 700.86 ]
[  epoch 0030/0040] 2490/4800, lr:2.5e-05 ∣ avg_100 : 31858.436301 ∣ critic_nllloss : 25872.159375 ∣ critic_ganloss : -329.609711 ∣ generator_nllloss : 5154.928516 ∣ generator_ganloss : 1076.615967 ∣     [  std_z : 1.01  real_sub_fake : 999.49 ]
[  epoch 0030/0040] 2500/4800, lr:2.5e-05 ∣ avg_100 : 31858.755872 ∣ critic_nllloss : 25962.420898 ∣ critic_ganloss : -337.383395 ∣ generator_nllloss : 5228.201758 ∣ generator_ganloss : 1082.264502 ∣     [  std_z : 1.00  real_sub_fake : 1196.07 ]
[  epoch 0030/0040] 2510/4800, lr:2.5e-05 ∣ avg_100 : 31855.141696 ∣ critic_nllloss : 25820.218945 ∣ critic_ganloss : -352.491324 ∣ generator_nllloss : 5094.547070 ∣ generator_ganloss : 1087.571631 ∣     [  std_z : 0.99  real_sub_fake : 1280.37 ]
[  epoch 0030/0040] 2520/4800, lr:2.5e-05 ∣ avg_100 : 31850.848261 ∣ critic_nllloss : 25874.049219 ∣ critic_ganloss : -370.600598 ∣ generator_nllloss : 5094.660156 ∣ generator_ganloss : 1069.717285 ∣     [  std_z : 0.99  real_sub_fake : 1428.30 ]
[  epoch 0030/0040] 2530/4800, lr:2.5e-05 ∣ avg_100 : 31849.755660 ∣ critic_nllloss : 25762.673438 ∣ critic_ganloss : -322.688266 ∣ generator_nllloss : 5120.025000 ∣ generator_ganloss : 1106.783691 ∣     [  std_z : 0.99  real_sub_fake : 1216.60 ]
[  epoch 0030/0040] 2540/4800, lr:2.5e-05 ∣ avg_100 : 31842.616079 ∣ critic_nllloss : 25572.001563 ∣ critic_ganloss : -371.925790 ∣ generator_nllloss : 5129.954297 ∣ generator_ganloss : 1108.762646 ∣     [  std_z : 0.99  real_sub_fake : 1083.37 ]
[  epoch 0030/0040] 2550/4800, lr:2.5e-05 ∣ avg_100 : 31843.983816 ∣ critic_nllloss : 25796.875195 ∣ critic_ganloss : -275.398288 ∣ generator_nllloss : 5153.448438 ∣ generator_ganloss : 1113.385400 ∣     [  std_z : 0.99  real_sub_fake : 1264.43 ]
[  epoch 0030/0040] 2560/4800, lr:2.5e-05 ∣ avg_100 : 31841.916299 ∣ critic_nllloss : 25886.237500 ∣ critic_ganloss : -303.455675 ∣ generator_nllloss : 5049.493750 ∣ generator_ganloss : 1112.113281 ∣     [  std_z : 1.00  real_sub_fake : 1061.53 ]
[  epoch 0030/0040] 2570/4800, lr:2.5e-05 ∣ avg_100 : 31844.269470 ∣ critic_nllloss : 25928.690039 ∣ critic_ganloss : -247.746524 ∣ generator_nllloss : 5240.009375 ∣ generator_ganloss : 1104.937793 ∣     [  std_z : 1.01  real_sub_fake : 1188.10 ]
[  epoch 0030/0040] 2580/4800, lr:2.5e-05 ∣ avg_100 : 31843.503222 ∣ critic_nllloss : 25738.519531 ∣ critic_ganloss : -273.810660 ∣ generator_nllloss : 5112.623828 ∣ generator_ganloss : 1089.109375 ∣     [  std_z : 1.00  real_sub_fake : 1015.74 ]
[  epoch 0030/0040] 2590/4800, lr:2.5e-05 ∣ avg_100 : 31840.601748 ∣ critic_nllloss : 25614.615234 ∣ critic_ganloss : -189.527303 ∣ generator_nllloss : 5069.749023 ∣ generator_ganloss : 1091.904736 ∣     [  std_z : 0.99  real_sub_fake : 849.00 ]
[  epoch 0030/0040] 2600/4800, lr:2.5e-05 ∣ avg_100 : 31842.578782 ∣ critic_nllloss : 25954.056641 ∣ critic_ganloss : -172.689969 ∣ generator_nllloss : 5197.262109 ∣ generator_ganloss : 1077.382422 ∣     [  std_z : 0.99  real_sub_fake : 681.20 ]
[  epoch 0030/0040] 2610/4800, lr:2.5e-05 ∣ avg_100 : 31844.746791 ∣ critic_nllloss : 25897.413086 ∣ critic_ganloss : -311.699672 ∣ generator_nllloss : 5205.689062 ∣ generator_ganloss : 1049.816406 ∣     [  std_z : 0.99  real_sub_fake : 840.49 ]
[  epoch 0030/0040] 2620/4800, lr:2.5e-05 ∣ avg_100 : 31844.028879 ∣ critic_nllloss : 25920.667773 ∣ critic_ganloss : -329.551917 ∣ generator_nllloss : 5039.684180 ∣ generator_ganloss : 1028.799121 ∣     [  std_z : 1.00  real_sub_fake : 1069.59 ]
[  epoch 0030/0040] 2630/4800, lr:2.5e-05 ∣ avg_100 : 31843.495792 ∣ critic_nllloss : 25940.933984 ∣ critic_ganloss : -298.104047 ∣ generator_nllloss : 5153.376367 ∣ generator_ganloss : 1053.195068 ∣     [  std_z : 1.00  real_sub_fake : 1135.72 ]
[  epoch 0030/0040] 2640/4800, lr:2.5e-05 ∣ avg_100 : 31842.310958 ∣ critic_nllloss : 25688.643945 ∣ critic_ganloss : -276.118735 ∣ generator_nllloss : 5209.579102 ∣ generator_ganloss : 1050.859229 ∣     [  std_z : 1.01  real_sub_fake : 1315.90 ]
[  epoch 0030/0040] 2650/4800, lr:2.5e-05 ∣ avg_100 : 31839.729054 ∣ critic_nllloss : 25685.208203 ∣ critic_ganloss : -293.112912 ∣ generator_nllloss : 5163.731250 ∣ generator_ganloss : 1087.479395 ∣     [  std_z : 0.99  real_sub_fake : 1207.36 ]
[  epoch 0030/0040] 2660/4800, lr:2.5e-05 ∣ avg_100 : 31840.293580 ∣ critic_nllloss : 25935.240430 ∣ critic_ganloss : -311.320886 ∣ generator_nllloss : 5157.796094 ∣ generator_ganloss : 1116.205713 ∣     [  std_z : 0.98  real_sub_fake : 1053.52 ]
[  epoch 0030/0040] 2670/4800, lr:2.5e-05 ∣ avg_100 : 31837.464127 ∣ critic_nllloss : 25667.590430 ∣ critic_ganloss : -304.129675 ∣ generator_nllloss : 5140.144141 ∣ generator_ganloss : 1101.370312 ∣     [  std_z : 0.99  real_sub_fake : 1136.33 ]
[  epoch 0030/0040] 2680/4800, lr:2.5e-05 ∣ avg_100 : 31837.148003 ∣ critic_nllloss : 25598.293359 ∣ critic_ganloss : -276.831406 ∣ generator_nllloss : 5019.306836 ∣ generator_ganloss : 1098.290820 ∣     [  std_z : 1.00  real_sub_fake : 1265.89 ]
[  epoch 0030/0040] 2690/4800, lr:2.5e-05 ∣ avg_100 : 31837.945654 ∣ critic_nllloss : 25887.315820 ∣ critic_ganloss : -271.806458 ∣ generator_nllloss : 5245.893945 ∣ generator_ganloss : 1124.981396 ∣     [  std_z : 1.01  real_sub_fake : 1062.35 ]
[  epoch 0030/0040] 2700/4800, lr:2.5e-05 ∣ avg_100 : 31835.288464 ∣ critic_nllloss : 25680.615430 ∣ critic_ganloss : -237.643509 ∣ generator_nllloss : 5084.259570 ∣ generator_ganloss : 1125.901270 ∣     [  std_z : 1.00  real_sub_fake : 888.27 ]
[  epoch 0030/0040] 2710/4800, lr:2.5e-05 ∣ avg_100 : 31834.028797 ∣ critic_nllloss : 25727.965430 ∣ critic_ganloss : -255.791917 ∣ generator_nllloss : 5208.673633 ∣ generator_ganloss : 1109.140186 ∣     [  std_z : 1.00  real_sub_fake : 825.79 ]
[  epoch 0030/0040] 2720/4800, lr:2.5e-05 ∣ avg_100 : 31831.901605 ∣ critic_nllloss : 25976.563477 ∣ critic_ganloss : -290.579831 ∣ generator_nllloss : 5148.187695 ∣ generator_ganloss : 1092.122559 ∣     [  std_z : 0.99  real_sub_fake : 1152.16 ]
[  epoch 0030/0040] 2730/4800, lr:2.5e-05 ∣ avg_100 : 31828.545256 ∣ critic_nllloss : 25651.024805 ∣ critic_ganloss : -297.280432 ∣ generator_nllloss : 5033.022852 ∣ generator_ganloss : 1111.292773 ∣     [  std_z : 0.99  real_sub_fake : 1073.50 ]
[  epoch 0030/0040] 2740/4800, lr:2.5e-05 ∣ avg_100 : 31827.307847 ∣ critic_nllloss : 25893.146875 ∣ critic_ganloss : -266.250491 ∣ generator_nllloss : 5077.027930 ∣ generator_ganloss : 1114.909277 ∣     [  std_z : 0.99  real_sub_fake : 1102.35 ]
[  epoch 0030/0040] 2750/4800, lr:2.5e-05 ∣ avg_100 : 31832.448759 ∣ critic_nllloss : 26068.147070 ∣ critic_ganloss : -370.586990 ∣ generator_nllloss : 5239.687109 ∣ generator_ganloss : 1109.847070 ∣     [  std_z : 1.00  real_sub_fake : 1083.35 ]
[  epoch 0030/0040] 2760/4800, lr:2.5e-05 ∣ avg_100 : 31834.343340 ∣ critic_nllloss : 25918.405664 ∣ critic_ganloss : -339.777997 ∣ generator_nllloss : 5094.343750 ∣ generator_ganloss : 1088.375049 ∣     [  std_z : 1.00  real_sub_fake : 1377.68 ]
[  epoch 0030/0040] 2770/4800, lr:2.5e-05 ∣ avg_100 : 31834.046172 ∣ critic_nllloss : 25747.196875 ∣ critic_ganloss : -372.958969 ∣ generator_nllloss : 5204.852734 ∣ generator_ganloss : 1112.647217 ∣     [  std_z : 1.00  real_sub_fake : 1203.32 ]
[  epoch 0030/0040] 2780/4800, lr:2.5e-05 ∣ avg_100 : 31836.377305 ∣ critic_nllloss : 25919.268555 ∣ critic_ganloss : -166.702594 ∣ generator_nllloss : 5173.757812 ∣ generator_ganloss : 1098.038867 ∣     [  std_z : 1.00  real_sub_fake : 1164.76 ]
[  epoch 0030/0040] 2790/4800, lr:2.5e-05 ∣ avg_100 : 31836.235961 ∣ critic_nllloss : 25728.875195 ∣ critic_ganloss : -196.249240 ∣ generator_nllloss : 5144.279297 ∣ generator_ganloss : 1102.112158 ∣     [  std_z : 0.99  real_sub_fake : 878.89 ]
[  epoch 0030/0040] 2800/4800, lr:2.5e-05 ∣ avg_100 : 31838.019484 ∣ critic_nllloss : 25869.088867 ∣ critic_ganloss : -161.924246 ∣ generator_nllloss : 5201.008008 ∣ generator_ganloss : 1106.479199 ∣     [  std_z : 0.99  real_sub_fake : 738.04 ]
[  epoch 0030/0040] 2810/4800, lr:2.5e-05 ∣ avg_100 : 31836.950668 ∣ critic_nllloss : 25651.630078 ∣ critic_ganloss : -259.176114 ∣ generator_nllloss : 5095.788672 ∣ generator_ganloss : 1097.504395 ∣     [  std_z : 0.99  real_sub_fake : 714.80 ]
[  epoch 0030/0040] 2820/4800, lr:2.5e-05 ∣ avg_100 : 31839.777869 ∣ critic_nllloss : 25921.380078 ∣ critic_ganloss : -282.206320 ∣ generator_nllloss : 5246.816602 ∣ generator_ganloss : 1089.057373 ∣     [  std_z : 1.00  real_sub_fake : 955.79 ]
[  epoch 0030/0040] 2830/4800, lr:2.5e-05 ∣ avg_100 : 31839.037823 ∣ critic_nllloss : 25965.899023 ∣ critic_ganloss : -282.813354 ∣ generator_nllloss : 5198.266602 ∣ generator_ganloss : 1091.368604 ∣     [  std_z : 1.00  real_sub_fake : 1104.64 ]
[  epoch 0030/0040] 2840/4800, lr:2.5e-05 ∣ avg_100 : 31839.717029 ∣ critic_nllloss : 25816.998437 ∣ critic_ganloss : -299.796701 ∣ generator_nllloss : 5160.407812 ∣ generator_ganloss : 1090.824854 ∣     [  std_z : 1.00  real_sub_fake : 1120.88 ]
[  epoch 0030/0040] 2850/4800, lr:2.5e-05 ∣ avg_100 : 31841.237926 ∣ critic_nllloss : 25736.341016 ∣ critic_ganloss : -290.876697 ∣ generator_nllloss : 5243.109375 ∣ generator_ganloss : 1096.116992 ∣     [  std_z : 0.99  real_sub_fake : 1162.45 ]
[  epoch 0030/0040] 2860/4800, lr:2.5e-05 ∣ avg_100 : 31843.938307 ∣ critic_nllloss : 26005.941602 ∣ critic_ganloss : -311.913567 ∣ generator_nllloss : 5157.157812 ∣ generator_ganloss : 1121.060254 ∣     [  std_z : 0.99  real_sub_fake : 1147.82 ]
[  epoch 0030/0040] 2870/4800, lr:2.5e-05 ∣ avg_100 : 31842.841664 ∣ critic_nllloss : 25948.780469 ∣ critic_ganloss : -324.535593 ∣ generator_nllloss : 5104.561719 ∣ generator_ganloss : 1079.914209 ∣     [  std_z : 0.99  real_sub_fake : 1140.25 ]
[  epoch 0030/0040] 2880/4800, lr:2.5e-05 ∣ avg_100 : 31846.390489 ∣ critic_nllloss : 26151.541211 ∣ critic_ganloss : -310.287964 ∣ generator_nllloss : 5263.762109 ∣ generator_ganloss : 1097.990283 ∣     [  std_z : 1.00  real_sub_fake : 1200.47 ]
[  epoch 0030/0040] 2890/4800, lr:2.5e-05 ∣ avg_100 : 31849.099074 ∣ critic_nllloss : 26022.766602 ∣ critic_ganloss : -245.461182 ∣ generator_nllloss : 5181.158203 ∣ generator_ganloss : 1117.849023 ∣     [  std_z : 0.99  real_sub_fake : 1034.37 ]
[  epoch 0030/0040] 2900/4800, lr:2.5e-05 ∣ avg_100 : 31849.432925 ∣ critic_nllloss : 26044.910547 ∣ critic_ganloss : -349.154248 ∣ generator_nllloss : 5183.575195 ∣ generator_ganloss : 1094.214746 ∣     [  std_z : 1.00  real_sub_fake : 1279.90 ]
[  epoch 0030/0040] 2910/4800, lr:2.5e-05 ∣ avg_100 : 31848.350208 ∣ critic_nllloss : 25711.986328 ∣ critic_ganloss : -310.240399 ∣ generator_nllloss : 5058.302344 ∣ generator_ganloss : 1094.099756 ∣     [  std_z : 0.99  real_sub_fake : 1101.18 ]
[  epoch 0030/0040] 2920/4800, lr:2.5e-05 ∣ avg_100 : 31844.542020 ∣ critic_nllloss : 25661.659766 ∣ critic_ganloss : -399.394217 ∣ generator_nllloss : 5116.030078 ∣ generator_ganloss : 1091.010254 ∣     [  std_z : 0.99  real_sub_fake : 1161.56 ]
[  epoch 0030/0040] 2930/4800, lr:2.5e-05 ∣ avg_100 : 31847.413846 ∣ critic_nllloss : 25954.281250 ∣ critic_ganloss : -254.834317 ∣ generator_nllloss : 5204.098242 ∣ generator_ganloss : 1112.395020 ∣     [  std_z : 0.99  real_sub_fake : 1342.42 ]
[  epoch 0030/0040] 2940/4800, lr:2.5e-05 ∣ avg_100 : 31847.044790 ∣ critic_nllloss : 25961.998242 ∣ critic_ganloss : -178.460274 ∣ generator_nllloss : 5146.899023 ∣ generator_ganloss : 1123.706592 ∣     [  std_z : 1.00  real_sub_fake : 864.03 ]
[  epoch 0030/0040] 2950/4800, lr:2.5e-05 ∣ avg_100 : 31849.721920 ∣ critic_nllloss : 25831.556445 ∣ critic_ganloss : -218.876741 ∣ generator_nllloss : 5169.510938 ∣ generator_ganloss : 1096.370312 ∣     [  std_z : 1.00  real_sub_fake : 859.90 ]
[  epoch 0030/0040] 2960/4800, lr:2.5e-05 ∣ avg_100 : 31846.810584 ∣ critic_nllloss : 25776.354687 ∣ critic_ganloss : -233.366197 ∣ generator_nllloss : 5168.227148 ∣ generator_ganloss : 1087.279980 ∣     [  std_z : 0.99  real_sub_fake : 835.25 ]
[  epoch 0030/0040] 2970/4800, lr:2.5e-05 ∣ avg_100 : 31843.968799 ∣ critic_nllloss : 25629.047266 ∣ critic_ganloss : -247.767087 ∣ generator_nllloss : 5063.899805 ∣ generator_ganloss : 1084.726953 ∣     [  std_z : 1.00  real_sub_fake : 994.39 ]
[  epoch 0030/0040] 2980/4800, lr:2.5e-05 ∣ avg_100 : 31847.912280 ∣ critic_nllloss : 26002.604297 ∣ critic_ganloss : -299.756445 ∣ generator_nllloss : 5247.640820 ∣ generator_ganloss : 1087.995947 ∣     [  std_z : 0.99  real_sub_fake : 1064.57 ]
[  epoch 0030/0040] 2990/4800, lr:2.5e-05 ∣ avg_100 : 31849.673653 ∣ critic_nllloss : 26048.939844 ∣ critic_ganloss : -262.399255 ∣ generator_nllloss : 5181.330078 ∣ generator_ganloss : 1087.976074 ∣     [  std_z : 0.99  real_sub_fake : 1121.30 ]
[  epoch 0030/0040] 3000/4800, lr:2.5e-05 ∣ avg_100 : 31850.341532 ∣ critic_nllloss : 26011.919336 ∣ critic_ganloss : -230.627585 ∣ generator_nllloss : 5187.269336 ∣ generator_ganloss : 1087.869873 ∣     [  std_z : 1.00  real_sub_fake : 1060.90 ]
[  epoch 0030/0040] 3010/4800, lr:2.5e-05 ∣ avg_100 : 31847.980823 ∣ critic_nllloss : 25638.082422 ∣ critic_ganloss : -237.831497 ∣ generator_nllloss : 5122.656641 ∣ generator_ganloss : 1095.471680 ∣     [  std_z : 0.99  real_sub_fake : 912.60 ]
[  epoch 0030/0040] 3020/4800, lr:2.5e-05 ∣ avg_100 : 31847.043062 ∣ critic_nllloss : 26026.393945 ∣ critic_ganloss : -265.608589 ∣ generator_nllloss : 5156.386133 ∣ generator_ganloss : 1100.043652 ∣     [  std_z : 0.99  real_sub_fake : 939.99 ]
[  epoch 0030/0040] 3030/4800, lr:2.5e-05 ∣ avg_100 : 31848.450016 ∣ critic_nllloss : 26042.597852 ∣ critic_ganloss : -341.639594 ∣ generator_nllloss : 5167.692578 ∣ generator_ganloss : 1083.899658 ∣     [  std_z : 1.00  real_sub_fake : 1132.50 ]
[  epoch 0030/0040] 3040/4800, lr:2.5e-05 ∣ avg_100 : 31848.097878 ∣ critic_nllloss : 26105.987109 ∣ critic_ganloss : -359.106281 ∣ generator_nllloss : 5226.962695 ∣ generator_ganloss : 1095.741211 ∣     [  std_z : 1.00  real_sub_fake : 1181.76 ]
[  epoch 0030/0040] 3050/4800, lr:2.5e-05 ∣ avg_100 : 31847.714467 ∣ critic_nllloss : 25647.589453 ∣ critic_ganloss : -296.750995 ∣ generator_nllloss : 5131.825781 ∣ generator_ganloss : 1099.494141 ∣     [  std_z : 0.99  real_sub_fake : 1183.54 ]
[  epoch 0030/0040] 3060/4800, lr:2.5e-05 ∣ avg_100 : 31848.158347 ∣ critic_nllloss : 25845.596289 ∣ critic_ganloss : -345.449579 ∣ generator_nllloss : 5193.177930 ∣ generator_ganloss : 1080.784082 ∣     [  std_z : 0.99  real_sub_fake : 1329.24 ]
[  epoch 0030/0040] 3070/4800, lr:2.5e-05 ∣ avg_100 : 31846.957420 ∣ critic_nllloss : 25658.036523 ∣ critic_ganloss : -287.572586 ∣ generator_nllloss : 5155.893750 ∣ generator_ganloss : 1086.162012 ∣     [  std_z : 0.99  real_sub_fake : 1244.89 ]
[  epoch 0030/0040] 3080/4800, lr:2.5e-05 ∣ avg_100 : 31847.061161 ∣ critic_nllloss : 25846.682422 ∣ critic_ganloss : -322.887381 ∣ generator_nllloss : 5220.054688 ∣ generator_ganloss : 1105.507471 ∣     [  std_z : 0.99  real_sub_fake : 1122.25 ]
[  epoch 0030/0040] 3090/4800, lr:2.5e-05 ∣ avg_100 : 31846.716937 ∣ critic_nllloss : 25833.804297 ∣ critic_ganloss : -299.653723 ∣ generator_nllloss : 5195.557227 ∣ generator_ganloss : 1089.577637 ∣     [  std_z : 1.00  real_sub_fake : 1091.36 ]
[  epoch 0030/0040] 3100/4800, lr:2.5e-05 ∣ avg_100 : 31848.668069 ∣ critic_nllloss : 25852.877539 ∣ critic_ganloss : -301.663652 ∣ generator_nllloss : 5166.480664 ∣ generator_ganloss : 1101.494434 ∣     [  std_z : 1.00  real_sub_fake : 1048.30 ]
[  epoch 0030/0040] 3110/4800, lr:2.5e-05 ∣ avg_100 : 31852.745560 ∣ critic_nllloss : 26067.405664 ∣ critic_ganloss : -247.963168 ∣ generator_nllloss : 5130.184961 ∣ generator_ganloss : 1095.895020 ∣     [  std_z : 1.00  real_sub_fake : 1150.58 ]
[  epoch 0030/0040] 3120/4800, lr:2.5e-05 ∣ avg_100 : 31854.147981 ∣ critic_nllloss : 26078.722852 ∣ critic_ganloss : -354.937256 ∣ generator_nllloss : 5258.953711 ∣ generator_ganloss : 1101.596973 ∣     [  std_z : 1.00  real_sub_fake : 1172.31 ]
[  epoch 0030/0040] 3130/4800, lr:2.5e-05 ∣ avg_100 : 31849.255448 ∣ critic_nllloss : 25680.108594 ∣ critic_ganloss : -332.404019 ∣ generator_nllloss : 5024.485547 ∣ generator_ganloss : 1076.523975 ∣     [  std_z : 0.99  real_sub_fake : 1061.33 ]
[  epoch 0030/0040] 3140/4800, lr:2.5e-05 ∣ avg_100 : 31844.341234 ∣ critic_nllloss : 25576.153711 ∣ critic_ganloss : -320.210577 ∣ generator_nllloss : 5062.943945 ∣ generator_ganloss : 1090.458301 ∣     [  std_z : 1.00  real_sub_fake : 1219.18 ]
[  epoch 0030/0040] 3150/4800, lr:2.5e-05 ∣ avg_100 : 31843.996741 ∣ critic_nllloss : 25625.828516 ∣ critic_ganloss : -423.264096 ∣ generator_nllloss : 5239.329687 ∣ generator_ganloss : 1110.389844 ∣     [  std_z : 1.00  real_sub_fake : 1339.46 ]
[  epoch 0030/0040] 3160/4800, lr:2.5e-05 ∣ avg_100 : 31844.029512 ∣ critic_nllloss : 25897.562109 ∣ critic_ganloss : -137.888104 ∣ generator_nllloss : 5216.583203 ∣ generator_ganloss : 1160.346191 ∣     [  std_z : 0.99  real_sub_fake : 1018.64 ]
[  epoch 0030/0040] 3170/4800, lr:2.5e-05 ∣ avg_100 : 31846.357964 ∣ critic_nllloss : 25933.694336 ∣ critic_ganloss : -129.907849 ∣ generator_nllloss : 5097.135547 ∣ generator_ganloss : 1157.207471 ∣     [  std_z : 0.98  real_sub_fake : 749.97 ]
[  epoch 0030/0040] 3180/4800, lr:2.5e-05 ∣ avg_100 : 31846.526425 ∣ critic_nllloss : 25710.171094 ∣ critic_ganloss : -236.832040 ∣ generator_nllloss : 5172.802734 ∣ generator_ganloss : 1136.485742 ∣     [  std_z : 0.99  real_sub_fake : 787.75 ]
[  epoch 0030/0040] 3190/4800, lr:2.5e-05 ∣ avg_100 : 31843.105432 ∣ critic_nllloss : 25750.251367 ∣ critic_ganloss : -351.676732 ∣ generator_nllloss : 5142.357422 ∣ generator_ganloss : 1120.234717 ∣     [  std_z : 1.00  real_sub_fake : 997.66 ]
[  epoch 0030/0040] 3200/4800, lr:2.5e-05 ∣ avg_100 : 31841.673562 ∣ critic_nllloss : 25871.211523 ∣ critic_ganloss : -288.811223 ∣ generator_nllloss : 5192.378906 ∣ generator_ganloss : 1121.799609 ∣     [  std_z : 1.00  real_sub_fake : 1047.70 ]
[  epoch 0030/0040] 3210/4800, lr:2.5e-05 ∣ avg_100 : 31842.393761 ∣ critic_nllloss : 25943.131445 ∣ critic_ganloss : -355.688007 ∣ generator_nllloss : 5210.778516 ∣ generator_ganloss : 1100.449365 ∣     [  std_z : 0.99  real_sub_fake : 1243.07 ]
[  epoch 0030/0040] 3220/4800, lr:2.5e-05 ∣ avg_100 : 31840.875364 ∣ critic_nllloss : 25505.576758 ∣ critic_ganloss : -249.304990 ∣ generator_nllloss : 5030.479688 ∣ generator_ganloss : 1105.930518 ∣     [  std_z : 0.99  real_sub_fake : 1211.37 ]
[  epoch 0030/0040] 3230/4800, lr:2.5e-05 ∣ avg_100 : 31842.848721 ∣ critic_nllloss : 25812.842383 ∣ critic_ganloss : -259.415372 ∣ generator_nllloss : 5260.670313 ∣ generator_ganloss : 1109.474023 ∣     [  std_z : 0.99  real_sub_fake : 1201.67 ]
[  epoch 0030/0040] 3240/4800, lr:2.5e-05 ∣ avg_100 : 31843.481165 ∣ critic_nllloss : 25836.799609 ∣ critic_ganloss : -267.252505 ∣ generator_nllloss : 5171.088672 ∣ generator_ganloss : 1145.817969 ∣     [  std_z : 0.99  real_sub_fake : 960.74 ]
[  epoch 0030/0040] 3250/4800, lr:2.5e-05 ∣ avg_100 : 31841.371392 ∣ critic_nllloss : 25808.263281 ∣ critic_ganloss : -363.510834 ∣ generator_nllloss : 5153.016797 ∣ generator_ganloss : 1104.985205 ∣     [  std_z : 1.00  real_sub_fake : 1126.19 ]
[  epoch 0030/0040] 3260/4800, lr:2.5e-05 ∣ avg_100 : 31837.614956 ∣ critic_nllloss : 25786.946484 ∣ critic_ganloss : -281.335895 ∣ generator_nllloss : 5176.357617 ∣ generator_ganloss : 1129.365918 ∣     [  std_z : 1.00  real_sub_fake : 1090.79 ]
[  epoch 0030/0040] 3270/4800, lr:2.5e-05 ∣ avg_100 : 31833.058816 ∣ critic_nllloss : 25802.539062 ∣ critic_ganloss : -252.865962 ∣ generator_nllloss : 5202.142383 ∣ generator_ganloss : 1107.275244 ∣     [  std_z : 1.00  real_sub_fake : 1148.87 ]
[  epoch 0030/0040] 3280/4800, lr:2.5e-05 ∣ avg_100 : 31829.542719 ∣ critic_nllloss : 25739.496484 ∣ critic_ganloss : -361.152975 ∣ generator_nllloss : 5152.790430 ∣ generator_ganloss : 1111.729199 ∣     [  std_z : 0.99  real_sub_fake : 1118.08 ]
[  epoch 0030/0040] 3290/4800, lr:2.5e-05 ∣ avg_100 : 31828.747176 ∣ critic_nllloss : 25825.742188 ∣ critic_ganloss : -358.386218 ∣ generator_nllloss : 5237.983008 ∣ generator_ganloss : 1091.626611 ∣     [  std_z : 0.99  real_sub_fake : 1272.92 ]
[  epoch 0030/0040] 3300/4800, lr:2.5e-05 ∣ avg_100 : 31829.185666 ∣ critic_nllloss : 26050.098438 ∣ critic_ganloss : -300.579013 ∣ generator_nllloss : 5237.304102 ∣ generator_ganloss : 1131.759717 ∣     [  std_z : 1.00  real_sub_fake : 1149.05 ]
[  epoch 0030/0040] 3310/4800, lr:2.5e-05 ∣ avg_100 : 31827.476426 ∣ critic_nllloss : 25763.924414 ∣ critic_ganloss : -149.431146 ∣ generator_nllloss : 5192.165820 ∣ generator_ganloss : 1107.977832 ∣     [  std_z : 1.00  real_sub_fake : 1017.33 ]
[  epoch 0030/0040] 3320/4800, lr:2.5e-05 ∣ avg_100 : 31833.222232 ∣ critic_nllloss : 26018.799414 ∣ critic_ganloss : -210.982468 ∣ generator_nllloss : 5255.631445 ∣ generator_ganloss : 1125.409570 ∣     [  std_z : 1.00  real_sub_fake : 708.18 ]
[  epoch 0030/0040] 3330/4800, lr:2.5e-05 ∣ avg_100 : 31836.500404 ∣ critic_nllloss : 25957.971484 ∣ critic_ganloss : -178.042738 ∣ generator_nllloss : 5214.939648 ∣ generator_ganloss : 1111.628613 ∣     [  std_z : 0.98  real_sub_fake : 723.08 ]
[  epoch 0030/0040] 3340/4800, lr:2.5e-05 ∣ avg_100 : 31834.623580 ∣ critic_nllloss : 25987.634570 ∣ critic_ganloss : -240.474773 ∣ generator_nllloss : 5194.477734 ∣ generator_ganloss : 1106.409375 ∣     [  std_z : 0.98  real_sub_fake : 820.75 ]
[  epoch 0030/0040] 3350/4800, lr:2.5e-05 ∣ avg_100 : 31837.366915 ∣ critic_nllloss : 25828.998828 ∣ critic_ganloss : -182.934964 ∣ generator_nllloss : 5265.622070 ∣ generator_ganloss : 1080.134424 ∣     [  std_z : 0.99  real_sub_fake : 778.67 ]
[  epoch 0030/0040] 3360/4800, lr:2.5e-05 ∣ avg_100 : 31839.718335 ∣ critic_nllloss : 25948.364258 ∣ critic_ganloss : -207.100935 ∣ generator_nllloss : 5184.241406 ∣ generator_ganloss : 1070.875488 ∣     [  std_z : 1.01  real_sub_fake : 937.08 ]
[  epoch 0030/0040] 3370/4800, lr:2.5e-05 ∣ avg_100 : 31837.832370 ∣ critic_nllloss : 25712.317578 ∣ critic_ganloss : -229.041272 ∣ generator_nllloss : 5180.592773 ∣ generator_ganloss : 1083.655664 ∣     [  std_z : 1.00  real_sub_fake : 822.16 ]
[  epoch 0030/0040] 3380/4800, lr:2.5e-05 ∣ avg_100 : 31838.825539 ∣ critic_nllloss : 26036.998828 ∣ critic_ganloss : -291.061212 ∣ generator_nllloss : 5222.852148 ∣ generator_ganloss : 1080.409961 ∣     [  std_z : 0.99  real_sub_fake : 966.53 ]
[  epoch 0030/0040] 3390/4800, lr:2.5e-05 ∣ avg_100 : 31841.292719 ∣ critic_nllloss : 25940.822070 ∣ critic_ganloss : -296.006131 ∣ generator_nllloss : 5188.675195 ∣ generator_ganloss : 1108.198486 ∣     [  std_z : 0.98  real_sub_fake : 1098.52 ]
[  epoch 0030/0040] 3400/4800, lr:2.5e-05 ∣ avg_100 : 31838.582688 ∣ critic_nllloss : 25758.165625 ∣ critic_ganloss : -206.971698 ∣ generator_nllloss : 5140.753125 ∣ generator_ganloss : 1113.378711 ∣     [  std_z : 0.99  real_sub_fake : 1001.84 ]
[  epoch 0030/0040] 3410/4800, lr:2.5e-05 ∣ avg_100 : 31840.163623 ∣ critic_nllloss : 25963.700391 ∣ critic_ganloss : -222.424818 ∣ generator_nllloss : 5198.954883 ∣ generator_ganloss : 1099.258008 ∣     [  std_z : 1.00  real_sub_fake : 920.71 ]
[  epoch 0030/0040] 3420/4800, lr:2.5e-05 ∣ avg_100 : 31843.552968 ∣ critic_nllloss : 25970.116016 ∣ critic_ganloss : -214.043657 ∣ generator_nllloss : 5218.727539 ∣ generator_ganloss : 1079.067871 ∣     [  std_z : 1.01  real_sub_fake : 907.77 ]
[  epoch 0030/0040] 3430/4800, lr:2.5e-05 ∣ avg_100 : 31847.161174 ∣ critic_nllloss : 26012.739453 ∣ critic_ganloss : -278.494002 ∣ generator_nllloss : 5266.268359 ∣ generator_ganloss : 1089.618311 ∣     [  std_z : 0.99  real_sub_fake : 982.77 ]
[  epoch 0030/0040] 3440/4800, lr:2.5e-05 ∣ avg_100 : 31844.416443 ∣ critic_nllloss : 25838.480273 ∣ critic_ganloss : -317.392693 ∣ generator_nllloss : 5161.981445 ∣ generator_ganloss : 1106.284814 ∣     [  std_z : 0.98  real_sub_fake : 939.95 ]
[  epoch 0030/0040] 3450/4800, lr:2.5e-05 ∣ avg_100 : 31843.691727 ∣ critic_nllloss : 25962.572852 ∣ critic_ganloss : -293.236270 ∣ generator_nllloss : 5113.251562 ∣ generator_ganloss : 1099.789648 ∣     [  std_z : 0.99  real_sub_fake : 1101.98 ]
[  epoch 0030/0040] 3460/4800, lr:2.5e-05 ∣ avg_100 : 31838.145025 ∣ critic_nllloss : 25630.501758 ∣ critic_ganloss : -335.533682 ∣ generator_nllloss : 5133.508398 ∣ generator_ganloss : 1108.134766 ∣     [  std_z : 1.00  real_sub_fake : 1115.88 ]
[  epoch 0030/0040] 3470/4800, lr:2.5e-05 ∣ avg_100 : 31836.372168 ∣ critic_nllloss : 25831.315625 ∣ critic_ganloss : -175.588493 ∣ generator_nllloss : 5134.952148 ∣ generator_ganloss : 1126.494629 ∣     [  std_z : 1.00  real_sub_fake : 1011.01 ]
[  epoch 0030/0040] 3480/4800, lr:2.5e-05 ∣ avg_100 : 31838.460449 ∣ critic_nllloss : 26095.741992 ∣ critic_ganloss : -109.859605 ∣ generator_nllloss : 5236.496875 ∣ generator_ganloss : 1130.329785 ∣     [  std_z : 1.00  real_sub_fake : 587.75 ]
[  epoch 0030/0040] 3490/4800, lr:2.5e-05 ∣ avg_100 : 31838.370477 ∣ critic_nllloss : 25749.480273 ∣ critic_ganloss : -213.267433 ∣ generator_nllloss : 5133.817578 ∣ generator_ganloss : 1095.066504 ∣     [  std_z : 0.99  real_sub_fake : 602.06 ]
[  epoch 0030/0040] 3500/4800, lr:2.5e-05 ∣ avg_100 : 31838.397528 ∣ critic_nllloss : 25911.654687 ∣ critic_ganloss : -120.031517 ∣ generator_nllloss : 5083.454102 ∣ generator_ganloss : 1063.131592 ∣     [  std_z : 0.99  real_sub_fake : 607.56 ]
[  epoch 0030/0040] 3510/4800, lr:2.5e-05 ∣ avg_100 : 31842.840811 ∣ critic_nllloss : 26021.427539 ∣ critic_ganloss : -192.668358 ∣ generator_nllloss : 5200.802344 ∣ generator_ganloss : 1064.613135 ∣     [  std_z : 1.00  real_sub_fake : 736.63 ]
[  epoch 0030/0040] 3520/4800, lr:2.5e-05 ∣ avg_100 : 31845.800162 ∣ critic_nllloss : 25890.059180 ∣ critic_ganloss : -207.983559 ∣ generator_nllloss : 5197.509180 ∣ generator_ganloss : 1084.176367 ∣     [  std_z : 1.00  real_sub_fake : 820.09 ]
[  epoch 0030/0040] 3530/4800, lr:2.5e-05 ∣ avg_100 : 31844.937691 ∣ critic_nllloss : 25642.719727 ∣ critic_ganloss : -251.389182 ∣ generator_nllloss : 5101.395898 ∣ generator_ganloss : 1087.820264 ∣     [  std_z : 1.00  real_sub_fake : 826.90 ]
[  epoch 0030/0040] 3540/4800, lr:2.5e-05 ∣ avg_100 : 31851.109654 ∣ critic_nllloss : 25916.763086 ∣ critic_ganloss : -175.087120 ∣ generator_nllloss : 5234.933008 ∣ generator_ganloss : 1079.380078 ∣     [  std_z : 0.99  real_sub_fake : 854.29 ]
[  epoch 0030/0040] 3550/4800, lr:2.5e-05 ∣ avg_100 : 31854.761860 ∣ critic_nllloss : 25951.441406 ∣ critic_ganloss : -181.441983 ∣ generator_nllloss : 5296.299219 ∣ generator_ganloss : 1087.232666 ∣     [  std_z : 0.99  real_sub_fake : 866.92 ]
[  epoch 0030/0040] 3560/4800, lr:2.5e-05 ∣ avg_100 : 31857.325799 ∣ critic_nllloss : 25875.546094 ∣ critic_ganloss : -222.245209 ∣ generator_nllloss : 5267.053125 ∣ generator_ganloss : 1080.428760 ∣     [  std_z : 0.99  real_sub_fake : 780.36 ]
[  epoch 0030/0040] 3570/4800, lr:2.5e-05 ∣ avg_100 : 31856.842116 ∣ critic_nllloss : 26013.007031 ∣ critic_ganloss : -300.621350 ∣ generator_nllloss : 5210.430664 ∣ generator_ganloss : 1054.706055 ∣     [  std_z : 1.00  real_sub_fake : 980.05 ]
[  epoch 0030/0040] 3580/4800, lr:2.5e-05 ∣ avg_100 : 31862.454576 ∣ critic_nllloss : 26194.942188 ∣ critic_ganloss : -312.207794 ∣ generator_nllloss : 5310.251953 ∣ generator_ganloss : 1034.701758 ∣     [  std_z : 0.99  real_sub_fake : 1132.29 ]
[  epoch 0030/0040] 3590/4800, lr:2.5e-05 ∣ avg_100 : 31864.023481 ∣ critic_nllloss : 25910.402344 ∣ critic_ganloss : -342.530020 ∣ generator_nllloss : 5137.409375 ∣ generator_ganloss : 1038.350488 ∣     [  std_z : 0.99  real_sub_fake : 1246.10 ]
[  epoch 0030/0040] 3600/4800, lr:2.5e-05 ∣ avg_100 : 31861.670283 ∣ critic_nllloss : 25856.111523 ∣ critic_ganloss : -293.171643 ∣ generator_nllloss : 5196.809375 ∣ generator_ganloss : 1060.942090 ∣     [  std_z : 1.00  real_sub_fake : 1233.00 ]
[  epoch 0030/0040] 3610/4800, lr:2.5e-05 ∣ avg_100 : 31861.659644 ∣ critic_nllloss : 25859.249609 ∣ critic_ganloss : -286.030719 ∣ generator_nllloss : 5211.996680 ∣ generator_ganloss : 1054.939453 ∣     [  std_z : 1.00  real_sub_fake : 1212.89 ]
[  epoch 0030/0040] 3620/4800, lr:2.5e-05 ∣ avg_100 : 31863.073160 ∣ critic_nllloss : 25844.673242 ∣ critic_ganloss : -279.501926 ∣ generator_nllloss : 5172.748828 ∣ generator_ganloss : 1063.030566 ∣     [  std_z : 1.00  real_sub_fake : 1085.21 ]
[  epoch 0030/0040] 3630/4800, lr:2.5e-05 ∣ avg_100 : 31859.888430 ∣ critic_nllloss : 25752.201758 ∣ critic_ganloss : -330.374237 ∣ generator_nllloss : 5045.009570 ∣ generator_ganloss : 1064.091309 ∣     [  std_z : 0.99  real_sub_fake : 1138.03 ]
[  epoch 0030/0040] 3640/4800, lr:2.5e-05 ∣ avg_100 : 31863.779930 ∣ critic_nllloss : 26096.316016 ∣ critic_ganloss : -325.309521 ∣ generator_nllloss : 5203.017773 ∣ generator_ganloss : 1088.089307 ∣     [  std_z : 0.98  real_sub_fake : 1131.43 ]
[  epoch 0030/0040] 3650/4800, lr:2.5e-05 ∣ avg_100 : 31867.433200 ∣ critic_nllloss : 26006.559180 ∣ critic_ganloss : -345.967664 ∣ generator_nllloss : 5271.525977 ∣ generator_ganloss : 1076.515430 ∣     [  std_z : 0.99  real_sub_fake : 1278.95 ]
[  epoch 0030/0040] 3660/4800, lr:2.5e-05 ∣ avg_100 : 31866.885851 ∣ critic_nllloss : 25811.653125 ∣ critic_ganloss : -272.978699 ∣ generator_nllloss : 5205.012891 ∣ generator_ganloss : 1099.499121 ∣     [  std_z : 1.00  real_sub_fake : 1186.86 ]
[  epoch 0030/0040] 3670/4800, lr:2.5e-05 ∣ avg_100 : 31869.428064 ∣ critic_nllloss : 25770.137695 ∣ critic_ganloss : -236.041910 ∣ generator_nllloss : 5205.756055 ∣ generator_ganloss : 1119.344629 ∣     [  std_z : 1.00  real_sub_fake : 921.84 ]
[  epoch 0030/0040] 3680/4800, lr:2.5e-05 ∣ avg_100 : 31874.566020 ∣ critic_nllloss : 25866.771289 ∣ critic_ganloss : -212.031906 ∣ generator_nllloss : 5183.958203 ∣ generator_ganloss : 1114.157666 ∣     [  std_z : 0.99  real_sub_fake : 717.66 ]
[  epoch 0030/0040] 3690/4800, lr:2.5e-05 ∣ avg_100 : 31875.310581 ∣ critic_nllloss : 26099.714648 ∣ critic_ganloss : -304.978319 ∣ generator_nllloss : 5183.122070 ∣ generator_ganloss : 1082.982422 ∣     [  std_z : 0.99  real_sub_fake : 906.28 ]
[  epoch 0030/0040] 3700/4800, lr:2.5e-05 ∣ avg_100 : 31878.613222 ∣ critic_nllloss : 25965.843359 ∣ critic_ganloss : -247.130356 ∣ generator_nllloss : 5210.837305 ∣ generator_ganloss : 1053.846533 ∣     [  std_z : 0.99  real_sub_fake : 1191.83 ]
[  epoch 0030/0040] 3710/4800, lr:2.5e-05 ∣ avg_100 : 31882.030201 ∣ critic_nllloss : 26134.734375 ∣ critic_ganloss : -284.473012 ∣ generator_nllloss : 5185.383398 ∣ generator_ganloss : 1096.040430 ∣     [  std_z : 1.00  real_sub_fake : 1076.37 ]
[  epoch 0030/0040] 3720/4800, lr:2.5e-05 ∣ avg_100 : 31882.807447 ∣ critic_nllloss : 26032.841602 ∣ critic_ganloss : -240.265404 ∣ generator_nllloss : 5141.078320 ∣ generator_ganloss : 1070.364014 ∣     [  std_z : 1.00  real_sub_fake : 980.02 ]
[  epoch 0030/0040] 3730/4800, lr:2.5e-05 ∣ avg_100 : 31885.298397 ∣ critic_nllloss : 25847.876758 ∣ critic_ganloss : -290.566821 ∣ generator_nllloss : 5091.528516 ∣ generator_ganloss : 1098.316553 ∣     [  std_z : 1.00  real_sub_fake : 888.78 ]
[  epoch 0030/0040] 3740/4800, lr:2.5e-05 ∣ avg_100 : 31887.052861 ∣ critic_nllloss : 25934.719922 ∣ critic_ganloss : -234.059367 ∣ generator_nllloss : 5183.389063 ∣ generator_ganloss : 1110.230420 ∣     [  std_z : 0.99  real_sub_fake : 872.53 ]
[  epoch 0030/0040] 3750/4800, lr:2.5e-05 ∣ avg_100 : 31887.456928 ∣ critic_nllloss : 26048.884180 ∣ critic_ganloss : -276.545029 ∣ generator_nllloss : 5231.627930 ∣ generator_ganloss : 1083.533838 ∣     [  std_z : 0.99  real_sub_fake : 1105.45 ]
[  epoch 0030/0040] 3760/4800, lr:2.5e-05 ∣ avg_100 : 31886.788931 ∣ critic_nllloss : 25733.249805 ∣ critic_ganloss : -273.966446 ∣ generator_nllloss : 5144.349414 ∣ generator_ganloss : 1090.913965 ∣     [  std_z : 1.00  real_sub_fake : 1075.35 ]
[  epoch 0030/0040] 3770/4800, lr:2.5e-05 ∣ avg_100 : 31886.784739 ∣ critic_nllloss : 25738.484375 ∣ critic_ganloss : -255.058679 ∣ generator_nllloss : 5132.514453 ∣ generator_ganloss : 1075.378516 ∣     [  std_z : 1.00  real_sub_fake : 1153.58 ]
[  epoch 0030/0040] 3780/4800, lr:2.5e-05 ∣ avg_100 : 31883.622660 ∣ critic_nllloss : 25794.826367 ∣ critic_ganloss : -300.696609 ∣ generator_nllloss : 5116.379102 ∣ generator_ganloss : 1097.645898 ∣     [  std_z : 1.00  real_sub_fake : 1031.89 ]
[  epoch 0030/0040] 3790/4800, lr:2.5e-05 ∣ avg_100 : 31883.966481 ∣ critic_nllloss : 25816.580078 ∣ critic_ganloss : -261.408725 ∣ generator_nllloss : 5161.447656 ∣ generator_ganloss : 1096.780469 ∣     [  std_z : 0.99  real_sub_fake : 987.25 ]
[  epoch 0030/0040] 3800/4800, lr:2.5e-05 ∣ avg_100 : 31881.335319 ∣ critic_nllloss : 25790.908398 ∣ critic_ganloss : -310.285663 ∣ generator_nllloss : 5197.976758 ∣ generator_ganloss : 1072.936182 ∣     [  std_z : 0.99  real_sub_fake : 1098.84 ]
[  epoch 0030/0040] 3810/4800, lr:2.5e-05 ∣ avg_100 : 31882.446460 ∣ critic_nllloss : 25720.727148 ∣ critic_ganloss : -295.693039 ∣ generator_nllloss : 5172.888672 ∣ generator_ganloss : 1098.938330 ∣     [  std_z : 0.99  real_sub_fake : 1078.42 ]
[  epoch 0030/0040] 3820/4800, lr:2.5e-05 ∣ avg_100 : 31881.984028 ∣ critic_nllloss : 26014.970703 ∣ critic_ganloss : -305.634183 ∣ generator_nllloss : 5123.003711 ∣ generator_ganloss : 1096.464307 ∣     [  std_z : 0.99  real_sub_fake : 1088.84 ]
[  epoch 0030/0040] 3830/4800, lr:2.5e-05 ∣ avg_100 : 31880.212156 ∣ critic_nllloss : 25759.681055 ∣ critic_ganloss : -193.728775 ∣ generator_nllloss : 5127.491016 ∣ generator_ganloss : 1102.090381 ∣     [  std_z : 0.99  real_sub_fake : 989.00 ]
[  epoch 0030/0040] 3840/4800, lr:2.5e-05 ∣ avg_100 : 31882.752926 ∣ critic_nllloss : 25943.415430 ∣ critic_ganloss : -280.401411 ∣ generator_nllloss : 5260.440430 ∣ generator_ganloss : 1099.056982 ∣     [  std_z : 0.99  real_sub_fake : 976.00 ]
[  epoch 0030/0040] 3850/4800, lr:2.5e-05 ∣ avg_100 : 31881.830520 ∣ critic_nllloss : 25671.169336 ∣ critic_ganloss : -218.181488 ∣ generator_nllloss : 5158.494141 ∣ generator_ganloss : 1080.968018 ∣     [  std_z : 0.99  real_sub_fake : 913.42 ]
[  epoch 0030/0040] 3860/4800, lr:2.5e-05 ∣ avg_100 : 31883.090008 ∣ critic_nllloss : 26153.733594 ∣ critic_ganloss : -323.746997 ∣ generator_nllloss : 5185.174609 ∣ generator_ganloss : 1083.033740 ∣     [  std_z : 0.99  real_sub_fake : 1025.13 ]
[  epoch 0030/0040] 3870/4800, lr:2.5e-05 ∣ avg_100 : 31882.676816 ∣ critic_nllloss : 25840.085156 ∣ critic_ganloss : -303.777667 ∣ generator_nllloss : 5136.683984 ∣ generator_ganloss : 1094.410156 ∣     [  std_z : 1.00  real_sub_fake : 1067.72 ]
[  epoch 0030/0040] 3880/4800, lr:2.5e-05 ∣ avg_100 : 31878.942728 ∣ critic_nllloss : 25921.751172 ∣ critic_ganloss : -270.334143 ∣ generator_nllloss : 5089.614258 ∣ generator_ganloss : 1088.565576 ∣     [  std_z : 1.00  real_sub_fake : 1208.77 ]
[  epoch 0030/0040] 3890/4800, lr:2.5e-05 ∣ avg_100 : 31874.419010 ∣ critic_nllloss : 25660.714844 ∣ critic_ganloss : -216.650273 ∣ generator_nllloss : 5071.812500 ∣ generator_ganloss : 1108.063770 ∣     [  std_z : 1.00  real_sub_fake : 963.83 ]
[  epoch 0030/0040] 3900/4800, lr:2.5e-05 ∣ avg_100 : 31873.942819 ∣ critic_nllloss : 25971.318359 ∣ critic_ganloss : -311.725165 ∣ generator_nllloss : 5169.856445 ∣ generator_ganloss : 1096.477441 ∣     [  std_z : 1.00  real_sub_fake : 1085.39 ]
[  epoch 0030/0040] 3910/4800, lr:2.5e-05 ∣ avg_100 : 31880.591319 ∣ critic_nllloss : 26110.407422 ∣ critic_ganloss : -307.668629 ∣ generator_nllloss : 5299.923242 ∣ generator_ganloss : 1116.335986 ∣     [  std_z : 0.99  real_sub_fake : 994.31 ]
[  epoch 0030/0040] 3920/4800, lr:2.5e-05 ∣ avg_100 : 31882.128857 ∣ critic_nllloss : 25810.541992 ∣ critic_ganloss : -307.448970 ∣ generator_nllloss : 5027.465430 ∣ generator_ganloss : 1092.501270 ∣     [  std_z : 0.99  real_sub_fake : 1044.18 ]
[  epoch 0030/0040] 3930/4800, lr:2.5e-05 ∣ avg_100 : 31878.835884 ∣ critic_nllloss : 25812.450586 ∣ critic_ganloss : -357.131125 ∣ generator_nllloss : 5129.074609 ∣ generator_ganloss : 1102.248828 ∣     [  std_z : 1.00  real_sub_fake : 1174.37 ]
[  epoch 0030/0040] 3940/4800, lr:2.5e-05 ∣ avg_100 : 31878.110370 ∣ critic_nllloss : 25809.461133 ∣ critic_ganloss : -198.828893 ∣ generator_nllloss : 5259.138672 ∣ generator_ganloss : 1111.821289 ∣     [  std_z : 1.00  real_sub_fake : 986.82 ]
[  epoch 0030/0040] 3950/4800, lr:2.5e-05 ∣ avg_100 : 31876.376639 ∣ critic_nllloss : 25762.114648 ∣ critic_ganloss : -207.182465 ∣ generator_nllloss : 5067.563086 ∣ generator_ganloss : 1082.692529 ∣     [  std_z : 0.99  real_sub_fake : 1044.87 ]
[  epoch 0030/0040] 3960/4800, lr:2.5e-05 ∣ avg_100 : 31877.603989 ∣ critic_nllloss : 25960.751563 ∣ critic_ganloss : -301.393179 ∣ generator_nllloss : 5175.771094 ∣ generator_ganloss : 1086.101123 ∣     [  std_z : 0.99  real_sub_fake : 1001.37 ]
[  epoch 0030/0040] 3970/4800, lr:2.5e-05 ∣ avg_100 : 31882.483755 ∣ critic_nllloss : 26049.647266 ∣ critic_ganloss : -338.913344 ∣ generator_nllloss : 5228.709961 ∣ generator_ganloss : 1078.439648 ∣     [  std_z : 0.99  real_sub_fake : 1076.84 ]
[  epoch 0030/0040] 3980/4800, lr:2.5e-05 ∣ avg_100 : 31881.720056 ∣ critic_nllloss : 26026.324805 ∣ critic_ganloss : -302.758600 ∣ generator_nllloss : 5178.591992 ∣ generator_ganloss : 1059.956543 ∣     [  std_z : 0.99  real_sub_fake : 1276.29 ]
[  epoch 0030/0040] 3990/4800, lr:2.5e-05 ∣ avg_100 : 31878.526562 ∣ critic_nllloss : 25820.216406 ∣ critic_ganloss : -324.143069 ∣ generator_nllloss : 5137.346484 ∣ generator_ganloss : 1103.077539 ∣     [  std_z : 1.00  real_sub_fake : 1088.14 ]
[  epoch 0030/0040] 4000/4800, lr:2.5e-05 ∣ avg_100 : 31875.765357 ∣ critic_nllloss : 25787.701562 ∣ critic_ganloss : -292.761816 ∣ generator_nllloss : 5188.435352 ∣ generator_ganloss : 1096.935352 ∣     [  std_z : 0.99  real_sub_fake : 1144.08 ]
[  epoch 0030/0040] 4010/4800, lr:2.5e-05 ∣ avg_100 : 31879.751268 ∣ critic_nllloss : 26003.681836 ∣ critic_ganloss : -240.837213 ∣ generator_nllloss : 5162.015430 ∣ generator_ganloss : 1092.110352 ∣     [  std_z : 1.00  real_sub_fake : 995.45 ]
[  epoch 0030/0040] 4020/4800, lr:2.5e-05 ∣ avg_100 : 31879.189553 ∣ critic_nllloss : 25823.054688 ∣ critic_ganloss : -141.539514 ∣ generator_nllloss : 5220.977344 ∣ generator_ganloss : 1058.551074 ∣     [  std_z : 0.99  real_sub_fake : 1043.35 ]
[  epoch 0030/0040] 4030/4800, lr:2.5e-05 ∣ avg_100 : 31877.462757 ∣ critic_nllloss : 25826.241016 ∣ critic_ganloss : -293.994247 ∣ generator_nllloss : 5152.336719 ∣ generator_ganloss : 1095.287402 ∣     [  std_z : 1.00  real_sub_fake : 850.25 ]
[  epoch 0030/0040] 4040/4800, lr:2.5e-05 ∣ avg_100 : 31876.270478 ∣ critic_nllloss : 25902.322070 ∣ critic_ganloss : -201.317114 ∣ generator_nllloss : 5162.995898 ∣ generator_ganloss : 1086.355957 ∣     [  std_z : 1.00  real_sub_fake : 880.97 ]
[  epoch 0030/0040] 4050/4800, lr:2.5e-05 ∣ avg_100 : 31876.696440 ∣ critic_nllloss : 25694.629883 ∣ critic_ganloss : -265.948904 ∣ generator_nllloss : 5107.690820 ∣ generator_ganloss : 1088.382861 ∣     [  std_z : 0.99  real_sub_fake : 890.77 ]
[  epoch 0030/0040] 4060/4800, lr:2.5e-05 ∣ avg_100 : 31877.470550 ∣ critic_nllloss : 25880.614648 ∣ critic_ganloss : -259.541467 ∣ generator_nllloss : 5166.915625 ∣ generator_ganloss : 1063.530908 ∣     [  std_z : 1.00  real_sub_fake : 1088.33 ]
[  epoch 0030/0040] 4070/4800, lr:2.5e-05 ∣ avg_100 : 31878.487788 ∣ critic_nllloss : 25757.681836 ∣ critic_ganloss : -259.588414 ∣ generator_nllloss : 5125.539062 ∣ generator_ganloss : 1090.610938 ∣     [  std_z : 1.00  real_sub_fake : 986.67 ]
[  epoch 0030/0040] 4080/4800, lr:2.5e-05 ∣ avg_100 : 31880.476532 ∣ critic_nllloss : 26003.001172 ∣ critic_ganloss : -325.871536 ∣ generator_nllloss : 5305.571875 ∣ generator_ganloss : 1065.530127 ∣     [  std_z : 0.99  real_sub_fake : 1152.79 ]
[  epoch 0030/0040] 4090/4800, lr:2.5e-05 ∣ avg_100 : 31880.477955 ∣ critic_nllloss : 25817.867578 ∣ critic_ganloss : -318.910764 ∣ generator_nllloss : 5217.990430 ∣ generator_ganloss : 1102.480469 ∣     [  std_z : 0.99  real_sub_fake : 1062.95 ]
[  epoch 0030/0040] 4100/4800, lr:2.5e-05 ∣ avg_100 : 31878.393635 ∣ critic_nllloss : 25663.440625 ∣ critic_ganloss : -296.866409 ∣ generator_nllloss : 5140.562500 ∣ generator_ganloss : 1103.620312 ∣     [  std_z : 0.99  real_sub_fake : 1251.45 ]
[  epoch 0030/0040] 4110/4800, lr:2.5e-05 ∣ avg_100 : 31876.522639 ∣ critic_nllloss : 25968.031250 ∣ critic_ganloss : -339.175787 ∣ generator_nllloss : 5129.304883 ∣ generator_ganloss : 1100.262549 ∣     [  std_z : 0.99  real_sub_fake : 1200.06 ]
[  epoch 0030/0040] 4120/4800, lr:2.5e-05 ∣ avg_100 : 31872.482264 ∣ critic_nllloss : 25666.762695 ∣ critic_ganloss : -280.359564 ∣ generator_nllloss : 5169.716211 ∣ generator_ganloss : 1124.179443 ∣     [  std_z : 1.00  real_sub_fake : 1057.58 ]
[  epoch 0030/0040] 4130/4800, lr:2.5e-05 ∣ avg_100 : 31878.352875 ∣ critic_nllloss : 25969.959766 ∣ critic_ganloss : -156.411920 ∣ generator_nllloss : 5116.102344 ∣ generator_ganloss : 1106.125000 ∣     [  std_z : 1.00  real_sub_fake : 920.69 ]
[  epoch 0030/0040] 4140/4800, lr:2.5e-05 ∣ avg_100 : 31882.729725 ∣ critic_nllloss : 25849.061328 ∣ critic_ganloss : -250.057990 ∣ generator_nllloss : 5142.448633 ∣ generator_ganloss : 1105.578418 ∣     [  std_z : 0.99  real_sub_fake : 897.86 ]
[  epoch 0030/0040] 4150/4800, lr:2.5e-05 ∣ avg_100 : 31887.382850 ∣ critic_nllloss : 25835.494922 ∣ critic_ganloss : -204.192282 ∣ generator_nllloss : 5269.100195 ∣ generator_ganloss : 1117.193604 ∣     [  std_z : 0.99  real_sub_fake : 806.23 ]
[  epoch 0030/0040] 4160/4800, lr:2.5e-05 ∣ avg_100 : 31882.187323 ∣ critic_nllloss : 25710.148438 ∣ critic_ganloss : -254.621329 ∣ generator_nllloss : 5068.889063 ∣ generator_ganloss : 1092.634473 ∣     [  std_z : 0.98  real_sub_fake : 939.22 ]
[  epoch 0030/0040] 4170/4800, lr:2.5e-05 ∣ avg_100 : 31878.332800 ∣ critic_nllloss : 25681.408398 ∣ critic_ganloss : -256.825479 ∣ generator_nllloss : 5124.100586 ∣ generator_ganloss : 1123.993750 ∣     [  std_z : 1.00  real_sub_fake : 847.12 ]
[  epoch 0030/0040] 4180/4800, lr:2.5e-05 ∣ avg_100 : 31879.755113 ∣ critic_nllloss : 25888.723438 ∣ critic_ganloss : -248.604315 ∣ generator_nllloss : 5201.363867 ∣ generator_ganloss : 1083.375781 ∣     [  std_z : 1.01  real_sub_fake : 1043.82 ]
[  epoch 0030/0040] 4190/4800, lr:2.5e-05 ∣ avg_100 : 31882.708091 ∣ critic_nllloss : 25898.768164 ∣ critic_ganloss : -241.575623 ∣ generator_nllloss : 5206.982031 ∣ generator_ganloss : 1092.289990 ∣     [  std_z : 1.00  real_sub_fake : 983.93 ]
[  epoch 0030/0040] 4200/4800, lr:2.5e-05 ∣ avg_100 : 31881.450002 ∣ critic_nllloss : 25801.455859 ∣ critic_ganloss : -285.479408 ∣ generator_nllloss : 5162.131055 ∣ generator_ganloss : 1092.662402 ∣     [  std_z : 0.99  real_sub_fake : 1072.89 ]
[  epoch 0030/0040] 4210/4800, lr:2.5e-05 ∣ avg_100 : 31881.370675 ∣ critic_nllloss : 25929.727734 ∣ critic_ganloss : -295.471552 ∣ generator_nllloss : 5169.286328 ∣ generator_ganloss : 1087.196143 ∣     [  std_z : 0.99  real_sub_fake : 1049.48 ]
[  epoch 0030/0040] 4220/4800, lr:2.5e-05 ∣ avg_100 : 31884.338284 ∣ critic_nllloss : 25786.058594 ∣ critic_ganloss : -293.043393 ∣ generator_nllloss : 5119.688281 ∣ generator_ganloss : 1076.739404 ∣     [  std_z : 0.99  real_sub_fake : 1079.54 ]
[  epoch 0030/0040] 4230/4800, lr:2.5e-05 ∣ avg_100 : 31884.922106 ∣ critic_nllloss : 25891.018555 ∣ critic_ganloss : -223.596588 ∣ generator_nllloss : 5213.662891 ∣ generator_ganloss : 1100.868701 ∣     [  std_z : 1.00  real_sub_fake : 970.55 ]
[  epoch 0030/0040] 4240/4800, lr:2.5e-05 ∣ avg_100 : 31884.707170 ∣ critic_nllloss : 25870.078125 ∣ critic_ganloss : -295.919629 ∣ generator_nllloss : 5200.826953 ∣ generator_ganloss : 1089.974658 ∣     [  std_z : 1.00  real_sub_fake : 1010.46 ]
[  epoch 0030/0040] 4250/4800, lr:2.5e-05 ∣ avg_100 : 31886.236375 ∣ critic_nllloss : 25930.581250 ∣ critic_ganloss : -339.601688 ∣ generator_nllloss : 5163.181836 ∣ generator_ganloss : 1101.513574 ∣     [  std_z : 1.00  real_sub_fake : 1143.88 ]
[  epoch 0030/0040] 4260/4800, lr:2.5e-05 ∣ avg_100 : 31889.985187 ∣ critic_nllloss : 26190.258984 ∣ critic_ganloss : -300.157413 ∣ generator_nllloss : 5195.796289 ∣ generator_ganloss : 1100.317432 ∣     [  std_z : 0.99  real_sub_fake : 1298.07 ]
[  epoch 0030/0040] 4270/4800, lr:2.5e-05 ∣ avg_100 : 31891.273931 ∣ critic_nllloss : 25923.590820 ∣ critic_ganloss : -251.649463 ∣ generator_nllloss : 5200.784961 ∣ generator_ganloss : 1115.238867 ∣     [  std_z : 0.99  real_sub_fake : 1147.60 ]
[  epoch 0030/0040] 4280/4800, lr:2.5e-05 ∣ avg_100 : 31892.882768 ∣ critic_nllloss : 25838.086914 ∣ critic_ganloss : -345.897404 ∣ generator_nllloss : 5167.423437 ∣ generator_ganloss : 1144.133838 ∣     [  std_z : 0.99  real_sub_fake : 1047.08 ]
[  epoch 0030/0040] 4290/4800, lr:2.5e-05 ∣ avg_100 : 31893.473853 ∣ critic_nllloss : 25932.437695 ∣ critic_ganloss : -361.603290 ∣ generator_nllloss : 5173.039844 ∣ generator_ganloss : 1112.199902 ∣     [  std_z : 0.99  real_sub_fake : 1320.20 ]
[  epoch 0030/0040] 4300/4800, lr:2.5e-05 ∣ avg_100 : 31890.273777 ∣ critic_nllloss : 25822.685352 ∣ critic_ganloss : -333.405612 ∣ generator_nllloss : 5203.759570 ∣ generator_ganloss : 1105.536328 ∣     [  std_z : 0.99  real_sub_fake : 1319.86 ]
[  epoch 0030/0040] 4310/4800, lr:2.5e-05 ∣ avg_100 : 31890.419663 ∣ critic_nllloss : 25849.666992 ∣ critic_ganloss : -314.012582 ∣ generator_nllloss : 5265.318359 ∣ generator_ganloss : 1128.252734 ∣     [  std_z : 1.00  real_sub_fake : 1196.37 ]
[  epoch 0030/0040] 4320/4800, lr:2.5e-05 ∣ avg_100 : 31888.732140 ∣ critic_nllloss : 25975.110547 ∣ critic_ganloss : -257.127734 ∣ generator_nllloss : 5194.389648 ∣ generator_ganloss : 1107.733203 ∣     [  std_z : 1.00  real_sub_fake : 1037.77 ]
[  epoch 0030/0040] 4330/4800, lr:2.5e-05 ∣ avg_100 : 31885.445370 ∣ critic_nllloss : 25734.567188 ∣ critic_ganloss : -218.743886 ∣ generator_nllloss : 5159.846680 ∣ generator_ganloss : 1102.150000 ∣     [  std_z : 1.00  real_sub_fake : 982.44 ]
[  epoch 0030/0040] 4340/4800, lr:2.5e-05 ∣ avg_100 : 31883.975234 ∣ critic_nllloss : 25870.982031 ∣ critic_ganloss : -256.775995 ∣ generator_nllloss : 5156.660742 ∣ generator_ganloss : 1130.166553 ∣     [  std_z : 0.99  real_sub_fake : 845.38 ]
[  epoch 0030/0040] 4350/4800, lr:2.5e-05 ∣ avg_100 : 31882.263958 ∣ critic_nllloss : 25756.928320 ∣ critic_ganloss : -225.681470 ∣ generator_nllloss : 5173.982422 ∣ generator_ganloss : 1115.463525 ∣     [  std_z : 0.99  real_sub_fake : 899.45 ]
[  epoch 0030/0040] 4360/4800, lr:2.5e-05 ∣ avg_100 : 31878.316870 ∣ critic_nllloss : 25640.412500 ∣ critic_ganloss : -283.865314 ∣ generator_nllloss : 5150.332227 ∣ generator_ganloss : 1094.791992 ∣     [  std_z : 0.98  real_sub_fake : 936.26 ]
[  epoch 0030/0040] 4370/4800, lr:2.5e-05 ∣ avg_100 : 31878.579230 ∣ critic_nllloss : 25730.320508 ∣ critic_ganloss : -215.407625 ∣ generator_nllloss : 5193.756250 ∣ generator_ganloss : 1065.091553 ∣     [  std_z : 0.99  real_sub_fake : 992.23 ]
[  epoch 0030/0040] 4380/4800, lr:2.5e-05 ∣ avg_100 : 31877.890807 ∣ critic_nllloss : 25992.388281 ∣ critic_ganloss : -266.784235 ∣ generator_nllloss : 5158.236914 ∣ generator_ganloss : 1096.516455 ∣     [  std_z : 0.99  real_sub_fake : 1016.58 ]
[  epoch 0030/0040] 4390/4800, lr:2.5e-05 ∣ avg_100 : 31876.769287 ∣ critic_nllloss : 25867.271094 ∣ critic_ganloss : -264.383469 ∣ generator_nllloss : 5135.019141 ∣ generator_ganloss : 1091.630859 ∣     [  std_z : 1.00  real_sub_fake : 1063.65 ]
[  epoch 0030/0040] 4400/4800, lr:2.5e-05 ∣ avg_100 : 31877.959220 ∣ critic_nllloss : 25930.156055 ∣ critic_ganloss : -263.019177 ∣ generator_nllloss : 5163.214258 ∣ generator_ganloss : 1093.967920 ∣     [  std_z : 1.00  real_sub_fake : 1039.25 ]
[  epoch 0030/0040] 4410/4800, lr:2.5e-05 ∣ avg_100 : 31876.845269 ∣ critic_nllloss : 25909.018359 ∣ critic_ganloss : -249.294312 ∣ generator_nllloss : 5183.051953 ∣ generator_ganloss : 1085.317432 ∣     [  std_z : 0.99  real_sub_fake : 905.58 ]
[  epoch 0030/0040] 4420/4800, lr:2.5e-05 ∣ avg_100 : 31878.053719 ∣ critic_nllloss : 26067.409961 ∣ critic_ganloss : -250.441925 ∣ generator_nllloss : 5259.831055 ∣ generator_ganloss : 1097.913623 ∣     [  std_z : 0.98  real_sub_fake : 1020.37 ]
[  epoch 0030/0040] 4430/4800, lr:2.5e-05 ∣ avg_100 : 31875.876795 ∣ critic_nllloss : 25871.908203 ∣ critic_ganloss : -309.949326 ∣ generator_nllloss : 5212.648047 ∣ generator_ganloss : 1097.832813 ∣     [  std_z : 0.99  real_sub_fake : 984.94 ]
[  epoch 0030/0040] 4440/4800, lr:2.5e-05 ∣ avg_100 : 31876.418899 ∣ critic_nllloss : 25899.834375 ∣ critic_ganloss : -314.936716 ∣ generator_nllloss : 5148.270508 ∣ generator_ganloss : 1110.396045 ∣     [  std_z : 1.00  real_sub_fake : 1067.83 ]
[  epoch 0030/0040] 4450/4800, lr:2.5e-05 ∣ avg_100 : 31875.044567 ∣ critic_nllloss : 25800.254688 ∣ critic_ganloss : -334.304474 ∣ generator_nllloss : 5183.916797 ∣ generator_ganloss : 1095.077637 ∣     [  std_z : 1.00  real_sub_fake : 1197.53 ]
[  epoch 0030/0040] 4460/4800, lr:2.5e-05 ∣ avg_100 : 31876.694930 ∣ critic_nllloss : 25701.829688 ∣ critic_ganloss : -318.979828 ∣ generator_nllloss : 5190.577734 ∣ generator_ganloss : 1128.219873 ∣     [  std_z : 1.00  real_sub_fake : 1145.62 ]
[  epoch 0030/0040] 4470/4800, lr:2.5e-05 ∣ avg_100 : 31875.411386 ∣ critic_nllloss : 25883.529492 ∣ critic_ganloss : -363.364484 ∣ generator_nllloss : 5176.920313 ∣ generator_ganloss : 1091.734229 ∣     [  std_z : 0.99  real_sub_fake : 1399.67 ]
[  epoch 0030/0040] 4480/4800, lr:2.5e-05 ∣ avg_100 : 31867.571433 ∣ critic_nllloss : 25637.145117 ∣ critic_ganloss : -242.990559 ∣ generator_nllloss : 5081.872266 ∣ generator_ganloss : 1092.686914 ∣     [  std_z : 0.99  real_sub_fake : 1169.75 ]
[  epoch 0030/0040] 4490/4800, lr:2.5e-05 ∣ avg_100 : 31867.865588 ∣ critic_nllloss : 25847.310547 ∣ critic_ganloss : -359.927228 ∣ generator_nllloss : 5195.382031 ∣ generator_ganloss : 1111.747119 ∣     [  std_z : 0.99  real_sub_fake : 1155.07 ]
[  epoch 0030/0040] 4500/4800, lr:2.5e-05 ∣ avg_100 : 31867.420066 ∣ critic_nllloss : 25908.553711 ∣ critic_ganloss : -263.182037 ∣ generator_nllloss : 5119.315234 ∣ generator_ganloss : 1128.969678 ∣     [  std_z : 0.99  real_sub_fake : 1031.72 ]
[  epoch 0030/0040] 4510/4800, lr:2.5e-05 ∣ avg_100 : 31866.551457 ∣ critic_nllloss : 25893.665430 ∣ critic_ganloss : -236.539832 ∣ generator_nllloss : 5211.797852 ∣ generator_ganloss : 1138.390332 ∣     [  std_z : 0.99  real_sub_fake : 963.21 ]
[  epoch 0030/0040] 4520/4800, lr:2.5e-05 ∣ avg_100 : 31865.649736 ∣ critic_nllloss : 25853.356445 ∣ critic_ganloss : -294.656021 ∣ generator_nllloss : 5190.626953 ∣ generator_ganloss : 1124.261670 ∣     [  std_z : 1.00  real_sub_fake : 1197.00 ]
[  epoch 0030/0040] 4530/4800, lr:2.5e-05 ∣ avg_100 : 31870.314058 ∣ critic_nllloss : 26051.834961 ∣ critic_ganloss : -332.803574 ∣ generator_nllloss : 5222.746875 ∣ generator_ganloss : 1105.200684 ∣     [  std_z : 1.00  real_sub_fake : 1174.01 ]
[  epoch 0030/0040] 4540/4800, lr:2.5e-05 ∣ avg_100 : 31868.154459 ∣ critic_nllloss : 25643.625586 ∣ critic_ganloss : -126.516623 ∣ generator_nllloss : 5187.040625 ∣ generator_ganloss : 1135.879541 ∣     [  std_z : 1.00  real_sub_fake : 954.78 ]
[  epoch 0030/0040] 4550/4800, lr:2.5e-05 ∣ avg_100 : 31866.237413 ∣ critic_nllloss : 25941.852734 ∣ critic_ganloss : -252.298328 ∣ generator_nllloss : 5186.451172 ∣ generator_ganloss : 1085.821191 ∣     [  std_z : 0.99  real_sub_fake : 834.30 ]
[  epoch 0030/0040] 4560/4800, lr:2.5e-05 ∣ avg_100 : 31867.407103 ∣ critic_nllloss : 26069.612109 ∣ critic_ganloss : -250.472391 ∣ generator_nllloss : 5210.303320 ∣ generator_ganloss : 1088.308691 ∣     [  std_z : 0.99  real_sub_fake : 828.51 ]
[  epoch 0030/0040] 4570/4800, lr:2.5e-05 ∣ avg_100 : 31866.541992 ∣ critic_nllloss : 25744.752148 ∣ critic_ganloss : -195.210455 ∣ generator_nllloss : 5239.286133 ∣ generator_ganloss : 1102.183496 ∣     [  std_z : 0.99  real_sub_fake : 742.79 ]
[  epoch 0030/0040] 4580/4800, lr:2.5e-05 ∣ avg_100 : 31864.172904 ∣ critic_nllloss : 26046.091992 ∣ critic_ganloss : -357.203918 ∣ generator_nllloss : 5220.065430 ∣ generator_ganloss : 1081.825830 ∣     [  std_z : 0.99  real_sub_fake : 993.28 ]
[  epoch 0030/0040] 4590/4800, lr:2.5e-05 ∣ avg_100 : 31864.459523 ∣ critic_nllloss : 25811.625781 ∣ critic_ganloss : -320.069543 ∣ generator_nllloss : 5215.506250 ∣ generator_ganloss : 1065.231543 ∣     [  std_z : 1.00  real_sub_fake : 1246.43 ]
[  epoch 0030/0040] 4600/4800, lr:2.5e-05 ∣ avg_100 : 31865.361383 ∣ critic_nllloss : 25795.987695 ∣ critic_ganloss : -190.772705 ∣ generator_nllloss : 5198.515625 ∣ generator_ganloss : 1107.146777 ∣     [  std_z : 1.00  real_sub_fake : 1116.40 ]
[  epoch 0030/0040] 4610/4800, lr:2.5e-05 ∣ avg_100 : 31863.611572 ∣ critic_nllloss : 25715.447070 ∣ critic_ganloss : -327.315173 ∣ generator_nllloss : 5169.887500 ∣ generator_ganloss : 1107.154492 ∣     [  std_z : 1.00  real_sub_fake : 1068.76 ]
[  epoch 0030/0040] 4620/4800, lr:2.5e-05 ∣ avg_100 : 31866.447465 ∣ critic_nllloss : 25911.197656 ∣ critic_ganloss : -175.207364 ∣ generator_nllloss : 5215.933789 ∣ generator_ganloss : 1132.615967 ∣     [  std_z : 0.98  real_sub_fake : 901.68 ]
[  epoch 0030/0040] 4630/4800, lr:2.5e-05 ∣ avg_100 : 31868.960718 ∣ critic_nllloss : 25755.529687 ∣ critic_ganloss : -262.392223 ∣ generator_nllloss : 5161.622266 ∣ generator_ganloss : 1127.493945 ∣     [  std_z : 0.99  real_sub_fake : 917.18 ]
[  epoch 0030/0040] 4640/4800, lr:2.5e-05 ∣ avg_100 : 31870.548510 ∣ critic_nllloss : 26124.954688 ∣ critic_ganloss : -232.142841 ∣ generator_nllloss : 5213.201563 ∣ generator_ganloss : 1114.879346 ∣     [  std_z : 0.99  real_sub_fake : 875.21 ]
[  epoch 0030/0040] 4650/4800, lr:2.5e-05 ∣ avg_100 : 31870.698379 ∣ critic_nllloss : 26018.933008 ∣ critic_ganloss : -286.390045 ∣ generator_nllloss : 5175.404688 ∣ generator_ganloss : 1115.672168 ∣     [  std_z : 1.00  real_sub_fake : 1064.73 ]
[  epoch 0030/0040] 4660/4800, lr:2.5e-05 ∣ avg_100 : 31870.253310 ∣ critic_nllloss : 25877.718945 ∣ critic_ganloss : -354.396225 ∣ generator_nllloss : 5152.916211 ∣ generator_ganloss : 1122.440625 ∣     [  std_z : 1.00  real_sub_fake : 1132.69 ]
[  epoch 0030/0040] 4670/4800, lr:2.5e-05 ∣ avg_100 : 31868.927629 ∣ critic_nllloss : 25850.051172 ∣ critic_ganloss : -416.490146 ∣ generator_nllloss : 5182.579883 ∣ generator_ganloss : 1110.487500 ∣     [  std_z : 1.00  real_sub_fake : 1187.37 ]
[  epoch 0030/0040] 4680/4800, lr:2.5e-05 ∣ avg_100 : 31866.965269 ∣ critic_nllloss : 25828.518164 ∣ critic_ganloss : -382.224515 ∣ generator_nllloss : 5197.169922 ∣ generator_ganloss : 1113.155664 ∣     [  std_z : 0.99  real_sub_fake : 1470.95 ]
[  epoch 0030/0040] 4690/4800, lr:2.5e-05 ∣ avg_100 : 31866.865200 ∣ critic_nllloss : 25935.791602 ∣ critic_ganloss : -196.456117 ∣ generator_nllloss : 5199.515625 ∣ generator_ganloss : 1111.982812 ∣     [  std_z : 0.99  real_sub_fake : 1049.29 ]
[  epoch 0030/0040] 4700/4800, lr:2.5e-05 ∣ avg_100 : 31863.818917 ∣ critic_nllloss : 25668.350781 ∣ critic_ganloss : -196.561690 ∣ generator_nllloss : 5081.152539 ∣ generator_ganloss : 1125.826855 ∣     [  std_z : 0.99  real_sub_fake : 783.69 ]
[  epoch 0030/0040] 4710/4800, lr:2.5e-05 ∣ avg_100 : 31862.636802 ∣ critic_nllloss : 25958.678320 ∣ critic_ganloss : -173.419267 ∣ generator_nllloss : 5121.240430 ∣ generator_ganloss : 1106.974268 ∣     [  std_z : 0.99  real_sub_fake : 825.68 ]
[  epoch 0030/0040] 4720/4800, lr:2.5e-05 ∣ avg_100 : 31860.400670 ∣ critic_nllloss : 25709.953711 ∣ critic_ganloss : -183.730478 ∣ generator_nllloss : 5161.981445 ∣ generator_ganloss : 1092.200586 ∣     [  std_z : 1.00  real_sub_fake : 787.35 ]
[  epoch 0030/0040] 4730/4800, lr:2.5e-05 ∣ avg_100 : 31860.336907 ∣ critic_nllloss : 25767.571094 ∣ critic_ganloss : -245.698726 ∣ generator_nllloss : 5133.481445 ∣ generator_ganloss : 1085.424902 ∣     [  std_z : 1.00  real_sub_fake : 854.36 ]
[  epoch 0030/0040] 4740/4800, lr:2.5e-05 ∣ avg_100 : 31858.604584 ∣ critic_nllloss : 25848.778711 ∣ critic_ganloss : -212.207889 ∣ generator_nllloss : 5080.438867 ∣ generator_ganloss : 1104.038086 ∣     [  std_z : 1.00  real_sub_fake : 864.80 ]
[  epoch 0030/0040] 4750/4800, lr:2.5e-05 ∣ avg_100 : 31852.200725 ∣ critic_nllloss : 25490.203125 ∣ critic_ganloss : -261.204547 ∣ generator_nllloss : 5119.345898 ∣ generator_ganloss : 1098.770508 ∣     [  std_z : 0.99  real_sub_fake : 876.20 ]
[  epoch 0030/0040] 4760/4800, lr:2.5e-05 ∣ avg_100 : 31853.027618 ∣ critic_nllloss : 25773.693945 ∣ critic_ganloss : -284.089713 ∣ generator_nllloss : 5213.692383 ∣ generator_ganloss : 1073.939404 ∣     [  std_z : 0.99  real_sub_fake : 1034.15 ]
[  epoch 0030/0040] 4770/4800, lr:2.5e-05 ∣ avg_100 : 31855.654116 ∣ critic_nllloss : 25858.218750 ∣ critic_ganloss : -278.777402 ∣ generator_nllloss : 5310.631250 ∣ generator_ganloss : 1063.895898 ∣     [  std_z : 0.99  real_sub_fake : 1164.15 ]
[  epoch 0030/0040] 4780/4800, lr:2.5e-05 ∣ avg_100 : 31860.599957 ∣ critic_nllloss : 26143.955273 ∣ critic_ganloss : -339.235510 ∣ generator_nllloss : 5302.860156 ∣ generator_ganloss : 1095.158936 ∣     [  std_z : 0.99  real_sub_fake : 1180.18 ]
[  epoch 0030/0040] 4790/4800, lr:2.5e-05 ∣ avg_100 : 31858.703915 ∣ critic_nllloss : 25782.634766 ∣ critic_ganloss : -366.335825 ∣ generator_nllloss : 5108.753125 ∣ generator_ganloss : 1098.743213 ∣     [  std_z : 0.99  real_sub_fake : 1190.90 ]
[  epoch 0030/0040] 4800/4800, lr:1.3e-05 ∣ avg_100 : 31857.472326 ∣ critic_nllloss : 25814.149609 ∣ critic_ganloss : -355.565991 ∣ generator_nllloss : 5074.109375 ∣ generator_ganloss : 1095.683789 ∣     [  std_z : 0.99  real_sub_fake : 1185.23 ]
[    val 030    ] Done! KLD: 0.021822: 0.0084542:54, total: 1 day, 3:31:37                  
[  epoch 0031/0040] 0010/4800, lr:1.3e-05 ∣ avg_100 : 31857.585952 ∣ critic_nllloss : 25780.304883 ∣ critic_ganloss : -301.123056 ∣ generator_nllloss : 5130.399219 ∣ generator_ganloss : 1098.642627 ∣     [  std_z : 0.99  real_sub_fake : 1331.75 ]
[  epoch 0031/0040] 0020/4800, lr:1.3e-05 ∣ avg_100 : 31857.109887 ∣ critic_nllloss : 25810.438086 ∣ critic_ganloss : -233.082214 ∣ generator_nllloss : 5181.090625 ∣ generator_ganloss : 1122.751563 ∣     [  std_z : 0.99  real_sub_fake : 1053.73 ]
[  epoch 0031/0040] 0030/4800, lr:1.3e-05 ∣ avg_100 : 31858.084308 ∣ critic_nllloss : 25898.336719 ∣ critic_ganloss : -302.096277 ∣ generator_nllloss : 5207.683203 ∣ generator_ganloss : 1089.052148 ∣     [  std_z : 1.00  real_sub_fake : 1107.87 ]
[  epoch 0031/0040] 0040/4800, lr:1.3e-05 ∣ avg_100 : 31856.034781 ∣ critic_nllloss : 25917.500977 ∣ critic_ganloss : -343.817252 ∣ generator_nllloss : 5141.121289 ∣ generator_ganloss : 1102.753711 ∣     [  std_z : 1.00  real_sub_fake : 1166.95 ]
[  epoch 0031/0040] 0050/4800, lr:1.3e-05 ∣ avg_100 : 31858.595813 ∣ critic_nllloss : 25959.610352 ∣ critic_ganloss : -240.534387 ∣ generator_nllloss : 5115.084766 ∣ generator_ganloss : 1114.392480 ∣     [  std_z : 1.00  real_sub_fake : 1078.18 ]
[  epoch 0031/0040] 0060/4800, lr:1.3e-05 ∣ avg_100 : 31856.766563 ∣ critic_nllloss : 25980.109766 ∣ critic_ganloss : -400.987228 ∣ generator_nllloss : 5230.795703 ∣ generator_ganloss : 1105.351709 ∣     [  std_z : 1.00  real_sub_fake : 1219.49 ]
[  epoch 0031/0040] 0070/4800, lr:1.3e-05 ∣ avg_100 : 31857.771101 ∣ critic_nllloss : 25875.798047 ∣ critic_ganloss : -285.581989 ∣ generator_nllloss : 5183.791016 ∣ generator_ganloss : 1093.848389 ∣     [  std_z : 1.00  real_sub_fake : 1278.67 ]
[  epoch 0031/0040] 0080/4800, lr:1.3e-05 ∣ avg_100 : 31855.402763 ∣ critic_nllloss : 25676.144922 ∣ critic_ganloss : -304.985809 ∣ generator_nllloss : 5127.490234 ∣ generator_ganloss : 1094.113672 ∣     [  std_z : 0.99  real_sub_fake : 1304.33 ]
[  epoch 0031/0040] 0090/4800, lr:1.3e-05 ∣ avg_100 : 31855.695893 ∣ critic_nllloss : 25797.552930 ∣ critic_ganloss : -324.537149 ∣ generator_nllloss : 5067.313086 ∣ generator_ganloss : 1112.924951 ∣     [  std_z : 0.99  real_sub_fake : 1242.92 ]
[  epoch 0031/0040] 0100/4800, lr:1.3e-05 ∣ avg_100 : 31854.695322 ∣ critic_nllloss : 25891.960547 ∣ critic_ganloss : -352.868430 ∣ generator_nllloss : 5157.927539 ∣ generator_ganloss : 1128.850391 ∣     [  std_z : 0.99  real_sub_fake : 1224.61 ]
[  epoch 0031/0040] 0110/4800, lr:1.3e-05 ∣ avg_100 : 31849.777343 ∣ critic_nllloss : 25852.499219 ∣ critic_ganloss : -403.532169 ∣ generator_nllloss : 5165.064844 ∣ generator_ganloss : 1113.168213 ∣     [  std_z : 0.99  real_sub_fake : 1295.09 ]
[  epoch 0031/0040] 0120/4800, lr:1.3e-05 ∣ avg_100 : 31853.545607 ∣ critic_nllloss : 26052.421680 ∣ critic_ganloss : -296.033179 ∣ generator_nllloss : 5126.997461 ∣ generator_ganloss : 1116.500146 ∣     [  std_z : 0.99  real_sub_fake : 1368.04 ]
[  epoch 0031/0040] 0130/4800, lr:1.3e-05 ∣ avg_100 : 31854.616706 ∣ critic_nllloss : 25809.905664 ∣ critic_ganloss : -301.084402 ∣ generator_nllloss : 5193.586719 ∣ generator_ganloss : 1091.344824 ∣     [  std_z : 0.99  real_sub_fake : 1340.85 ]
[  epoch 0031/0040] 0140/4800, lr:1.3e-05 ∣ avg_100 : 31854.089502 ∣ critic_nllloss : 25936.850000 ∣ critic_ganloss : -304.762653 ∣ generator_nllloss : 5173.335742 ∣ generator_ganloss : 1123.448730 ∣     [  std_z : 0.99  real_sub_fake : 1139.97 ]
[  epoch 0031/0040] 0150/4800, lr:1.3e-05 ∣ avg_100 : 31855.035056 ∣ critic_nllloss : 25791.290625 ∣ critic_ganloss : -296.584995 ∣ generator_nllloss : 5196.745508 ∣ generator_ganloss : 1108.292041 ∣     [  std_z : 1.00  real_sub_fake : 1121.95 ]
[  epoch 0031/0040] 0160/4800, lr:1.3e-05 ∣ avg_100 : 31856.698119 ∣ critic_nllloss : 25937.250586 ∣ critic_ganloss : -208.357437 ∣ generator_nllloss : 5242.970508 ∣ generator_ganloss : 1115.673193 ∣     [  std_z : 1.00  real_sub_fake : 1199.09 ]
[  epoch 0031/0040] 0170/4800, lr:1.3e-05 ∣ avg_100 : 31851.264692 ∣ critic_nllloss : 25483.764844 ∣ critic_ganloss : -253.984367 ∣ generator_nllloss : 5119.886914 ∣ generator_ganloss : 1124.873437 ∣     [  std_z : 1.00  real_sub_fake : 927.46 ]
[  epoch 0031/0040] 0180/4800, lr:1.3e-05 ∣ avg_100 : 31849.897441 ∣ critic_nllloss : 25875.285352 ∣ critic_ganloss : -314.595427 ∣ generator_nllloss : 5151.083789 ∣ generator_ganloss : 1113.615967 ∣     [  std_z : 1.00  real_sub_fake : 1092.89 ]
[  epoch 0031/0040] 0190/4800, lr:1.3e-05 ∣ avg_100 : 31851.130416 ∣ critic_nllloss : 25912.515430 ∣ critic_ganloss : -329.343130 ∣ generator_nllloss : 5171.986328 ∣ generator_ganloss : 1104.636230 ∣     [  std_z : 1.00  real_sub_fake : 1079.93 ]
[  epoch 0031/0040] 0200/4800, lr:1.3e-05 ∣ avg_100 : 31851.317401 ∣ critic_nllloss : 25819.985938 ∣ critic_ganloss : -381.300974 ∣ generator_nllloss : 5243.853906 ∣ generator_ganloss : 1116.470068 ∣     [  std_z : 0.99  real_sub_fake : 1149.96 ]
[  epoch 0031/0040] 0210/4800, lr:1.3e-05 ∣ avg_100 : 31851.692110 ∣ critic_nllloss : 25969.533203 ∣ critic_ganloss : -234.333972 ∣ generator_nllloss : 5194.966602 ∣ generator_ganloss : 1124.275439 ∣     [  std_z : 0.99  real_sub_fake : 1309.37 ]
[  epoch 0031/0040] 0220/4800, lr:1.3e-05 ∣ avg_100 : 31851.097059 ∣ critic_nllloss : 25942.581250 ∣ critic_ganloss : -354.245428 ∣ generator_nllloss : 5183.462305 ∣ generator_ganloss : 1129.740381 ∣     [  std_z : 0.99  real_sub_fake : 1222.26 ]
[  epoch 0031/0040] 0230/4800, lr:1.3e-05 ∣ avg_100 : 31849.882245 ∣ critic_nllloss : 25717.699219 ∣ critic_ganloss : -296.764886 ∣ generator_nllloss : 5103.541992 ∣ generator_ganloss : 1133.913184 ∣     [  std_z : 0.99  real_sub_fake : 1215.33 ]
[  epoch 0031/0040] 0240/4800, lr:1.3e-05 ∣ avg_100 : 31846.678009 ∣ critic_nllloss : 25761.753320 ∣ critic_ganloss : -342.926056 ∣ generator_nllloss : 5079.414062 ∣ generator_ganloss : 1131.691895 ∣     [  std_z : 0.99  real_sub_fake : 1091.15 ]
[  epoch 0031/0040] 0250/4800, lr:1.3e-05 ∣ avg_100 : 31848.195612 ∣ critic_nllloss : 25679.562500 ∣ critic_ganloss : -290.604559 ∣ generator_nllloss : 5260.433398 ∣ generator_ganloss : 1127.123633 ∣     [  std_z : 0.99  real_sub_fake : 1200.48 ]
[  epoch 0031/0040] 0260/4800, lr:1.3e-05 ∣ avg_100 : 31847.836242 ∣ critic_nllloss : 25845.062891 ∣ critic_ganloss : -368.905652 ∣ generator_nllloss : 5207.569336 ∣ generator_ganloss : 1131.856152 ∣     [  std_z : 1.00  real_sub_fake : 1310.73 ]
[  epoch 0031/0040] 0270/4800, lr:1.3e-05 ∣ avg_100 : 31848.384765 ∣ critic_nllloss : 25794.662305 ∣ critic_ganloss : -333.547177 ∣ generator_nllloss : 5178.264258 ∣ generator_ganloss : 1129.716309 ∣     [  std_z : 1.00  real_sub_fake : 1167.66 ]
[  epoch 0031/0040] 0280/4800, lr:1.3e-05 ∣ avg_100 : 31845.702293 ∣ critic_nllloss : 25835.016211 ∣ critic_ganloss : -344.640451 ∣ generator_nllloss : 5154.823047 ∣ generator_ganloss : 1134.785596 ∣     [  std_z : 0.99  real_sub_fake : 1235.27 ]
[  epoch 0031/0040] 0290/4800, lr:1.3e-05 ∣ avg_100 : 31847.422684 ∣ critic_nllloss : 25915.938867 ∣ critic_ganloss : -305.916330 ∣ generator_nllloss : 5250.128125 ∣ generator_ganloss : 1131.316162 ∣     [  std_z : 0.99  real_sub_fake : 1316.90 ]
[  epoch 0031/0040] 0300/4800, lr:1.3e-05 ∣ avg_100 : 31850.891108 ∣ critic_nllloss : 25893.913086 ∣ critic_ganloss : -323.036807 ∣ generator_nllloss : 5261.417383 ∣ generator_ganloss : 1125.305811 ∣     [  std_z : 0.99  real_sub_fake : 1240.45 ]
[  epoch 0031/0040] 0310/4800, lr:1.3e-05 ∣ avg_100 : 31855.337803 ∣ critic_nllloss : 26303.998828 ∣ critic_ganloss : -322.319885 ∣ generator_nllloss : 5197.240430 ∣ generator_ganloss : 1124.172998 ∣     [  std_z : 0.99  real_sub_fake : 1403.61 ]
[  epoch 0031/0040] 0320/4800, lr:1.3e-05 ∣ avg_100 : 31854.521850 ∣ critic_nllloss : 25698.394727 ∣ critic_ganloss : -312.331400 ∣ generator_nllloss : 5067.984375 ∣ generator_ganloss : 1144.655811 ∣     [  std_z : 1.00  real_sub_fake : 1129.00 ]
[  epoch 0031/0040] 0330/4800, lr:1.3e-05 ∣ avg_100 : 31853.754690 ∣ critic_nllloss : 25856.479297 ∣ critic_ganloss : -295.704953 ∣ generator_nllloss : 5260.228516 ∣ generator_ganloss : 1138.056299 ∣     [  std_z : 1.00  real_sub_fake : 1061.00 ]
[  epoch 0031/0040] 0340/4800, lr:1.3e-05 ∣ avg_100 : 31853.176873 ∣ critic_nllloss : 25808.569922 ∣ critic_ganloss : -292.561090 ∣ generator_nllloss : 5159.333398 ∣ generator_ganloss : 1113.906494 ∣     [  std_z : 1.00  real_sub_fake : 1198.14 ]
[  epoch 0031/0040] 0350/4800, lr:1.3e-05 ∣ avg_100 : 31849.614901 ∣ critic_nllloss : 25620.853711 ∣ critic_ganloss : -241.236829 ∣ generator_nllloss : 5136.230859 ∣ generator_ganloss : 1145.551465 ∣     [  std_z : 0.99  real_sub_fake : 1027.39 ]
[  epoch 0031/0040] 0360/4800, lr:1.3e-05 ∣ avg_100 : 31853.202865 ∣ critic_nllloss : 25824.697070 ∣ critic_ganloss : -216.690155 ∣ generator_nllloss : 5222.357031 ∣ generator_ganloss : 1145.483105 ∣     [  std_z : 0.99  real_sub_fake : 965.20 ]
[  epoch 0031/0040] 0370/4800, lr:1.3e-05 ∣ avg_100 : 31855.378419 ∣ critic_nllloss : 25846.776562 ∣ critic_ganloss : -298.434067 ∣ generator_nllloss : 5207.876367 ∣ generator_ganloss : 1134.013770 ∣     [  std_z : 0.99  real_sub_fake : 1059.17 ]
[  epoch 0031/0040] 0380/4800, lr:1.3e-05 ∣ avg_100 : 31852.655860 ∣ critic_nllloss : 25753.398828 ∣ critic_ganloss : -368.640785 ∣ generator_nllloss : 5137.031250 ∣ generator_ganloss : 1130.813574 ∣     [  std_z : 0.99  real_sub_fake : 1138.81 ]
[  epoch 0031/0040] 0390/4800, lr:1.3e-05 ∣ avg_100 : 31849.961702 ∣ critic_nllloss : 25726.493945 ∣ critic_ganloss : -275.256421 ∣ generator_nllloss : 5114.350977 ∣ generator_ganloss : 1121.460254 ∣     [  std_z : 0.99  real_sub_fake : 1178.11 ]
[  epoch 0031/0040] 0400/4800, lr:1.3e-05 ∣ avg_100 : 31847.898786 ∣ critic_nllloss : 25649.024414 ∣ critic_ganloss : -358.059821 ∣ generator_nllloss : 5139.951953 ∣ generator_ganloss : 1133.561768 ∣     [  std_z : 0.99  real_sub_fake : 1218.93 ]
[  epoch 0031/0040] 0410/4800, lr:1.3e-05 ∣ avg_100 : 31845.613556 ∣ critic_nllloss : 25642.496680 ∣ critic_ganloss : -308.902985 ∣ generator_nllloss : 5192.055469 ∣ generator_ganloss : 1136.566504 ∣     [  std_z : 1.00  real_sub_fake : 1089.36 ]
[  epoch 0031/0040] 0420/4800, lr:1.3e-05 ∣ avg_100 : 31847.953854 ∣ critic_nllloss : 25958.016797 ∣ critic_ganloss : -318.613678 ∣ generator_nllloss : 5148.924023 ∣ generator_ganloss : 1135.145557 ∣     [  std_z : 1.00  real_sub_fake : 1097.51 ]
[  epoch 0031/0040] 0430/4800, lr:1.3e-05 ∣ avg_100 : 31850.582049 ∣ critic_nllloss : 26085.905469 ∣ critic_ganloss : -192.563229 ∣ generator_nllloss : 5208.344531 ∣ generator_ganloss : 1143.086279 ∣     [  std_z : 1.00  real_sub_fake : 1008.12 ]
[  epoch 0031/0040] 0440/4800, lr:1.3e-05 ∣ avg_100 : 31849.597381 ∣ critic_nllloss : 25663.114648 ∣ critic_ganloss : -166.208490 ∣ generator_nllloss : 5132.065234 ∣ generator_ganloss : 1137.521973 ∣     [  std_z : 0.99  real_sub_fake : 706.68 ]
[  epoch 0031/0040] 0450/4800, lr:1.3e-05 ∣ avg_100 : 31849.629248 ∣ critic_nllloss : 25802.735742 ∣ critic_ganloss : -200.855391 ∣ generator_nllloss : 5139.900195 ∣ generator_ganloss : 1117.081055 ∣     [  std_z : 0.99  real_sub_fake : 771.09 ]
[  epoch 0031/0040] 0460/4800, lr:1.3e-05 ∣ avg_100 : 31846.208004 ∣ critic_nllloss : 25863.424023 ∣ critic_ganloss : -193.084579 ∣ generator_nllloss : 5068.425195 ∣ generator_ganloss : 1105.326270 ∣     [  std_z : 0.99  real_sub_fake : 804.72 ]
[  epoch 0031/0040] 0470/4800, lr:1.3e-05 ∣ avg_100 : 31846.907306 ∣ critic_nllloss : 25965.801367 ∣ critic_ganloss : -279.879214 ∣ generator_nllloss : 5263.513867 ∣ generator_ganloss : 1108.459375 ∣     [  std_z : 0.99  real_sub_fake : 813.99 ]
[  epoch 0031/0040] 0480/4800, lr:1.3e-05 ∣ avg_100 : 31850.630472 ∣ critic_nllloss : 26079.374609 ∣ critic_ganloss : -222.072272 ∣ generator_nllloss : 5227.424414 ∣ generator_ganloss : 1091.336621 ∣     [  std_z : 0.99  real_sub_fake : 885.28 ]
[  epoch 0031/0040] 0490/4800, lr:1.3e-05 ∣ avg_100 : 31850.371087 ∣ critic_nllloss : 25809.242578 ∣ critic_ganloss : -184.709189 ∣ generator_nllloss : 5119.571484 ∣ generator_ganloss : 1086.030762 ∣     [  std_z : 0.99  real_sub_fake : 847.12 ]
[  epoch 0031/0040] 0500/4800, lr:1.3e-05 ∣ avg_100 : 31853.002257 ∣ critic_nllloss : 26016.651953 ∣ critic_ganloss : -231.509207 ∣ generator_nllloss : 5185.162695 ∣ generator_ganloss : 1091.387256 ∣     [  std_z : 0.99  real_sub_fake : 844.79 ]
[  epoch 0031/0040] 0510/4800, lr:1.3e-05 ∣ avg_100 : 31852.573529 ∣ critic_nllloss : 25886.651367 ∣ critic_ganloss : -290.742816 ∣ generator_nllloss : 5199.821094 ∣ generator_ganloss : 1090.623047 ∣     [  std_z : 1.00  real_sub_fake : 841.68 ]
[  epoch 0031/0040] 0520/4800, lr:1.3e-05 ∣ avg_100 : 31847.428235 ∣ critic_nllloss : 25676.506055 ∣ critic_ganloss : -294.092523 ∣ generator_nllloss : 5034.101172 ∣ generator_ganloss : 1089.061523 ∣     [  std_z : 1.00  real_sub_fake : 957.82 ]
[  epoch 0031/0040] 0530/4800, lr:1.3e-05 ∣ avg_100 : 31847.008720 ∣ critic_nllloss : 25739.242773 ∣ critic_ganloss : -290.073929 ∣ generator_nllloss : 5200.609375 ∣ generator_ganloss : 1086.090283 ∣     [  std_z : 1.00  real_sub_fake : 1018.87 ]
[  epoch 0031/0040] 0540/4800, lr:1.3e-05 ∣ avg_100 : 31847.615273 ∣ critic_nllloss : 25991.664844 ∣ critic_ganloss : -275.699033 ∣ generator_nllloss : 5138.803516 ∣ generator_ganloss : 1106.919287 ∣     [  std_z : 1.00  real_sub_fake : 1005.61 ]
[  epoch 0031/0040] 0550/4800, lr:1.3e-05 ∣ avg_100 : 31846.627258 ∣ critic_nllloss : 25677.788086 ∣ critic_ganloss : -260.318616 ∣ generator_nllloss : 5218.669141 ∣ generator_ganloss : 1085.752686 ∣     [  std_z : 1.00  real_sub_fake : 1002.62 ]
[  epoch 0031/0040] 0560/4800, lr:1.3e-05 ∣ avg_100 : 31850.442255 ∣ critic_nllloss : 25928.419727 ∣ critic_ganloss : -245.178467 ∣ generator_nllloss : 5215.664062 ∣ generator_ganloss : 1084.265771 ∣     [  std_z : 0.99  real_sub_fake : 1099.99 ]
[  epoch 0031/0040] 0570/4800, lr:1.3e-05 ∣ avg_100 : 31852.104914 ∣ critic_nllloss : 25923.584766 ∣ critic_ganloss : -236.272592 ∣ generator_nllloss : 5146.570117 ∣ generator_ganloss : 1106.144287 ∣     [  std_z : 0.99  real_sub_fake : 837.38 ]
[  epoch 0031/0040] 0580/4800, lr:1.3e-05 ∣ avg_100 : 31851.909235 ∣ critic_nllloss : 25776.150781 ∣ critic_ganloss : -154.090680 ∣ generator_nllloss : 5244.517187 ∣ generator_ganloss : 1094.212256 ∣     [  std_z : 0.99  real_sub_fake : 816.10 ]
[  epoch 0031/0040] 0590/4800, lr:1.3e-05 ∣ avg_100 : 31852.777957 ∣ critic_nllloss : 25800.975391 ∣ critic_ganloss : -153.813861 ∣ generator_nllloss : 5184.018555 ∣ generator_ganloss : 1085.229785 ∣     [  std_z : 1.00  real_sub_fake : 795.69 ]
[  epoch 0031/0040] 0600/4800, lr:1.3e-05 ∣ avg_100 : 31851.114796 ∣ critic_nllloss : 25785.623437 ∣ critic_ganloss : -266.470111 ∣ generator_nllloss : 5158.109180 ∣ generator_ganloss : 1080.740430 ∣     [  std_z : 1.00  real_sub_fake : 834.37 ]
[  epoch 0031/0040] 0610/4800, lr:1.3e-05 ∣ avg_100 : 31849.270721 ∣ critic_nllloss : 25673.048438 ∣ critic_ganloss : -146.751802 ∣ generator_nllloss : 5116.307227 ∣ generator_ganloss : 1101.082031 ∣     [  std_z : 1.00  real_sub_fake : 750.90 ]
[  epoch 0031/0040] 0620/4800, lr:1.3e-05 ∣ avg_100 : 31848.016100 ∣ critic_nllloss : 26011.812500 ∣ critic_ganloss : -213.252167 ∣ generator_nllloss : 5145.265820 ∣ generator_ganloss : 1105.424463 ∣     [  std_z : 1.00  real_sub_fake : 799.77 ]
[  epoch 0031/0040] 0630/4800, lr:1.3e-05 ∣ avg_100 : 31848.472059 ∣ critic_nllloss : 25888.488477 ∣ critic_ganloss : -204.171565 ∣ generator_nllloss : 5127.786328 ∣ generator_ganloss : 1105.932373 ∣     [  std_z : 1.00  real_sub_fake : 767.48 ]
[  epoch 0031/0040] 0640/4800, lr:1.3e-05 ∣ avg_100 : 31847.260904 ∣ critic_nllloss : 25723.729297 ∣ critic_ganloss : -254.086801 ∣ generator_nllloss : 5168.530469 ∣ generator_ganloss : 1084.275781 ∣     [  std_z : 0.99  real_sub_fake : 899.77 ]
[  epoch 0031/0040] 0650/4800, lr:1.3e-05 ∣ avg_100 : 31849.772206 ∣ critic_nllloss : 26057.050781 ∣ critic_ganloss : -232.784187 ∣ generator_nllloss : 5078.529297 ∣ generator_ganloss : 1093.278955 ∣     [  std_z : 0.99  real_sub_fake : 963.42 ]
[  epoch 0031/0040] 0660/4800, lr:1.3e-05 ∣ avg_100 : 31852.298976 ∣ critic_nllloss : 26012.270117 ∣ critic_ganloss : -295.255252 ∣ generator_nllloss : 5141.637109 ∣ generator_ganloss : 1095.672461 ∣     [  std_z : 0.99  real_sub_fake : 989.59 ]
[  epoch 0031/0040] 0670/4800, lr:1.3e-05 ∣ avg_100 : 31850.933078 ∣ critic_nllloss : 25699.511719 ∣ critic_ganloss : -234.714267 ∣ generator_nllloss : 5089.679102 ∣ generator_ganloss : 1097.753223 ∣     [  std_z : 0.99  real_sub_fake : 1022.40 ]
[  epoch 0031/0040] 0680/4800, lr:1.3e-05 ∣ avg_100 : 31855.404017 ∣ critic_nllloss : 25962.442773 ∣ critic_ganloss : -194.318613 ∣ generator_nllloss : 5144.200195 ∣ generator_ganloss : 1103.483301 ∣     [  std_z : 0.99  real_sub_fake : 997.64 ]
[  epoch 0031/0040] 0690/4800, lr:1.3e-05 ∣ avg_100 : 31856.671841 ∣ critic_nllloss : 25874.579492 ∣ critic_ganloss : -247.734746 ∣ generator_nllloss : 5177.877539 ∣ generator_ganloss : 1116.572559 ∣     [  std_z : 1.00  real_sub_fake : 982.73 ]
[  epoch 0031/0040] 0700/4800, lr:1.3e-05 ∣ avg_100 : 31853.373426 ∣ critic_nllloss : 25683.404883 ∣ critic_ganloss : -276.441754 ∣ generator_nllloss : 5053.762695 ∣ generator_ganloss : 1103.089258 ∣     [  std_z : 1.00  real_sub_fake : 1026.29 ]
[  epoch 0031/0040] 0710/4800, lr:1.3e-05 ∣ avg_100 : 31850.038733 ∣ critic_nllloss : 25774.228320 ∣ critic_ganloss : -333.561221 ∣ generator_nllloss : 5121.699219 ∣ generator_ganloss : 1111.478174 ∣     [  std_z : 1.00  real_sub_fake : 1085.25 ]
[  epoch 0031/0040] 0720/4800, lr:1.3e-05 ∣ avg_100 : 31850.629335 ∣ critic_nllloss : 25952.282422 ∣ critic_ganloss : -340.505438 ∣ generator_nllloss : 5212.843359 ∣ generator_ganloss : 1108.028906 ∣     [  std_z : 1.01  real_sub_fake : 1214.47 ]
[  epoch 0031/0040] 0730/4800, lr:1.3e-05 ∣ avg_100 : 31845.540920 ∣ critic_nllloss : 25631.333203 ∣ critic_ganloss : -300.255994 ∣ generator_nllloss : 5099.782617 ∣ generator_ganloss : 1107.277588 ∣     [  std_z : 1.00  real_sub_fake : 1131.76 ]
[  epoch 0031/0040] 0740/4800, lr:1.3e-05 ∣ avg_100 : 31847.518869 ∣ critic_nllloss : 26016.618359 ∣ critic_ganloss : -341.757330 ∣ generator_nllloss : 5232.746484 ∣ generator_ganloss : 1130.216602 ∣     [  std_z : 1.00  real_sub_fake : 1209.41 ]
[  epoch 0031/0040] 0750/4800, lr:1.3e-05 ∣ avg_100 : 31848.656167 ∣ critic_nllloss : 25902.950977 ∣ critic_ganloss : -195.455313 ∣ generator_nllloss : 5246.275000 ∣ generator_ganloss : 1121.785840 ∣     [  std_z : 0.99  real_sub_fake : 1201.64 ]
[  epoch 0031/0040] 0760/4800, lr:1.3e-05 ∣ avg_100 : 31843.145719 ∣ critic_nllloss : 25604.789453 ∣ critic_ganloss : -289.577299 ∣ generator_nllloss : 5121.064062 ∣ generator_ganloss : 1130.430762 ∣     [  std_z : 0.99  real_sub_fake : 1022.64 ]
[  epoch 0031/0040] 0770/4800, lr:1.3e-05 ∣ avg_100 : 31841.882490 ∣ critic_nllloss : 25779.697852 ∣ critic_ganloss : -260.677983 ∣ generator_nllloss : 5120.226562 ∣ generator_ganloss : 1125.441943 ∣     [  std_z : 0.99  real_sub_fake : 976.82 ]
[  epoch 0031/0040] 0780/4800, lr:1.3e-05 ∣ avg_100 : 31842.439579 ∣ critic_nllloss : 26002.278125 ∣ critic_ganloss : -347.269772 ∣ generator_nllloss : 5261.650391 ∣ generator_ganloss : 1129.829492 ∣     [  std_z : 1.00  real_sub_fake : 1111.96 ]
[  epoch 0031/0040] 0790/4800, lr:1.3e-05 ∣ avg_100 : 31842.923760 ∣ critic_nllloss : 25769.216016 ∣ critic_ganloss : -226.361003 ∣ generator_nllloss : 5165.155664 ∣ generator_ganloss : 1112.701514 ∣     [  std_z : 1.00  real_sub_fake : 1058.81 ]
[  epoch 0031/0040] 0800/4800, lr:1.3e-05 ∣ avg_100 : 31841.508170 ∣ critic_nllloss : 25866.156250 ∣ critic_ganloss : -254.014761 ∣ generator_nllloss : 5049.523828 ∣ generator_ganloss : 1107.653076 ∣     [  std_z : 1.00  real_sub_fake : 1078.22 ]
[  epoch 0031/0040] 0810/4800, lr:1.3e-05 ∣ avg_100 : 31845.427526 ∣ critic_nllloss : 26018.225195 ∣ critic_ganloss : -319.068402 ∣ generator_nllloss : 5224.139844 ∣ generator_ganloss : 1133.812842 ∣     [  std_z : 1.00  real_sub_fake : 1058.23 ]
[  epoch 0031/0040] 0820/4800, lr:1.3e-05 ∣ avg_100 : 31840.430417 ∣ critic_nllloss : 25707.866406 ∣ critic_ganloss : -308.034561 ∣ generator_nllloss : 5064.528320 ∣ generator_ganloss : 1120.468945 ∣     [  std_z : 1.00  real_sub_fake : 992.43 ]
[  epoch 0031/0040] 0830/4800, lr:1.3e-05 ∣ avg_100 : 31844.409775 ∣ critic_nllloss : 26111.484766 ∣ critic_ganloss : -233.368146 ∣ generator_nllloss : 5187.843945 ∣ generator_ganloss : 1114.228955 ∣     [  std_z : 0.99  real_sub_fake : 1184.81 ]
[  epoch 0031/0040] 0840/4800, lr:1.3e-05 ∣ avg_100 : 31842.303319 ∣ critic_nllloss : 25974.423828 ∣ critic_ganloss : -263.912019 ∣ generator_nllloss : 5171.724609 ∣ generator_ganloss : 1128.010742 ∣     [  std_z : 0.99  real_sub_fake : 962.03 ]
[  epoch 0031/0040] 0850/4800, lr:1.3e-05 ∣ avg_100 : 31841.073275 ∣ critic_nllloss : 25896.501758 ∣ critic_ganloss : -308.609512 ∣ generator_nllloss : 5214.107617 ∣ generator_ganloss : 1098.615527 ∣     [  std_z : 0.99  real_sub_fake : 1112.71 ]
[  epoch 0031/0040] 0860/4800, lr:1.3e-05 ∣ avg_100 : 31840.014177 ∣ critic_nllloss : 25738.459180 ∣ critic_ganloss : -279.766779 ∣ generator_nllloss : 5115.457617 ∣ generator_ganloss : 1118.619678 ∣     [  std_z : 0.99  real_sub_fake : 1028.56 ]
[  epoch 0031/0040] 0870/4800, lr:1.3e-05 ∣ avg_100 : 31842.447035 ∣ critic_nllloss : 25942.091797 ∣ critic_ganloss : -274.390460 ∣ generator_nllloss : 5180.809961 ∣ generator_ganloss : 1121.402930 ∣     [  std_z : 0.99  real_sub_fake : 957.31 ]
[  epoch 0031/0040] 0880/4800, lr:1.3e-05 ∣ avg_100 : 31845.474864 ∣ critic_nllloss : 26060.830469 ∣ critic_ganloss : -311.444727 ∣ generator_nllloss : 5200.332227 ∣ generator_ganloss : 1109.684180 ∣     [  std_z : 0.99  real_sub_fake : 1092.30 ]
[  epoch 0031/0040] 0890/4800, lr:1.3e-05 ∣ avg_100 : 31840.691334 ∣ critic_nllloss : 25601.110352 ∣ critic_ganloss : -303.775458 ∣ generator_nllloss : 5157.222852 ∣ generator_ganloss : 1117.923145 ∣     [  std_z : 0.99  real_sub_fake : 935.72 ]
[  epoch 0031/0040] 0900/4800, lr:1.3e-05 ∣ avg_100 : 31842.532979 ∣ critic_nllloss : 25878.658203 ∣ critic_ganloss : -300.132748 ∣ generator_nllloss : 5195.825977 ∣ generator_ganloss : 1088.581592 ∣     [  std_z : 1.00  real_sub_fake : 1134.36 ]
[  epoch 0031/0040] 0910/4800, lr:1.3e-05 ∣ avg_100 : 31840.369432 ∣ critic_nllloss : 25807.897070 ∣ critic_ganloss : -248.675836 ∣ generator_nllloss : 5145.496094 ∣ generator_ganloss : 1092.401758 ∣     [  std_z : 1.00  real_sub_fake : 1186.04 ]
[  epoch 0031/0040] 0920/4800, lr:1.3e-05 ∣ avg_100 : 31841.461138 ∣ critic_nllloss : 25885.200391 ∣ critic_ganloss : -238.677695 ∣ generator_nllloss : 5132.447266 ∣ generator_ganloss : 1110.605859 ∣     [  std_z : 1.00  real_sub_fake : 1068.78 ]
[  epoch 0031/0040] 0930/4800, lr:1.3e-05 ∣ avg_100 : 31843.609951 ∣ critic_nllloss : 25940.755469 ∣ critic_ganloss : -295.742438 ∣ generator_nllloss : 5207.969336 ∣ generator_ganloss : 1102.677637 ∣     [  std_z : 1.00  real_sub_fake : 1165.04 ]
[  epoch 0031/0040] 0940/4800, lr:1.3e-05 ∣ avg_100 : 31843.698431 ∣ critic_nllloss : 25927.572461 ∣ critic_ganloss : -312.871826 ∣ generator_nllloss : 5101.920117 ∣ generator_ganloss : 1113.275049 ∣     [  std_z : 0.99  real_sub_fake : 998.77 ]
[  epoch 0031/0040] 0950/4800, lr:1.3e-05 ∣ avg_100 : 31848.872805 ∣ critic_nllloss : 26016.255859 ∣ critic_ganloss : -371.524863 ∣ generator_nllloss : 5216.780469 ∣ generator_ganloss : 1103.040967 ∣     [  std_z : 0.99  real_sub_fake : 1253.00 ]
[  epoch 0031/0040] 0960/4800, lr:1.3e-05 ∣ avg_100 : 31848.702780 ∣ critic_nllloss : 25811.342383 ∣ critic_ganloss : -325.486148 ∣ generator_nllloss : 5155.855664 ∣ generator_ganloss : 1118.521533 ∣     [  std_z : 0.99  real_sub_fake : 1289.72 ]
[  epoch 0031/0040] 0970/4800, lr:1.3e-05 ∣ avg_100 : 31848.829619 ∣ critic_nllloss : 25853.147852 ∣ critic_ganloss : -229.642580 ∣ generator_nllloss : 5228.007617 ∣ generator_ganloss : 1115.139551 ∣     [  std_z : 0.99  real_sub_fake : 1117.08 ]
[  epoch 0031/0040] 0980/4800, lr:1.3e-05 ∣ avg_100 : 31842.818087 ∣ critic_nllloss : 25671.441992 ∣ critic_ganloss : -253.468744 ∣ generator_nllloss : 5076.759961 ∣ generator_ganloss : 1106.852441 ∣     [  std_z : 1.00  real_sub_fake : 1254.60 ]
[  epoch 0031/0040] 0990/4800, lr:1.3e-05 ∣ avg_100 : 31847.434459 ∣ critic_nllloss : 25990.578516 ∣ critic_ganloss : -230.618253 ∣ generator_nllloss : 5191.322070 ∣ generator_ganloss : 1134.150195 ∣     [  std_z : 1.00  real_sub_fake : 912.41 ]
[  epoch 0031/0040] 1000/4800, lr:1.3e-05 ∣ avg_100 : 31850.767985 ∣ critic_nllloss : 25924.104883 ∣ critic_ganloss : -247.518741 ∣ generator_nllloss : 5186.401953 ∣ generator_ganloss : 1098.741260 ∣     [  std_z : 0.99  real_sub_fake : 951.58 ]
[  epoch 0031/0040] 1010/4800, lr:1.3e-05 ∣ avg_100 : 31853.502621 ∣ critic_nllloss : 26023.272461 ∣ critic_ganloss : -348.945471 ∣ generator_nllloss : 5210.246094 ∣ generator_ganloss : 1097.114160 ∣     [  std_z : 0.99  real_sub_fake : 1124.98 ]
[  epoch 0031/0040] 1020/4800, lr:1.3e-05 ∣ avg_100 : 31852.833610 ∣ critic_nllloss : 25893.013086 ∣ critic_ganloss : -358.583643 ∣ generator_nllloss : 5179.742969 ∣ generator_ganloss : 1100.124609 ∣     [  std_z : 0.99  real_sub_fake : 1156.95 ]
[  epoch 0031/0040] 1030/4800, lr:1.3e-05 ∣ avg_100 : 31851.991083 ∣ critic_nllloss : 25902.813086 ∣ critic_ganloss : -385.730209 ∣ generator_nllloss : 5189.126758 ∣ generator_ganloss : 1102.513428 ∣     [  std_z : 0.99  real_sub_fake : 1228.47 ]
[  epoch 0031/0040] 1040/4800, lr:1.3e-05 ∣ avg_100 : 31856.506396 ∣ critic_nllloss : 26052.868359 ∣ critic_ganloss : -179.170294 ∣ generator_nllloss : 5263.396680 ∣ generator_ganloss : 1131.995264 ∣     [  std_z : 1.00  real_sub_fake : 1200.65 ]
[  epoch 0031/0040] 1050/4800, lr:1.3e-05 ∣ avg_100 : 31857.260325 ∣ critic_nllloss : 26039.722266 ∣ critic_ganloss : -273.140152 ∣ generator_nllloss : 5146.667969 ∣ generator_ganloss : 1110.695996 ∣     [  std_z : 1.00  real_sub_fake : 1106.10 ]
[  epoch 0031/0040] 1060/4800, lr:1.3e-05 ∣ avg_100 : 31856.394199 ∣ critic_nllloss : 25878.995703 ∣ critic_ganloss : -341.058725 ∣ generator_nllloss : 5190.320703 ∣ generator_ganloss : 1100.399707 ∣     [  std_z : 1.00  real_sub_fake : 1212.28 ]
[  epoch 0031/0040] 1070/4800, lr:1.3e-05 ∣ avg_100 : 31856.414486 ∣ critic_nllloss : 26012.400781 ∣ critic_ganloss : -377.407184 ∣ generator_nllloss : 5131.049805 ∣ generator_ganloss : 1103.840771 ∣     [  std_z : 0.99  real_sub_fake : 1286.81 ]
[  epoch 0031/0040] 1080/4800, lr:1.3e-05 ∣ avg_100 : 31861.110603 ∣ critic_nllloss : 26012.127344 ∣ critic_ganloss : -279.515530 ∣ generator_nllloss : 5205.862109 ∣ generator_ganloss : 1123.900732 ∣     [  std_z : 0.99  real_sub_fake : 1221.01 ]
[  epoch 0031/0040] 1090/4800, lr:1.3e-05 ∣ avg_100 : 31862.761265 ∣ critic_nllloss : 25806.787109 ∣ critic_ganloss : -318.294839 ∣ generator_nllloss : 5213.445703 ∣ generator_ganloss : 1116.382129 ∣     [  std_z : 0.99  real_sub_fake : 1118.15 ]
[  epoch 0031/0040] 1100/4800, lr:1.3e-05 ∣ avg_100 : 31864.621084 ∣ critic_nllloss : 25956.563281 ∣ critic_ganloss : -209.966821 ∣ generator_nllloss : 5159.875586 ∣ generator_ganloss : 1105.379883 ∣     [  std_z : 0.99  real_sub_fake : 1207.70 ]
[  epoch 0031/0040] 1110/4800, lr:1.3e-05 ∣ avg_100 : 31867.258331 ∣ critic_nllloss : 25972.041211 ∣ critic_ganloss : -244.223755 ∣ generator_nllloss : 5174.597461 ∣ generator_ganloss : 1088.509863 ∣     [  std_z : 1.00  real_sub_fake : 973.32 ]
[  epoch 0031/0040] 1120/4800, lr:1.3e-05 ∣ avg_100 : 31868.033204 ∣ critic_nllloss : 26023.773828 ∣ critic_ganloss : -225.636537 ∣ generator_nllloss : 5195.740820 ∣ generator_ganloss : 1083.495264 ∣     [  std_z : 1.00  real_sub_fake : 897.78 ]
[  epoch 0031/0040] 1130/4800, lr:1.3e-05 ∣ avg_100 : 31866.750807 ∣ critic_nllloss : 25759.530078 ∣ critic_ganloss : -284.117986 ∣ generator_nllloss : 5114.596484 ∣ generator_ganloss : 1075.504590 ∣     [  std_z : 1.00  real_sub_fake : 926.87 ]
[  epoch 0031/0040] 1140/4800, lr:1.3e-05 ∣ avg_100 : 31864.108700 ∣ critic_nllloss : 25739.379102 ∣ critic_ganloss : -268.332512 ∣ generator_nllloss : 5129.560547 ∣ generator_ganloss : 1064.053955 ∣     [  std_z : 1.00  real_sub_fake : 927.94 ]
[  epoch 0031/0040] 1150/4800, lr:1.3e-05 ∣ avg_100 : 31862.632600 ∣ critic_nllloss : 25726.411133 ∣ critic_ganloss : -238.448138 ∣ generator_nllloss : 5091.825195 ∣ generator_ganloss : 1072.345020 ∣     [  std_z : 1.00  real_sub_fake : 955.25 ]
[  epoch 0031/0040] 1160/4800, lr:1.3e-05 ∣ avg_100 : 31863.268096 ∣ critic_nllloss : 26115.016602 ∣ critic_ganloss : -311.693195 ∣ generator_nllloss : 5272.800977 ∣ generator_ganloss : 1074.962061 ∣     [  std_z : 0.99  real_sub_fake : 983.15 ]
[  epoch 0031/0040] 1170/4800, lr:1.3e-05 ∣ avg_100 : 31867.790124 ∣ critic_nllloss : 25967.459180 ∣ critic_ganloss : -297.812654 ∣ generator_nllloss : 5196.839648 ∣ generator_ganloss : 1060.257471 ∣     [  std_z : 0.99  real_sub_fake : 1084.53 ]
[  epoch 0031/0040] 1180/4800, lr:1.3e-05 ∣ avg_100 : 31869.399177 ∣ critic_nllloss : 26006.572461 ∣ critic_ganloss : -323.378131 ∣ generator_nllloss : 5245.665820 ∣ generator_ganloss : 1057.434766 ∣     [  std_z : 0.99  real_sub_fake : 1135.86 ]
[  epoch 0031/0040] 1190/4800, lr:1.3e-05 ∣ avg_100 : 31875.532321 ∣ critic_nllloss : 26367.514453 ∣ critic_ganloss : -325.859146 ∣ generator_nllloss : 5369.224023 ∣ generator_ganloss : 1062.229980 ∣     [  std_z : 0.99  real_sub_fake : 1181.49 ]
[  epoch 0031/0040] 1200/4800, lr:1.3e-05 ∣ avg_100 : 31874.327043 ∣ critic_nllloss : 25697.933398 ∣ critic_ganloss : -335.767780 ∣ generator_nllloss : 5238.561719 ∣ generator_ganloss : 1077.753760 ∣     [  std_z : 1.00  real_sub_fake : 1160.68 ]
[  epoch 0031/0040] 1210/4800, lr:1.3e-05 ∣ avg_100 : 31871.004100 ∣ critic_nllloss : 25658.094922 ∣ critic_ganloss : -212.746045 ∣ generator_nllloss : 5188.001562 ∣ generator_ganloss : 1088.796533 ∣     [  std_z : 0.99  real_sub_fake : 1127.77 ]
[  epoch 0031/0040] 1220/4800, lr:1.3e-05 ∣ avg_100 : 31868.676611 ∣ critic_nllloss : 25781.906250 ∣ critic_ganloss : -276.055994 ∣ generator_nllloss : 5075.726562 ∣ generator_ganloss : 1087.212842 ∣     [  std_z : 1.00  real_sub_fake : 1135.07 ]
[  epoch 0031/0040] 1230/4800, lr:1.3e-05 ∣ avg_100 : 31873.544843 ∣ critic_nllloss : 26104.467773 ∣ critic_ganloss : -309.904718 ∣ generator_nllloss : 5252.071484 ∣ generator_ganloss : 1098.578125 ∣     [  std_z : 1.00  real_sub_fake : 1255.88 ]
[  epoch 0031/0040] 1240/4800, lr:1.3e-05 ∣ avg_100 : 31876.054506 ∣ critic_nllloss : 25797.779297 ∣ critic_ganloss : -316.275073 ∣ generator_nllloss : 5297.249023 ∣ generator_ganloss : 1102.146240 ∣     [  std_z : 1.00  real_sub_fake : 1106.46 ]
[  epoch 0031/0040] 1250/4800, lr:1.3e-05 ∣ avg_100 : 31878.028987 ∣ critic_nllloss : 25838.332617 ∣ critic_ganloss : -244.970425 ∣ generator_nllloss : 5287.046875 ∣ generator_ganloss : 1093.554053 ∣     [  std_z : 1.00  real_sub_fake : 1234.52 ]
[  epoch 0031/0040] 1260/4800, lr:1.3e-05 ∣ avg_100 : 31874.810583 ∣ critic_nllloss : 25615.860156 ∣ critic_ganloss : -304.735367 ∣ generator_nllloss : 5064.061133 ∣ generator_ganloss : 1118.556348 ∣     [  std_z : 0.99  real_sub_fake : 1066.54 ]
[  epoch 0031/0040] 1270/4800, lr:1.3e-05 ∣ avg_100 : 31875.919474 ∣ critic_nllloss : 25834.773242 ∣ critic_ganloss : -277.107489 ∣ generator_nllloss : 5213.766797 ∣ generator_ganloss : 1108.552246 ∣     [  std_z : 1.00  real_sub_fake : 1142.12 ]
[  epoch 0031/0040] 1280/4800, lr:1.3e-05 ∣ avg_100 : 31878.630280 ∣ critic_nllloss : 26126.245703 ∣ critic_ganloss : -338.432321 ∣ generator_nllloss : 5144.415234 ∣ generator_ganloss : 1118.836426 ∣     [  std_z : 0.99  real_sub_fake : 1153.15 ]
[  epoch 0031/0040] 1290/4800, lr:1.3e-05 ∣ avg_100 : 31878.041680 ∣ critic_nllloss : 25917.585938 ∣ critic_ganloss : -227.704335 ∣ generator_nllloss : 5114.356445 ∣ generator_ganloss : 1128.368799 ∣     [  std_z : 0.99  real_sub_fake : 883.60 ]
[  epoch 0031/0040] 1300/4800, lr:1.3e-05 ∣ avg_100 : 31879.156408 ∣ critic_nllloss : 25976.247070 ∣ critic_ganloss : -267.885022 ∣ generator_nllloss : 5270.607617 ∣ generator_ganloss : 1090.102637 ∣     [  std_z : 0.99  real_sub_fake : 1172.88 ]
[  epoch 0031/0040] 1310/4800, lr:1.3e-05 ∣ avg_100 : 31872.950309 ∣ critic_nllloss : 25757.708008 ∣ critic_ganloss : -261.743478 ∣ generator_nllloss : 5087.889844 ∣ generator_ganloss : 1098.628076 ∣     [  std_z : 0.99  real_sub_fake : 1059.16 ]
[  epoch 0031/0040] 1320/4800, lr:1.3e-05 ∣ avg_100 : 31875.258307 ∣ critic_nllloss : 25925.540039 ∣ critic_ganloss : -335.308136 ∣ generator_nllloss : 5121.837500 ∣ generator_ganloss : 1117.433936 ∣     [  std_z : 0.99  real_sub_fake : 1136.85 ]
[  epoch 0031/0040] 1330/4800, lr:1.3e-05 ∣ avg_100 : 31868.210262 ∣ critic_nllloss : 25416.731055 ∣ critic_ganloss : -298.441898 ∣ generator_nllloss : 5029.431250 ∣ generator_ganloss : 1106.534229 ∣     [  std_z : 0.99  real_sub_fake : 1055.18 ]
[  epoch 0031/0040] 1340/4800, lr:1.3e-05 ∣ avg_100 : 31868.464896 ∣ critic_nllloss : 25815.884180 ∣ critic_ganloss : -321.338394 ∣ generator_nllloss : 5193.542188 ∣ generator_ganloss : 1126.624121 ∣     [  std_z : 0.99  real_sub_fake : 1293.38 ]
[  epoch 0031/0040] 1350/4800, lr:1.3e-05 ∣ avg_100 : 31869.217947 ∣ critic_nllloss : 25760.956641 ∣ critic_ganloss : -288.824963 ∣ generator_nllloss : 5147.382422 ∣ generator_ganloss : 1117.190234 ∣     [  std_z : 0.99  real_sub_fake : 1147.06 ]
[  epoch 0031/0040] 1360/4800, lr:1.3e-05 ∣ avg_100 : 31868.977628 ∣ critic_nllloss : 25921.834375 ∣ critic_ganloss : -276.940677 ∣ generator_nllloss : 5176.170313 ∣ generator_ganloss : 1130.751123 ∣     [  std_z : 1.00  real_sub_fake : 1250.87 ]
[  epoch 0031/0040] 1370/4800, lr:1.3e-05 ∣ avg_100 : 31867.678885 ∣ critic_nllloss : 25819.560547 ∣ critic_ganloss : -247.342786 ∣ generator_nllloss : 5052.290234 ∣ generator_ganloss : 1135.850342 ∣     [  std_z : 1.00  real_sub_fake : 1177.24 ]
[  epoch 0031/0040] 1380/4800, lr:1.3e-05 ∣ avg_100 : 31870.861311 ∣ critic_nllloss : 25999.147461 ∣ critic_ganloss : -375.686887 ∣ generator_nllloss : 5204.523047 ∣ generator_ganloss : 1142.861816 ∣     [  std_z : 1.00  real_sub_fake : 1138.59 ]
[  epoch 0031/0040] 1390/4800, lr:1.3e-05 ∣ avg_100 : 31874.118025 ∣ critic_nllloss : 26046.679883 ∣ critic_ganloss : -321.803461 ∣ generator_nllloss : 5154.362500 ∣ generator_ganloss : 1133.481250 ∣     [  std_z : 1.00  real_sub_fake : 1134.90 ]
[  epoch 0031/0040] 1400/4800, lr:1.3e-05 ∣ avg_100 : 31879.234368 ∣ critic_nllloss : 25979.638281 ∣ critic_ganloss : -292.106311 ∣ generator_nllloss : 5252.279688 ∣ generator_ganloss : 1136.300928 ∣     [  std_z : 0.99  real_sub_fake : 1141.89 ]
[  epoch 0031/0040] 1410/4800, lr:1.3e-05 ∣ avg_100 : 31883.863428 ∣ critic_nllloss : 26056.299023 ∣ critic_ganloss : -232.744333 ∣ generator_nllloss : 5182.728906 ∣ generator_ganloss : 1118.838086 ∣     [  std_z : 0.99  real_sub_fake : 1206.46 ]
[  epoch 0031/0040] 1420/4800, lr:1.3e-05 ∣ avg_100 : 31883.129737 ∣ critic_nllloss : 25877.758398 ∣ critic_ganloss : -298.657616 ∣ generator_nllloss : 5152.757617 ∣ generator_ganloss : 1118.245264 ∣     [  std_z : 0.99  real_sub_fake : 1130.50 ]
[  epoch 0031/0040] 1430/4800, lr:1.3e-05 ∣ avg_100 : 31878.600839 ∣ critic_nllloss : 25817.438672 ∣ critic_ganloss : -348.841785 ∣ generator_nllloss : 5196.549609 ∣ generator_ganloss : 1126.736719 ∣     [  std_z : 0.99  real_sub_fake : 1125.45 ]
[  epoch 0031/0040] 1440/4800, lr:1.3e-05 ∣ avg_100 : 31879.468275 ∣ critic_nllloss : 25856.330469 ∣ critic_ganloss : -330.984174 ∣ generator_nllloss : 5195.407617 ∣ generator_ganloss : 1132.483008 ∣     [  std_z : 0.99  real_sub_fake : 1123.62 ]
[  epoch 0031/0040] 1450/4800, lr:1.3e-05 ∣ avg_100 : 31879.538434 ∣ critic_nllloss : 25899.825391 ∣ critic_ganloss : -316.024353 ∣ generator_nllloss : 5151.469141 ∣ generator_ganloss : 1130.607324 ∣     [  std_z : 0.99  real_sub_fake : 1209.67 ]
[  epoch 0031/0040] 1460/4800, lr:1.3e-05 ∣ avg_100 : 31880.044905 ∣ critic_nllloss : 25886.712695 ∣ critic_ganloss : -313.048227 ∣ generator_nllloss : 5194.732422 ∣ generator_ganloss : 1126.341162 ∣     [  std_z : 0.99  real_sub_fake : 1133.58 ]
[  epoch 0031/0040] 1470/4800, lr:1.3e-05 ∣ avg_100 : 31879.042566 ∣ critic_nllloss : 26075.666602 ∣ critic_ganloss : -395.363028 ∣ generator_nllloss : 5162.192187 ∣ generator_ganloss : 1115.165723 ∣     [  std_z : 0.99  real_sub_fake : 1327.54 ]
[  epoch 0031/0040] 1480/4800, lr:1.3e-05 ∣ avg_100 : 31877.387445 ∣ critic_nllloss : 26018.331836 ∣ critic_ganloss : -349.765317 ∣ generator_nllloss : 5237.741016 ∣ generator_ganloss : 1104.243701 ∣     [  std_z : 0.99  real_sub_fake : 1416.36 ]
[  epoch 0031/0040] 1490/4800, lr:1.3e-05 ∣ avg_100 : 31881.003165 ∣ critic_nllloss : 26145.789258 ∣ critic_ganloss : -312.585605 ∣ generator_nllloss : 5218.608203 ∣ generator_ganloss : 1139.895801 ∣     [  std_z : 0.99  real_sub_fake : 1230.92 ]
[  epoch 0031/0040] 1500/4800, lr:1.3e-05 ∣ avg_100 : 31878.410503 ∣ critic_nllloss : 25890.928711 ∣ critic_ganloss : -313.664804 ∣ generator_nllloss : 5088.589844 ∣ generator_ganloss : 1136.572803 ∣     [  std_z : 0.99  real_sub_fake : 1011.65 ]
[  epoch 0031/0040] 1510/4800, lr:1.3e-05 ∣ avg_100 : 31879.371889 ∣ critic_nllloss : 25962.863086 ∣ critic_ganloss : -372.158289 ∣ generator_nllloss : 5277.022266 ∣ generator_ganloss : 1114.764160 ∣     [  std_z : 0.99  real_sub_fake : 1285.64 ]
[  epoch 0031/0040] 1520/4800, lr:1.3e-05 ∣ avg_100 : 31882.885643 ∣ critic_nllloss : 26013.205273 ∣ critic_ganloss : -355.186081 ∣ generator_nllloss : 5084.281641 ∣ generator_ganloss : 1114.650781 ∣     [  std_z : 0.99  real_sub_fake : 1277.45 ]
[  epoch 0031/0040] 1530/4800, lr:1.3e-05 ∣ avg_100 : 31885.778528 ∣ critic_nllloss : 25962.185156 ∣ critic_ganloss : -247.563834 ∣ generator_nllloss : 5199.423437 ∣ generator_ganloss : 1111.112256 ∣     [  std_z : 0.99  real_sub_fake : 1186.64 ]
[  epoch 0031/0040] 1540/4800, lr:1.3e-05 ∣ avg_100 : 31883.394030 ∣ critic_nllloss : 25798.231641 ∣ critic_ganloss : -314.349796 ∣ generator_nllloss : 5115.830859 ∣ generator_ganloss : 1123.526123 ∣     [  std_z : 0.99  real_sub_fake : 1173.25 ]
[  epoch 0031/0040] 1550/4800, lr:1.3e-05 ∣ avg_100 : 31884.030502 ∣ critic_nllloss : 25759.244531 ∣ critic_ganloss : -292.971692 ∣ generator_nllloss : 5184.521875 ∣ generator_ganloss : 1134.743799 ∣     [  std_z : 0.99  real_sub_fake : 1115.37 ]
[  epoch 0031/0040] 1560/4800, lr:1.3e-05 ∣ avg_100 : 31880.750552 ∣ critic_nllloss : 25713.002539 ∣ critic_ganloss : -356.782376 ∣ generator_nllloss : 5174.933203 ∣ generator_ganloss : 1124.022705 ∣     [  std_z : 0.99  real_sub_fake : 1199.34 ]
[  epoch 0031/0040] 1570/4800, lr:1.3e-05 ∣ avg_100 : 31879.683137 ∣ critic_nllloss : 25877.471875 ∣ critic_ganloss : -359.206458 ∣ generator_nllloss : 5189.283594 ∣ generator_ganloss : 1125.736133 ∣     [  std_z : 1.00  real_sub_fake : 1207.02 ]
[  epoch 0031/0040] 1580/4800, lr:1.3e-05 ∣ avg_100 : 31878.966109 ∣ critic_nllloss : 25829.575586 ∣ critic_ganloss : -280.003583 ∣ generator_nllloss : 5210.656250 ∣ generator_ganloss : 1128.858398 ∣     [  std_z : 1.00  real_sub_fake : 1177.34 ]
[  epoch 0031/0040] 1590/4800, lr:1.3e-05 ∣ avg_100 : 31878.779520 ∣ critic_nllloss : 25958.981445 ∣ critic_ganloss : -315.102350 ∣ generator_nllloss : 5131.849805 ∣ generator_ganloss : 1122.022119 ∣     [  std_z : 1.00  real_sub_fake : 1265.49 ]
[  epoch 0031/0040] 1600/4800, lr:1.3e-05 ∣ avg_100 : 31879.304079 ∣ critic_nllloss : 25854.808398 ∣ critic_ganloss : -387.529764 ∣ generator_nllloss : 5218.268750 ∣ generator_ganloss : 1124.911426 ∣     [  std_z : 1.00  real_sub_fake : 1099.92 ]
[  epoch 0031/0040] 1610/4800, lr:1.3e-05 ∣ avg_100 : 31881.350162 ∣ critic_nllloss : 26022.996875 ∣ critic_ganloss : -380.834882 ∣ generator_nllloss : 5184.585547 ∣ generator_ganloss : 1121.546631 ∣     [  std_z : 1.00  real_sub_fake : 1340.96 ]
[  epoch 0031/0040] 1620/4800, lr:1.3e-05 ∣ avg_100 : 31880.786191 ∣ critic_nllloss : 25885.947656 ∣ critic_ganloss : -168.029547 ∣ generator_nllloss : 5145.092188 ∣ generator_ganloss : 1129.843262 ∣     [  std_z : 1.00  real_sub_fake : 1145.00 ]
[  epoch 0031/0040] 1630/4800, lr:1.3e-05 ∣ avg_100 : 31881.755555 ∣ critic_nllloss : 25991.017188 ∣ critic_ganloss : -312.044400 ∣ generator_nllloss : 5224.488086 ∣ generator_ganloss : 1111.511133 ∣     [  std_z : 0.99  real_sub_fake : 1366.70 ]
[  epoch 0031/0040] 1640/4800, lr:1.3e-05 ∣ avg_100 : 31886.605497 ∣ critic_nllloss : 26128.268359 ∣ critic_ganloss : -329.789322 ∣ generator_nllloss : 5274.145312 ∣ generator_ganloss : 1134.818555 ∣     [  std_z : 0.99  real_sub_fake : 1114.55 ]
[  epoch 0031/0040] 1650/4800, lr:1.3e-05 ∣ avg_100 : 31884.920577 ∣ critic_nllloss : 25804.466016 ∣ critic_ganloss : -267.159019 ∣ generator_nllloss : 5168.356055 ∣ generator_ganloss : 1121.919873 ∣     [  std_z : 0.99  real_sub_fake : 1040.32 ]
[  epoch 0031/0040] 1660/4800, lr:1.3e-05 ∣ avg_100 : 31883.670357 ∣ critic_nllloss : 25784.041211 ∣ critic_ganloss : -332.960599 ∣ generator_nllloss : 5269.482813 ∣ generator_ganloss : 1108.738965 ∣     [  std_z : 0.99  real_sub_fake : 1249.78 ]
[  epoch 0031/0040] 1670/4800, lr:1.3e-05 ∣ avg_100 : 31887.999367 ∣ critic_nllloss : 26031.197461 ∣ critic_ganloss : -345.654678 ∣ generator_nllloss : 5282.257422 ∣ generator_ganloss : 1117.330566 ∣     [  std_z : 0.99  real_sub_fake : 1226.01 ]
[  epoch 0031/0040] 1680/4800, lr:1.3e-05 ∣ avg_100 : 31885.490769 ∣ critic_nllloss : 25764.224805 ∣ critic_ganloss : -287.941997 ∣ generator_nllloss : 5163.602930 ∣ generator_ganloss : 1125.062109 ∣     [  std_z : 1.00  real_sub_fake : 1221.20 ]
[  epoch 0031/0040] 1690/4800, lr:1.3e-05 ∣ avg_100 : 31886.150132 ∣ critic_nllloss : 25987.526562 ∣ critic_ganloss : -387.198233 ∣ generator_nllloss : 5264.376953 ∣ generator_ganloss : 1122.525879 ∣     [  std_z : 0.99  real_sub_fake : 1178.16 ]
[  epoch 0031/0040] 1700/4800, lr:1.3e-05 ∣ avg_100 : 31886.150291 ∣ critic_nllloss : 25687.141992 ∣ critic_ganloss : -387.108647 ∣ generator_nllloss : 5149.853125 ∣ generator_ganloss : 1113.944531 ∣     [  std_z : 0.99  real_sub_fake : 1324.55 ]
[  epoch 0031/0040] 1710/4800, lr:1.3e-05 ∣ avg_100 : 31887.753296 ∣ critic_nllloss : 25808.467187 ∣ critic_ganloss : -316.574632 ∣ generator_nllloss : 5231.406445 ∣ generator_ganloss : 1110.845996 ∣     [  std_z : 0.99  real_sub_fake : 1244.23 ]
[  epoch 0031/0040] 1720/4800, lr:1.3e-05 ∣ avg_100 : 31888.935196 ∣ critic_nllloss : 26113.628906 ∣ critic_ganloss : -401.280118 ∣ generator_nllloss : 5234.187305 ∣ generator_ganloss : 1104.303125 ∣     [  std_z : 1.00  real_sub_fake : 1418.05 ]
[  epoch 0031/0040] 1730/4800, lr:1.3e-05 ∣ avg_100 : 31892.494128 ∣ critic_nllloss : 25791.171875 ∣ critic_ganloss : -267.844592 ∣ generator_nllloss : 5236.514453 ∣ generator_ganloss : 1134.188867 ∣     [  std_z : 0.99  real_sub_fake : 1205.18 ]
[  epoch 0031/0040] 1740/4800, lr:1.3e-05 ∣ avg_100 : 31895.410310 ∣ critic_nllloss : 26299.447461 ∣ critic_ganloss : -400.243140 ∣ generator_nllloss : 5288.789844 ∣ generator_ganloss : 1141.448145 ∣     [  std_z : 0.99  real_sub_fake : 1204.81 ]
[  epoch 0031/0040] 1750/4800, lr:1.3e-05 ∣ avg_100 : 31893.739577 ∣ critic_nllloss : 25917.135156 ∣ critic_ganloss : -363.190991 ∣ generator_nllloss : 5227.512695 ∣ generator_ganloss : 1127.026416 ∣     [  std_z : 0.99  real_sub_fake : 1177.87 ]
[  epoch 0031/0040] 1760/4800, lr:1.3e-05 ∣ avg_100 : 31897.408651 ∣ critic_nllloss : 25908.659570 ∣ critic_ganloss : -321.301974 ∣ generator_nllloss : 5229.598437 ∣ generator_ganloss : 1116.658301 ∣     [  std_z : 0.99  real_sub_fake : 1270.38 ]
[  epoch 0031/0040] 1770/4800, lr:1.3e-05 ∣ avg_100 : 31896.607856 ∣ critic_nllloss : 25708.746680 ∣ critic_ganloss : -366.829129 ∣ generator_nllloss : 5242.012109 ∣ generator_ganloss : 1100.679199 ∣     [  std_z : 0.99  real_sub_fake : 1333.85 ]
[  epoch 0031/0040] 1780/4800, lr:1.3e-05 ∣ avg_100 : 31895.886663 ∣ critic_nllloss : 25937.549805 ∣ critic_ganloss : -270.335104 ∣ generator_nllloss : 5191.845898 ∣ generator_ganloss : 1115.308398 ∣     [  std_z : 0.99  real_sub_fake : 1368.71 ]
[  epoch 0031/0040] 1790/4800, lr:1.3e-05 ∣ avg_100 : 31898.560414 ∣ critic_nllloss : 25965.050391 ∣ critic_ganloss : -262.247736 ∣ generator_nllloss : 5276.541992 ∣ generator_ganloss : 1108.742627 ∣     [  std_z : 1.00  real_sub_fake : 1297.91 ]
[  epoch 0031/0040] 1800/4800, lr:1.3e-05 ∣ avg_100 : 31899.781796 ∣ critic_nllloss : 26010.254492 ∣ critic_ganloss : -377.134537 ∣ generator_nllloss : 5124.504687 ∣ generator_ganloss : 1133.831885 ∣     [  std_z : 1.00  real_sub_fake : 1128.98 ]
[  epoch 0031/0040] 1810/4800, lr:1.3e-05 ∣ avg_100 : 31896.463008 ∣ critic_nllloss : 25676.426172 ∣ critic_ganloss : -104.436214 ∣ generator_nllloss : 5021.771484 ∣ generator_ganloss : 1131.469238 ∣     [  std_z : 0.99  real_sub_fake : 975.86 ]
[  epoch 0031/0040] 1820/4800, lr:1.3e-05 ∣ avg_100 : 31901.026133 ∣ critic_nllloss : 25998.829102 ∣ critic_ganloss : -262.907201 ∣ generator_nllloss : 5200.341406 ∣ generator_ganloss : 1104.878320 ∣     [  std_z : 1.00  real_sub_fake : 971.72 ]
[  epoch 0031/0040] 1830/4800, lr:1.3e-05 ∣ avg_100 : 31895.215240 ∣ critic_nllloss : 25687.859570 ∣ critic_ganloss : -299.319449 ∣ generator_nllloss : 5106.453320 ∣ generator_ganloss : 1104.106787 ∣     [  std_z : 0.99  real_sub_fake : 972.17 ]
[  epoch 0031/0040] 1840/4800, lr:1.3e-05 ∣ avg_100 : 31893.958540 ∣ critic_nllloss : 25857.405859 ∣ critic_ganloss : -327.615585 ∣ generator_nllloss : 5237.915430 ∣ generator_ganloss : 1116.871484 ∣     [  std_z : 0.99  real_sub_fake : 1097.52 ]
[  epoch 0031/0040] 1850/4800, lr:1.3e-05 ∣ avg_100 : 31892.184063 ∣ critic_nllloss : 25779.117773 ∣ critic_ganloss : -306.099791 ∣ generator_nllloss : 5133.226367 ∣ generator_ganloss : 1116.923340 ∣     [  std_z : 0.99  real_sub_fake : 1090.75 ]
[  epoch 0031/0040] 1860/4800, lr:1.3e-05 ∣ avg_100 : 31891.530459 ∣ critic_nllloss : 25714.705664 ∣ critic_ganloss : -363.933942 ∣ generator_nllloss : 5172.266406 ∣ generator_ganloss : 1104.371191 ∣     [  std_z : 0.99  real_sub_fake : 1183.09 ]
[  epoch 0031/0040] 1870/4800, lr:1.3e-05 ∣ avg_100 : 31890.214077 ∣ critic_nllloss : 25816.355859 ∣ critic_ganloss : -269.993613 ∣ generator_nllloss : 5193.447070 ∣ generator_ganloss : 1098.466699 ∣     [  std_z : 0.99  real_sub_fake : 1313.38 ]
[  epoch 0031/0040] 1880/4800, lr:1.3e-05 ∣ avg_100 : 31886.560919 ∣ critic_nllloss : 25772.543555 ∣ critic_ganloss : -318.128473 ∣ generator_nllloss : 5118.404102 ∣ generator_ganloss : 1121.267188 ∣     [  std_z : 1.00  real_sub_fake : 1167.16 ]
[  epoch 0031/0040] 1890/4800, lr:1.3e-05 ∣ avg_100 : 31889.787045 ∣ critic_nllloss : 26008.146094 ∣ critic_ganloss : -342.340213 ∣ generator_nllloss : 5109.401563 ∣ generator_ganloss : 1119.885986 ∣     [  std_z : 1.00  real_sub_fake : 1308.09 ]
[  epoch 0031/0040] 1900/4800, lr:1.3e-05 ∣ avg_100 : 31889.471058 ∣ critic_nllloss : 25761.980664 ∣ critic_ganloss : -308.189877 ∣ generator_nllloss : 5258.737305 ∣ generator_ganloss : 1118.806250 ∣     [  std_z : 1.00  real_sub_fake : 1180.88 ]
[  epoch 0031/0040] 1910/4800, lr:1.3e-05 ∣ avg_100 : 31885.453731 ∣ critic_nllloss : 25494.171289 ∣ critic_ganloss : -317.121530 ∣ generator_nllloss : 5114.118945 ∣ generator_ganloss : 1104.217627 ∣     [  std_z : 0.99  real_sub_fake : 1151.19 ]
[  epoch 0031/0040] 1920/4800, lr:1.3e-05 ∣ avg_100 : 31884.026038 ∣ critic_nllloss : 25848.994531 ∣ critic_ganloss : -347.058865 ∣ generator_nllloss : 5139.477734 ∣ generator_ganloss : 1105.393164 ∣     [  std_z : 0.99  real_sub_fake : 1168.44 ]
[  epoch 0031/0040] 1930/4800, lr:1.3e-05 ∣ avg_100 : 31880.376341 ∣ critic_nllloss : 25794.747266 ∣ critic_ganloss : -407.901178 ∣ generator_nllloss : 5104.806055 ∣ generator_ganloss : 1099.038135 ∣     [  std_z : 0.99  real_sub_fake : 1291.76 ]
[  epoch 0031/0040] 1940/4800, lr:1.3e-05 ∣ avg_100 : 31879.164004 ∣ critic_nllloss : 25834.312891 ∣ critic_ganloss : -440.546616 ∣ generator_nllloss : 5199.888477 ∣ generator_ganloss : 1115.007422 ∣     [  std_z : 0.99  real_sub_fake : 1442.36 ]
[  epoch 0031/0040] 1950/4800, lr:1.3e-05 ∣ avg_100 : 31874.682955 ∣ critic_nllloss : 25637.738477 ∣ critic_ganloss : -376.568387 ∣ generator_nllloss : 5143.987891 ∣ generator_ganloss : 1111.289502 ∣     [  std_z : 0.99  real_sub_fake : 1374.91 ]
[  epoch 0031/0040] 1960/4800, lr:1.3e-05 ∣ avg_100 : 31875.414388 ∣ critic_nllloss : 25801.017969 ∣ critic_ganloss : -226.610931 ∣ generator_nllloss : 5147.864453 ∣ generator_ganloss : 1111.105225 ∣     [  std_z : 1.00  real_sub_fake : 1438.76 ]
[  epoch 0031/0040] 1970/4800, lr:1.3e-05 ∣ avg_100 : 31872.411647 ∣ critic_nllloss : 25659.655273 ∣ critic_ganloss : -240.575314 ∣ generator_nllloss : 5110.130859 ∣ generator_ganloss : 1137.167578 ∣     [  std_z : 1.00  real_sub_fake : 939.60 ]
[  epoch 0031/0040] 1980/4800, lr:1.3e-05 ∣ avg_100 : 31875.174673 ∣ critic_nllloss : 25767.346094 ∣ critic_ganloss : -241.611249 ∣ generator_nllloss : 5244.297852 ∣ generator_ganloss : 1107.855518 ∣     [  std_z : 1.00  real_sub_fake : 984.74 ]
[  epoch 0031/0040] 1990/4800, lr:1.3e-05 ∣ avg_100 : 31871.691645 ∣ critic_nllloss : 25751.047852 ∣ critic_ganloss : -306.410934 ∣ generator_nllloss : 5209.802930 ∣ generator_ganloss : 1082.689893 ∣     [  std_z : 1.00  real_sub_fake : 1177.36 ]
[  epoch 0031/0040] 2000/4800, lr:1.3e-05 ∣ avg_100 : 31873.293629 ∣ critic_nllloss : 26112.407227 ∣ critic_ganloss : -348.621271 ∣ generator_nllloss : 5274.695117 ∣ generator_ganloss : 1083.446631 ∣     [  std_z : 1.00  real_sub_fake : 1182.76 ]
[  epoch 0031/0040] 2010/4800, lr:1.3e-05 ∣ avg_100 : 31871.098164 ∣ critic_nllloss : 25764.216797 ∣ critic_ganloss : -269.522588 ∣ generator_nllloss : 5176.145312 ∣ generator_ganloss : 1091.301221 ∣     [  std_z : 1.00  real_sub_fake : 1087.08 ]
[  epoch 0031/0040] 2020/4800, lr:1.3e-05 ∣ avg_100 : 31871.431896 ∣ critic_nllloss : 25861.455273 ∣ critic_ganloss : -315.024704 ∣ generator_nllloss : 5200.801172 ∣ generator_ganloss : 1100.438477 ∣     [  std_z : 0.99  real_sub_fake : 1097.87 ]
[  epoch 0031/0040] 2030/4800, lr:1.3e-05 ∣ avg_100 : 31870.381582 ∣ critic_nllloss : 25740.347852 ∣ critic_ganloss : -252.280615 ∣ generator_nllloss : 5119.061133 ∣ generator_ganloss : 1096.563379 ∣     [  std_z : 0.99  real_sub_fake : 1145.27 ]
[  epoch 0031/0040] 2040/4800, lr:1.3e-05 ∣ avg_100 : 31864.140868 ∣ critic_nllloss : 25677.837695 ∣ critic_ganloss : -249.333810 ∣ generator_nllloss : 5121.117188 ∣ generator_ganloss : 1095.397461 ∣     [  std_z : 0.99  real_sub_fake : 1065.66 ]
[  epoch 0031/0040] 2050/4800, lr:1.3e-05 ∣ avg_100 : 31862.995324 ∣ critic_nllloss : 25912.766406 ∣ critic_ganloss : -285.310852 ∣ generator_nllloss : 5204.646094 ∣ generator_ganloss : 1077.290039 ∣     [  std_z : 0.99  real_sub_fake : 1091.43 ]
[  epoch 0031/0040] 2060/4800, lr:1.3e-05 ∣ avg_100 : 31862.664777 ∣ critic_nllloss : 25805.782422 ∣ critic_ganloss : -278.424207 ∣ generator_nllloss : 5172.188477 ∣ generator_ganloss : 1096.056055 ∣     [  std_z : 0.99  real_sub_fake : 1037.26 ]
[  epoch 0031/0040] 2070/4800, lr:1.3e-05 ∣ avg_100 : 31862.091126 ∣ critic_nllloss : 25885.082422 ∣ critic_ganloss : -308.704263 ∣ generator_nllloss : 5128.030859 ∣ generator_ganloss : 1108.110010 ∣     [  std_z : 0.99  real_sub_fake : 980.71 ]
[  epoch 0031/0040] 2080/4800, lr:1.3e-05 ∣ avg_100 : 31860.985634 ∣ critic_nllloss : 25967.272656 ∣ critic_ganloss : -285.837210 ∣ generator_nllloss : 5177.283594 ∣ generator_ganloss : 1093.106445 ∣     [  std_z : 0.99  real_sub_fake : 1031.58 ]
[  epoch 0031/0040] 2090/4800, lr:1.3e-05 ∣ avg_100 : 31862.178199 ∣ critic_nllloss : 25916.411328 ∣ critic_ganloss : -235.903854 ∣ generator_nllloss : 5153.722461 ∣ generator_ganloss : 1103.346631 ∣     [  std_z : 0.99  real_sub_fake : 1059.17 ]
[  epoch 0031/0040] 2100/4800, lr:1.3e-05 ∣ avg_100 : 31861.638400 ∣ critic_nllloss : 25844.150586 ∣ critic_ganloss : -224.582169 ∣ generator_nllloss : 5228.732227 ∣ generator_ganloss : 1109.571436 ∣     [  std_z : 0.99  real_sub_fake : 1086.12 ]
[  epoch 0031/0040] 2110/4800, lr:1.3e-05 ∣ avg_100 : 31857.728387 ∣ critic_nllloss : 25678.566602 ∣ critic_ganloss : -253.037794 ∣ generator_nllloss : 5064.298047 ∣ generator_ganloss : 1110.096631 ∣     [  std_z : 1.00  real_sub_fake : 936.64 ]
[  epoch 0031/0040] 2120/4800, lr:1.3e-05 ∣ avg_100 : 31853.793764 ∣ critic_nllloss : 25741.075195 ∣ critic_ganloss : -294.859625 ∣ generator_nllloss : 5104.504297 ∣ generator_ganloss : 1133.191211 ∣     [  std_z : 1.00  real_sub_fake : 943.11 ]
[  epoch 0031/0040] 2130/4800, lr:1.3e-05 ∣ avg_100 : 31852.646065 ∣ critic_nllloss : 25599.645898 ∣ critic_ganloss : -271.531375 ∣ generator_nllloss : 5106.352930 ∣ generator_ganloss : 1116.275732 ∣     [  std_z : 0.99  real_sub_fake : 980.15 ]
[  epoch 0031/0040] 2140/4800, lr:1.3e-05 ∣ avg_100 : 31856.258015 ∣ critic_nllloss : 25979.927344 ∣ critic_ganloss : -300.927582 ∣ generator_nllloss : 5234.331641 ∣ generator_ganloss : 1112.524707 ∣     [  std_z : 1.00  real_sub_fake : 1137.73 ]
[  epoch 0031/0040] 2150/4800, lr:1.3e-05 ∣ avg_100 : 31858.099626 ∣ critic_nllloss : 25856.230469 ∣ critic_ganloss : -323.259579 ∣ generator_nllloss : 5182.176172 ∣ generator_ganloss : 1121.147266 ∣     [  std_z : 0.99  real_sub_fake : 1186.84 ]
[  epoch 0031/0040] 2160/4800, lr:1.3e-05 ∣ avg_100 : 31855.647872 ∣ critic_nllloss : 25932.050195 ∣ critic_ganloss : -314.172583 ∣ generator_nllloss : 5161.505078 ∣ generator_ganloss : 1126.528369 ∣     [  std_z : 0.99  real_sub_fake : 1139.40 ]
[  epoch 0031/0040] 2170/4800, lr:1.3e-05 ∣ avg_100 : 31854.953714 ∣ critic_nllloss : 25898.127930 ∣ critic_ganloss : -362.671854 ∣ generator_nllloss : 5196.284375 ∣ generator_ganloss : 1125.587402 ∣     [  std_z : 0.99  real_sub_fake : 1218.25 ]
[  epoch 0031/0040] 2180/4800, lr:1.3e-05 ∣ avg_100 : 31853.146887 ∣ critic_nllloss : 25839.198242 ∣ critic_ganloss : -259.657339 ∣ generator_nllloss : 5107.663281 ∣ generator_ganloss : 1118.408008 ∣     [  std_z : 1.00  real_sub_fake : 1207.35 ]
[  epoch 0031/0040] 2190/4800, lr:1.3e-05 ∣ avg_100 : 31847.221591 ∣ critic_nllloss : 25894.297852 ∣ critic_ganloss : -320.352011 ∣ generator_nllloss : 5185.481836 ∣ generator_ganloss : 1121.152002 ∣     [  std_z : 1.00  real_sub_fake : 1125.60 ]
[  epoch 0031/0040] 2200/4800, lr:1.3e-05 ∣ avg_100 : 31849.481600 ∣ critic_nllloss : 25983.272656 ∣ critic_ganloss : -322.302612 ∣ generator_nllloss : 5112.979102 ∣ generator_ganloss : 1130.532910 ∣     [  std_z : 1.00  real_sub_fake : 1271.82 ]
[  epoch 0031/0040] 2210/4800, lr:1.3e-05 ∣ avg_100 : 31852.650396 ∣ critic_nllloss : 25994.544727 ∣ critic_ganloss : -315.337204 ∣ generator_nllloss : 5234.113281 ∣ generator_ganloss : 1125.705762 ∣     [  std_z : 0.99  real_sub_fake : 1152.51 ]
[  epoch 0031/0040] 2220/4800, lr:1.3e-05 ∣ avg_100 : 31853.194368 ∣ critic_nllloss : 25646.035352 ∣ critic_ganloss : -277.383609 ∣ generator_nllloss : 5228.703516 ∣ generator_ganloss : 1125.831641 ∣     [  std_z : 0.99  real_sub_fake : 1137.95 ]
[  epoch 0031/0040] 2230/4800, lr:1.3e-05 ∣ avg_100 : 31852.788484 ∣ critic_nllloss : 26052.981641 ∣ critic_ganloss : -302.085989 ∣ generator_nllloss : 5236.901953 ∣ generator_ganloss : 1116.826660 ∣     [  std_z : 0.99  real_sub_fake : 1235.73 ]
[  epoch 0031/0040] 2240/4800, lr:1.3e-05 ∣ avg_100 : 31852.374907 ∣ critic_nllloss : 25840.661914 ∣ critic_ganloss : -233.396173 ∣ generator_nllloss : 5110.464063 ∣ generator_ganloss : 1121.811914 ∣     [  std_z : 0.99  real_sub_fake : 1105.43 ]
[  epoch 0031/0040] 2250/4800, lr:1.3e-05 ∣ avg_100 : 31853.889311 ∣ critic_nllloss : 26031.705469 ∣ critic_ganloss : -261.611971 ∣ generator_nllloss : 5234.692773 ∣ generator_ganloss : 1120.617285 ∣     [  std_z : 1.00  real_sub_fake : 1066.28 ]
[  epoch 0031/0040] 2260/4800, lr:1.3e-05 ∣ avg_100 : 31856.496336 ∣ critic_nllloss : 25751.391992 ∣ critic_ganloss : -315.474240 ∣ generator_nllloss : 5209.118750 ∣ generator_ganloss : 1109.408301 ∣     [  std_z : 1.00  real_sub_fake : 1103.03 ]
[  epoch 0031/0040] 2270/4800, lr:1.3e-05 ∣ avg_100 : 31858.275386 ∣ critic_nllloss : 25973.101758 ∣ critic_ganloss : -290.595279 ∣ generator_nllloss : 5250.678906 ∣ generator_ganloss : 1124.704395 ∣     [  std_z : 1.00  real_sub_fake : 1127.38 ]
[  epoch 0031/0040] 2280/4800, lr:1.3e-05 ∣ avg_100 : 31856.487154 ∣ critic_nllloss : 25838.169922 ∣ critic_ganloss : -315.843289 ∣ generator_nllloss : 5228.928320 ∣ generator_ganloss : 1120.986865 ∣     [  std_z : 1.00  real_sub_fake : 1020.99 ]
[  epoch 0031/0040] 2290/4800, lr:1.3e-05 ∣ avg_100 : 31854.076480 ∣ critic_nllloss : 25708.882227 ∣ critic_ganloss : -359.293524 ∣ generator_nllloss : 5234.308008 ∣ generator_ganloss : 1107.642725 ∣     [  std_z : 0.99  real_sub_fake : 1143.53 ]
[  epoch 0031/0040] 2300/4800, lr:1.3e-05 ∣ avg_100 : 31850.457012 ∣ critic_nllloss : 25820.396094 ∣ critic_ganloss : -406.644849 ∣ generator_nllloss : 5179.489844 ∣ generator_ganloss : 1113.884424 ∣     [  std_z : 0.99  real_sub_fake : 1263.69 ]
[  epoch 0031/0040] 2310/4800, lr:1.3e-05 ∣ avg_100 : 31854.473250 ∣ critic_nllloss : 25932.217383 ∣ critic_ganloss : -258.295706 ∣ generator_nllloss : 5298.898438 ∣ generator_ganloss : 1111.286133 ∣     [  std_z : 0.99  real_sub_fake : 1322.58 ]
[  epoch 0031/0040] 2320/4800, lr:1.3e-05 ∣ avg_100 : 31853.776167 ∣ critic_nllloss : 25788.568945 ∣ critic_ganloss : -257.853577 ∣ generator_nllloss : 5123.911914 ∣ generator_ganloss : 1105.167773 ∣     [  std_z : 1.00  real_sub_fake : 1296.32 ]
[  epoch 0031/0040] 2330/4800, lr:1.3e-05 ∣ avg_100 : 31862.562663 ∣ critic_nllloss : 26086.261523 ∣ critic_ganloss : -336.844635 ∣ generator_nllloss : 5257.856250 ∣ generator_ganloss : 1125.631055 ∣     [  std_z : 1.00  real_sub_fake : 1218.53 ]
[  epoch 0031/0040] 2340/4800, lr:1.3e-05 ∣ avg_100 : 31861.124302 ∣ critic_nllloss : 25661.041602 ∣ critic_ganloss : -297.627055 ∣ generator_nllloss : 5171.139844 ∣ generator_ganloss : 1136.321582 ∣     [  std_z : 1.00  real_sub_fake : 969.35 ]
[  epoch 0031/0040] 2350/4800, lr:1.3e-05 ∣ avg_100 : 31862.222485 ∣ critic_nllloss : 25856.215625 ∣ critic_ganloss : -330.213571 ∣ generator_nllloss : 5206.507617 ∣ generator_ganloss : 1114.012988 ∣     [  std_z : 0.99  real_sub_fake : 1173.05 ]
[  epoch 0031/0040] 2360/4800, lr:1.3e-05 ∣ avg_100 : 31861.314462 ∣ critic_nllloss : 25828.922656 ∣ critic_ganloss : -308.892401 ∣ generator_nllloss : 5216.757812 ∣ generator_ganloss : 1124.224756 ∣     [  std_z : 0.99  real_sub_fake : 1118.16 ]
[  epoch 0031/0040] 2370/4800, lr:1.3e-05 ∣ avg_100 : 31860.372615 ∣ critic_nllloss : 25668.620703 ∣ critic_ganloss : -272.525391 ∣ generator_nllloss : 5147.337500 ∣ generator_ganloss : 1122.740869 ∣     [  std_z : 0.99  real_sub_fake : 1078.76 ]
[  epoch 0031/0040] 2380/4800, lr:1.3e-05 ∣ avg_100 : 31860.461460 ∣ critic_nllloss : 26015.822266 ∣ critic_ganloss : -270.874139 ∣ generator_nllloss : 5125.217383 ∣ generator_ganloss : 1109.564453 ∣     [  std_z : 0.99  real_sub_fake : 1140.65 ]
[  epoch 0031/0040] 2390/4800, lr:1.3e-05 ∣ avg_100 : 31859.462252 ∣ critic_nllloss : 25976.131641 ∣ critic_ganloss : -311.474390 ∣ generator_nllloss : 5125.902148 ∣ generator_ganloss : 1122.239941 ∣     [  std_z : 1.00  real_sub_fake : 1139.75 ]
[  epoch 0031/0040] 2400/4800, lr:1.3e-05 ∣ avg_100 : 31858.862547 ∣ critic_nllloss : 25957.477539 ∣ critic_ganloss : -290.388983 ∣ generator_nllloss : 5213.756641 ∣ generator_ganloss : 1135.296875 ∣     [  std_z : 0.99  real_sub_fake : 1055.11 ]
[  epoch 0031/0040] 2410/4800, lr:1.3e-05 ∣ avg_100 : 31854.985224 ∣ critic_nllloss : 25847.813281 ∣ critic_ganloss : -338.571597 ∣ generator_nllloss : 5107.347266 ∣ generator_ganloss : 1120.800439 ∣     [  std_z : 0.99  real_sub_fake : 1178.78 ]
[  epoch 0031/0040] 2420/4800, lr:1.3e-05 ∣ avg_100 : 31856.067110 ∣ critic_nllloss : 25883.256445 ∣ critic_ganloss : -288.078134 ∣ generator_nllloss : 5229.917383 ∣ generator_ganloss : 1133.196582 ∣     [  std_z : 0.99  real_sub_fake : 1198.21 ]
[  epoch 0031/0040] 2430/4800, lr:1.3e-05 ∣ avg_100 : 31857.759579 ∣ critic_nllloss : 25976.638672 ∣ critic_ganloss : -360.744220 ∣ generator_nllloss : 5214.673828 ∣ generator_ganloss : 1130.561865 ∣     [  std_z : 0.99  real_sub_fake : 1226.60 ]
[  epoch 0031/0040] 2440/4800, lr:1.3e-05 ∣ avg_100 : 31855.226720 ∣ critic_nllloss : 25739.996484 ∣ critic_ganloss : -279.105746 ∣ generator_nllloss : 5015.278906 ∣ generator_ganloss : 1123.781348 ∣     [  std_z : 0.99  real_sub_fake : 1148.50 ]
[  epoch 0031/0040] 2450/4800, lr:1.3e-05 ∣ avg_100 : 31855.862339 ∣ critic_nllloss : 25916.734961 ∣ critic_ganloss : -313.834079 ∣ generator_nllloss : 5202.427930 ∣ generator_ganloss : 1124.110547 ∣     [  std_z : 0.99  real_sub_fake : 1214.94 ]
[  epoch 0031/0040] 2460/4800, lr:1.3e-05 ∣ avg_100 : 31854.705239 ∣ critic_nllloss : 25876.454297 ∣ critic_ganloss : -363.576126 ∣ generator_nllloss : 5146.325000 ∣ generator_ganloss : 1119.824951 ∣     [  std_z : 1.00  real_sub_fake : 1305.29 ]
[  epoch 0031/0040] 2470/4800, lr:1.3e-05 ∣ avg_100 : 31853.519910 ∣ critic_nllloss : 25853.785547 ∣ critic_ganloss : -296.777615 ∣ generator_nllloss : 5145.737109 ∣ generator_ganloss : 1136.383496 ∣     [  std_z : 1.00  real_sub_fake : 1235.37 ]
[  epoch 0031/0040] 2480/4800, lr:1.3e-05 ∣ avg_100 : 31852.772742 ∣ critic_nllloss : 25951.767188 ∣ critic_ganloss : -350.266324 ∣ generator_nllloss : 5208.840234 ∣ generator_ganloss : 1125.493359 ∣     [  std_z : 1.00  real_sub_fake : 1237.10 ]
[  epoch 0031/0040] 2490/4800, lr:1.3e-05 ∣ avg_100 : 31849.577168 ∣ critic_nllloss : 25929.261914 ∣ critic_ganloss : -363.453506 ∣ generator_nllloss : 5190.706641 ∣ generator_ganloss : 1115.635205 ∣     [  std_z : 0.99  real_sub_fake : 1361.81 ]
[  epoch 0031/0040] 2500/4800, lr:1.3e-05 ∣ avg_100 : 31851.041720 ∣ critic_nllloss : 25953.128711 ∣ critic_ganloss : -346.615356 ∣ generator_nllloss : 5222.224219 ∣ generator_ganloss : 1120.144141 ∣     [  std_z : 0.99  real_sub_fake : 1311.45 ]
[  epoch 0031/0040] 2510/4800, lr:1.3e-05 ∣ avg_100 : 31850.201858 ∣ critic_nllloss : 25926.776172 ∣ critic_ganloss : -400.935312 ∣ generator_nllloss : 5246.983594 ∣ generator_ganloss : 1125.680566 ∣     [  std_z : 0.99  real_sub_fake : 1359.55 ]
[  epoch 0031/0040] 2520/4800, lr:1.3e-05 ∣ avg_100 : 31853.257034 ∣ critic_nllloss : 26105.283594 ∣ critic_ganloss : -325.239896 ∣ generator_nllloss : 5234.686523 ∣ generator_ganloss : 1147.739063 ∣     [  std_z : 0.99  real_sub_fake : 1262.57 ]
[  epoch 0031/0040] 2530/4800, lr:1.3e-05 ∣ avg_100 : 31851.165968 ∣ critic_nllloss : 25819.053125 ∣ critic_ganloss : -315.586017 ∣ generator_nllloss : 5187.822656 ∣ generator_ganloss : 1124.760596 ∣     [  std_z : 0.99  real_sub_fake : 1301.06 ]
[  epoch 0031/0040] 2540/4800, lr:1.3e-05 ∣ avg_100 : 31852.658664 ∣ critic_nllloss : 25920.226562 ∣ critic_ganloss : -265.633643 ∣ generator_nllloss : 5096.840234 ∣ generator_ganloss : 1121.075293 ∣     [  std_z : 1.00  real_sub_fake : 1148.60 ]
[  epoch 0031/0040] 2550/4800, lr:1.3e-05 ∣ avg_100 : 31853.394269 ∣ critic_nllloss : 25808.294336 ∣ critic_ganloss : -288.853152 ∣ generator_nllloss : 5246.408789 ∣ generator_ganloss : 1093.249072 ∣     [  std_z : 1.00  real_sub_fake : 1244.08 ]
[  epoch 0031/0040] 2560/4800, lr:1.3e-05 ∣ avg_100 : 31856.373434 ∣ critic_nllloss : 25899.619141 ∣ critic_ganloss : -273.994897 ∣ generator_nllloss : 5200.079297 ∣ generator_ganloss : 1127.388965 ∣     [  std_z : 1.00  real_sub_fake : 1130.71 ]
[  epoch 0031/0040] 2570/4800, lr:1.3e-05 ∣ avg_100 : 31856.824421 ∣ critic_nllloss : 25757.187305 ∣ critic_ganloss : -228.770158 ∣ generator_nllloss : 5208.459375 ∣ generator_ganloss : 1141.507324 ∣     [  std_z : 0.99  real_sub_fake : 949.41 ]
[  epoch 0031/0040] 2580/4800, lr:1.3e-05 ∣ avg_100 : 31856.136550 ∣ critic_nllloss : 25765.944531 ∣ critic_ganloss : -288.641507 ∣ generator_nllloss : 5227.395703 ∣ generator_ganloss : 1115.600830 ∣     [  std_z : 0.99  real_sub_fake : 1037.23 ]
[  epoch 0031/0040] 2590/4800, lr:1.3e-05 ∣ avg_100 : 31852.786965 ∣ critic_nllloss : 25626.792187 ∣ critic_ganloss : -297.636020 ∣ generator_nllloss : 5131.554883 ∣ generator_ganloss : 1102.081543 ∣     [  std_z : 0.99  real_sub_fake : 1080.07 ]
[  epoch 0031/0040] 2600/4800, lr:1.3e-05 ∣ avg_100 : 31853.652131 ∣ critic_nllloss : 25872.642383 ∣ critic_ganloss : -250.078143 ∣ generator_nllloss : 5153.060352 ∣ generator_ganloss : 1121.350781 ∣     [  std_z : 0.99  real_sub_fake : 1019.03 ]
[  epoch 0031/0040] 2610/4800, lr:1.3e-05 ∣ avg_100 : 31854.134177 ∣ critic_nllloss : 26043.911523 ∣ critic_ganloss : -394.919058 ∣ generator_nllloss : 5242.273047 ∣ generator_ganloss : 1105.233252 ∣     [  std_z : 0.99  real_sub_fake : 1190.62 ]
[  epoch 0031/0040] 2620/4800, lr:1.3e-05 ∣ avg_100 : 31852.838593 ∣ critic_nllloss : 25917.365234 ∣ critic_ganloss : -292.209238 ∣ generator_nllloss : 5131.889063 ∣ generator_ganloss : 1106.250049 ∣     [  std_z : 1.00  real_sub_fake : 1215.02 ]
[  epoch 0031/0040] 2630/4800, lr:1.3e-05 ∣ avg_100 : 31851.802255 ∣ critic_nllloss : 25886.876953 ∣ critic_ganloss : -360.152029 ∣ generator_nllloss : 5263.452344 ∣ generator_ganloss : 1121.161035 ∣     [  std_z : 1.00  real_sub_fake : 1250.05 ]
[  epoch 0031/0040] 2640/4800, lr:1.3e-05 ∣ avg_100 : 31850.340809 ∣ critic_nllloss : 26094.787305 ∣ critic_ganloss : -407.941891 ∣ generator_nllloss : 5253.283789 ∣ generator_ganloss : 1121.169043 ∣     [  std_z : 1.00  real_sub_fake : 1343.29 ]
[  epoch 0031/0040] 2650/4800, lr:1.3e-05 ∣ avg_100 : 31848.297429 ∣ critic_nllloss : 25703.886328 ∣ critic_ganloss : -403.698541 ∣ generator_nllloss : 5201.715234 ∣ generator_ganloss : 1121.341895 ∣     [  std_z : 0.99  real_sub_fake : 1314.54 ]
[  epoch 0031/0040] 2660/4800, lr:1.3e-05 ∣ avg_100 : 31848.677982 ∣ critic_nllloss : 25904.269727 ∣ critic_ganloss : -316.193481 ∣ generator_nllloss : 5146.075000 ∣ generator_ganloss : 1133.206494 ∣     [  std_z : 0.99  real_sub_fake : 1293.43 ]
[  epoch 0031/0040] 2670/4800, lr:1.3e-05 ∣ avg_100 : 31844.421289 ∣ critic_nllloss : 25684.869336 ∣ critic_ganloss : -307.391504 ∣ generator_nllloss : 5187.577539 ∣ generator_ganloss : 1094.406055 ∣     [  std_z : 0.99  real_sub_fake : 1452.57 ]
[  epoch 0031/0040] 2680/4800, lr:1.3e-05 ∣ avg_100 : 31844.003089 ∣ critic_nllloss : 25806.459180 ∣ critic_ganloss : -373.381134 ∣ generator_nllloss : 5152.775977 ∣ generator_ganloss : 1137.273828 ∣     [  std_z : 1.00  real_sub_fake : 1386.13 ]
[  epoch 0031/0040] 2690/4800, lr:1.3e-05 ∣ avg_100 : 31841.463737 ∣ critic_nllloss : 25820.422852 ∣ critic_ganloss : -387.286563 ∣ generator_nllloss : 5163.366602 ∣ generator_ganloss : 1136.793066 ∣     [  std_z : 1.00  real_sub_fake : 1229.22 ]
[  epoch 0031/0040] 2700/4800, lr:1.3e-05 ∣ avg_100 : 31842.423771 ∣ critic_nllloss : 25900.998047 ∣ critic_ganloss : -487.249985 ∣ generator_nllloss : 5134.888281 ∣ generator_ganloss : 1111.198096 ∣     [  std_z : 1.00  real_sub_fake : 1483.36 ]
[  epoch 0031/0040] 2710/4800, lr:1.3e-05 ∣ avg_100 : 31843.778061 ∣ critic_nllloss : 25892.398242 ∣ critic_ganloss : -198.053387 ∣ generator_nllloss : 5132.410352 ∣ generator_ganloss : 1142.818799 ∣     [  std_z : 1.00  real_sub_fake : 1216.81 ]
[  epoch 0031/0040] 2720/4800, lr:1.3e-05 ∣ avg_100 : 31842.233707 ∣ critic_nllloss : 25898.011719 ∣ critic_ganloss : -307.622369 ∣ generator_nllloss : 5179.006641 ∣ generator_ganloss : 1127.007764 ∣     [  std_z : 1.00  real_sub_fake : 1002.38 ]
[  epoch 0031/0040] 2730/4800, lr:1.3e-05 ∣ avg_100 : 31840.682286 ∣ critic_nllloss : 25792.030664 ∣ critic_ganloss : -262.256615 ∣ generator_nllloss : 5105.827148 ∣ generator_ganloss : 1103.287305 ∣     [  std_z : 1.00  real_sub_fake : 1103.15 ]
[  epoch 0031/0040] 2740/4800, lr:1.3e-05 ∣ avg_100 : 31837.559468 ∣ critic_nllloss : 25981.237109 ∣ critic_ganloss : -315.203635 ∣ generator_nllloss : 5234.463281 ∣ generator_ganloss : 1116.663818 ∣     [  std_z : 1.00  real_sub_fake : 1160.88 ]
[  epoch 0031/0040] 2750/4800, lr:1.3e-05 ∣ avg_100 : 31839.775899 ∣ critic_nllloss : 26126.184961 ∣ critic_ganloss : -214.106897 ∣ generator_nllloss : 5129.727539 ∣ generator_ganloss : 1088.320752 ∣     [  std_z : 1.00  real_sub_fake : 1155.41 ]
[  epoch 0031/0040] 2760/4800, lr:1.3e-05 ∣ avg_100 : 31840.657843 ∣ critic_nllloss : 25945.320117 ∣ critic_ganloss : -308.812015 ∣ generator_nllloss : 5283.475781 ∣ generator_ganloss : 1101.824805 ∣     [  std_z : 0.99  real_sub_fake : 1220.27 ]
[  epoch 0031/0040] 2770/4800, lr:1.3e-05 ∣ avg_100 : 31841.442591 ∣ critic_nllloss : 25843.195703 ∣ critic_ganloss : -346.868645 ∣ generator_nllloss : 5160.692187 ∣ generator_ganloss : 1106.064453 ∣     [  std_z : 0.99  real_sub_fake : 1165.05 ]
[  epoch 0031/0040] 2780/4800, lr:1.3e-05 ∣ avg_100 : 31838.976933 ∣ critic_nllloss : 25749.585938 ∣ critic_ganloss : -341.680438 ∣ generator_nllloss : 5214.851172 ∣ generator_ganloss : 1105.046484 ∣     [  std_z : 0.99  real_sub_fake : 1117.92 ]
[  epoch 0031/0040] 2790/4800, lr:1.3e-05 ∣ avg_100 : 31833.276471 ∣ critic_nllloss : 25683.905078 ∣ critic_ganloss : -358.118289 ∣ generator_nllloss : 5088.914062 ∣ generator_ganloss : 1103.340234 ∣     [  std_z : 0.99  real_sub_fake : 1251.23 ]
[  epoch 0031/0040] 2800/4800, lr:1.3e-05 ∣ avg_100 : 31831.580182 ∣ critic_nllloss : 25919.661523 ∣ critic_ganloss : -449.197803 ∣ generator_nllloss : 5149.798828 ∣ generator_ganloss : 1101.565137 ∣     [  std_z : 0.99  real_sub_fake : 1427.73 ]
[  epoch 0031/0040] 2810/4800, lr:1.3e-05 ∣ avg_100 : 31832.062761 ∣ critic_nllloss : 25869.483203 ∣ critic_ganloss : -315.636630 ∣ generator_nllloss : 5104.680859 ∣ generator_ganloss : 1114.961133 ∣     [  std_z : 1.00  real_sub_fake : 1437.50 ]
[  epoch 0031/0040] 2820/4800, lr:1.3e-05 ∣ avg_100 : 31831.953061 ∣ critic_nllloss : 26063.939063 ∣ critic_ganloss : -298.385165 ∣ generator_nllloss : 5133.773828 ∣ generator_ganloss : 1130.843848 ∣     [  std_z : 0.99  real_sub_fake : 1296.68 ]
[  epoch 0031/0040] 2830/4800, lr:1.3e-05 ∣ avg_100 : 31838.069780 ∣ critic_nllloss : 26146.367188 ∣ critic_ganloss : -245.581396 ∣ generator_nllloss : 5184.814648 ∣ generator_ganloss : 1125.171680 ∣     [  std_z : 0.99  real_sub_fake : 1242.80 ]
[  epoch 0031/0040] 2840/4800, lr:1.3e-05 ∣ avg_100 : 31836.773525 ∣ critic_nllloss : 25810.733984 ∣ critic_ganloss : -310.767578 ∣ generator_nllloss : 5116.233984 ∣ generator_ganloss : 1138.751367 ∣     [  std_z : 0.99  real_sub_fake : 1077.67 ]
[  epoch 0031/0040] 2850/4800, lr:1.3e-05 ∣ avg_100 : 31835.941211 ∣ critic_nllloss : 25647.163477 ∣ critic_ganloss : -294.096152 ∣ generator_nllloss : 5147.471484 ∣ generator_ganloss : 1139.397461 ∣     [  std_z : 0.99  real_sub_fake : 1109.08 ]
[  epoch 0031/0040] 2860/4800, lr:1.3e-05 ∣ avg_100 : 31836.111081 ∣ critic_nllloss : 25624.353125 ∣ critic_ganloss : -188.738754 ∣ generator_nllloss : 5066.137891 ∣ generator_ganloss : 1142.644092 ∣     [  std_z : 1.00  real_sub_fake : 1139.69 ]
[  epoch 0031/0040] 2870/4800, lr:1.3e-05 ∣ avg_100 : 31838.064320 ∣ critic_nllloss : 25805.601562 ∣ critic_ganloss : -205.664059 ∣ generator_nllloss : 5281.768945 ∣ generator_ganloss : 1151.893457 ∣     [  std_z : 1.00  real_sub_fake : 893.32 ]
[  epoch 0031/0040] 2880/4800, lr:1.3e-05 ∣ avg_100 : 31840.210906 ∣ critic_nllloss : 25815.718750 ∣ critic_ganloss : -259.573842 ∣ generator_nllloss : 5208.037305 ∣ generator_ganloss : 1144.562695 ∣     [  std_z : 1.00  real_sub_fake : 975.43 ]
[  epoch 0031/0040] 2890/4800, lr:1.3e-05 ∣ avg_100 : 31838.485868 ∣ critic_nllloss : 25765.009570 ∣ critic_ganloss : -256.887735 ∣ generator_nllloss : 5059.399805 ∣ generator_ganloss : 1155.068066 ∣     [  std_z : 0.99  real_sub_fake : 903.98 ]
[  epoch 0031/0040] 2900/4800, lr:1.3e-05 ∣ avg_100 : 31839.967008 ∣ critic_nllloss : 25900.885352 ∣ critic_ganloss : -283.385559 ∣ generator_nllloss : 5212.404102 ∣ generator_ganloss : 1149.544434 ∣     [  std_z : 0.99  real_sub_fake : 978.44 ]
[  epoch 0031/0040] 2910/4800, lr:1.3e-05 ∣ avg_100 : 31844.861190 ∣ critic_nllloss : 25996.193164 ∣ critic_ganloss : -349.372058 ∣ generator_nllloss : 5108.154297 ∣ generator_ganloss : 1129.829150 ∣     [  std_z : 0.99  real_sub_fake : 1136.77 ]
[  epoch 0031/0040] 2920/4800, lr:1.3e-05 ∣ avg_100 : 31846.426461 ∣ critic_nllloss : 25939.526758 ∣ critic_ganloss : -348.508701 ∣ generator_nllloss : 5197.669141 ∣ generator_ganloss : 1114.646387 ∣     [  std_z : 0.99  real_sub_fake : 1183.89 ]
[  epoch 0031/0040] 2930/4800, lr:1.3e-05 ∣ avg_100 : 31848.078123 ∣ critic_nllloss : 25832.340820 ∣ critic_ganloss : -296.778101 ∣ generator_nllloss : 5097.617969 ∣ generator_ganloss : 1122.675781 ∣     [  std_z : 1.00  real_sub_fake : 1208.63 ]
[  epoch 0031/0040] 2940/4800, lr:1.3e-05 ∣ avg_100 : 31848.767128 ∣ critic_nllloss : 25704.043750 ∣ critic_ganloss : -231.684677 ∣ generator_nllloss : 5182.671094 ∣ generator_ganloss : 1122.532568 ∣     [  std_z : 1.00  real_sub_fake : 1170.17 ]
[  epoch 0031/0040] 2950/4800, lr:1.3e-05 ∣ avg_100 : 31852.337119 ∣ critic_nllloss : 25764.152344 ∣ critic_ganloss : -252.542458 ∣ generator_nllloss : 5224.579687 ∣ generator_ganloss : 1137.257031 ∣     [  std_z : 1.00  real_sub_fake : 1029.85 ]
[  epoch 0031/0040] 2960/4800, lr:1.3e-05 ∣ avg_100 : 31852.824954 ∣ critic_nllloss : 25962.840039 ∣ critic_ganloss : -382.268002 ∣ generator_nllloss : 5172.465625 ∣ generator_ganloss : 1129.122559 ∣     [  std_z : 1.00  real_sub_fake : 1122.25 ]
[  epoch 0031/0040] 2970/4800, lr:1.3e-05 ∣ avg_100 : 31857.669233 ∣ critic_nllloss : 25986.194727 ∣ critic_ganloss : -230.118262 ∣ generator_nllloss : 5249.502930 ∣ generator_ganloss : 1145.226855 ∣     [  std_z : 1.00  real_sub_fake : 1181.97 ]
[  epoch 0031/0040] 2980/4800, lr:1.3e-05 ∣ avg_100 : 31855.812008 ∣ critic_nllloss : 25732.823242 ∣ critic_ganloss : -319.935483 ∣ generator_nllloss : 5145.681641 ∣ generator_ganloss : 1133.596289 ∣     [  std_z : 1.00  real_sub_fake : 1100.29 ]
[  epoch 0031/0040] 2990/4800, lr:1.3e-05 ∣ avg_100 : 31856.308228 ∣ critic_nllloss : 25758.482812 ∣ critic_ganloss : -315.896259 ∣ generator_nllloss : 5217.423633 ∣ generator_ganloss : 1126.741602 ∣     [  std_z : 0.99  real_sub_fake : 1129.98 ]
[  epoch 0031/0040] 3000/4800, lr:1.3e-05 ∣ avg_100 : 31853.558679 ∣ critic_nllloss : 25804.464453 ∣ critic_ganloss : -323.088431 ∣ generator_nllloss : 5235.206445 ∣ generator_ganloss : 1130.390332 ∣     [  std_z : 0.99  real_sub_fake : 1239.61 ]
[  epoch 0031/0040] 3010/4800, lr:1.3e-05 ∣ avg_100 : 31856.742612 ∣ critic_nllloss : 26015.236133 ∣ critic_ganloss : -270.050745 ∣ generator_nllloss : 5201.193945 ∣ generator_ganloss : 1134.154687 ∣     [  std_z : 0.99  real_sub_fake : 1230.87 ]
[  epoch 0031/0040] 3020/4800, lr:1.3e-05 ∣ avg_100 : 31856.285221 ∣ critic_nllloss : 25763.170312 ∣ critic_ganloss : -270.450839 ∣ generator_nllloss : 5170.891797 ∣ generator_ganloss : 1138.319824 ∣     [  std_z : 0.99  real_sub_fake : 1143.02 ]
[  epoch 0031/0040] 3030/4800, lr:1.3e-05 ∣ avg_100 : 31859.650890 ∣ critic_nllloss : 26000.466992 ∣ critic_ganloss : -317.872159 ∣ generator_nllloss : 5222.739453 ∣ generator_ganloss : 1134.924365 ∣     [  std_z : 1.00  real_sub_fake : 1219.94 ]
[  epoch 0031/0040] 3040/4800, lr:1.3e-05 ∣ avg_100 : 31862.796789 ∣ critic_nllloss : 25899.779687 ∣ critic_ganloss : -317.984253 ∣ generator_nllloss : 5255.810156 ∣ generator_ganloss : 1122.002881 ∣     [  std_z : 1.00  real_sub_fake : 1161.05 ]
[  epoch 0031/0040] 3050/4800, lr:1.3e-05 ∣ avg_100 : 31860.968683 ∣ critic_nllloss : 25815.949805 ∣ critic_ganloss : -362.274661 ∣ generator_nllloss : 5154.496875 ∣ generator_ganloss : 1118.409033 ∣     [  std_z : 1.00  real_sub_fake : 1226.42 ]
[  epoch 0031/0040] 3060/4800, lr:1.3e-05 ∣ avg_100 : 31857.651207 ∣ critic_nllloss : 25592.826172 ∣ critic_ganloss : -371.103558 ∣ generator_nllloss : 5121.066797 ∣ generator_ganloss : 1121.065723 ∣     [  std_z : 0.99  real_sub_fake : 1199.85 ]
[  epoch 0031/0040] 3070/4800, lr:1.3e-05 ∣ avg_100 : 31856.111399 ∣ critic_nllloss : 25669.181445 ∣ critic_ganloss : -254.050034 ∣ generator_nllloss : 5113.440234 ∣ generator_ganloss : 1129.966602 ∣     [  std_z : 1.00  real_sub_fake : 1240.33 ]
[  epoch 0031/0040] 3080/4800, lr:1.3e-05 ∣ avg_100 : 31855.195836 ∣ critic_nllloss : 25947.853516 ∣ critic_ganloss : -375.692361 ∣ generator_nllloss : 5162.051562 ∣ generator_ganloss : 1126.056494 ∣     [  std_z : 1.00  real_sub_fake : 1304.47 ]
[  epoch 0031/0040] 3090/4800, lr:1.3e-05 ∣ avg_100 : 31855.564049 ∣ critic_nllloss : 25993.721484 ∣ critic_ganloss : -379.421466 ∣ generator_nllloss : 5214.555273 ∣ generator_ganloss : 1145.542578 ∣     [  std_z : 0.99  real_sub_fake : 1280.50 ]
[  epoch 0031/0040] 3100/4800, lr:1.3e-05 ∣ avg_100 : 31856.221786 ∣ critic_nllloss : 25803.097266 ∣ critic_ganloss : -124.230093 ∣ generator_nllloss : 5201.884180 ∣ generator_ganloss : 1142.894434 ∣     [  std_z : 0.99  real_sub_fake : 890.68 ]
[  epoch 0031/0040] 3110/4800, lr:1.3e-05 ∣ avg_100 : 31858.092460 ∣ critic_nllloss : 25749.622070 ∣ critic_ganloss : -233.185390 ∣ generator_nllloss : 5141.992773 ∣ generator_ganloss : 1128.561426 ∣     [  std_z : 1.00  real_sub_fake : 799.41 ]
[  epoch 0031/0040] 3120/4800, lr:1.3e-05 ∣ avg_100 : 31861.618765 ∣ critic_nllloss : 26011.643945 ∣ critic_ganloss : -264.628258 ∣ generator_nllloss : 5181.557813 ∣ generator_ganloss : 1107.968018 ∣     [  std_z : 1.00  real_sub_fake : 886.02 ]
[  epoch 0031/0040] 3130/4800, lr:1.3e-05 ∣ avg_100 : 31865.349746 ∣ critic_nllloss : 25884.774609 ∣ critic_ganloss : -249.385796 ∣ generator_nllloss : 5192.614844 ∣ generator_ganloss : 1095.837695 ∣     [  std_z : 1.00  real_sub_fake : 870.37 ]
[  epoch 0031/0040] 3140/4800, lr:1.3e-05 ∣ avg_100 : 31861.464654 ∣ critic_nllloss : 25726.001367 ∣ critic_ganloss : -268.034499 ∣ generator_nllloss : 5073.476367 ∣ generator_ganloss : 1105.903662 ∣     [  std_z : 1.00  real_sub_fake : 865.06 ]
[  epoch 0031/0040] 3150/4800, lr:1.3e-05 ∣ avg_100 : 31862.038068 ∣ critic_nllloss : 25936.070508 ∣ critic_ganloss : -347.738635 ∣ generator_nllloss : 5203.031445 ∣ generator_ganloss : 1102.272363 ∣     [  std_z : 0.99  real_sub_fake : 1006.23 ]
[  epoch 0031/0040] 3160/4800, lr:1.3e-05 ∣ avg_100 : 31863.095637 ∣ critic_nllloss : 25956.194727 ∣ critic_ganloss : -264.500719 ∣ generator_nllloss : 5220.153125 ∣ generator_ganloss : 1099.820898 ∣     [  std_z : 0.99  real_sub_fake : 1002.07 ]
[  epoch 0031/0040] 3170/4800, lr:1.3e-05 ∣ avg_100 : 31864.101678 ∣ critic_nllloss : 25879.071289 ∣ critic_ganloss : -296.210408 ∣ generator_nllloss : 5276.953906 ∣ generator_ganloss : 1098.117090 ∣     [  std_z : 0.99  real_sub_fake : 1018.92 ]
[  epoch 0031/0040] 3180/4800, lr:1.3e-05 ∣ avg_100 : 31864.236452 ∣ critic_nllloss : 25843.932422 ∣ critic_ganloss : -286.685391 ∣ generator_nllloss : 5177.687305 ∣ generator_ganloss : 1084.155322 ∣     [  std_z : 0.99  real_sub_fake : 1101.32 ]
[  epoch 0031/0040] 3190/4800, lr:1.3e-05 ∣ avg_100 : 31862.752175 ∣ critic_nllloss : 25728.290039 ∣ critic_ganloss : -265.951456 ∣ generator_nllloss : 5170.694141 ∣ generator_ganloss : 1099.119238 ∣     [  std_z : 0.99  real_sub_fake : 1076.29 ]
[  epoch 0031/0040] 3200/4800, lr:1.3e-05 ∣ avg_100 : 31862.824736 ∣ critic_nllloss : 25873.431641 ∣ critic_ganloss : -259.957837 ∣ generator_nllloss : 5209.335156 ∣ generator_ganloss : 1088.929199 ∣     [  std_z : 0.99  real_sub_fake : 1005.76 ]
[  epoch 0031/0040] 3210/4800, lr:1.3e-05 ∣ avg_100 : 31861.117440 ∣ critic_nllloss : 25954.744336 ∣ critic_ganloss : -303.075885 ∣ generator_nllloss : 5144.566016 ∣ generator_ganloss : 1072.062500 ∣     [  std_z : 0.99  real_sub_fake : 1065.44 ]
[  epoch 0031/0040] 3220/4800, lr:1.3e-05 ∣ avg_100 : 31861.174781 ∣ critic_nllloss : 25832.247656 ∣ critic_ganloss : -314.384514 ∣ generator_nllloss : 5118.618359 ∣ generator_ganloss : 1092.439502 ∣     [  std_z : 1.00  real_sub_fake : 1082.72 ]
[  epoch 0031/0040] 3230/4800, lr:1.3e-05 ∣ avg_100 : 31858.500973 ∣ critic_nllloss : 25898.465039 ∣ critic_ganloss : -264.100534 ∣ generator_nllloss : 5128.212891 ∣ generator_ganloss : 1074.666016 ∣     [  std_z : 0.99  real_sub_fake : 1180.46 ]
[  epoch 0031/0040] 3240/4800, lr:1.3e-05 ∣ avg_100 : 31859.721340 ∣ critic_nllloss : 26005.349805 ∣ critic_ganloss : -297.906619 ∣ generator_nllloss : 5170.786523 ∣ generator_ganloss : 1083.348779 ∣     [  std_z : 0.99  real_sub_fake : 1169.71 ]
[  epoch 0031/0040] 3250/4800, lr:1.3e-05 ∣ avg_100 : 31859.677207 ∣ critic_nllloss : 26035.572656 ∣ critic_ganloss : -322.440472 ∣ generator_nllloss : 5312.687305 ∣ generator_ganloss : 1095.170703 ∣     [  std_z : 0.99  real_sub_fake : 1126.09 ]
[  epoch 0031/0040] 3260/4800, lr:1.3e-05 ∣ avg_100 : 31863.959648 ∣ critic_nllloss : 26045.812305 ∣ critic_ganloss : -126.066022 ∣ generator_nllloss : 5196.076563 ∣ generator_ganloss : 1066.866064 ∣     [  std_z : 0.99  real_sub_fake : 1259.40 ]
[  epoch 0031/0040] 3270/4800, lr:1.3e-05 ∣ avg_100 : 31860.484412 ∣ critic_nllloss : 25637.702148 ∣ critic_ganloss : -161.338660 ∣ generator_nllloss : 5161.718555 ∣ generator_ganloss : 1072.284180 ∣     [  std_z : 0.99  real_sub_fake : 924.69 ]
[  epoch 0031/0040] 3280/4800, lr:1.3e-05 ∣ avg_100 : 31860.130217 ∣ critic_nllloss : 25746.504102 ∣ critic_ganloss : -176.642018 ∣ generator_nllloss : 5159.533984 ∣ generator_ganloss : 1107.426221 ∣     [  std_z : 0.99  real_sub_fake : 764.13 ]
[  epoch 0031/0040] 3290/4800, lr:1.3e-05 ∣ avg_100 : 31862.878499 ∣ critic_nllloss : 25841.311328 ∣ critic_ganloss : -166.579807 ∣ generator_nllloss : 5188.932031 ∣ generator_ganloss : 1102.704102 ∣     [  std_z : 1.00  real_sub_fake : 734.06 ]
[  epoch 0031/0040] 3300/4800, lr:1.3e-05 ∣ avg_100 : 31863.627704 ∣ critic_nllloss : 25834.796680 ∣ critic_ganloss : -280.093237 ∣ generator_nllloss : 5148.303125 ∣ generator_ganloss : 1079.039453 ∣     [  std_z : 1.00  real_sub_fake : 811.53 ]
[  epoch 0031/0040] 3310/4800, lr:1.3e-05 ∣ avg_100 : 31862.888150 ∣ critic_nllloss : 25998.644922 ∣ critic_ganloss : -283.748544 ∣ generator_nllloss : 5218.199023 ∣ generator_ganloss : 1077.055420 ∣     [  std_z : 1.00  real_sub_fake : 960.08 ]
[  epoch 0031/0040] 3320/4800, lr:1.3e-05 ∣ avg_100 : 31864.613113 ∣ critic_nllloss : 25998.342578 ∣ critic_ganloss : -338.175304 ∣ generator_nllloss : 5178.905469 ∣ generator_ganloss : 1093.218604 ∣     [  std_z : 0.99  real_sub_fake : 995.19 ]
[  epoch 0031/0040] 3330/4800, lr:1.3e-05 ∣ avg_100 : 31861.159266 ∣ critic_nllloss : 25809.459766 ∣ critic_ganloss : -264.664670 ∣ generator_nllloss : 5143.758984 ∣ generator_ganloss : 1098.965381 ∣     [  std_z : 0.99  real_sub_fake : 968.63 ]
[  epoch 0031/0040] 3340/4800, lr:1.3e-05 ∣ avg_100 : 31862.167553 ∣ critic_nllloss : 25866.403125 ∣ critic_ganloss : -340.514786 ∣ generator_nllloss : 5133.838477 ∣ generator_ganloss : 1111.977930 ∣     [  std_z : 0.98  real_sub_fake : 1153.45 ]
[  epoch 0031/0040] 3350/4800, lr:1.3e-05 ∣ avg_100 : 31864.202814 ∣ critic_nllloss : 25928.851758 ∣ critic_ganloss : -208.327930 ∣ generator_nllloss : 5224.962109 ∣ generator_ganloss : 1104.562793 ∣     [  std_z : 0.99  real_sub_fake : 1079.77 ]
[  epoch 0031/0040] 3360/4800, lr:1.3e-05 ∣ avg_100 : 31865.402892 ∣ critic_nllloss : 25980.431445 ∣ critic_ganloss : -333.865317 ∣ generator_nllloss : 5238.349805 ∣ generator_ganloss : 1096.104687 ∣     [  std_z : 0.99  real_sub_fake : 1186.05 ]
[  epoch 0031/0040] 3370/4800, lr:1.3e-05 ∣ avg_100 : 31864.745415 ∣ critic_nllloss : 25564.220508 ∣ critic_ganloss : -275.274530 ∣ generator_nllloss : 5200.763672 ∣ generator_ganloss : 1110.716357 ∣     [  std_z : 1.00  real_sub_fake : 1030.31 ]
[  epoch 0031/0040] 3380/4800, lr:1.3e-05 ∣ avg_100 : 31864.434088 ∣ critic_nllloss : 25977.676367 ∣ critic_ganloss : -273.883536 ∣ generator_nllloss : 5139.848437 ∣ generator_ganloss : 1104.956006 ∣     [  std_z : 1.00  real_sub_fake : 1061.86 ]
[  epoch 0031/0040] 3390/4800, lr:1.3e-05 ∣ avg_100 : 31864.845929 ∣ critic_nllloss : 26038.334180 ∣ critic_ganloss : -403.275189 ∣ generator_nllloss : 5211.410156 ∣ generator_ganloss : 1107.514258 ∣     [  std_z : 1.00  real_sub_fake : 1240.51 ]
[  epoch 0031/0040] 3400/4800, lr:1.3e-05 ∣ avg_100 : 31863.670695 ∣ critic_nllloss : 25837.396289 ∣ critic_ganloss : -264.112915 ∣ generator_nllloss : 5205.509375 ∣ generator_ganloss : 1119.825879 ∣     [  std_z : 1.00  real_sub_fake : 1133.40 ]
[  epoch 0031/0040] 3410/4800, lr:1.3e-05 ∣ avg_100 : 31865.296968 ∣ critic_nllloss : 25988.149805 ∣ critic_ganloss : -315.234088 ∣ generator_nllloss : 5108.946094 ∣ generator_ganloss : 1118.154932 ∣     [  std_z : 0.99  real_sub_fake : 1198.89 ]
[  epoch 0031/0040] 3420/4800, lr:1.3e-05 ∣ avg_100 : 31864.739225 ∣ critic_nllloss : 25904.985938 ∣ critic_ganloss : -252.552888 ∣ generator_nllloss : 5118.975586 ∣ generator_ganloss : 1131.109375 ∣     [  std_z : 0.99  real_sub_fake : 1124.62 ]
[  epoch 0031/0040] 3430/4800, lr:1.3e-05 ∣ avg_100 : 31863.932788 ∣ critic_nllloss : 25926.314648 ∣ critic_ganloss : -334.774695 ∣ generator_nllloss : 5150.490625 ∣ generator_ganloss : 1138.455811 ∣     [  std_z : 0.99  real_sub_fake : 1201.29 ]
[  epoch 0031/0040] 3440/4800, lr:1.3e-05 ∣ avg_100 : 31864.008490 ∣ critic_nllloss : 25710.841211 ∣ critic_ganloss : -336.269037 ∣ generator_nllloss : 5107.887305 ∣ generator_ganloss : 1125.061768 ∣     [  std_z : 1.00  real_sub_fake : 1156.46 ]
[  epoch 0031/0040] 3450/4800, lr:1.3e-05 ∣ avg_100 : 31863.779497 ∣ critic_nllloss : 25911.433008 ∣ critic_ganloss : -337.177332 ∣ generator_nllloss : 5203.744141 ∣ generator_ganloss : 1128.540234 ∣     [  std_z : 1.00  real_sub_fake : 1245.75 ]
[  epoch 0031/0040] 3460/4800, lr:1.3e-05 ∣ avg_100 : 31861.731120 ∣ critic_nllloss : 25614.352539 ∣ critic_ganloss : -365.443353 ∣ generator_nllloss : 5186.534375 ∣ generator_ganloss : 1138.746875 ∣     [  std_z : 1.00  real_sub_fake : 1242.65 ]
[  epoch 0031/0040] 3470/4800, lr:1.3e-05 ∣ avg_100 : 31861.349665 ∣ critic_nllloss : 25809.408203 ∣ critic_ganloss : -289.332806 ∣ generator_nllloss : 5155.123047 ∣ generator_ganloss : 1125.784570 ∣     [  std_z : 0.99  real_sub_fake : 1341.45 ]
[  epoch 0031/0040] 3480/4800, lr:1.3e-05 ∣ avg_100 : 31860.640981 ∣ critic_nllloss : 25831.871484 ∣ critic_ganloss : -205.713315 ∣ generator_nllloss : 5092.403516 ∣ generator_ganloss : 1146.404395 ∣     [  std_z : 0.98  real_sub_fake : 913.04 ]
[  epoch 0031/0040] 3490/4800, lr:1.3e-05 ∣ avg_100 : 31861.707741 ∣ critic_nllloss : 25869.085742 ∣ critic_ganloss : -248.445071 ∣ generator_nllloss : 5235.844141 ∣ generator_ganloss : 1122.341406 ∣     [  std_z : 0.99  real_sub_fake : 1019.73 ]
[  epoch 0031/0040] 3500/4800, lr:1.3e-05 ∣ avg_100 : 31861.136383 ∣ critic_nllloss : 25921.129297 ∣ critic_ganloss : -324.472696 ∣ generator_nllloss : 5181.149023 ∣ generator_ganloss : 1113.940283 ∣     [  std_z : 1.00  real_sub_fake : 1142.21 ]
[  epoch 0031/0040] 3510/4800, lr:1.3e-05 ∣ avg_100 : 31862.938855 ∣ critic_nllloss : 26012.492188 ∣ critic_ganloss : -315.331253 ∣ generator_nllloss : 5267.049023 ∣ generator_ganloss : 1114.542285 ∣     [  std_z : 1.00  real_sub_fake : 1132.56 ]
[  epoch 0031/0040] 3520/4800, lr:1.3e-05 ∣ avg_100 : 31859.930365 ∣ critic_nllloss : 25830.833203 ∣ critic_ganloss : -300.933379 ∣ generator_nllloss : 5217.876367 ∣ generator_ganloss : 1113.844092 ∣     [  std_z : 1.00  real_sub_fake : 1118.46 ]
[  epoch 0031/0040] 3530/4800, lr:1.3e-05 ∣ avg_100 : 31857.366092 ∣ critic_nllloss : 25646.188477 ∣ critic_ganloss : -339.405600 ∣ generator_nllloss : 5131.438281 ∣ generator_ganloss : 1121.401855 ∣     [  std_z : 0.99  real_sub_fake : 1186.49 ]
[  epoch 0031/0040] 3540/4800, lr:1.3e-05 ∣ avg_100 : 31858.823681 ∣ critic_nllloss : 26021.122461 ∣ critic_ganloss : -329.749109 ∣ generator_nllloss : 5187.319922 ∣ generator_ganloss : 1139.574121 ∣     [  std_z : 0.99  real_sub_fake : 1222.64 ]
[  epoch 0031/0040] 3550/4800, lr:1.3e-05 ∣ avg_100 : 31862.175517 ∣ critic_nllloss : 26073.294336 ∣ critic_ganloss : -252.313226 ∣ generator_nllloss : 5244.917578 ∣ generator_ganloss : 1128.383887 ∣     [  std_z : 0.99  real_sub_fake : 1171.54 ]
[  epoch 0031/0040] 3560/4800, lr:1.3e-05 ∣ avg_100 : 31860.060886 ∣ critic_nllloss : 25794.698242 ∣ critic_ganloss : -317.345566 ∣ generator_nllloss : 5137.462109 ∣ generator_ganloss : 1126.814648 ∣     [  std_z : 0.99  real_sub_fake : 1221.48 ]
[  epoch 0031/0040] 3570/4800, lr:1.3e-05 ∣ avg_100 : 31856.429808 ∣ critic_nllloss : 25613.030664 ∣ critic_ganloss : -318.276855 ∣ generator_nllloss : 5090.923633 ∣ generator_ganloss : 1129.598584 ∣     [  std_z : 0.99  real_sub_fake : 1176.92 ]
[  epoch 0031/0040] 3580/4800, lr:1.3e-05 ∣ avg_100 : 31856.801580 ∣ critic_nllloss : 25889.171875 ∣ critic_ganloss : -338.607086 ∣ generator_nllloss : 5178.904688 ∣ generator_ganloss : 1128.007275 ∣     [  std_z : 1.00  real_sub_fake : 1194.45 ]
[  epoch 0031/0040] 3590/4800, lr:1.3e-05 ∣ avg_100 : 31858.732599 ∣ critic_nllloss : 25908.146875 ∣ critic_ganloss : -378.813577 ∣ generator_nllloss : 5104.567383 ∣ generator_ganloss : 1121.993848 ∣     [  std_z : 1.00  real_sub_fake : 1259.07 ]
[  epoch 0031/0040] 3600/4800, lr:1.3e-05 ∣ avg_100 : 31859.896531 ∣ critic_nllloss : 25958.033398 ∣ critic_ganloss : -345.324786 ∣ generator_nllloss : 5267.258594 ∣ generator_ganloss : 1133.401367 ∣     [  std_z : 1.00  real_sub_fake : 1192.08 ]
[  epoch 0031/0040] 3610/4800, lr:1.3e-05 ∣ avg_100 : 31857.897294 ∣ critic_nllloss : 25878.160742 ∣ critic_ganloss : -308.927097 ∣ generator_nllloss : 5100.322266 ∣ generator_ganloss : 1127.019141 ∣     [  std_z : 0.99  real_sub_fake : 1248.63 ]
[  epoch 0031/0040] 3620/4800, lr:1.3e-05 ∣ avg_100 : 31856.881480 ∣ critic_nllloss : 25737.527930 ∣ critic_ganloss : -295.775581 ∣ generator_nllloss : 5180.782812 ∣ generator_ganloss : 1139.178564 ∣     [  std_z : 0.99  real_sub_fake : 1277.93 ]
[  epoch 0031/0040] 3630/4800, lr:1.3e-05 ∣ avg_100 : 31858.303686 ∣ critic_nllloss : 25938.728906 ∣ critic_ganloss : -285.812210 ∣ generator_nllloss : 5243.279688 ∣ generator_ganloss : 1157.362549 ∣     [  std_z : 0.99  real_sub_fake : 1162.07 ]
[  epoch 0031/0040] 3640/4800, lr:1.3e-05 ∣ avg_100 : 31857.096006 ∣ critic_nllloss : 25940.370312 ∣ critic_ganloss : -319.390622 ∣ generator_nllloss : 5189.876562 ∣ generator_ganloss : 1129.673926 ∣     [  std_z : 0.99  real_sub_fake : 1252.52 ]
[  epoch 0031/0040] 3650/4800, lr:1.3e-05 ∣ avg_100 : 31862.118102 ∣ critic_nllloss : 25989.409180 ∣ critic_ganloss : -294.937430 ∣ generator_nllloss : 5290.329297 ∣ generator_ganloss : 1140.653467 ∣     [  std_z : 0.99  real_sub_fake : 1147.41 ]
[  epoch 0031/0040] 3660/4800, lr:1.3e-05 ∣ avg_100 : 31860.773172 ∣ critic_nllloss : 25781.373633 ∣ critic_ganloss : -288.720288 ∣ generator_nllloss : 5090.057617 ∣ generator_ganloss : 1150.153809 ∣     [  std_z : 0.99  real_sub_fake : 1098.02 ]
[  epoch 0031/0040] 3670/4800, lr:1.3e-05 ∣ avg_100 : 31863.558336 ∣ critic_nllloss : 25964.776562 ∣ critic_ganloss : -339.827505 ∣ generator_nllloss : 5182.310156 ∣ generator_ganloss : 1130.718652 ∣     [  std_z : 1.00  real_sub_fake : 1286.27 ]
[  epoch 0031/0040] 3680/4800, lr:1.3e-05 ∣ avg_100 : 31865.204054 ∣ critic_nllloss : 25845.625977 ∣ critic_ganloss : -328.199097 ∣ generator_nllloss : 5244.754102 ∣ generator_ganloss : 1125.518652 ∣     [  std_z : 1.00  real_sub_fake : 1261.37 ]
[  epoch 0031/0040] 3690/4800, lr:1.3e-05 ∣ avg_100 : 31865.846891 ∣ critic_nllloss : 25824.218750 ∣ critic_ganloss : -359.365598 ∣ generator_nllloss : 5208.218164 ∣ generator_ganloss : 1124.508350 ∣     [  std_z : 1.00  real_sub_fake : 1233.58 ]
[  epoch 0031/0040] 3700/4800, lr:1.3e-05 ∣ avg_100 : 31870.551114 ∣ critic_nllloss : 26086.363867 ∣ critic_ganloss : -296.650818 ∣ generator_nllloss : 5208.447461 ∣ generator_ganloss : 1132.096240 ∣     [  std_z : 1.00  real_sub_fake : 1306.91 ]
[  epoch 0031/0040] 3710/4800, lr:1.3e-05 ∣ avg_100 : 31869.229593 ∣ critic_nllloss : 25872.759180 ∣ critic_ganloss : -325.729956 ∣ generator_nllloss : 5146.902539 ∣ generator_ganloss : 1143.490088 ∣     [  std_z : 0.99  real_sub_fake : 1219.55 ]
[  epoch 0031/0040] 3720/4800, lr:1.3e-05 ∣ avg_100 : 31869.146517 ∣ critic_nllloss : 25956.492383 ∣ critic_ganloss : -331.079602 ∣ generator_nllloss : 5115.590625 ∣ generator_ganloss : 1147.092725 ∣     [  std_z : 0.99  real_sub_fake : 1220.87 ]
[  epoch 0031/0040] 3730/4800, lr:1.3e-05 ∣ avg_100 : 31868.743502 ∣ critic_nllloss : 25711.452734 ∣ critic_ganloss : -251.035764 ∣ generator_nllloss : 5075.039453 ∣ generator_ganloss : 1163.130566 ∣     [  std_z : 0.98  real_sub_fake : 1107.54 ]
[  epoch 0031/0040] 3740/4800, lr:1.3e-05 ∣ avg_100 : 31867.286438 ∣ critic_nllloss : 25726.204297 ∣ critic_ganloss : -236.440901 ∣ generator_nllloss : 5233.636133 ∣ generator_ganloss : 1148.054688 ∣     [  std_z : 0.98  real_sub_fake : 1090.98 ]
[  epoch 0031/0040] 3750/4800, lr:1.3e-05 ∣ avg_100 : 31862.307096 ∣ critic_nllloss : 25716.758789 ∣ critic_ganloss : -329.135489 ∣ generator_nllloss : 5117.051758 ∣ generator_ganloss : 1127.517090 ∣     [  std_z : 1.00  real_sub_fake : 1108.51 ]
[  epoch 0031/0040] 3760/4800, lr:1.3e-05 ∣ avg_100 : 31861.181118 ∣ critic_nllloss : 25867.604687 ∣ critic_ganloss : -353.108902 ∣ generator_nllloss : 5255.421289 ∣ generator_ganloss : 1139.293848 ∣     [  std_z : 1.00  real_sub_fake : 1228.98 ]
[  epoch 0031/0040] 3770/4800, lr:1.3e-05 ∣ avg_100 : 31863.303833 ∣ critic_nllloss : 25933.424805 ∣ critic_ganloss : -246.800278 ∣ generator_nllloss : 5149.622461 ∣ generator_ganloss : 1139.108154 ∣     [  std_z : 1.00  real_sub_fake : 1208.65 ]
[  epoch 0031/0040] 3780/4800, lr:1.3e-05 ∣ avg_100 : 31864.575158 ∣ critic_nllloss : 25881.645117 ∣ critic_ganloss : -385.154501 ∣ generator_nllloss : 5213.313867 ∣ generator_ganloss : 1145.131250 ∣     [  std_z : 1.00  real_sub_fake : 1192.62 ]
[  epoch 0031/0040] 3790/4800, lr:1.3e-05 ∣ avg_100 : 31867.411289 ∣ critic_nllloss : 25839.897266 ∣ critic_ganloss : -338.370299 ∣ generator_nllloss : 5144.886914 ∣ generator_ganloss : 1155.240283 ∣     [  std_z : 1.00  real_sub_fake : 1027.92 ]
[  epoch 0031/0040] 3800/4800, lr:1.3e-05 ∣ avg_100 : 31868.267085 ∣ critic_nllloss : 25740.094141 ∣ critic_ganloss : -225.682253 ∣ generator_nllloss : 5152.048242 ∣ generator_ganloss : 1140.947168 ∣     [  std_z : 0.99  real_sub_fake : 1084.68 ]
[  epoch 0031/0040] 3810/4800, lr:1.3e-05 ∣ avg_100 : 31866.357398 ∣ critic_nllloss : 25689.507031 ∣ critic_ganloss : -313.933963 ∣ generator_nllloss : 5062.921680 ∣ generator_ganloss : 1144.025049 ∣     [  std_z : 0.99  real_sub_fake : 1139.79 ]
[  epoch 0031/0040] 3820/4800, lr:1.3e-05 ∣ avg_100 : 31862.953978 ∣ critic_nllloss : 25786.755273 ∣ critic_ganloss : -308.294495 ∣ generator_nllloss : 5094.075586 ∣ generator_ganloss : 1117.293213 ∣     [  std_z : 0.99  real_sub_fake : 1183.97 ]
[  epoch 0031/0040] 3830/4800, lr:1.3e-05 ∣ avg_100 : 31859.365073 ∣ critic_nllloss : 25936.479102 ∣ critic_ganloss : -290.708743 ∣ generator_nllloss : 5101.741992 ∣ generator_ganloss : 1104.369336 ∣     [  std_z : 0.99  real_sub_fake : 1215.76 ]
[  epoch 0031/0040] 3840/4800, lr:1.3e-05 ∣ avg_100 : 31860.088732 ∣ critic_nllloss : 25878.532227 ∣ critic_ganloss : -365.041507 ∣ generator_nllloss : 5171.421680 ∣ generator_ganloss : 1142.405273 ∣     [  std_z : 0.99  real_sub_fake : 1093.42 ]
[  epoch 0031/0040] 3850/4800, lr:1.3e-05 ∣ avg_100 : 31861.479230 ∣ critic_nllloss : 25864.232617 ∣ critic_ganloss : -395.199667 ∣ generator_nllloss : 5177.605664 ∣ generator_ganloss : 1132.347412 ∣     [  std_z : 1.00  real_sub_fake : 1188.67 ]
[  epoch 0031/0040] 3860/4800, lr:1.3e-05 ∣ avg_100 : 31864.840969 ∣ critic_nllloss : 26030.046875 ∣ critic_ganloss : -378.376215 ∣ generator_nllloss : 5204.997852 ∣ generator_ganloss : 1123.901758 ∣     [  std_z : 1.00  real_sub_fake : 1389.09 ]
[  epoch 0031/0040] 3870/4800, lr:1.3e-05 ∣ avg_100 : 31863.649827 ∣ critic_nllloss : 25869.093945 ∣ critic_ganloss : -270.387589 ∣ generator_nllloss : 5177.528320 ∣ generator_ganloss : 1138.251025 ∣     [  std_z : 0.99  real_sub_fake : 1251.28 ]
[  epoch 0031/0040] 3880/4800, lr:1.3e-05 ∣ avg_100 : 31861.511714 ∣ critic_nllloss : 25644.195898 ∣ critic_ganloss : -259.056567 ∣ generator_nllloss : 5187.524219 ∣ generator_ganloss : 1122.270068 ∣     [  std_z : 1.00  real_sub_fake : 1215.22 ]
[  epoch 0031/0040] 3890/4800, lr:1.3e-05 ∣ avg_100 : 31863.868824 ∣ critic_nllloss : 26043.198242 ∣ critic_ganloss : -387.772330 ∣ generator_nllloss : 5171.037500 ∣ generator_ganloss : 1131.837256 ∣     [  std_z : 0.99  real_sub_fake : 1335.49 ]
[  epoch 0031/0040] 3900/4800, lr:1.3e-05 ∣ avg_100 : 31865.196222 ∣ critic_nllloss : 25853.605469 ∣ critic_ganloss : -205.995547 ∣ generator_nllloss : 5319.162891 ∣ generator_ganloss : 1145.415332 ∣     [  std_z : 0.99  real_sub_fake : 1206.40 ]
[  epoch 0031/0040] 3910/4800, lr:1.3e-05 ∣ avg_100 : 31869.852394 ∣ critic_nllloss : 26246.375586 ∣ critic_ganloss : -309.607901 ∣ generator_nllloss : 5268.761719 ∣ generator_ganloss : 1144.892334 ∣     [  std_z : 0.99  real_sub_fake : 1094.20 ]
[  epoch 0031/0040] 3920/4800, lr:1.3e-05 ∣ avg_100 : 31869.890639 ∣ critic_nllloss : 25813.073242 ∣ critic_ganloss : -271.565491 ∣ generator_nllloss : 5220.048633 ∣ generator_ganloss : 1145.601758 ∣     [  std_z : 0.99  real_sub_fake : 1044.98 ]
[  epoch 0031/0040] 3930/4800, lr:1.3e-05 ∣ avg_100 : 31870.509219 ∣ critic_nllloss : 25741.913867 ∣ critic_ganloss : -328.396365 ∣ generator_nllloss : 5259.790625 ∣ generator_ganloss : 1144.406250 ∣     [  std_z : 0.99  real_sub_fake : 1011.49 ]
[  epoch 0031/0040] 3940/4800, lr:1.3e-05 ∣ avg_100 : 31873.858343 ∣ critic_nllloss : 26124.187305 ∣ critic_ganloss : -342.197275 ∣ generator_nllloss : 5192.212695 ∣ generator_ganloss : 1138.272461 ∣     [  std_z : 1.00  real_sub_fake : 1188.20 ]
[  epoch 0031/0040] 3950/4800, lr:1.3e-05 ∣ avg_100 : 31875.585612 ∣ critic_nllloss : 26035.175977 ∣ critic_ganloss : -361.077411 ∣ generator_nllloss : 5247.215625 ∣ generator_ganloss : 1124.859277 ∣     [  std_z : 1.00  real_sub_fake : 1339.96 ]
[  epoch 0031/0040] 3960/4800, lr:1.3e-05 ∣ avg_100 : 31875.865945 ∣ critic_nllloss : 25782.212500 ∣ critic_ganloss : -264.859949 ∣ generator_nllloss : 5266.885352 ∣ generator_ganloss : 1125.955664 ∣     [  std_z : 1.00  real_sub_fake : 1193.73 ]
[  epoch 0031/0040] 3970/4800, lr:1.3e-05 ∣ avg_100 : 31874.234849 ∣ critic_nllloss : 26128.682227 ∣ critic_ganloss : -449.976480 ∣ generator_nllloss : 5172.125195 ∣ generator_ganloss : 1136.865723 ∣     [  std_z : 1.00  real_sub_fake : 1336.51 ]
[  epoch 0031/0040] 3980/4800, lr:1.3e-05 ∣ avg_100 : 31873.170870 ∣ critic_nllloss : 25795.960352 ∣ critic_ganloss : -358.990158 ∣ generator_nllloss : 5019.181250 ∣ generator_ganloss : 1129.616357 ∣     [  std_z : 1.00  real_sub_fake : 1253.49 ]
[  epoch 0031/0040] 3990/4800, lr:1.3e-05 ∣ avg_100 : 31872.414689 ∣ critic_nllloss : 25796.358203 ∣ critic_ganloss : -332.933301 ∣ generator_nllloss : 5136.491602 ∣ generator_ganloss : 1111.217139 ∣     [  std_z : 0.99  real_sub_fake : 1348.10 ]
[  epoch 0031/0040] 4000/4800, lr:1.3e-05 ∣ avg_100 : 31873.423784 ∣ critic_nllloss : 26060.932812 ∣ critic_ganloss : -442.618127 ∣ generator_nllloss : 5186.220508 ∣ generator_ganloss : 1143.347119 ∣     [  std_z : 0.99  real_sub_fake : 1349.97 ]
[  epoch 0031/0040] 4010/4800, lr:1.3e-05 ∣ avg_100 : 31872.786880 ∣ critic_nllloss : 25950.191992 ∣ critic_ganloss : -189.154211 ∣ generator_nllloss : 5127.734570 ∣ generator_ganloss : 1128.071289 ∣     [  std_z : 0.99  real_sub_fake : 1329.72 ]
[  epoch 0031/0040] 4020/4800, lr:1.3e-05 ∣ avg_100 : 31873.011278 ∣ critic_nllloss : 25829.893945 ∣ critic_ganloss : -339.020578 ∣ generator_nllloss : 5185.527344 ∣ generator_ganloss : 1147.970166 ∣     [  std_z : 0.99  real_sub_fake : 1233.68 ]
[  epoch 0031/0040] 4030/4800, lr:1.3e-05 ∣ avg_100 : 31870.709717 ∣ critic_nllloss : 25728.963867 ∣ critic_ganloss : -266.764734 ∣ generator_nllloss : 5205.846484 ∣ generator_ganloss : 1142.056885 ∣     [  std_z : 1.00  real_sub_fake : 1157.37 ]
[  epoch 0031/0040] 4040/4800, lr:1.3e-05 ∣ avg_100 : 31869.107785 ∣ critic_nllloss : 25775.667383 ∣ critic_ganloss : -237.041187 ∣ generator_nllloss : 5145.811523 ∣ generator_ganloss : 1114.977539 ∣     [  std_z : 0.99  real_sub_fake : 1194.83 ]
[  epoch 0031/0040] 4050/4800, lr:1.3e-05 ∣ avg_100 : 31868.495679 ∣ critic_nllloss : 25632.800195 ∣ critic_ganloss : -261.881421 ∣ generator_nllloss : 5168.486328 ∣ generator_ganloss : 1125.965381 ∣     [  std_z : 0.99  real_sub_fake : 1107.06 ]
[  epoch 0031/0040] 4060/4800, lr:1.3e-05 ∣ avg_100 : 31873.037348 ∣ critic_nllloss : 25805.778125 ∣ critic_ganloss : -272.464606 ∣ generator_nllloss : 5234.449219 ∣ generator_ganloss : 1150.259326 ∣     [  std_z : 0.99  real_sub_fake : 1063.18 ]
[  epoch 0031/0040] 4070/4800, lr:1.3e-05 ∣ avg_100 : 31874.953820 ∣ critic_nllloss : 25876.588086 ∣ critic_ganloss : -327.804504 ∣ generator_nllloss : 5158.486133 ∣ generator_ganloss : 1142.915674 ∣     [  std_z : 0.99  real_sub_fake : 1088.10 ]
[  epoch 0031/0040] 4080/4800, lr:1.3e-05 ∣ avg_100 : 31876.463095 ∣ critic_nllloss : 25921.107422 ∣ critic_ganloss : -327.448669 ∣ generator_nllloss : 5280.529688 ∣ generator_ganloss : 1137.008350 ∣     [  std_z : 0.99  real_sub_fake : 1145.15 ]
[  epoch 0031/0040] 4090/4800, lr:1.3e-05 ∣ avg_100 : 31873.822007 ∣ critic_nllloss : 25724.844922 ∣ critic_ganloss : -285.307855 ∣ generator_nllloss : 5122.798047 ∣ generator_ganloss : 1147.953955 ∣     [  std_z : 0.99  real_sub_fake : 1065.03 ]
[  epoch 0031/0040] 4100/4800, lr:1.3e-05 ∣ avg_100 : 31871.835955 ∣ critic_nllloss : 25837.429883 ∣ critic_ganloss : -316.133942 ∣ generator_nllloss : 5158.896484 ∣ generator_ganloss : 1144.848145 ∣     [  std_z : 1.00  real_sub_fake : 1054.11 ]
[  epoch 0031/0040] 4110/4800, lr:1.3e-05 ∣ avg_100 : 31871.257553 ∣ critic_nllloss : 25851.494727 ∣ critic_ganloss : -334.259499 ∣ generator_nllloss : 5073.119141 ∣ generator_ganloss : 1138.796338 ∣     [  std_z : 0.99  real_sub_fake : 1122.70 ]
[  epoch 0031/0040] 4120/4800, lr:1.3e-05 ∣ avg_100 : 31869.462997 ∣ critic_nllloss : 25914.150586 ∣ critic_ganloss : -375.167352 ∣ generator_nllloss : 5188.658008 ∣ generator_ganloss : 1129.444629 ∣     [  std_z : 0.99  real_sub_fake : 1244.44 ]
[  epoch 0031/0040] 4130/4800, lr:1.3e-05 ∣ avg_100 : 31872.570869 ∣ critic_nllloss : 26205.564844 ∣ critic_ganloss : -358.833960 ∣ generator_nllloss : 5235.302930 ∣ generator_ganloss : 1152.594727 ∣     [  std_z : 0.99  real_sub_fake : 1325.45 ]
[  epoch 0031/0040] 4140/4800, lr:1.3e-05 ∣ avg_100 : 31873.956619 ∣ critic_nllloss : 25836.506055 ∣ critic_ganloss : -370.961188 ∣ generator_nllloss : 5186.691602 ∣ generator_ganloss : 1123.685449 ∣     [  std_z : 0.99  real_sub_fake : 1293.03 ]
[  epoch 0031/0040] 4150/4800, lr:1.3e-05 ∣ avg_100 : 31874.373261 ∣ critic_nllloss : 25983.851367 ∣ critic_ganloss : -307.354999 ∣ generator_nllloss : 5117.949805 ∣ generator_ganloss : 1140.853711 ∣     [  std_z : 1.00  real_sub_fake : 1270.23 ]
[  epoch 0031/0040] 4160/4800, lr:1.3e-05 ∣ avg_100 : 31874.411825 ∣ critic_nllloss : 25964.926953 ∣ critic_ganloss : -319.335513 ∣ generator_nllloss : 5230.178320 ∣ generator_ganloss : 1139.754688 ∣     [  std_z : 1.00  real_sub_fake : 1256.90 ]
[  epoch 0031/0040] 4170/4800, lr:1.3e-05 ∣ avg_100 : 31872.454310 ∣ critic_nllloss : 25682.217969 ∣ critic_ganloss : -246.180688 ∣ generator_nllloss : 5192.015625 ∣ generator_ganloss : 1134.127441 ∣     [  std_z : 1.00  real_sub_fake : 1193.75 ]
[  epoch 0031/0040] 4180/4800, lr:1.3e-05 ∣ avg_100 : 31871.924497 ∣ critic_nllloss : 25694.503906 ∣ critic_ganloss : -256.996094 ∣ generator_nllloss : 5181.684375 ∣ generator_ganloss : 1146.916162 ∣     [  std_z : 0.99  real_sub_fake : 1127.26 ]
[  epoch 0031/0040] 4190/4800, lr:1.3e-05 ∣ avg_100 : 31874.194996 ∣ critic_nllloss : 25972.768555 ∣ critic_ganloss : -370.777982 ∣ generator_nllloss : 5226.087891 ∣ generator_ganloss : 1131.123389 ∣     [  std_z : 0.99  real_sub_fake : 1243.57 ]
[  epoch 0031/0040] 4200/4800, lr:1.3e-05 ∣ avg_100 : 31874.038449 ∣ critic_nllloss : 25809.605273 ∣ critic_ganloss : -235.379965 ∣ generator_nllloss : 5201.577734 ∣ generator_ganloss : 1120.280469 ∣     [  std_z : 0.99  real_sub_fake : 1090.25 ]
[  epoch 0031/0040] 4210/4800, lr:1.3e-05 ∣ avg_100 : 31876.852221 ∣ critic_nllloss : 26103.656445 ∣ critic_ganloss : -336.276169 ∣ generator_nllloss : 5226.571094 ∣ generator_ganloss : 1155.722803 ∣     [  std_z : 0.99  real_sub_fake : 1079.84 ]
[  epoch 0031/0040] 4220/4800, lr:1.3e-05 ∣ avg_100 : 31877.686445 ∣ critic_nllloss : 25765.626563 ∣ critic_ganloss : -296.722189 ∣ generator_nllloss : 5199.399609 ∣ generator_ganloss : 1144.039355 ∣     [  std_z : 1.00  real_sub_fake : 1117.59 ]
[  epoch 0031/0040] 4230/4800, lr:1.3e-05 ∣ avg_100 : 31881.422930 ∣ critic_nllloss : 26140.729297 ∣ critic_ganloss : -287.912466 ∣ generator_nllloss : 5241.252148 ∣ generator_ganloss : 1116.822998 ∣     [  std_z : 1.00  real_sub_fake : 1211.10 ]
[  epoch 0031/0040] 4240/4800, lr:1.3e-05 ∣ avg_100 : 31879.873529 ∣ critic_nllloss : 25765.184180 ∣ critic_ganloss : -278.236652 ∣ generator_nllloss : 5169.698047 ∣ generator_ganloss : 1149.992773 ∣     [  std_z : 1.00  real_sub_fake : 1125.18 ]
[  epoch 0031/0040] 4250/4800, lr:1.3e-05 ∣ avg_100 : 31876.153714 ∣ critic_nllloss : 25795.506445 ∣ critic_ganloss : -330.925278 ∣ generator_nllloss : 5137.722656 ∣ generator_ganloss : 1146.704883 ∣     [  std_z : 0.99  real_sub_fake : 1099.09 ]
[  epoch 0031/0040] 4260/4800, lr:1.3e-05 ∣ avg_100 : 31877.331883 ∣ critic_nllloss : 26163.293750 ∣ critic_ganloss : -315.363568 ∣ generator_nllloss : 5313.332031 ∣ generator_ganloss : 1139.243555 ∣     [  std_z : 0.99  real_sub_fake : 1219.33 ]
[  epoch 0031/0040] 4270/4800, lr:1.3e-05 ∣ avg_100 : 31876.051852 ∣ critic_nllloss : 25664.282031 ∣ critic_ganloss : -305.745319 ∣ generator_nllloss : 5081.236523 ∣ generator_ganloss : 1142.589941 ∣     [  std_z : 0.99  real_sub_fake : 1186.44 ]
[  epoch 0031/0040] 4280/4800, lr:1.3e-05 ∣ avg_100 : 31877.488713 ∣ critic_nllloss : 26020.605078 ∣ critic_ganloss : -328.854211 ∣ generator_nllloss : 5148.070898 ∣ generator_ganloss : 1140.686572 ∣     [  std_z : 0.99  real_sub_fake : 1311.07 ]
[  epoch 0031/0040] 4290/4800, lr:1.3e-05 ∣ avg_100 : 31876.365982 ∣ critic_nllloss : 25823.434375 ∣ critic_ganloss : -270.165471 ∣ generator_nllloss : 5148.999219 ∣ generator_ganloss : 1151.826465 ∣     [  std_z : 1.00  real_sub_fake : 1046.43 ]
[  epoch 0031/0040] 4300/4800, lr:1.3e-05 ∣ avg_100 : 31880.261206 ∣ critic_nllloss : 26056.520703 ∣ critic_ganloss : -250.721201 ∣ generator_nllloss : 5231.478125 ∣ generator_ganloss : 1134.290820 ∣     [  std_z : 1.00  real_sub_fake : 1110.23 ]
[  epoch 0031/0040] 4310/4800, lr:1.3e-05 ∣ avg_100 : 31879.695557 ∣ critic_nllloss : 25940.257031 ∣ critic_ganloss : -326.529428 ∣ generator_nllloss : 5190.037305 ∣ generator_ganloss : 1149.820947 ∣     [  std_z : 1.00  real_sub_fake : 1014.22 ]
[  epoch 0031/0040] 4320/4800, lr:1.3e-05 ∣ avg_100 : 31880.913913 ∣ critic_nllloss : 26083.499219 ∣ critic_ganloss : -317.593559 ∣ generator_nllloss : 5165.384766 ∣ generator_ganloss : 1122.836523 ∣     [  std_z : 1.00  real_sub_fake : 1166.48 ]
[  epoch 0031/0040] 4330/4800, lr:1.3e-05 ∣ avg_100 : 31882.002092 ∣ critic_nllloss : 25849.378906 ∣ critic_ganloss : -230.253630 ∣ generator_nllloss : 5141.838672 ∣ generator_ganloss : 1135.373437 ∣     [  std_z : 1.00  real_sub_fake : 975.69 ]
[  epoch 0031/0040] 4340/4800, lr:1.3e-05 ∣ avg_100 : 31884.403577 ∣ critic_nllloss : 25928.370898 ∣ critic_ganloss : -295.091504 ∣ generator_nllloss : 5247.448633 ∣ generator_ganloss : 1131.125244 ∣     [  std_z : 0.99  real_sub_fake : 1042.71 ]
[  epoch 0031/0040] 4350/4800, lr:1.3e-05 ∣ avg_100 : 31882.212732 ∣ critic_nllloss : 25777.664648 ∣ critic_ganloss : -222.611909 ∣ generator_nllloss : 5143.661914 ∣ generator_ganloss : 1132.249561 ∣     [  std_z : 0.99  real_sub_fake : 905.78 ]
[  epoch 0031/0040] 4360/4800, lr:1.3e-05 ∣ avg_100 : 31881.435084 ∣ critic_nllloss : 25833.883398 ∣ critic_ganloss : -321.334390 ∣ generator_nllloss : 5277.757031 ∣ generator_ganloss : 1112.949756 ∣     [  std_z : 0.99  real_sub_fake : 1107.98 ]
[  epoch 0031/0040] 4370/4800, lr:1.3e-05 ∣ avg_100 : 31880.448502 ∣ critic_nllloss : 25669.939063 ∣ critic_ganloss : -328.252661 ∣ generator_nllloss : 5048.137305 ∣ generator_ganloss : 1111.944141 ∣     [  std_z : 1.00  real_sub_fake : 1148.43 ]
[  epoch 0031/0040] 4380/4800, lr:1.3e-05 ∣ avg_100 : 31879.291668 ∣ critic_nllloss : 25845.154297 ∣ critic_ganloss : -371.720865 ∣ generator_nllloss : 5234.521094 ∣ generator_ganloss : 1124.959375 ∣     [  std_z : 0.99  real_sub_fake : 1188.42 ]
[  epoch 0031/0040] 4390/4800, lr:1.3e-05 ∣ avg_100 : 31879.476529 ∣ critic_nllloss : 25966.693555 ∣ critic_ganloss : -324.359000 ∣ generator_nllloss : 5198.601953 ∣ generator_ganloss : 1131.532910 ∣     [  std_z : 1.00  real_sub_fake : 1163.24 ]
[  epoch 0031/0040] 4400/4800, lr:1.3e-05 ∣ avg_100 : 31880.145717 ∣ critic_nllloss : 26066.658984 ∣ critic_ganloss : -347.445441 ∣ generator_nllloss : 5133.729492 ∣ generator_ganloss : 1112.594482 ∣     [  std_z : 1.00  real_sub_fake : 1262.27 ]
[  epoch 0031/0040] 4410/4800, lr:1.3e-05 ∣ avg_100 : 31881.067952 ∣ critic_nllloss : 26029.343555 ∣ critic_ganloss : -350.904953 ∣ generator_nllloss : 5177.861523 ∣ generator_ganloss : 1135.940039 ∣     [  std_z : 0.99  real_sub_fake : 1270.94 ]
[  epoch 0031/0040] 4420/4800, lr:1.3e-05 ∣ avg_100 : 31881.349045 ∣ critic_nllloss : 26044.945312 ∣ critic_ganloss : -450.513351 ∣ generator_nllloss : 5201.133984 ∣ generator_ganloss : 1135.061377 ∣     [  std_z : 0.99  real_sub_fake : 1380.54 ]
[  epoch 0031/0040] 4430/4800, lr:1.3e-05 ∣ avg_100 : 31878.743539 ∣ critic_nllloss : 25789.847266 ∣ critic_ganloss : -429.514056 ∣ generator_nllloss : 5141.549414 ∣ generator_ganloss : 1118.053223 ∣     [  std_z : 0.99  real_sub_fake : 1429.12 ]
[  epoch 0031/0040] 4440/4800, lr:1.3e-05 ∣ avg_100 : 31879.749817 ∣ critic_nllloss : 25862.714844 ∣ critic_ganloss : -421.442923 ∣ generator_nllloss : 5135.522656 ∣ generator_ganloss : 1131.354395 ∣     [  std_z : 0.99  real_sub_fake : 1484.11 ]
[  epoch 0031/0040] 4450/4800, lr:1.3e-05 ∣ avg_100 : 31879.380092 ∣ critic_nllloss : 25867.563281 ∣ critic_ganloss : -309.400073 ∣ generator_nllloss : 5175.652148 ∣ generator_ganloss : 1135.752246 ∣     [  std_z : 1.00  real_sub_fake : 1464.79 ]
[  epoch 0031/0040] 4460/4800, lr:1.3e-05 ∣ avg_100 : 31883.316992 ∣ critic_nllloss : 25968.684961 ∣ critic_ganloss : -349.512155 ∣ generator_nllloss : 5204.200195 ∣ generator_ganloss : 1144.507422 ∣     [  std_z : 1.00  real_sub_fake : 1388.81 ]
[  epoch 0031/0040] 4470/4800, lr:1.3e-05 ∣ avg_100 : 31884.299268 ∣ critic_nllloss : 25897.840430 ∣ critic_ganloss : -391.681656 ∣ generator_nllloss : 5239.207031 ∣ generator_ganloss : 1153.844824 ∣     [  std_z : 1.00  real_sub_fake : 1282.53 ]
[  epoch 0031/0040] 4480/4800, lr:1.3e-05 ∣ avg_100 : 31881.969380 ∣ critic_nllloss : 25693.804688 ∣ critic_ganloss : -368.011252 ∣ generator_nllloss : 5170.687695 ∣ generator_ganloss : 1135.496094 ∣     [  std_z : 0.99  real_sub_fake : 1268.61 ]
[  epoch 0031/0040] 4490/4800, lr:1.3e-05 ∣ avg_100 : 31880.365415 ∣ critic_nllloss : 25819.282813 ∣ critic_ganloss : -282.995218 ∣ generator_nllloss : 5149.126172 ∣ generator_ganloss : 1133.015967 ∣     [  std_z : 0.99  real_sub_fake : 1413.86 ]
[  epoch 0031/0040] 4500/4800, lr:1.3e-05 ∣ avg_100 : 31879.489523 ∣ critic_nllloss : 25930.858984 ∣ critic_ganloss : -437.757809 ∣ generator_nllloss : 5163.877930 ∣ generator_ganloss : 1147.177588 ∣     [  std_z : 0.99  real_sub_fake : 1401.81 ]
[  epoch 0031/0040] 4510/4800, lr:1.3e-05 ∣ avg_100 : 31877.591950 ∣ critic_nllloss : 25951.457227 ∣ critic_ganloss : -394.233453 ∣ generator_nllloss : 5209.557422 ∣ generator_ganloss : 1122.213770 ∣     [  std_z : 1.00  real_sub_fake : 1376.83 ]
[  epoch 0031/0040] 4520/4800, lr:1.3e-05 ∣ avg_100 : 31878.690192 ∣ critic_nllloss : 25867.148633 ∣ critic_ganloss : -191.608441 ∣ generator_nllloss : 5142.805078 ∣ generator_ganloss : 1153.099219 ∣     [  std_z : 1.00  real_sub_fake : 1258.30 ]
[  epoch 0031/0040] 4530/4800, lr:1.3e-05 ∣ avg_100 : 31883.046269 ∣ critic_nllloss : 25913.964258 ∣ critic_ganloss : -247.375934 ∣ generator_nllloss : 5175.825781 ∣ generator_ganloss : 1152.816602 ∣     [  std_z : 1.00  real_sub_fake : 1159.93 ]
[  epoch 0031/0040] 4540/4800, lr:1.3e-05 ∣ avg_100 : 31881.462907 ∣ critic_nllloss : 25885.477344 ∣ critic_ganloss : -261.316165 ∣ generator_nllloss : 5086.912891 ∣ generator_ganloss : 1148.857178 ∣     [  std_z : 0.99  real_sub_fake : 1009.25 ]
[  epoch 0031/0040] 4550/4800, lr:1.3e-05 ∣ avg_100 : 31877.712185 ∣ critic_nllloss : 25811.643359 ∣ critic_ganloss : -215.153485 ∣ generator_nllloss : 5078.113086 ∣ generator_ganloss : 1144.607422 ∣     [  std_z : 0.99  real_sub_fake : 933.51 ]
[  epoch 0031/0040] 4560/4800, lr:1.3e-05 ∣ avg_100 : 31881.543047 ∣ critic_nllloss : 25986.996680 ∣ critic_ganloss : -200.728784 ∣ generator_nllloss : 5193.196680 ∣ generator_ganloss : 1145.250977 ∣     [  std_z : 0.99  real_sub_fake : 930.32 ]
[  epoch 0031/0040] 4570/4800, lr:1.3e-05 ∣ avg_100 : 31884.997167 ∣ critic_nllloss : 25846.462891 ∣ critic_ganloss : -339.958249 ∣ generator_nllloss : 5229.116602 ∣ generator_ganloss : 1125.066846 ∣     [  std_z : 0.99  real_sub_fake : 1002.95 ]
[  epoch 0031/0040] 4580/4800, lr:1.3e-05 ∣ avg_100 : 31882.183862 ∣ critic_nllloss : 25681.753711 ∣ critic_ganloss : -338.358249 ∣ generator_nllloss : 5114.315430 ∣ generator_ganloss : 1118.435352 ∣     [  std_z : 0.99  real_sub_fake : 1091.48 ]
[  epoch 0031/0040] 4590/4800, lr:1.3e-05 ∣ avg_100 : 31884.623214 ∣ critic_nllloss : 26013.524219 ∣ critic_ganloss : -301.869196 ∣ generator_nllloss : 5158.438477 ∣ generator_ganloss : 1129.736230 ∣     [  std_z : 0.99  real_sub_fake : 1275.90 ]
[  epoch 0031/0040] 4600/4800, lr:1.3e-05 ∣ avg_100 : 31884.042591 ∣ critic_nllloss : 25890.694727 ∣ critic_ganloss : -306.890244 ∣ generator_nllloss : 5228.458984 ∣ generator_ganloss : 1143.042822 ∣     [  std_z : 0.99  real_sub_fake : 1196.74 ]
[  epoch 0031/0040] 4610/4800, lr:1.3e-05 ∣ avg_100 : 31885.274466 ∣ critic_nllloss : 25863.691992 ∣ critic_ganloss : -199.323917 ∣ generator_nllloss : 5125.267773 ∣ generator_ganloss : 1130.126709 ∣     [  std_z : 1.00  real_sub_fake : 1184.29 ]
[  epoch 0031/0040] 4620/4800, lr:1.3e-05 ∣ avg_100 : 31888.218607 ∣ critic_nllloss : 25959.025195 ∣ critic_ganloss : -250.661142 ∣ generator_nllloss : 5192.219336 ∣ generator_ganloss : 1155.544385 ∣     [  std_z : 1.00  real_sub_fake : 982.52 ]
[  epoch 0031/0040] 4630/4800, lr:1.3e-05 ∣ avg_100 : 31886.088761 ∣ critic_nllloss : 25806.604492 ∣ critic_ganloss : -228.277986 ∣ generator_nllloss : 5112.451172 ∣ generator_ganloss : 1149.796631 ∣     [  std_z : 0.99  real_sub_fake : 947.38 ]
[  epoch 0031/0040] 4640/4800, lr:1.3e-05 ∣ avg_100 : 31884.685151 ∣ critic_nllloss : 25824.855664 ∣ critic_ganloss : -375.057532 ∣ generator_nllloss : 5211.957227 ∣ generator_ganloss : 1138.413818 ∣     [  std_z : 1.00  real_sub_fake : 1142.33 ]
[  epoch 0031/0040] 4650/4800, lr:1.3e-05 ∣ avg_100 : 31882.880017 ∣ critic_nllloss : 25982.988672 ∣ critic_ganloss : -273.452432 ∣ generator_nllloss : 5089.202148 ∣ generator_ganloss : 1146.202734 ∣     [  std_z : 1.00  real_sub_fake : 1053.07 ]
[  epoch 0031/0040] 4660/4800, lr:1.3e-05 ∣ avg_100 : 31884.163281 ∣ critic_nllloss : 25827.767383 ∣ critic_ganloss : -244.389639 ∣ generator_nllloss : 5148.976953 ∣ generator_ganloss : 1128.836523 ∣     [  std_z : 0.99  real_sub_fake : 1098.23 ]
[  epoch 0031/0040] 4670/4800, lr:1.3e-05 ∣ avg_100 : 31881.892340 ∣ critic_nllloss : 25743.054297 ∣ critic_ganloss : -331.719800 ∣ generator_nllloss : 5165.837891 ∣ generator_ganloss : 1133.711328 ∣     [  std_z : 0.98  real_sub_fake : 1134.98 ]
[  epoch 0031/0040] 4680/4800, lr:1.3e-05 ∣ avg_100 : 31881.346807 ∣ critic_nllloss : 25870.314844 ∣ critic_ganloss : -361.359433 ∣ generator_nllloss : 5185.065430 ∣ generator_ganloss : 1139.125488 ∣     [  std_z : 0.99  real_sub_fake : 1129.08 ]
[  epoch 0031/0040] 4690/4800, lr:1.3e-05 ∣ avg_100 : 31881.934017 ∣ critic_nllloss : 25780.382617 ∣ critic_ganloss : -275.965518 ∣ generator_nllloss : 5229.502930 ∣ generator_ganloss : 1122.380713 ∣     [  std_z : 1.00  real_sub_fake : 1273.86 ]
[  epoch 0031/0040] 4700/4800, lr:1.3e-05 ∣ avg_100 : 31884.322346 ∣ critic_nllloss : 26180.258203 ∣ critic_ganloss : -221.798035 ∣ generator_nllloss : 5258.261133 ∣ generator_ganloss : 1152.368359 ∣     [  std_z : 1.00  real_sub_fake : 1154.41 ]
[  epoch 0031/0040] 4710/4800, lr:1.3e-05 ∣ avg_100 : 31886.889750 ∣ critic_nllloss : 25918.089062 ∣ critic_ganloss : -178.588431 ∣ generator_nllloss : 5193.553516 ∣ generator_ganloss : 1161.108008 ∣     [  std_z : 1.00  real_sub_fake : 727.86 ]
[  epoch 0031/0040] 4720/4800, lr:1.3e-05 ∣ avg_100 : 31887.394231 ∣ critic_nllloss : 25884.396484 ∣ critic_ganloss : -214.544353 ∣ generator_nllloss : 5135.339844 ∣ generator_ganloss : 1133.352344 ∣     [  std_z : 1.00  real_sub_fake : 879.58 ]
[  epoch 0031/0040] 4730/4800, lr:1.3e-05 ∣ avg_100 : 31888.511203 ∣ critic_nllloss : 25757.991211 ∣ critic_ganloss : -227.453960 ∣ generator_nllloss : 5142.294922 ∣ generator_ganloss : 1137.451953 ∣     [  std_z : 0.99  real_sub_fake : 877.57 ]
[  epoch 0031/0040] 4740/4800, lr:1.3e-05 ∣ avg_100 : 31886.920935 ∣ critic_nllloss : 25643.525977 ∣ critic_ganloss : -251.582066 ∣ generator_nllloss : 5185.269141 ∣ generator_ganloss : 1135.214355 ∣     [  std_z : 0.99  real_sub_fake : 783.45 ]
[  epoch 0031/0040] 4750/4800, lr:1.3e-05 ∣ avg_100 : 31888.949060 ∣ critic_nllloss : 25968.858398 ∣ critic_ganloss : -328.528578 ∣ generator_nllloss : 5079.447852 ∣ generator_ganloss : 1115.227051 ∣     [  std_z : 1.00  real_sub_fake : 1040.63 ]
[  epoch 0031/0040] 4760/4800, lr:1.3e-05 ∣ avg_100 : 31886.223022 ∣ critic_nllloss : 25767.744531 ∣ critic_ganloss : -370.570483 ∣ generator_nllloss : 5121.625000 ∣ generator_ganloss : 1117.808057 ∣     [  std_z : 0.99  real_sub_fake : 1076.27 ]
[  epoch 0031/0040] 4770/4800, lr:1.3e-05 ∣ avg_100 : 31883.136469 ∣ critic_nllloss : 25672.704102 ∣ critic_ganloss : -232.031790 ∣ generator_nllloss : 5140.157812 ∣ generator_ganloss : 1085.869727 ∣     [  std_z : 0.99  real_sub_fake : 1171.22 ]
[  epoch 0031/0040] 4780/4800, lr:1.3e-05 ∣ avg_100 : 31881.522069 ∣ critic_nllloss : 25837.726367 ∣ critic_ganloss : -367.323328 ∣ generator_nllloss : 5114.334961 ∣ generator_ganloss : 1108.757715 ∣     [  std_z : 0.99  real_sub_fake : 1212.35 ]
[  epoch 0031/0040] 4790/4800, lr:1.3e-05 ∣ avg_100 : 31884.535191 ∣ critic_nllloss : 26017.119336 ∣ critic_ganloss : -280.616806 ∣ generator_nllloss : 5236.046680 ∣ generator_ganloss : 1130.417090 ∣     [  std_z : 0.99  real_sub_fake : 1144.71 ]
[  epoch 0031/0040] 4800/4800, lr:1.3e-05 ∣ avg_100 : 31886.103615 ∣ critic_nllloss : 25889.777344 ∣ critic_ganloss : -314.016681 ∣ generator_nllloss : 5264.540625 ∣ generator_ganloss : 1123.948437 ∣     [  std_z : 0.99  real_sub_fake : 1194.43 ]
[    val 031    ] Done! KLD: 0.026364: 0.0108041:39, total: 1 day, 3:31:44                  
[  epoch 0032/0040] 0010/4800, lr:1.3e-05 ∣ avg_100 : 31888.883976 ∣ critic_nllloss : 25964.731445 ∣ critic_ganloss : -333.308728 ∣ generator_nllloss : 5096.765234 ∣ generator_ganloss : 1132.367969 ∣     [  std_z : 0.99  real_sub_fake : 1175.63 ]
[  epoch 0032/0040] 0020/4800, lr:1.3e-05 ∣ avg_100 : 31890.686033 ∣ critic_nllloss : 25862.694336 ∣ critic_ganloss : -229.660114 ∣ generator_nllloss : 5133.087500 ∣ generator_ganloss : 1103.913525 ∣     [  std_z : 1.00  real_sub_fake : 1157.86 ]
[  epoch 0032/0040] 0030/4800, lr:1.3e-05 ∣ avg_100 : 31890.312875 ∣ critic_nllloss : 25822.166211 ∣ critic_ganloss : -284.224393 ∣ generator_nllloss : 5190.531641 ∣ generator_ganloss : 1086.092432 ∣     [  std_z : 1.00  real_sub_fake : 1239.85 ]
[  epoch 0032/0040] 0040/4800, lr:1.3e-05 ∣ avg_100 : 31889.372243 ∣ critic_nllloss : 25835.483008 ∣ critic_ganloss : -386.568869 ∣ generator_nllloss : 5173.039453 ∣ generator_ganloss : 1111.300928 ∣     [  std_z : 0.99  real_sub_fake : 1253.59 ]
[  epoch 0032/0040] 0050/4800, lr:1.3e-05 ∣ avg_100 : 31890.245083 ∣ critic_nllloss : 25866.112891 ∣ critic_ganloss : -346.929324 ∣ generator_nllloss : 5217.678516 ∣ generator_ganloss : 1129.407910 ∣     [  std_z : 0.99  real_sub_fake : 1210.45 ]
[  epoch 0032/0040] 0060/4800, lr:1.3e-05 ∣ avg_100 : 31886.354659 ∣ critic_nllloss : 25607.856641 ∣ critic_ganloss : -297.835245 ∣ generator_nllloss : 5154.957617 ∣ generator_ganloss : 1126.548828 ∣     [  std_z : 1.00  real_sub_fake : 1201.67 ]
[  epoch 0032/0040] 0070/4800, lr:1.3e-05 ∣ avg_100 : 31885.327727 ∣ critic_nllloss : 25820.025195 ∣ critic_ganloss : -290.618146 ∣ generator_nllloss : 5162.301758 ∣ generator_ganloss : 1120.083691 ∣     [  std_z : 1.00  real_sub_fake : 1251.94 ]
[  epoch 0032/0040] 0080/4800, lr:1.3e-05 ∣ avg_100 : 31887.372919 ∣ critic_nllloss : 26028.252148 ∣ critic_ganloss : -374.735330 ∣ generator_nllloss : 5120.522266 ∣ generator_ganloss : 1125.413818 ∣     [  std_z : 1.00  real_sub_fake : 1231.76 ]
[  epoch 0032/0040] 0090/4800, lr:1.3e-05 ∣ avg_100 : 31886.637098 ∣ critic_nllloss : 25895.461133 ∣ critic_ganloss : -332.231686 ∣ generator_nllloss : 5197.041992 ∣ generator_ganloss : 1124.447070 ∣     [  std_z : 0.99  real_sub_fake : 1232.76 ]
[  epoch 0032/0040] 0100/4800, lr:1.3e-05 ∣ avg_100 : 31885.655740 ∣ critic_nllloss : 25981.739648 ∣ critic_ganloss : -239.990320 ∣ generator_nllloss : 5170.337695 ∣ generator_ganloss : 1101.965381 ∣     [  std_z : 0.99  real_sub_fake : 1246.89 ]
[  epoch 0032/0040] 0110/4800, lr:1.3e-05 ∣ avg_100 : 31882.725539 ∣ critic_nllloss : 26071.601953 ∣ critic_ganloss : -353.277634 ∣ generator_nllloss : 5214.231055 ∣ generator_ganloss : 1124.846240 ∣     [  std_z : 0.99  real_sub_fake : 1258.90 ]
[  epoch 0032/0040] 0120/4800, lr:1.3e-05 ∣ avg_100 : 31883.429211 ∣ critic_nllloss : 25856.108984 ∣ critic_ganloss : -263.143866 ∣ generator_nllloss : 5242.483008 ∣ generator_ganloss : 1142.077148 ∣     [  std_z : 1.00  real_sub_fake : 967.93 ]
[  epoch 0032/0040] 0130/4800, lr:1.3e-05 ∣ avg_100 : 31882.266415 ∣ critic_nllloss : 25804.621094 ∣ critic_ganloss : -294.355469 ∣ generator_nllloss : 5063.975391 ∣ generator_ganloss : 1127.193848 ∣     [  std_z : 1.00  real_sub_fake : 1114.09 ]
[  epoch 0032/0040] 0140/4800, lr:1.3e-05 ∣ avg_100 : 31878.641815 ∣ critic_nllloss : 25676.402148 ∣ critic_ganloss : -222.708531 ∣ generator_nllloss : 5169.982227 ∣ generator_ganloss : 1126.339258 ∣     [  std_z : 1.00  real_sub_fake : 896.92 ]
[  epoch 0032/0040] 0150/4800, lr:1.3e-05 ∣ avg_100 : 31877.510309 ∣ critic_nllloss : 25851.994922 ∣ critic_ganloss : -233.682172 ∣ generator_nllloss : 5213.312500 ∣ generator_ganloss : 1101.397656 ∣     [  std_z : 1.00  real_sub_fake : 1054.69 ]
[  epoch 0032/0040] 0160/4800, lr:1.3e-05 ∣ avg_100 : 31878.438365 ∣ critic_nllloss : 25861.201562 ∣ critic_ganloss : -158.689194 ∣ generator_nllloss : 5196.244531 ∣ generator_ganloss : 1104.242285 ∣     [  std_z : 1.00  real_sub_fake : 938.97 ]
[  epoch 0032/0040] 0170/4800, lr:1.3e-05 ∣ avg_100 : 31874.100087 ∣ critic_nllloss : 25666.177344 ∣ critic_ganloss : -295.105847 ∣ generator_nllloss : 5055.271094 ∣ generator_ganloss : 1127.526270 ∣     [  std_z : 1.00  real_sub_fake : 952.85 ]
[  epoch 0032/0040] 0180/4800, lr:1.3e-05 ∣ avg_100 : 31878.464526 ∣ critic_nllloss : 26005.609766 ∣ critic_ganloss : -343.784137 ∣ generator_nllloss : 5240.929297 ∣ generator_ganloss : 1119.456787 ∣     [  std_z : 0.99  real_sub_fake : 1061.67 ]
[  epoch 0032/0040] 0190/4800, lr:1.3e-05 ∣ avg_100 : 31878.389930 ∣ critic_nllloss : 25707.308398 ∣ critic_ganloss : -277.905460 ∣ generator_nllloss : 5161.399023 ∣ generator_ganloss : 1112.872070 ∣     [  std_z : 0.99  real_sub_fake : 1042.58 ]
[  epoch 0032/0040] 0200/4800, lr:1.3e-05 ∣ avg_100 : 31874.796626 ∣ critic_nllloss : 25735.032227 ∣ critic_ganloss : -361.412582 ∣ generator_nllloss : 5095.457031 ∣ generator_ganloss : 1119.475195 ∣     [  std_z : 0.99  real_sub_fake : 1084.56 ]
[  epoch 0032/0040] 0210/4800, lr:1.3e-05 ∣ avg_100 : 31871.895175 ∣ critic_nllloss : 25753.866016 ∣ critic_ganloss : -300.841492 ∣ generator_nllloss : 5150.022266 ∣ generator_ganloss : 1123.651758 ∣     [  std_z : 0.99  real_sub_fake : 1112.09 ]
[  epoch 0032/0040] 0220/4800, lr:1.3e-05 ∣ avg_100 : 31872.452850 ∣ critic_nllloss : 25851.246680 ∣ critic_ganloss : -303.256335 ∣ generator_nllloss : 5217.471484 ∣ generator_ganloss : 1114.676563 ∣     [  std_z : 1.00  real_sub_fake : 1265.80 ]
[  epoch 0032/0040] 0230/4800, lr:1.3e-05 ∣ avg_100 : 31876.911929 ∣ critic_nllloss : 26196.464258 ∣ critic_ganloss : -363.970459 ∣ generator_nllloss : 5308.752930 ∣ generator_ganloss : 1114.763721 ∣     [  std_z : 1.00  real_sub_fake : 1210.07 ]
[  epoch 0032/0040] 0240/4800, lr:1.3e-05 ∣ avg_100 : 31878.215661 ∣ critic_nllloss : 25997.781641 ∣ critic_ganloss : -380.710458 ∣ generator_nllloss : 5193.361328 ∣ generator_ganloss : 1119.355957 ∣     [  std_z : 1.00  real_sub_fake : 1315.29 ]
[  epoch 0032/0040] 0250/4800, lr:1.3e-05 ∣ avg_100 : 31878.562761 ∣ critic_nllloss : 25598.405469 ∣ critic_ganloss : -251.309700 ∣ generator_nllloss : 5220.714648 ∣ generator_ganloss : 1132.270020 ∣     [  std_z : 1.00  real_sub_fake : 1117.85 ]
[  epoch 0032/0040] 0260/4800, lr:1.3e-05 ∣ avg_100 : 31878.535201 ∣ critic_nllloss : 25995.868945 ∣ critic_ganloss : -451.246088 ∣ generator_nllloss : 5242.084766 ∣ generator_ganloss : 1128.558398 ∣     [  std_z : 1.00  real_sub_fake : 1262.68 ]
[  epoch 0032/0040] 0270/4800, lr:1.3e-05 ∣ avg_100 : 31876.533396 ∣ critic_nllloss : 25780.859375 ∣ critic_ganloss : -368.306345 ∣ generator_nllloss : 5122.463281 ∣ generator_ganloss : 1114.988672 ∣     [  std_z : 0.99  real_sub_fake : 1381.03 ]
[  epoch 0032/0040] 0280/4800, lr:1.3e-05 ∣ avg_100 : 31874.627657 ∣ critic_nllloss : 25851.499805 ∣ critic_ganloss : -354.184866 ∣ generator_nllloss : 5192.048828 ∣ generator_ganloss : 1131.259082 ∣     [  std_z : 0.99  real_sub_fake : 1414.56 ]
[  epoch 0032/0040] 0290/4800, lr:1.3e-05 ∣ avg_100 : 31873.950576 ∣ critic_nllloss : 25634.095313 ∣ critic_ganloss : -229.373926 ∣ generator_nllloss : 5132.646875 ∣ generator_ganloss : 1105.212695 ∣     [  std_z : 0.98  real_sub_fake : 1400.80 ]
[  epoch 0032/0040] 0300/4800, lr:1.3e-05 ∣ avg_100 : 31875.152734 ∣ critic_nllloss : 26088.779102 ∣ critic_ganloss : -386.830981 ∣ generator_nllloss : 5122.257812 ∣ generator_ganloss : 1121.050439 ∣     [  std_z : 0.99  real_sub_fake : 1404.31 ]
[  epoch 0032/0040] 0310/4800, lr:1.3e-05 ∣ avg_100 : 31874.992027 ∣ critic_nllloss : 25701.183984 ∣ critic_ganloss : -300.143362 ∣ generator_nllloss : 5174.576563 ∣ generator_ganloss : 1137.462842 ∣     [  std_z : 1.00  real_sub_fake : 1288.89 ]
[  epoch 0032/0040] 0320/4800, lr:1.3e-05 ∣ avg_100 : 31875.537692 ∣ critic_nllloss : 25909.852930 ∣ critic_ganloss : -332.755215 ∣ generator_nllloss : 5197.791602 ∣ generator_ganloss : 1136.762988 ∣     [  std_z : 1.01  real_sub_fake : 1225.58 ]
[  epoch 0032/0040] 0330/4800, lr:1.3e-05 ∣ avg_100 : 31870.920061 ∣ critic_nllloss : 25758.623437 ∣ critic_ganloss : -254.458502 ∣ generator_nllloss : 5124.222852 ∣ generator_ganloss : 1144.477686 ∣     [  std_z : 1.01  real_sub_fake : 1037.31 ]
[  epoch 0032/0040] 0340/4800, lr:1.3e-05 ∣ avg_100 : 31868.899889 ∣ critic_nllloss : 25672.035352 ∣ critic_ganloss : -326.477014 ∣ generator_nllloss : 5090.616602 ∣ generator_ganloss : 1137.729834 ∣     [  std_z : 1.00  real_sub_fake : 1228.04 ]
[  epoch 0032/0040] 0350/4800, lr:1.3e-05 ∣ avg_100 : 31869.804088 ∣ critic_nllloss : 25977.700195 ∣ critic_ganloss : -330.103061 ∣ generator_nllloss : 5261.670703 ∣ generator_ganloss : 1116.451953 ∣     [  std_z : 0.99  real_sub_fake : 1273.39 ]
[  epoch 0032/0040] 0360/4800, lr:1.3e-05 ∣ avg_100 : 31865.448303 ∣ critic_nllloss : 25706.233789 ∣ critic_ganloss : -300.903284 ∣ generator_nllloss : 5042.822656 ∣ generator_ganloss : 1131.792725 ∣     [  std_z : 0.99  real_sub_fake : 1244.87 ]
[  epoch 0032/0040] 0370/4800, lr:1.3e-05 ∣ avg_100 : 31864.573453 ∣ critic_nllloss : 25808.871094 ∣ critic_ganloss : -360.741779 ∣ generator_nllloss : 5097.582422 ∣ generator_ganloss : 1128.983594 ∣     [  std_z : 0.98  real_sub_fake : 1252.59 ]
[  epoch 0032/0040] 0380/4800, lr:1.3e-05 ∣ avg_100 : 31864.255034 ∣ critic_nllloss : 25748.364844 ∣ critic_ganloss : -298.107541 ∣ generator_nllloss : 5182.845703 ∣ generator_ganloss : 1101.163428 ∣     [  std_z : 0.99  real_sub_fake : 1319.65 ]
[  epoch 0032/0040] 0390/4800, lr:1.3e-05 ∣ avg_100 : 31861.965759 ∣ critic_nllloss : 25812.662891 ∣ critic_ganloss : -319.168228 ∣ generator_nllloss : 5117.220117 ∣ generator_ganloss : 1119.559619 ∣     [  std_z : 1.00  real_sub_fake : 1272.85 ]
[  epoch 0032/0040] 0400/4800, lr:1.3e-05 ∣ avg_100 : 31858.802994 ∣ critic_nllloss : 25666.537891 ∣ critic_ganloss : -301.748676 ∣ generator_nllloss : 5080.963672 ∣ generator_ganloss : 1134.054102 ∣     [  std_z : 1.01  real_sub_fake : 1199.31 ]
[  epoch 0032/0040] 0410/4800, lr:1.3e-05 ∣ avg_100 : 31856.977869 ∣ critic_nllloss : 25910.345117 ∣ critic_ganloss : -332.591449 ∣ generator_nllloss : 5257.655469 ∣ generator_ganloss : 1131.752588 ∣     [  std_z : 1.01  real_sub_fake : 1213.65 ]
[  epoch 0032/0040] 0420/4800, lr:1.3e-05 ∣ avg_100 : 31857.034483 ∣ critic_nllloss : 25838.480078 ∣ critic_ganloss : -333.705017 ∣ generator_nllloss : 5193.903125 ∣ generator_ganloss : 1119.326514 ∣     [  std_z : 1.00  real_sub_fake : 1136.45 ]
[  epoch 0032/0040] 0430/4800, lr:1.3e-05 ∣ avg_100 : 31851.146892 ∣ critic_nllloss : 25834.565430 ∣ critic_ganloss : -364.207697 ∣ generator_nllloss : 5048.238672 ∣ generator_ganloss : 1103.536523 ∣     [  std_z : 0.99  real_sub_fake : 1248.72 ]
[  epoch 0032/0040] 0440/4800, lr:1.3e-05 ∣ avg_100 : 31852.757260 ∣ critic_nllloss : 25950.980664 ∣ critic_ganloss : -306.339886 ∣ generator_nllloss : 5205.925195 ∣ generator_ganloss : 1117.109131 ∣     [  std_z : 0.98  real_sub_fake : 1288.11 ]
[  epoch 0032/0040] 0450/4800, lr:1.3e-05 ∣ avg_100 : 31854.234281 ∣ critic_nllloss : 25931.952539 ∣ critic_ganloss : -340.261505 ∣ generator_nllloss : 5182.803320 ∣ generator_ganloss : 1122.216504 ∣     [  std_z : 0.98  real_sub_fake : 1225.34 ]
[  epoch 0032/0040] 0460/4800, lr:1.3e-05 ∣ avg_100 : 31851.052982 ∣ critic_nllloss : 26036.006445 ∣ critic_ganloss : -296.809879 ∣ generator_nllloss : 5124.834766 ∣ generator_ganloss : 1118.344531 ∣     [  std_z : 0.98  real_sub_fake : 1257.00 ]
[  epoch 0032/0040] 0470/4800, lr:1.3e-05 ∣ avg_100 : 31855.429348 ∣ critic_nllloss : 25959.280078 ∣ critic_ganloss : -287.808447 ∣ generator_nllloss : 5223.291797 ∣ generator_ganloss : 1125.236328 ∣     [  std_z : 0.99  real_sub_fake : 1066.74 ]
[  epoch 0032/0040] 0480/4800, lr:1.3e-05 ∣ avg_100 : 31855.913099 ∣ critic_nllloss : 25988.342578 ∣ critic_ganloss : -329.218707 ∣ generator_nllloss : 5249.389844 ∣ generator_ganloss : 1120.369727 ∣     [  std_z : 1.00  real_sub_fake : 1179.52 ]
[  epoch 0032/0040] 0490/4800, lr:1.3e-05 ∣ avg_100 : 31854.284178 ∣ critic_nllloss : 25786.670898 ∣ critic_ganloss : -308.596976 ∣ generator_nllloss : 5086.135156 ∣ generator_ganloss : 1126.993408 ∣     [  std_z : 1.01  real_sub_fake : 1100.06 ]
[  epoch 0032/0040] 0500/4800, lr:1.3e-05 ∣ avg_100 : 31849.281436 ∣ critic_nllloss : 25715.245312 ∣ critic_ganloss : -290.458563 ∣ generator_nllloss : 5117.522656 ∣ generator_ganloss : 1128.984814 ∣     [  std_z : 1.01  real_sub_fake : 1167.83 ]
[  epoch 0032/0040] 0510/4800, lr:1.3e-05 ∣ avg_100 : 31847.372644 ∣ critic_nllloss : 25678.566992 ∣ critic_ganloss : -204.165189 ∣ generator_nllloss : 5137.884961 ∣ generator_ganloss : 1150.419873 ∣     [  std_z : 1.00  real_sub_fake : 1013.65 ]
[  epoch 0032/0040] 0520/4800, lr:1.3e-05 ∣ avg_100 : 31846.706985 ∣ critic_nllloss : 25941.260742 ∣ critic_ganloss : -257.180562 ∣ generator_nllloss : 5161.890234 ∣ generator_ganloss : 1141.590625 ∣     [  std_z : 0.99  real_sub_fake : 922.25 ]
[  epoch 0032/0040] 0530/4800, lr:1.3e-05 ∣ avg_100 : 31847.288666 ∣ critic_nllloss : 25873.656445 ∣ critic_ganloss : -261.719643 ∣ generator_nllloss : 5208.910937 ∣ generator_ganloss : 1133.657764 ∣     [  std_z : 0.98  real_sub_fake : 1031.98 ]
[  epoch 0032/0040] 0540/4800, lr:1.3e-05 ∣ avg_100 : 31844.852834 ∣ critic_nllloss : 25797.927734 ∣ critic_ganloss : -316.366605 ∣ generator_nllloss : 5141.091602 ∣ generator_ganloss : 1145.617334 ∣     [  std_z : 0.98  real_sub_fake : 1136.54 ]
[  epoch 0032/0040] 0550/4800, lr:1.3e-05 ∣ avg_100 : 31844.980091 ∣ critic_nllloss : 25895.358203 ∣ critic_ganloss : -320.099562 ∣ generator_nllloss : 5119.186719 ∣ generator_ganloss : 1149.244531 ∣     [  std_z : 1.00  real_sub_fake : 1084.01 ]
[  epoch 0032/0040] 0560/4800, lr:1.3e-05 ∣ avg_100 : 31842.396877 ∣ critic_nllloss : 25638.851953 ∣ critic_ganloss : -293.200797 ∣ generator_nllloss : 5182.515820 ∣ generator_ganloss : 1116.767432 ∣     [  std_z : 1.00  real_sub_fake : 1279.34 ]
[  epoch 0032/0040] 0570/4800, lr:1.3e-05 ∣ avg_100 : 31843.511340 ∣ critic_nllloss : 25631.679297 ∣ critic_ganloss : -260.954459 ∣ generator_nllloss : 5119.336523 ∣ generator_ganloss : 1123.152783 ∣     [  std_z : 1.00  real_sub_fake : 1151.69 ]
[  epoch 0032/0040] 0580/4800, lr:1.3e-05 ∣ avg_100 : 31841.503457 ∣ critic_nllloss : 25720.267773 ∣ critic_ganloss : -331.262799 ∣ generator_nllloss : 5102.755273 ∣ generator_ganloss : 1140.365430 ∣     [  std_z : 1.00  real_sub_fake : 1089.26 ]
[  epoch 0032/0040] 0590/4800, lr:1.3e-05 ∣ avg_100 : 31837.121082 ∣ critic_nllloss : 25707.425391 ∣ critic_ganloss : -317.598747 ∣ generator_nllloss : 5004.189062 ∣ generator_ganloss : 1140.216211 ∣     [  std_z : 1.00  real_sub_fake : 992.30 ]
[  epoch 0032/0040] 0600/4800, lr:1.3e-05 ∣ avg_100 : 31837.710715 ∣ critic_nllloss : 25893.649609 ∣ critic_ganloss : -175.880823 ∣ generator_nllloss : 5173.576758 ∣ generator_ganloss : 1133.155225 ∣     [  std_z : 0.99  real_sub_fake : 1093.45 ]
[  epoch 0032/0040] 0610/4800, lr:1.3e-05 ∣ avg_100 : 31834.461206 ∣ critic_nllloss : 25689.982422 ∣ critic_ganloss : -210.435968 ∣ generator_nllloss : 5046.762305 ∣ generator_ganloss : 1140.980469 ∣     [  std_z : 0.99  real_sub_fake : 869.97 ]
[  epoch 0032/0040] 0620/4800, lr:1.3e-05 ∣ avg_100 : 31835.785376 ∣ critic_nllloss : 26071.370117 ∣ critic_ganloss : -295.529662 ∣ generator_nllloss : 5157.273438 ∣ generator_ganloss : 1129.930420 ∣     [  std_z : 0.99  real_sub_fake : 963.35 ]
[  epoch 0032/0040] 0630/4800, lr:1.3e-05 ∣ avg_100 : 31840.195038 ∣ critic_nllloss : 26000.451562 ∣ critic_ganloss : -307.835040 ∣ generator_nllloss : 5248.576758 ∣ generator_ganloss : 1119.708838 ∣     [  std_z : 0.99  real_sub_fake : 1083.39 ]
[  epoch 0032/0040] 0640/4800, lr:1.3e-05 ∣ avg_100 : 31842.712112 ∣ critic_nllloss : 25907.599219 ∣ critic_ganloss : -314.571165 ∣ generator_nllloss : 5250.344336 ∣ generator_ganloss : 1116.483936 ∣     [  std_z : 0.99  real_sub_fake : 1156.47 ]
[  epoch 0032/0040] 0650/4800, lr:1.3e-05 ∣ avg_100 : 31839.824324 ∣ critic_nllloss : 25608.504688 ∣ critic_ganloss : -179.393188 ∣ generator_nllloss : 5031.410742 ∣ generator_ganloss : 1120.266602 ∣     [  std_z : 0.99  real_sub_fake : 1121.03 ]
[  epoch 0032/0040] 0660/4800, lr:1.3e-05 ∣ avg_100 : 31838.238845 ∣ critic_nllloss : 25904.896094 ∣ critic_ganloss : -318.921439 ∣ generator_nllloss : 5083.518164 ∣ generator_ganloss : 1139.839648 ∣     [  std_z : 1.00  real_sub_fake : 1109.48 ]
[  epoch 0032/0040] 0670/4800, lr:1.3e-05 ∣ avg_100 : 31838.360130 ∣ critic_nllloss : 25962.237891 ∣ critic_ganloss : -379.474078 ∣ generator_nllloss : 5187.136719 ∣ generator_ganloss : 1141.438672 ∣     [  std_z : 1.00  real_sub_fake : 1183.26 ]
[  epoch 0032/0040] 0680/4800, lr:1.3e-05 ∣ avg_100 : 31844.075286 ∣ critic_nllloss : 26145.272266 ∣ critic_ganloss : -381.526218 ∣ generator_nllloss : 5302.367969 ∣ generator_ganloss : 1137.378760 ∣     [  std_z : 1.00  real_sub_fake : 1242.95 ]
[  epoch 0032/0040] 0690/4800, lr:1.3e-05 ∣ avg_100 : 31843.017892 ∣ critic_nllloss : 25746.225781 ∣ critic_ganloss : -328.058044 ∣ generator_nllloss : 5168.868164 ∣ generator_ganloss : 1125.654443 ∣     [  std_z : 1.00  real_sub_fake : 1227.63 ]
[  epoch 0032/0040] 0700/4800, lr:1.3e-05 ∣ avg_100 : 31845.614620 ∣ critic_nllloss : 26032.771289 ∣ critic_ganloss : -285.497787 ∣ generator_nllloss : 5191.185352 ∣ generator_ganloss : 1125.370654 ∣     [  std_z : 0.99  real_sub_fake : 1283.77 ]
[  epoch 0032/0040] 0710/4800, lr:1.3e-05 ∣ avg_100 : 31845.377227 ∣ critic_nllloss : 25927.056641 ∣ critic_ganloss : -357.726218 ∣ generator_nllloss : 5164.246094 ∣ generator_ganloss : 1131.679102 ∣     [  std_z : 0.99  real_sub_fake : 1180.33 ]
[  epoch 0032/0040] 0720/4800, lr:1.3e-05 ∣ avg_100 : 31843.900424 ∣ critic_nllloss : 25978.094531 ∣ critic_ganloss : -420.189401 ∣ generator_nllloss : 5147.473047 ∣ generator_ganloss : 1118.386084 ∣     [  std_z : 0.99  real_sub_fake : 1345.03 ]
[  epoch 0032/0040] 0730/4800, lr:1.3e-05 ∣ avg_100 : 31844.012936 ∣ critic_nllloss : 26095.238672 ∣ critic_ganloss : -420.387436 ∣ generator_nllloss : 5195.808789 ∣ generator_ganloss : 1135.821826 ∣     [  std_z : 0.99  real_sub_fake : 1314.77 ]
[  epoch 0032/0040] 0740/4800, lr:1.3e-05 ∣ avg_100 : 31841.812438 ∣ critic_nllloss : 25714.914258 ∣ critic_ganloss : -299.165561 ∣ generator_nllloss : 5104.919922 ∣ generator_ganloss : 1119.212842 ∣     [  std_z : 1.00  real_sub_fake : 1337.22 ]
[  epoch 0032/0040] 0750/4800, lr:1.3e-05 ∣ avg_100 : 31842.981976 ∣ critic_nllloss : 25903.741992 ∣ critic_ganloss : -256.175708 ∣ generator_nllloss : 5167.302734 ∣ generator_ganloss : 1121.295117 ∣     [  std_z : 1.00  real_sub_fake : 1269.51 ]
[  epoch 0032/0040] 0760/4800, lr:1.3e-05 ∣ avg_100 : 31843.052708 ∣ critic_nllloss : 25982.151172 ∣ critic_ganloss : -266.986176 ∣ generator_nllloss : 5281.417969 ∣ generator_ganloss : 1135.205811 ∣     [  std_z : 1.00  real_sub_fake : 1019.91 ]
[  epoch 0032/0040] 0770/4800, lr:1.3e-05 ∣ avg_100 : 31840.004494 ∣ critic_nllloss : 25620.948828 ∣ critic_ganloss : -315.056253 ∣ generator_nllloss : 5133.255469 ∣ generator_ganloss : 1116.718652 ∣     [  std_z : 0.99  real_sub_fake : 1168.21 ]
[  epoch 0032/0040] 0780/4800, lr:1.3e-05 ∣ avg_100 : 31842.727122 ∣ critic_nllloss : 25861.783398 ∣ critic_ganloss : -300.288043 ∣ generator_nllloss : 5168.397852 ∣ generator_ganloss : 1118.515869 ∣     [  std_z : 0.99  real_sub_fake : 1235.44 ]
[  epoch 0032/0040] 0790/4800, lr:1.3e-05 ∣ avg_100 : 31840.865007 ∣ critic_nllloss : 25873.424609 ∣ critic_ganloss : -442.894400 ∣ generator_nllloss : 5245.055469 ∣ generator_ganloss : 1138.032520 ∣     [  std_z : 0.99  real_sub_fake : 1277.23 ]
[  epoch 0032/0040] 0800/4800, lr:1.3e-05 ∣ avg_100 : 31840.322004 ∣ critic_nllloss : 25889.476758 ∣ critic_ganloss : -352.353491 ∣ generator_nllloss : 5230.422266 ∣ generator_ganloss : 1133.460449 ∣     [  std_z : 0.99  real_sub_fake : 1318.83 ]
[  epoch 0032/0040] 0810/4800, lr:1.3e-05 ∣ avg_100 : 31839.478853 ∣ critic_nllloss : 25926.055078 ∣ critic_ganloss : -361.429071 ∣ generator_nllloss : 5147.603711 ∣ generator_ganloss : 1123.217773 ∣     [  std_z : 1.00  real_sub_fake : 1335.39 ]
[  epoch 0032/0040] 0820/4800, lr:1.3e-05 ∣ avg_100 : 31835.729015 ∣ critic_nllloss : 25742.618359 ∣ critic_ganloss : -322.463440 ∣ generator_nllloss : 5145.741992 ∣ generator_ganloss : 1115.247070 ∣     [  std_z : 1.00  real_sub_fake : 1370.33 ]
[  epoch 0032/0040] 0830/4800, lr:1.3e-05 ∣ avg_100 : 31836.949156 ∣ critic_nllloss : 25934.841992 ∣ critic_ganloss : -297.539359 ∣ generator_nllloss : 5188.129883 ∣ generator_ganloss : 1137.155859 ∣     [  std_z : 1.00  real_sub_fake : 1253.41 ]
[  epoch 0032/0040] 0840/4800, lr:1.3e-05 ∣ avg_100 : 31838.926576 ∣ critic_nllloss : 25917.821875 ∣ critic_ganloss : -294.121466 ∣ generator_nllloss : 5252.136719 ∣ generator_ganloss : 1122.074072 ∣     [  std_z : 0.99  real_sub_fake : 1245.65 ]
[  epoch 0032/0040] 0850/4800, lr:1.3e-05 ∣ avg_100 : 31837.100595 ∣ critic_nllloss : 25749.925391 ∣ critic_ganloss : -255.736011 ∣ generator_nllloss : 5128.716016 ∣ generator_ganloss : 1139.437646 ∣     [  std_z : 0.99  real_sub_fake : 1129.78 ]
[  epoch 0032/0040] 0860/4800, lr:1.3e-05 ∣ avg_100 : 31838.397787 ∣ critic_nllloss : 25843.889258 ∣ critic_ganloss : -264.464926 ∣ generator_nllloss : 5263.252930 ∣ generator_ganloss : 1148.233105 ∣     [  std_z : 0.99  real_sub_fake : 1117.99 ]
[  epoch 0032/0040] 0870/4800, lr:1.3e-05 ∣ avg_100 : 31839.930540 ∣ critic_nllloss : 25870.937891 ∣ critic_ganloss : -331.934940 ∣ generator_nllloss : 5194.168555 ∣ generator_ganloss : 1130.987549 ∣     [  std_z : 0.99  real_sub_fake : 1187.36 ]
[  epoch 0032/0040] 0880/4800, lr:1.3e-05 ∣ avg_100 : 31841.733873 ∣ critic_nllloss : 26041.819141 ∣ critic_ganloss : -329.326260 ∣ generator_nllloss : 5164.640625 ∣ generator_ganloss : 1136.346094 ∣     [  std_z : 0.99  real_sub_fake : 1162.92 ]
[  epoch 0032/0040] 0890/4800, lr:1.3e-05 ∣ avg_100 : 31842.030893 ∣ critic_nllloss : 25885.518359 ∣ critic_ganloss : -296.357022 ∣ generator_nllloss : 5162.295898 ∣ generator_ganloss : 1134.545508 ∣     [  std_z : 0.99  real_sub_fake : 1160.85 ]
[  epoch 0032/0040] 0900/4800, lr:1.3e-05 ∣ avg_100 : 31836.965727 ∣ critic_nllloss : 25885.455859 ∣ critic_ganloss : -356.893448 ∣ generator_nllloss : 5191.279297 ∣ generator_ganloss : 1142.731396 ∣     [  std_z : 0.99  real_sub_fake : 1211.86 ]
[  epoch 0032/0040] 0910/4800, lr:1.3e-05 ∣ avg_100 : 31833.742691 ∣ critic_nllloss : 25824.985547 ∣ critic_ganloss : -292.254871 ∣ generator_nllloss : 5104.776758 ∣ generator_ganloss : 1134.351074 ∣     [  std_z : 0.99  real_sub_fake : 1139.81 ]
[  epoch 0032/0040] 0920/4800, lr:1.3e-05 ∣ avg_100 : 31831.120991 ∣ critic_nllloss : 25759.376367 ∣ critic_ganloss : -337.412476 ∣ generator_nllloss : 5124.221094 ∣ generator_ganloss : 1130.189355 ∣     [  std_z : 1.00  real_sub_fake : 1179.14 ]
[  epoch 0032/0040] 0930/4800, lr:1.3e-05 ∣ avg_100 : 31831.697303 ∣ critic_nllloss : 25910.602344 ∣ critic_ganloss : -290.552362 ∣ generator_nllloss : 5108.560938 ∣ generator_ganloss : 1139.304395 ∣     [  std_z : 0.99  real_sub_fake : 1184.58 ]
[  epoch 0032/0040] 0940/4800, lr:1.3e-05 ∣ avg_100 : 31833.333373 ∣ critic_nllloss : 25777.228516 ∣ critic_ganloss : -245.246045 ∣ generator_nllloss : 5228.227148 ∣ generator_ganloss : 1115.824805 ∣     [  std_z : 0.99  real_sub_fake : 1116.78 ]
[  epoch 0032/0040] 0950/4800, lr:1.3e-05 ∣ avg_100 : 31834.259097 ∣ critic_nllloss : 25924.658398 ∣ critic_ganloss : -326.619876 ∣ generator_nllloss : 5203.064648 ∣ generator_ganloss : 1126.473975 ∣     [  std_z : 0.99  real_sub_fake : 1107.77 ]
[  epoch 0032/0040] 0960/4800, lr:1.3e-05 ∣ avg_100 : 31837.203388 ∣ critic_nllloss : 25837.491602 ∣ critic_ganloss : -242.077155 ∣ generator_nllloss : 5194.441016 ∣ generator_ganloss : 1141.180762 ∣     [  std_z : 1.00  real_sub_fake : 1132.89 ]
[  epoch 0032/0040] 0970/4800, lr:1.3e-05 ∣ avg_100 : 31840.320646 ∣ critic_nllloss : 25916.988281 ∣ critic_ganloss : -263.789403 ∣ generator_nllloss : 5174.433789 ∣ generator_ganloss : 1150.792969 ∣     [  std_z : 1.00  real_sub_fake : 1009.44 ]
[  epoch 0032/0040] 0980/4800, lr:1.3e-05 ∣ avg_100 : 31841.437508 ∣ critic_nllloss : 25819.884766 ∣ critic_ganloss : -317.901047 ∣ generator_nllloss : 5177.400000 ∣ generator_ganloss : 1125.798145 ∣     [  std_z : 1.00  real_sub_fake : 1091.25 ]
[  epoch 0032/0040] 0990/4800, lr:1.3e-05 ∣ avg_100 : 31836.234168 ∣ critic_nllloss : 25742.385547 ∣ critic_ganloss : -319.710037 ∣ generator_nllloss : 5031.266211 ∣ generator_ganloss : 1128.690576 ∣     [  std_z : 1.00  real_sub_fake : 1148.57 ]
[  epoch 0032/0040] 1000/4800, lr:1.3e-05 ∣ avg_100 : 31835.934617 ∣ critic_nllloss : 26059.596484 ∣ critic_ganloss : -417.270782 ∣ generator_nllloss : 5162.053320 ∣ generator_ganloss : 1129.915576 ∣     [  std_z : 1.00  real_sub_fake : 1333.71 ]
[  epoch 0032/0040] 1010/4800, lr:1.3e-05 ∣ avg_100 : 31836.621695 ∣ critic_nllloss : 25960.491406 ∣ critic_ganloss : -410.188458 ∣ generator_nllloss : 5245.731641 ∣ generator_ganloss : 1133.229199 ∣     [  std_z : 1.00  real_sub_fake : 1316.04 ]
[  epoch 0032/0040] 1020/4800, lr:1.3e-05 ∣ avg_100 : 31838.683437 ∣ critic_nllloss : 25941.388281 ∣ critic_ganloss : -356.373300 ∣ generator_nllloss : 5349.569336 ∣ generator_ganloss : 1141.625146 ∣     [  std_z : 0.99  real_sub_fake : 1363.24 ]
[  epoch 0032/0040] 1030/4800, lr:1.3e-05 ∣ avg_100 : 31837.566032 ∣ critic_nllloss : 25858.199609 ∣ critic_ganloss : -415.400653 ∣ generator_nllloss : 5126.450781 ∣ generator_ganloss : 1133.575586 ∣     [  std_z : 0.99  real_sub_fake : 1324.74 ]
[  epoch 0032/0040] 1040/4800, lr:1.3e-05 ∣ avg_100 : 31838.503113 ∣ critic_nllloss : 25863.444922 ∣ critic_ganloss : -362.237195 ∣ generator_nllloss : 5212.817578 ∣ generator_ganloss : 1112.937305 ∣     [  std_z : 0.99  real_sub_fake : 1492.36 ]
[  epoch 0032/0040] 1050/4800, lr:1.3e-05 ∣ avg_100 : 31837.814515 ∣ critic_nllloss : 25881.377734 ∣ critic_ganloss : -381.556500 ∣ generator_nllloss : 5159.124023 ∣ generator_ganloss : 1138.464941 ∣     [  std_z : 0.99  real_sub_fake : 1512.01 ]
[  epoch 0032/0040] 1060/4800, lr:1.3e-05 ∣ avg_100 : 31840.569838 ∣ critic_nllloss : 25882.777539 ∣ critic_ganloss : -321.890028 ∣ generator_nllloss : 5157.694922 ∣ generator_ganloss : 1148.477783 ∣     [  std_z : 1.00  real_sub_fake : 1349.80 ]
[  epoch 0032/0040] 1070/4800, lr:1.3e-05 ∣ avg_100 : 31838.891786 ∣ critic_nllloss : 25779.630469 ∣ critic_ganloss : -388.326752 ∣ generator_nllloss : 5102.225391 ∣ generator_ganloss : 1150.458154 ∣     [  std_z : 1.00  real_sub_fake : 1233.79 ]
[  epoch 0032/0040] 1080/4800, lr:1.3e-05 ∣ avg_100 : 31839.094605 ∣ critic_nllloss : 25999.400000 ∣ critic_ganloss : -453.037540 ∣ generator_nllloss : 5230.192969 ∣ generator_ganloss : 1143.179395 ∣     [  std_z : 0.99  real_sub_fake : 1399.92 ]
[  epoch 0032/0040] 1090/4800, lr:1.3e-05 ∣ avg_100 : 31838.814867 ∣ critic_nllloss : 25914.289062 ∣ critic_ganloss : -303.248880 ∣ generator_nllloss : 5113.396484 ∣ generator_ganloss : 1132.308057 ∣     [  std_z : 0.99  real_sub_fake : 1570.42 ]
[  epoch 0032/0040] 1100/4800, lr:1.3e-05 ∣ avg_100 : 31836.283242 ∣ critic_nllloss : 25884.682617 ∣ critic_ganloss : -441.513840 ∣ generator_nllloss : 5170.165820 ∣ generator_ganloss : 1147.555273 ∣     [  std_z : 0.99  real_sub_fake : 1515.95 ]
[  epoch 0032/0040] 1110/4800, lr:1.3e-05 ∣ avg_100 : 31832.403624 ∣ critic_nllloss : 25780.589648 ∣ critic_ganloss : -475.020547 ∣ generator_nllloss : 5211.140234 ∣ generator_ganloss : 1152.730518 ∣     [  std_z : 0.99  real_sub_fake : 1560.23 ]
[  epoch 0032/0040] 1120/4800, lr:1.3e-05 ∣ avg_100 : 31828.079174 ∣ critic_nllloss : 25647.594531 ∣ critic_ganloss : -367.679233 ∣ generator_nllloss : 5125.450391 ∣ generator_ganloss : 1139.714551 ∣     [  std_z : 0.99  real_sub_fake : 1516.15 ]
[  epoch 0032/0040] 1130/4800, lr:1.3e-05 ∣ avg_100 : 31829.032813 ∣ critic_nllloss : 25910.664453 ∣ critic_ganloss : -369.241940 ∣ generator_nllloss : 5115.046289 ∣ generator_ganloss : 1140.329980 ∣     [  std_z : 0.99  real_sub_fake : 1428.63 ]
[  epoch 0032/0040] 1140/4800, lr:1.3e-05 ∣ avg_100 : 31829.177140 ∣ critic_nllloss : 25774.183594 ∣ critic_ganloss : -273.369385 ∣ generator_nllloss : 5119.295313 ∣ generator_ganloss : 1144.338232 ∣     [  std_z : 1.00  real_sub_fake : 1401.84 ]
[  epoch 0032/0040] 1150/4800, lr:1.3e-05 ∣ avg_100 : 31830.331724 ∣ critic_nllloss : 25987.135937 ∣ critic_ganloss : -304.284055 ∣ generator_nllloss : 5221.189648 ∣ generator_ganloss : 1144.439795 ∣     [  std_z : 1.00  real_sub_fake : 1367.08 ]
[  epoch 0032/0040] 1160/4800, lr:1.3e-05 ∣ avg_100 : 31825.314455 ∣ critic_nllloss : 25548.671875 ∣ critic_ganloss : -291.614429 ∣ generator_nllloss : 5113.017187 ∣ generator_ganloss : 1131.197656 ∣     [  std_z : 0.99  real_sub_fake : 1214.77 ]
[  epoch 0032/0040] 1170/4800, lr:1.3e-05 ∣ avg_100 : 31828.047042 ∣ critic_nllloss : 25775.318945 ∣ critic_ganloss : -217.740747 ∣ generator_nllloss : 5133.951953 ∣ generator_ganloss : 1135.597363 ∣     [  std_z : 0.99  real_sub_fake : 1129.58 ]
[  epoch 0032/0040] 1180/4800, lr:1.3e-05 ∣ avg_100 : 31826.823552 ∣ critic_nllloss : 25776.286914 ∣ critic_ganloss : -218.733134 ∣ generator_nllloss : 5166.843164 ∣ generator_ganloss : 1175.465771 ∣     [  std_z : 0.99  real_sub_fake : 861.65 ]
[  epoch 0032/0040] 1190/4800, lr:1.3e-05 ∣ avg_100 : 31826.403082 ∣ critic_nllloss : 25628.726367 ∣ critic_ganloss : -218.320197 ∣ generator_nllloss : 5074.555469 ∣ generator_ganloss : 1176.665381 ∣     [  std_z : 0.99  real_sub_fake : 719.74 ]
[  epoch 0032/0040] 1200/4800, lr:1.3e-05 ∣ avg_100 : 31829.902222 ∣ critic_nllloss : 25784.789453 ∣ critic_ganloss : -168.940903 ∣ generator_nllloss : 5151.888672 ∣ generator_ganloss : 1170.728711 ∣     [  std_z : 0.99  real_sub_fake : 679.14 ]
[  epoch 0032/0040] 1210/4800, lr:1.3e-05 ∣ avg_100 : 31832.032180 ∣ critic_nllloss : 25869.939258 ∣ critic_ganloss : -226.706213 ∣ generator_nllloss : 5153.898047 ∣ generator_ganloss : 1142.563281 ∣     [  std_z : 1.00  real_sub_fake : 840.15 ]
[  epoch 0032/0040] 1220/4800, lr:1.3e-05 ∣ avg_100 : 31830.193769 ∣ critic_nllloss : 25672.539062 ∣ critic_ganloss : -271.366766 ∣ generator_nllloss : 5155.653906 ∣ generator_ganloss : 1139.471094 ∣     [  std_z : 1.00  real_sub_fake : 970.11 ]
[  epoch 0032/0040] 1230/4800, lr:1.3e-05 ∣ avg_100 : 31830.068163 ∣ critic_nllloss : 26108.258984 ∣ critic_ganloss : -277.560464 ∣ generator_nllloss : 5279.238672 ∣ generator_ganloss : 1133.512598 ∣     [  std_z : 1.00  real_sub_fake : 1012.45 ]
[  epoch 0032/0040] 1240/4800, lr:1.3e-05 ∣ avg_100 : 31830.827545 ∣ critic_nllloss : 25974.485938 ∣ critic_ganloss : -288.071487 ∣ generator_nllloss : 5180.741211 ∣ generator_ganloss : 1138.570996 ∣     [  std_z : 0.99  real_sub_fake : 1053.52 ]
[  epoch 0032/0040] 1250/4800, lr:1.3e-05 ∣ avg_100 : 31831.694695 ∣ critic_nllloss : 25724.490234 ∣ critic_ganloss : -248.178870 ∣ generator_nllloss : 5155.501758 ∣ generator_ganloss : 1154.982373 ∣     [  std_z : 0.99  real_sub_fake : 976.81 ]
[  epoch 0032/0040] 1260/4800, lr:1.3e-05 ∣ avg_100 : 31831.863031 ∣ critic_nllloss : 25923.615430 ∣ critic_ganloss : -345.031891 ∣ generator_nllloss : 5213.933984 ∣ generator_ganloss : 1139.582080 ∣     [  std_z : 1.00  real_sub_fake : 970.48 ]
[  epoch 0032/0040] 1270/4800, lr:1.3e-05 ∣ avg_100 : 31834.074380 ∣ critic_nllloss : 25855.492383 ∣ critic_ganloss : -259.450031 ∣ generator_nllloss : 5141.528906 ∣ generator_ganloss : 1133.568652 ∣     [  std_z : 0.99  real_sub_fake : 1104.99 ]
[  epoch 0032/0040] 1280/4800, lr:1.3e-05 ∣ avg_100 : 31835.324459 ∣ critic_nllloss : 25926.475391 ∣ critic_ganloss : -337.009528 ∣ generator_nllloss : 5192.459570 ∣ generator_ganloss : 1163.705273 ∣     [  std_z : 0.99  real_sub_fake : 1146.90 ]
[  epoch 0032/0040] 1290/4800, lr:1.3e-05 ∣ avg_100 : 31839.592883 ∣ critic_nllloss : 26074.456445 ∣ critic_ganloss : -322.259863 ∣ generator_nllloss : 5156.066016 ∣ generator_ganloss : 1161.160791 ∣     [  std_z : 0.99  real_sub_fake : 1176.30 ]
[  epoch 0032/0040] 1300/4800, lr:1.3e-05 ∣ avg_100 : 31840.319969 ∣ critic_nllloss : 25967.921094 ∣ critic_ganloss : -287.312402 ∣ generator_nllloss : 5174.881250 ∣ generator_ganloss : 1162.475000 ∣     [  std_z : 1.00  real_sub_fake : 1165.74 ]
[  epoch 0032/0040] 1310/4800, lr:1.3e-05 ∣ avg_100 : 31842.417515 ∣ critic_nllloss : 25946.542187 ∣ critic_ganloss : -362.793454 ∣ generator_nllloss : 5194.780078 ∣ generator_ganloss : 1144.305859 ∣     [  std_z : 0.99  real_sub_fake : 1281.00 ]
[  epoch 0032/0040] 1320/4800, lr:1.3e-05 ∣ avg_100 : 31840.875457 ∣ critic_nllloss : 25765.673633 ∣ critic_ganloss : -315.899704 ∣ generator_nllloss : 5155.137305 ∣ generator_ganloss : 1152.535254 ∣     [  std_z : 0.99  real_sub_fake : 1316.00 ]
[  epoch 0032/0040] 1330/4800, lr:1.3e-05 ∣ avg_100 : 31840.494452 ∣ critic_nllloss : 25754.498828 ∣ critic_ganloss : -280.887796 ∣ generator_nllloss : 5103.850000 ∣ generator_ganloss : 1157.303955 ∣     [  std_z : 1.00  real_sub_fake : 1090.52 ]
[  epoch 0032/0040] 1340/4800, lr:1.3e-05 ∣ avg_100 : 31845.299831 ∣ critic_nllloss : 25886.404297 ∣ critic_ganloss : -208.544485 ∣ generator_nllloss : 5230.056445 ∣ generator_ganloss : 1146.526367 ∣     [  std_z : 0.99  real_sub_fake : 1071.98 ]
[  epoch 0032/0040] 1350/4800, lr:1.3e-05 ∣ avg_100 : 31844.227175 ∣ critic_nllloss : 25844.608789 ∣ critic_ganloss : -319.720007 ∣ generator_nllloss : 5248.642969 ∣ generator_ganloss : 1144.922461 ∣     [  std_z : 0.99  real_sub_fake : 1016.51 ]
[  epoch 0032/0040] 1360/4800, lr:1.3e-05 ∣ avg_100 : 31851.077937 ∣ critic_nllloss : 26095.678320 ∣ critic_ganloss : -282.263570 ∣ generator_nllloss : 5301.385547 ∣ generator_ganloss : 1150.221777 ∣     [  std_z : 0.99  real_sub_fake : 1061.36 ]
[  epoch 0032/0040] 1370/4800, lr:1.3e-05 ∣ avg_100 : 31856.140874 ∣ critic_nllloss : 26168.256836 ∣ critic_ganloss : -283.821146 ∣ generator_nllloss : 5156.996875 ∣ generator_ganloss : 1139.556445 ∣     [  std_z : 0.99  real_sub_fake : 1193.68 ]
[  epoch 0032/0040] 1380/4800, lr:1.3e-05 ∣ avg_100 : 31854.698674 ∣ critic_nllloss : 25684.015625 ∣ critic_ganloss : -310.882010 ∣ generator_nllloss : 5081.926172 ∣ generator_ganloss : 1134.986621 ∣     [  std_z : 0.99  real_sub_fake : 1190.50 ]
[  epoch 0032/0040] 1390/4800, lr:1.3e-05 ∣ avg_100 : 31855.924401 ∣ critic_nllloss : 25890.086328 ∣ critic_ganloss : -291.624667 ∣ generator_nllloss : 5104.501758 ∣ generator_ganloss : 1149.883740 ∣     [  std_z : 1.00  real_sub_fake : 1149.85 ]
[  epoch 0032/0040] 1400/4800, lr:1.3e-05 ∣ avg_100 : 31854.847039 ∣ critic_nllloss : 25556.477734 ∣ critic_ganloss : -333.943462 ∣ generator_nllloss : 5109.248047 ∣ generator_ganloss : 1140.288477 ∣     [  std_z : 1.00  real_sub_fake : 1091.87 ]
[  epoch 0032/0040] 1410/4800, lr:1.3e-05 ∣ avg_100 : 31854.065620 ∣ critic_nllloss : 25797.367578 ∣ critic_ganloss : -235.349306 ∣ generator_nllloss : 5191.675195 ∣ generator_ganloss : 1135.326367 ∣     [  std_z : 1.00  real_sub_fake : 1229.99 ]
[  epoch 0032/0040] 1420/4800, lr:1.3e-05 ∣ avg_100 : 31855.684828 ∣ critic_nllloss : 25891.145703 ∣ critic_ganloss : -282.609648 ∣ generator_nllloss : 5220.815234 ∣ generator_ganloss : 1150.574219 ∣     [  std_z : 1.00  real_sub_fake : 1036.03 ]
[  epoch 0032/0040] 1430/4800, lr:1.3e-05 ∣ avg_100 : 31855.040549 ∣ critic_nllloss : 25619.532813 ∣ critic_ganloss : -345.483496 ∣ generator_nllloss : 5132.667188 ∣ generator_ganloss : 1150.988525 ∣     [  std_z : 1.00  real_sub_fake : 1096.94 ]
[  epoch 0032/0040] 1440/4800, lr:1.3e-05 ∣ avg_100 : 31855.630340 ∣ critic_nllloss : 25945.606250 ∣ critic_ganloss : -318.070059 ∣ generator_nllloss : 5253.826172 ∣ generator_ganloss : 1145.291797 ∣     [  std_z : 1.00  real_sub_fake : 1196.89 ]
[  epoch 0032/0040] 1450/4800, lr:1.3e-05 ∣ avg_100 : 31855.818358 ∣ critic_nllloss : 25962.238672 ∣ critic_ganloss : -393.206421 ∣ generator_nllloss : 5199.126367 ∣ generator_ganloss : 1147.354004 ∣     [  std_z : 0.99  real_sub_fake : 1196.01 ]
[  epoch 0032/0040] 1460/4800, lr:1.3e-05 ∣ avg_100 : 31852.954542 ∣ critic_nllloss : 25719.079297 ∣ critic_ganloss : -368.792676 ∣ generator_nllloss : 5209.510156 ∣ generator_ganloss : 1136.197510 ∣     [  std_z : 0.98  real_sub_fake : 1242.19 ]
[  epoch 0032/0040] 1470/4800, lr:1.3e-05 ∣ avg_100 : 31851.708571 ∣ critic_nllloss : 25747.024219 ∣ critic_ganloss : -223.071060 ∣ generator_nllloss : 5220.207812 ∣ generator_ganloss : 1151.241699 ∣     [  std_z : 0.99  real_sub_fake : 1256.98 ]
[  epoch 0032/0040] 1480/4800, lr:1.3e-05 ∣ avg_100 : 31850.719432 ∣ critic_nllloss : 25838.188477 ∣ critic_ganloss : -301.401428 ∣ generator_nllloss : 5238.932422 ∣ generator_ganloss : 1154.250098 ∣     [  std_z : 0.99  real_sub_fake : 1141.81 ]
[  epoch 0032/0040] 1490/4800, lr:1.3e-05 ∣ avg_100 : 31851.341791 ∣ critic_nllloss : 25781.567383 ∣ critic_ganloss : -306.411996 ∣ generator_nllloss : 5132.812891 ∣ generator_ganloss : 1145.470068 ∣     [  std_z : 1.00  real_sub_fake : 1216.23 ]
[  epoch 0032/0040] 1500/4800, lr:1.3e-05 ∣ avg_100 : 31854.299696 ∣ critic_nllloss : 25984.080078 ∣ critic_ganloss : -392.671899 ∣ generator_nllloss : 5228.532031 ∣ generator_ganloss : 1147.144531 ∣     [  std_z : 1.00  real_sub_fake : 1237.99 ]
[  epoch 0032/0040] 1510/4800, lr:1.3e-05 ∣ avg_100 : 31854.949100 ∣ critic_nllloss : 25858.500391 ∣ critic_ganloss : -368.467621 ∣ generator_nllloss : 5190.994141 ∣ generator_ganloss : 1146.620117 ∣     [  std_z : 1.00  real_sub_fake : 1318.81 ]
[  epoch 0032/0040] 1520/4800, lr:1.3e-05 ∣ avg_100 : 31855.682772 ∣ critic_nllloss : 25989.276172 ∣ critic_ganloss : -330.281763 ∣ generator_nllloss : 5244.333984 ∣ generator_ganloss : 1157.599805 ∣     [  std_z : 1.00  real_sub_fake : 1221.87 ]
[  epoch 0032/0040] 1530/4800, lr:1.3e-05 ∣ avg_100 : 31854.514365 ∣ critic_nllloss : 25869.081055 ∣ critic_ganloss : -280.246844 ∣ generator_nllloss : 5091.721875 ∣ generator_ganloss : 1157.108789 ∣     [  std_z : 0.99  real_sub_fake : 1239.96 ]
[  epoch 0032/0040] 1540/4800, lr:1.3e-05 ∣ avg_100 : 31857.337126 ∣ critic_nllloss : 26126.307812 ∣ critic_ganloss : -450.220703 ∣ generator_nllloss : 5234.396289 ∣ generator_ganloss : 1140.062695 ∣     [  std_z : 0.99  real_sub_fake : 1439.20 ]
[  epoch 0032/0040] 1550/4800, lr:1.3e-05 ∣ avg_100 : 31857.074907 ∣ critic_nllloss : 25808.913672 ∣ critic_ganloss : -320.614389 ∣ generator_nllloss : 5175.570898 ∣ generator_ganloss : 1153.597900 ∣     [  std_z : 0.99  real_sub_fake : 1321.18 ]
[  epoch 0032/0040] 1560/4800, lr:1.3e-05 ∣ avg_100 : 31855.702136 ∣ critic_nllloss : 25656.652344 ∣ critic_ganloss : -347.051910 ∣ generator_nllloss : 5029.844922 ∣ generator_ganloss : 1168.211914 ∣     [  std_z : 0.99  real_sub_fake : 1114.25 ]
[  epoch 0032/0040] 1570/4800, lr:1.3e-05 ∣ avg_100 : 31856.885805 ∣ critic_nllloss : 25746.747656 ∣ critic_ganloss : -329.448807 ∣ generator_nllloss : 5170.117969 ∣ generator_ganloss : 1144.164209 ∣     [  std_z : 1.00  real_sub_fake : 1308.09 ]
[  epoch 0032/0040] 1580/4800, lr:1.3e-05 ∣ avg_100 : 31859.989711 ∣ critic_nllloss : 25901.439648 ∣ critic_ganloss : -351.866861 ∣ generator_nllloss : 5241.305859 ∣ generator_ganloss : 1151.637598 ∣     [  std_z : 1.00  real_sub_fake : 1318.46 ]
[  epoch 0032/0040] 1590/4800, lr:1.3e-05 ∣ avg_100 : 31863.638247 ∣ critic_nllloss : 25875.597266 ∣ critic_ganloss : -329.092465 ∣ generator_nllloss : 5195.916797 ∣ generator_ganloss : 1156.663965 ∣     [  std_z : 1.00  real_sub_fake : 1313.33 ]
[  epoch 0032/0040] 1600/4800, lr:1.3e-05 ∣ avg_100 : 31862.214981 ∣ critic_nllloss : 25909.866016 ∣ critic_ganloss : -309.402142 ∣ generator_nllloss : 5157.393945 ∣ generator_ganloss : 1124.316357 ∣     [  std_z : 0.99  real_sub_fake : 1329.92 ]
[  epoch 0032/0040] 1610/4800, lr:1.3e-05 ∣ avg_100 : 31862.856047 ∣ critic_nllloss : 25655.871094 ∣ critic_ganloss : -230.631357 ∣ generator_nllloss : 5159.142969 ∣ generator_ganloss : 1147.013086 ∣     [  std_z : 0.99  real_sub_fake : 1096.71 ]
[  epoch 0032/0040] 1620/4800, lr:1.3e-05 ∣ avg_100 : 31861.591700 ∣ critic_nllloss : 25913.825977 ∣ critic_ganloss : -279.689915 ∣ generator_nllloss : 5136.303906 ∣ generator_ganloss : 1166.169678 ∣     [  std_z : 0.99  real_sub_fake : 1075.03 ]
[  epoch 0032/0040] 1630/4800, lr:1.3e-05 ∣ avg_100 : 31858.779115 ∣ critic_nllloss : 25672.632812 ∣ critic_ganloss : -244.898221 ∣ generator_nllloss : 5179.351172 ∣ generator_ganloss : 1172.557812 ∣     [  std_z : 1.00  real_sub_fake : 929.76 ]
[  epoch 0032/0040] 1640/4800, lr:1.3e-05 ∣ avg_100 : 31856.364457 ∣ critic_nllloss : 25703.180273 ∣ critic_ganloss : -249.757156 ∣ generator_nllloss : 5105.650195 ∣ generator_ganloss : 1159.317285 ∣     [  std_z : 1.00  real_sub_fake : 1092.26 ]
[  epoch 0032/0040] 1650/4800, lr:1.3e-05 ∣ avg_100 : 31860.385575 ∣ critic_nllloss : 26006.461523 ∣ critic_ganloss : -375.851492 ∣ generator_nllloss : 5187.541406 ∣ generator_ganloss : 1164.749121 ∣     [  std_z : 1.00  real_sub_fake : 1156.54 ]
[  epoch 0032/0040] 1660/4800, lr:1.3e-05 ∣ avg_100 : 31859.974127 ∣ critic_nllloss : 25811.726172 ∣ critic_ganloss : -342.905078 ∣ generator_nllloss : 5145.489062 ∣ generator_ganloss : 1153.877539 ∣     [  std_z : 0.99  real_sub_fake : 1240.05 ]
[  epoch 0032/0040] 1670/4800, lr:1.3e-05 ∣ avg_100 : 31860.342313 ∣ critic_nllloss : 25885.656055 ∣ critic_ganloss : -314.366522 ∣ generator_nllloss : 5227.276172 ∣ generator_ganloss : 1149.592139 ∣     [  std_z : 0.99  real_sub_fake : 1298.33 ]
[  epoch 0032/0040] 1680/4800, lr:1.3e-05 ∣ avg_100 : 31861.235388 ∣ critic_nllloss : 26129.263672 ∣ critic_ganloss : -251.772839 ∣ generator_nllloss : 5255.411523 ∣ generator_ganloss : 1159.897949 ∣     [  std_z : 0.99  real_sub_fake : 1247.36 ]
[  epoch 0032/0040] 1690/4800, lr:1.3e-05 ∣ avg_100 : 31861.259508 ∣ critic_nllloss : 25726.413672 ∣ critic_ganloss : -299.288773 ∣ generator_nllloss : 5127.938672 ∣ generator_ganloss : 1160.038770 ∣     [  std_z : 0.99  real_sub_fake : 1147.71 ]
[  epoch 0032/0040] 1700/4800, lr:1.3e-05 ∣ avg_100 : 31860.189755 ∣ critic_nllloss : 25844.532422 ∣ critic_ganloss : -247.430788 ∣ generator_nllloss : 5208.351562 ∣ generator_ganloss : 1151.400977 ∣     [  std_z : 0.99  real_sub_fake : 949.09 ]
[  epoch 0032/0040] 1710/4800, lr:1.3e-05 ∣ avg_100 : 31860.363119 ∣ critic_nllloss : 25935.594336 ∣ critic_ganloss : -286.357289 ∣ generator_nllloss : 5097.029492 ∣ generator_ganloss : 1136.325439 ∣     [  std_z : 1.00  real_sub_fake : 882.69 ]
[  epoch 0032/0040] 1720/4800, lr:1.3e-05 ∣ avg_100 : 31862.549965 ∣ critic_nllloss : 26053.246094 ∣ critic_ganloss : -327.209439 ∣ generator_nllloss : 5198.646484 ∣ generator_ganloss : 1117.765771 ∣     [  std_z : 1.00  real_sub_fake : 1154.97 ]
[  epoch 0032/0040] 1730/4800, lr:1.3e-05 ∣ avg_100 : 31861.367066 ∣ critic_nllloss : 25989.564648 ∣ critic_ganloss : -373.163171 ∣ generator_nllloss : 5166.514844 ∣ generator_ganloss : 1105.275635 ∣     [  std_z : 1.00  real_sub_fake : 1207.79 ]
[  epoch 0032/0040] 1740/4800, lr:1.3e-05 ∣ avg_100 : 31861.186919 ∣ critic_nllloss : 25666.653320 ∣ critic_ganloss : -304.794907 ∣ generator_nllloss : 5137.662500 ∣ generator_ganloss : 1122.345801 ∣     [  std_z : 0.99  real_sub_fake : 1218.70 ]
[  epoch 0032/0040] 1750/4800, lr:1.3e-05 ∣ avg_100 : 31862.416323 ∣ critic_nllloss : 25923.435742 ∣ critic_ganloss : -182.532907 ∣ generator_nllloss : 5188.424805 ∣ generator_ganloss : 1129.776953 ∣     [  std_z : 0.99  real_sub_fake : 1116.97 ]
[  epoch 0032/0040] 1760/4800, lr:1.3e-05 ∣ avg_100 : 31859.446174 ∣ critic_nllloss : 25894.106641 ∣ critic_ganloss : -362.347693 ∣ generator_nllloss : 5183.505859 ∣ generator_ganloss : 1119.509082 ∣     [  std_z : 0.99  real_sub_fake : 1244.63 ]
[  epoch 0032/0040] 1770/4800, lr:1.3e-05 ∣ avg_100 : 31863.007143 ∣ critic_nllloss : 25874.219922 ∣ critic_ganloss : -274.604309 ∣ generator_nllloss : 5196.638281 ∣ generator_ganloss : 1115.709619 ∣     [  std_z : 0.99  real_sub_fake : 1173.53 ]
[  epoch 0032/0040] 1780/4800, lr:1.3e-05 ∣ avg_100 : 31861.542866 ∣ critic_nllloss : 25757.657813 ∣ critic_ganloss : -343.070523 ∣ generator_nllloss : 5159.116016 ∣ generator_ganloss : 1128.278125 ∣     [  std_z : 1.00  real_sub_fake : 1171.72 ]
[  epoch 0032/0040] 1790/4800, lr:1.3e-05 ∣ avg_100 : 31862.337371 ∣ critic_nllloss : 25802.279883 ∣ critic_ganloss : -266.772717 ∣ generator_nllloss : 5225.217578 ∣ generator_ganloss : 1132.343896 ∣     [  std_z : 1.00  real_sub_fake : 1206.45 ]
[  epoch 0032/0040] 1800/4800, lr:1.3e-05 ∣ avg_100 : 31861.318655 ∣ critic_nllloss : 25835.018945 ∣ critic_ganloss : -340.402341 ∣ generator_nllloss : 5169.983789 ∣ generator_ganloss : 1134.534033 ∣     [  std_z : 1.00  real_sub_fake : 1224.72 ]
[  epoch 0032/0040] 1810/4800, lr:1.3e-05 ∣ avg_100 : 31862.961326 ∣ critic_nllloss : 26039.157813 ∣ critic_ganloss : -370.254962 ∣ generator_nllloss : 5192.578125 ∣ generator_ganloss : 1138.233594 ∣     [  std_z : 1.00  real_sub_fake : 1304.52 ]
[  epoch 0032/0040] 1820/4800, lr:1.3e-05 ∣ avg_100 : 31866.501826 ∣ critic_nllloss : 25868.486914 ∣ critic_ganloss : -244.854327 ∣ generator_nllloss : 5268.481836 ∣ generator_ganloss : 1143.079541 ∣     [  std_z : 0.99  real_sub_fake : 1146.42 ]
[  epoch 0032/0040] 1830/4800, lr:1.3e-05 ∣ avg_100 : 31862.776469 ∣ critic_nllloss : 25625.720898 ∣ critic_ganloss : -349.295544 ∣ generator_nllloss : 5176.637305 ∣ generator_ganloss : 1136.990088 ∣     [  std_z : 0.99  real_sub_fake : 1176.08 ]
[  epoch 0032/0040] 1840/4800, lr:1.3e-05 ∣ avg_100 : 31861.281998 ∣ critic_nllloss : 25829.954492 ∣ critic_ganloss : -318.580460 ∣ generator_nllloss : 5202.946289 ∣ generator_ganloss : 1134.143750 ∣     [  std_z : 0.99  real_sub_fake : 1115.98 ]
[  epoch 0032/0040] 1850/4800, lr:1.3e-05 ∣ avg_100 : 31860.598879 ∣ critic_nllloss : 25775.175586 ∣ critic_ganloss : -352.229791 ∣ generator_nllloss : 5144.699609 ∣ generator_ganloss : 1126.385742 ∣     [  std_z : 0.99  real_sub_fake : 1208.88 ]
[  epoch 0032/0040] 1860/4800, lr:1.3e-05 ∣ avg_100 : 31860.640233 ∣ critic_nllloss : 25994.726562 ∣ critic_ganloss : -349.521341 ∣ generator_nllloss : 5214.739062 ∣ generator_ganloss : 1135.101465 ∣     [  std_z : 1.00  real_sub_fake : 1285.74 ]
[  epoch 0032/0040] 1870/4800, lr:1.3e-05 ∣ avg_100 : 31857.827103 ∣ critic_nllloss : 25664.498047 ∣ critic_ganloss : -314.226669 ∣ generator_nllloss : 5104.576563 ∣ generator_ganloss : 1127.998096 ∣     [  std_z : 1.00  real_sub_fake : 1180.13 ]
[  epoch 0032/0040] 1880/4800, lr:1.3e-05 ∣ avg_100 : 31851.428034 ∣ critic_nllloss : 25667.614063 ∣ critic_ganloss : -391.452798 ∣ generator_nllloss : 4995.550977 ∣ generator_ganloss : 1101.860449 ∣     [  std_z : 1.00  real_sub_fake : 1416.65 ]
[  epoch 0032/0040] 1890/4800, lr:1.3e-05 ∣ avg_100 : 31851.053419 ∣ critic_nllloss : 25941.262695 ∣ critic_ganloss : -337.681427 ∣ generator_nllloss : 5132.853711 ∣ generator_ganloss : 1112.106299 ∣     [  std_z : 1.00  real_sub_fake : 1504.62 ]
[  epoch 0032/0040] 1900/4800, lr:1.3e-05 ∣ avg_100 : 31851.374343 ∣ critic_nllloss : 25945.652539 ∣ critic_ganloss : -329.324249 ∣ generator_nllloss : 5135.982813 ∣ generator_ganloss : 1142.354395 ∣     [  std_z : 0.99  real_sub_fake : 1262.09 ]
[  epoch 0032/0040] 1910/4800, lr:1.3e-05 ∣ avg_100 : 31856.222534 ∣ critic_nllloss : 26012.103711 ∣ critic_ganloss : -81.787656 ∣ generator_nllloss : 5181.826758 ∣ generator_ganloss : 1144.534766 ∣  [  std_z : 0.99  real_sub_fake : 1048.58 ]
[  epoch 0032/0040] 1920/4800, lr:1.3e-05 ∣ avg_100 : 31859.145518 ∣ critic_nllloss : 25830.711719 ∣ critic_ganloss : -113.325572 ∣ generator_nllloss : 5151.193359 ∣ generator_ganloss : 1100.093311 ∣     [  std_z : 0.99  real_sub_fake : 870.05 ]
[  epoch 0032/0040] 1930/4800, lr:1.3e-05 ∣ avg_100 : 31859.421599 ∣ critic_nllloss : 25873.406641 ∣ critic_ganloss : -214.134926 ∣ generator_nllloss : 5136.178125 ∣ generator_ganloss : 1100.073486 ∣     [  std_z : 0.99  real_sub_fake : 832.85 ]
[  epoch 0032/0040] 1940/4800, lr:1.3e-05 ∣ avg_100 : 31860.193432 ∣ critic_nllloss : 25872.801758 ∣ critic_ganloss : -264.104700 ∣ generator_nllloss : 5240.630078 ∣ generator_ganloss : 1103.890674 ∣     [  std_z : 1.00  real_sub_fake : 852.18 ]
[  epoch 0032/0040] 1950/4800, lr:1.3e-05 ∣ avg_100 : 31858.314003 ∣ critic_nllloss : 25696.476367 ∣ critic_ganloss : -276.295007 ∣ generator_nllloss : 5199.528320 ∣ generator_ganloss : 1119.924512 ∣     [  std_z : 1.00  real_sub_fake : 861.87 ]
[  epoch 0032/0040] 1960/4800, lr:1.3e-05 ∣ avg_100 : 31855.465555 ∣ critic_nllloss : 25666.527148 ∣ critic_ganloss : -343.563673 ∣ generator_nllloss : 5208.903516 ∣ generator_ganloss : 1114.324463 ∣     [  std_z : 0.99  real_sub_fake : 940.19 ]
[  epoch 0032/0040] 1970/4800, lr:1.3e-05 ∣ avg_100 : 31856.298666 ∣ critic_nllloss : 26093.582617 ∣ critic_ganloss : -307.334708 ∣ generator_nllloss : 5160.076172 ∣ generator_ganloss : 1115.412598 ∣     [  std_z : 0.99  real_sub_fake : 1116.93 ]
[  epoch 0032/0040] 1980/4800, lr:1.3e-05 ∣ avg_100 : 31854.979951 ∣ critic_nllloss : 25770.482031 ∣ critic_ganloss : -337.382669 ∣ generator_nllloss : 5119.134766 ∣ generator_ganloss : 1121.076270 ∣     [  std_z : 0.99  real_sub_fake : 1082.94 ]
[  epoch 0032/0040] 1990/4800, lr:1.3e-05 ∣ avg_100 : 31856.389649 ∣ critic_nllloss : 25825.397656 ∣ critic_ganloss : -328.157971 ∣ generator_nllloss : 5099.610547 ∣ generator_ganloss : 1126.751904 ∣     [  std_z : 1.00  real_sub_fake : 1213.88 ]
[  epoch 0032/0040] 2000/4800, lr:1.3e-05 ∣ avg_100 : 31855.105549 ∣ critic_nllloss : 25779.823828 ∣ critic_ganloss : -301.522025 ∣ generator_nllloss : 5191.133789 ∣ generator_ganloss : 1136.448926 ∣     [  std_z : 1.00  real_sub_fake : 1030.35 ]
[  epoch 0032/0040] 2010/4800, lr:1.3e-05 ∣ avg_100 : 31852.434030 ∣ critic_nllloss : 25821.235352 ∣ critic_ganloss : -336.646991 ∣ generator_nllloss : 5055.496094 ∣ generator_ganloss : 1122.027441 ∣     [  std_z : 1.00  real_sub_fake : 1218.61 ]
[  epoch 0032/0040] 2020/4800, lr:1.3e-05 ∣ avg_100 : 31853.912549 ∣ critic_nllloss : 26122.380078 ∣ critic_ganloss : -298.612680 ∣ generator_nllloss : 5280.738086 ∣ generator_ganloss : 1119.555908 ∣     [  std_z : 1.00  real_sub_fake : 1276.92 ]
[  epoch 0032/0040] 2030/4800, lr:1.3e-05 ∣ avg_100 : 31859.531752 ∣ critic_nllloss : 26117.283203 ∣ critic_ganloss : -297.673300 ∣ generator_nllloss : 5304.799609 ∣ generator_ganloss : 1140.336133 ∣     [  std_z : 1.00  real_sub_fake : 1115.53 ]
[  epoch 0032/0040] 2040/4800, lr:1.3e-05 ∣ avg_100 : 31860.151730 ∣ critic_nllloss : 25945.226953 ∣ critic_ganloss : -395.388498 ∣ generator_nllloss : 5205.045703 ∣ generator_ganloss : 1134.076221 ∣     [  std_z : 0.99  real_sub_fake : 1187.71 ]
[  epoch 0032/0040] 2050/4800, lr:1.3e-05 ∣ avg_100 : 31862.247773 ∣ critic_nllloss : 25957.723633 ∣ critic_ganloss : -322.216592 ∣ generator_nllloss : 5248.746094 ∣ generator_ganloss : 1122.761377 ∣     [  std_z : 0.99  real_sub_fake : 1250.07 ]
[  epoch 0032/0040] 2060/4800, lr:1.3e-05 ∣ avg_100 : 31866.129664 ∣ critic_nllloss : 26202.391602 ∣ critic_ganloss : -333.112961 ∣ generator_nllloss : 5220.516992 ∣ generator_ganloss : 1165.453711 ∣     [  std_z : 0.99  real_sub_fake : 1169.99 ]
[  epoch 0032/0040] 2070/4800, lr:1.3e-05 ∣ avg_100 : 31867.771054 ∣ critic_nllloss : 25731.089648 ∣ critic_ganloss : -228.165021 ∣ generator_nllloss : 5152.133398 ∣ generator_ganloss : 1153.068213 ∣     [  std_z : 0.99  real_sub_fake : 1130.75 ]
[  epoch 0032/0040] 2080/4800, lr:1.3e-05 ∣ avg_100 : 31864.432854 ∣ critic_nllloss : 25693.810937 ∣ critic_ganloss : -317.427280 ∣ generator_nllloss : 5065.858398 ∣ generator_ganloss : 1143.672803 ∣     [  std_z : 1.00  real_sub_fake : 1134.87 ]
[  epoch 0032/0040] 2090/4800, lr:1.3e-05 ∣ avg_100 : 31864.337628 ∣ critic_nllloss : 25833.040430 ∣ critic_ganloss : -325.885788 ∣ generator_nllloss : 5184.156055 ∣ generator_ganloss : 1155.911377 ∣     [  std_z : 1.00  real_sub_fake : 1135.15 ]
[  epoch 0032/0040] 2100/4800, lr:1.3e-05 ∣ avg_100 : 31867.232327 ∣ critic_nllloss : 25925.273438 ∣ critic_ganloss : -263.426862 ∣ generator_nllloss : 5223.919336 ∣ generator_ganloss : 1164.593848 ∣     [  std_z : 1.00  real_sub_fake : 1179.51 ]
[  epoch 0032/0040] 2110/4800, lr:1.3e-05 ∣ avg_100 : 31869.109032 ∣ critic_nllloss : 25906.742578 ∣ critic_ganloss : -368.742627 ∣ generator_nllloss : 5149.567969 ∣ generator_ganloss : 1169.542432 ∣     [  std_z : 1.00  real_sub_fake : 1057.96 ]
[  epoch 0032/0040] 2120/4800, lr:1.3e-05 ∣ avg_100 : 31871.937436 ∣ critic_nllloss : 25894.823437 ∣ critic_ganloss : -310.456845 ∣ generator_nllloss : 5098.099414 ∣ generator_ganloss : 1145.454639 ∣     [  std_z : 0.99  real_sub_fake : 1169.92 ]
[  epoch 0032/0040] 2130/4800, lr:1.3e-05 ∣ avg_100 : 31869.820263 ∣ critic_nllloss : 25748.847656 ∣ critic_ganloss : -399.003082 ∣ generator_nllloss : 5096.685156 ∣ generator_ganloss : 1138.551758 ∣     [  std_z : 1.00  real_sub_fake : 1259.60 ]
[  epoch 0032/0040] 2140/4800, lr:1.3e-05 ∣ avg_100 : 31871.473230 ∣ critic_nllloss : 25742.829297 ∣ critic_ganloss : -115.546176 ∣ generator_nllloss : 5169.525195 ∣ generator_ganloss : 1132.936133 ∣     [  std_z : 1.00  real_sub_fake : 1261.19 ]
[  epoch 0032/0040] 2150/4800, lr:1.3e-05 ∣ avg_100 : 31869.614292 ∣ critic_nllloss : 25859.263477 ∣ critic_ganloss : -286.009187 ∣ generator_nllloss : 5146.058008 ∣ generator_ganloss : 1143.275244 ∣     [  std_z : 1.00  real_sub_fake : 1105.10 ]
[  epoch 0032/0040] 2160/4800, lr:1.3e-05 ∣ avg_100 : 31873.180645 ∣ critic_nllloss : 25799.812305 ∣ critic_ganloss : -268.396208 ∣ generator_nllloss : 5176.546289 ∣ generator_ganloss : 1149.945166 ∣     [  std_z : 1.00  real_sub_fake : 1010.05 ]
[  epoch 0032/0040] 2170/4800, lr:1.3e-05 ∣ avg_100 : 31876.947854 ∣ critic_nllloss : 26137.366211 ∣ critic_ganloss : -329.394641 ∣ generator_nllloss : 5230.222852 ∣ generator_ganloss : 1165.654053 ∣     [  std_z : 0.99  real_sub_fake : 1038.87 ]
[  epoch 0032/0040] 2180/4800, lr:1.3e-05 ∣ avg_100 : 31877.797846 ∣ critic_nllloss : 25909.427930 ∣ critic_ganloss : -311.781396 ∣ generator_nllloss : 5226.852344 ∣ generator_ganloss : 1160.362988 ∣     [  std_z : 0.99  real_sub_fake : 1045.86 ]
[  epoch 0032/0040] 2190/4800, lr:1.3e-05 ∣ avg_100 : 31879.884286 ∣ critic_nllloss : 25765.364258 ∣ critic_ganloss : -263.830095 ∣ generator_nllloss : 5209.037109 ∣ generator_ganloss : 1159.699805 ∣     [  std_z : 0.99  real_sub_fake : 1068.15 ]
[  epoch 0032/0040] 2200/4800, lr:1.3e-05 ∣ avg_100 : 31879.730099 ∣ critic_nllloss : 25922.386914 ∣ critic_ganloss : -346.016559 ∣ generator_nllloss : 5185.458984 ∣ generator_ganloss : 1161.217920 ∣     [  std_z : 0.99  real_sub_fake : 1212.47 ]
[  epoch 0032/0040] 2210/4800, lr:1.3e-05 ∣ avg_100 : 31879.895376 ∣ critic_nllloss : 25952.850195 ∣ critic_ganloss : -344.239606 ∣ generator_nllloss : 5178.658984 ∣ generator_ganloss : 1168.952441 ∣     [  std_z : 1.00  real_sub_fake : 1203.64 ]
[  epoch 0032/0040] 2220/4800, lr:1.3e-05 ∣ avg_100 : 31879.529680 ∣ critic_nllloss : 25734.120508 ∣ critic_ganloss : -353.576727 ∣ generator_nllloss : 5127.292578 ∣ generator_ganloss : 1151.891309 ∣     [  std_z : 1.00  real_sub_fake : 1203.47 ]
[  epoch 0032/0040] 2230/4800, lr:1.3e-05 ∣ avg_100 : 31875.696261 ∣ critic_nllloss : 25901.645117 ∣ critic_ganloss : -351.522089 ∣ generator_nllloss : 5165.208789 ∣ generator_ganloss : 1144.776074 ∣     [  std_z : 1.00  real_sub_fake : 1393.19 ]
[  epoch 0032/0040] 2240/4800, lr:1.3e-05 ∣ avg_100 : 31874.552890 ∣ critic_nllloss : 25856.630469 ∣ critic_ganloss : -349.559778 ∣ generator_nllloss : 5230.984766 ∣ generator_ganloss : 1153.334180 ∣     [  std_z : 1.00  real_sub_fake : 1273.47 ]
[  epoch 0032/0040] 2250/4800, lr:1.3e-05 ∣ avg_100 : 31874.303928 ∣ critic_nllloss : 25860.489844 ∣ critic_ganloss : -320.332339 ∣ generator_nllloss : 5076.252734 ∣ generator_ganloss : 1145.489063 ∣     [  std_z : 0.99  real_sub_fake : 1343.20 ]
[  epoch 0032/0040] 2260/4800, lr:1.3e-05 ∣ avg_100 : 31873.372836 ∣ critic_nllloss : 25891.489844 ∣ critic_ganloss : -365.667111 ∣ generator_nllloss : 5174.182813 ∣ generator_ganloss : 1138.984766 ∣     [  std_z : 0.99  real_sub_fake : 1355.80 ]
[  epoch 0032/0040] 2270/4800, lr:1.3e-05 ∣ avg_100 : 31871.722678 ∣ critic_nllloss : 25853.650586 ∣ critic_ganloss : -377.548590 ∣ generator_nllloss : 5088.200391 ∣ generator_ganloss : 1141.821729 ∣     [  std_z : 1.00  real_sub_fake : 1233.81 ]
[  epoch 0032/0040] 2280/4800, lr:1.3e-05 ∣ avg_100 : 31873.987671 ∣ critic_nllloss : 26101.781641 ∣ critic_ganloss : -421.009598 ∣ generator_nllloss : 5340.406055 ∣ generator_ganloss : 1150.952002 ∣     [  std_z : 1.00  real_sub_fake : 1328.37 ]
[  epoch 0032/0040] 2290/4800, lr:1.3e-05 ∣ avg_100 : 31872.449649 ∣ critic_nllloss : 25846.839062 ∣ critic_ganloss : -268.930472 ∣ generator_nllloss : 5175.567578 ∣ generator_ganloss : 1162.144971 ∣     [  std_z : 1.00  real_sub_fake : 1196.08 ]
[  epoch 0032/0040] 2300/4800, lr:1.3e-05 ∣ avg_100 : 31869.528623 ∣ critic_nllloss : 25735.173047 ∣ critic_ganloss : -328.271451 ∣ generator_nllloss : 5179.599805 ∣ generator_ganloss : 1139.360986 ∣     [  std_z : 0.99  real_sub_fake : 1240.49 ]
[  epoch 0032/0040] 2310/4800, lr:1.3e-05 ∣ avg_100 : 31870.057249 ∣ critic_nllloss : 26062.033008 ∣ critic_ganloss : -375.896170 ∣ generator_nllloss : 5156.500195 ∣ generator_ganloss : 1133.060156 ∣     [  std_z : 0.99  real_sub_fake : 1446.71 ]
[  epoch 0032/0040] 2320/4800, lr:1.3e-05 ∣ avg_100 : 31872.378293 ∣ critic_nllloss : 25945.543750 ∣ critic_ganloss : -316.114337 ∣ generator_nllloss : 5201.264063 ∣ generator_ganloss : 1158.857471 ∣     [  std_z : 0.99  real_sub_fake : 1335.36 ]
[  epoch 0032/0040] 2330/4800, lr:1.3e-05 ∣ avg_100 : 31873.799212 ∣ critic_nllloss : 25899.636719 ∣ critic_ganloss : -333.086224 ∣ generator_nllloss : 5143.912109 ∣ generator_ganloss : 1166.394287 ∣     [  std_z : 1.00  real_sub_fake : 1305.08 ]
[  epoch 0032/0040] 2340/4800, lr:1.3e-05 ∣ avg_100 : 31875.433277 ∣ critic_nllloss : 26030.800977 ∣ critic_ganloss : -316.071692 ∣ generator_nllloss : 5336.742969 ∣ generator_ganloss : 1166.376855 ∣     [  std_z : 1.00  real_sub_fake : 1308.38 ]
[  epoch 0032/0040] 2350/4800, lr:1.3e-05 ∣ avg_100 : 31878.533623 ∣ critic_nllloss : 26090.817578 ∣ critic_ganloss : -167.849774 ∣ generator_nllloss : 5181.750000 ∣ generator_ganloss : 1123.771045 ∣     [  std_z : 1.00  real_sub_fake : 1494.10 ]
[  epoch 0032/0040] 2360/4800, lr:1.3e-05 ∣ avg_100 : 31872.700694 ∣ critic_nllloss : 25750.179492 ∣ critic_ganloss : -315.421658 ∣ generator_nllloss : 5119.125781 ∣ generator_ganloss : 1127.845508 ∣     [  std_z : 0.99  real_sub_fake : 1113.15 ]
[  epoch 0032/0040] 2370/4800, lr:1.3e-05 ∣ avg_100 : 31872.778646 ∣ critic_nllloss : 26166.981055 ∣ critic_ganloss : -352.582718 ∣ generator_nllloss : 5226.806445 ∣ generator_ganloss : 1147.579443 ∣     [  std_z : 0.99  real_sub_fake : 1075.64 ]
[  epoch 0032/0040] 2380/4800, lr:1.3e-05 ∣ avg_100 : 31877.105153 ∣ critic_nllloss : 26020.387695 ∣ critic_ganloss : -269.089578 ∣ generator_nllloss : 5130.089063 ∣ generator_ganloss : 1141.309961 ∣     [  std_z : 1.00  real_sub_fake : 1168.10 ]
[  epoch 0032/0040] 2390/4800, lr:1.3e-05 ∣ avg_100 : 31877.797420 ∣ critic_nllloss : 25887.102539 ∣ critic_ganloss : -303.591861 ∣ generator_nllloss : 5199.493164 ∣ generator_ganloss : 1139.070020 ∣     [  std_z : 1.00  real_sub_fake : 1107.98 ]
[  epoch 0032/0040] 2400/4800, lr:1.3e-05 ∣ avg_100 : 31881.374401 ∣ critic_nllloss : 25791.325781 ∣ critic_ganloss : -289.909592 ∣ generator_nllloss : 5197.959766 ∣ generator_ganloss : 1130.392920 ∣     [  std_z : 1.00  real_sub_fake : 1110.32 ]
[  epoch 0032/0040] 2410/4800, lr:1.3e-05 ∣ avg_100 : 31879.319369 ∣ critic_nllloss : 25795.014648 ∣ critic_ganloss : -357.611113 ∣ generator_nllloss : 5104.020898 ∣ generator_ganloss : 1142.092139 ∣     [  std_z : 1.00  real_sub_fake : 1067.68 ]
[  epoch 0032/0040] 2420/4800, lr:1.3e-05 ∣ avg_100 : 31876.436643 ∣ critic_nllloss : 25744.160938 ∣ critic_ganloss : -366.844601 ∣ generator_nllloss : 5177.436328 ∣ generator_ganloss : 1136.900244 ∣     [  std_z : 1.00  real_sub_fake : 1128.21 ]
[  epoch 0032/0040] 2430/4800, lr:1.3e-05 ∣ avg_100 : 31879.071874 ∣ critic_nllloss : 25879.620703 ∣ critic_ganloss : -324.022256 ∣ generator_nllloss : 5125.566797 ∣ generator_ganloss : 1140.062891 ∣     [  std_z : 0.99  real_sub_fake : 1242.40 ]
[  epoch 0032/0040] 2440/4800, lr:1.3e-05 ∣ avg_100 : 31877.314651 ∣ critic_nllloss : 25942.399219 ∣ critic_ganloss : -303.867993 ∣ generator_nllloss : 5081.564258 ∣ generator_ganloss : 1130.836377 ∣     [  std_z : 0.99  real_sub_fake : 1344.64 ]
[  epoch 0032/0040] 2450/4800, lr:1.3e-05 ∣ avg_100 : 31874.987872 ∣ critic_nllloss : 25838.899805 ∣ critic_ganloss : -396.605112 ∣ generator_nllloss : 5113.169531 ∣ generator_ganloss : 1127.370508 ∣     [  std_z : 0.99  real_sub_fake : 1436.38 ]
[  epoch 0032/0040] 2460/4800, lr:1.3e-05 ∣ avg_100 : 31879.719625 ∣ critic_nllloss : 26021.647461 ∣ critic_ganloss : -211.050809 ∣ generator_nllloss : 5187.950586 ∣ generator_ganloss : 1170.622412 ∣     [  std_z : 0.99  real_sub_fake : 1158.52 ]
[  epoch 0032/0040] 2470/4800, lr:1.3e-05 ∣ avg_100 : 31881.270204 ∣ critic_nllloss : 25926.068359 ∣ critic_ganloss : -224.061032 ∣ generator_nllloss : 5192.863672 ∣ generator_ganloss : 1155.589502 ∣     [  std_z : 1.00  real_sub_fake : 1113.99 ]
[  epoch 0032/0040] 2480/4800, lr:1.3e-05 ∣ avg_100 : 31880.838721 ∣ critic_nllloss : 25800.937891 ∣ critic_ganloss : -115.031775 ∣ generator_nllloss : 5087.602344 ∣ generator_ganloss : 1113.312793 ∣     [  std_z : 1.00  real_sub_fake : 1220.10 ]
[  epoch 0032/0040] 2490/4800, lr:1.3e-05 ∣ avg_100 : 31880.842203 ∣ critic_nllloss : 25656.956836 ∣ critic_ganloss : -185.702237 ∣ generator_nllloss : 5191.255664 ∣ generator_ganloss : 1091.276318 ∣     [  std_z : 1.00  real_sub_fake : 1024.65 ]
[  epoch 0032/0040] 2500/4800, lr:1.3e-05 ∣ avg_100 : 31881.330576 ∣ critic_nllloss : 25949.905078 ∣ critic_ganloss : -216.778558 ∣ generator_nllloss : 5154.246289 ∣ generator_ganloss : 1128.549268 ∣     [  std_z : 1.00  real_sub_fake : 902.34 ]
[  epoch 0032/0040] 2510/4800, lr:1.3e-05 ∣ avg_100 : 31883.198563 ∣ critic_nllloss : 25910.291992 ∣ critic_ganloss : -192.664180 ∣ generator_nllloss : 5151.162891 ∣ generator_ganloss : 1145.654980 ∣     [  std_z : 0.99  real_sub_fake : 736.96 ]
[  epoch 0032/0040] 2520/4800, lr:1.3e-05 ∣ avg_100 : 31882.618907 ∣ critic_nllloss : 25955.960547 ∣ critic_ganloss : -250.294041 ∣ generator_nllloss : 5152.638477 ∣ generator_ganloss : 1144.657617 ∣     [  std_z : 0.99  real_sub_fake : 856.89 ]
[  epoch 0032/0040] 2530/4800, lr:1.3e-05 ∣ avg_100 : 31883.093024 ∣ critic_nllloss : 25863.656055 ∣ critic_ganloss : -268.051962 ∣ generator_nllloss : 5155.615625 ∣ generator_ganloss : 1133.856836 ∣     [  std_z : 0.99  real_sub_fake : 845.64 ]
[  epoch 0032/0040] 2540/4800, lr:1.3e-05 ∣ avg_100 : 31883.853939 ∣ critic_nllloss : 26053.238867 ∣ critic_ganloss : -327.375632 ∣ generator_nllloss : 5258.456836 ∣ generator_ganloss : 1142.317578 ∣     [  std_z : 1.00  real_sub_fake : 949.25 ]
[  epoch 0032/0040] 2550/4800, lr:1.3e-05 ∣ avg_100 : 31883.964963 ∣ critic_nllloss : 25811.292578 ∣ critic_ganloss : -339.463223 ∣ generator_nllloss : 5216.212109 ∣ generator_ganloss : 1140.529004 ∣     [  std_z : 1.00  real_sub_fake : 1033.68 ]
[  epoch 0032/0040] 2560/4800, lr:1.3e-05 ∣ avg_100 : 31891.151413 ∣ critic_nllloss : 26143.928320 ∣ critic_ganloss : -309.610484 ∣ generator_nllloss : 5244.463477 ∣ generator_ganloss : 1147.520996 ∣     [  std_z : 0.99  real_sub_fake : 1156.59 ]
[  epoch 0032/0040] 2570/4800, lr:1.3e-05 ∣ avg_100 : 31891.848133 ∣ critic_nllloss : 25727.323633 ∣ critic_ganloss : -288.676830 ∣ generator_nllloss : 5208.973828 ∣ generator_ganloss : 1153.632324 ∣     [  std_z : 0.99  real_sub_fake : 1015.25 ]
[  epoch 0032/0040] 2580/4800, lr:1.3e-05 ∣ avg_100 : 31892.366090 ∣ critic_nllloss : 25953.447461 ∣ critic_ganloss : -307.185687 ∣ generator_nllloss : 5205.284180 ∣ generator_ganloss : 1142.766064 ∣     [  std_z : 1.00  real_sub_fake : 1134.12 ]
[  epoch 0032/0040] 2590/4800, lr:1.3e-05 ∣ avg_100 : 31894.414231 ∣ critic_nllloss : 26108.570508 ∣ critic_ganloss : -391.196747 ∣ generator_nllloss : 5244.118945 ∣ generator_ganloss : 1142.406885 ∣     [  std_z : 1.00  real_sub_fake : 1162.46 ]
[  epoch 0032/0040] 2600/4800, lr:1.3e-05 ∣ avg_100 : 31893.423528 ∣ critic_nllloss : 25799.250977 ∣ critic_ganloss : -289.464285 ∣ generator_nllloss : 5130.763672 ∣ generator_ganloss : 1142.553516 ∣     [  std_z : 1.00  real_sub_fake : 1193.50 ]
[  epoch 0032/0040] 2610/4800, lr:1.3e-05 ∣ avg_100 : 31893.557758 ∣ critic_nllloss : 25808.897266 ∣ critic_ganloss : -313.079065 ∣ generator_nllloss : 5104.734766 ∣ generator_ganloss : 1144.265869 ∣     [  std_z : 0.99  real_sub_fake : 1125.71 ]
[  epoch 0032/0040] 2620/4800, lr:1.3e-05 ∣ avg_100 : 31892.598400 ∣ critic_nllloss : 25830.256055 ∣ critic_ganloss : -286.036856 ∣ generator_nllloss : 5173.383398 ∣ generator_ganloss : 1123.071191 ∣     [  std_z : 0.99  real_sub_fake : 1186.21 ]
[  epoch 0032/0040] 2630/4800, lr:1.3e-05 ∣ avg_100 : 31892.814244 ∣ critic_nllloss : 25868.282617 ∣ critic_ganloss : -376.214752 ∣ generator_nllloss : 5174.520117 ∣ generator_ganloss : 1134.640039 ∣     [  std_z : 0.99  real_sub_fake : 1303.45 ]
[  epoch 0032/0040] 2640/4800, lr:1.3e-05 ∣ avg_100 : 31893.350560 ∣ critic_nllloss : 25787.882031 ∣ critic_ganloss : -369.339651 ∣ generator_nllloss : 5220.741602 ∣ generator_ganloss : 1132.738184 ∣     [  std_z : 0.99  real_sub_fake : 1186.11 ]
[  epoch 0032/0040] 2650/4800, lr:1.3e-05 ∣ avg_100 : 31890.470637 ∣ critic_nllloss : 25846.124609 ∣ critic_ganloss : -373.019266 ∣ generator_nllloss : 5086.844141 ∣ generator_ganloss : 1134.958838 ∣     [  std_z : 0.99  real_sub_fake : 1346.63 ]
[  epoch 0032/0040] 2660/4800, lr:1.3e-05 ∣ avg_100 : 31891.619560 ∣ critic_nllloss : 25839.908984 ∣ critic_ganloss : -325.583795 ∣ generator_nllloss : 5220.665430 ∣ generator_ganloss : 1148.089355 ∣     [  std_z : 0.99  real_sub_fake : 1269.10 ]
[  epoch 0032/0040] 2670/4800, lr:1.3e-05 ∣ avg_100 : 31891.877194 ∣ critic_nllloss : 25841.175000 ∣ critic_ganloss : -210.780161 ∣ generator_nllloss : 5212.119922 ∣ generator_ganloss : 1131.406445 ∣     [  std_z : 1.00  real_sub_fake : 1231.41 ]
[  epoch 0032/0040] 2680/4800, lr:1.3e-05 ∣ avg_100 : 31887.170848 ∣ critic_nllloss : 25838.511523 ∣ critic_ganloss : -303.333344 ∣ generator_nllloss : 5159.953906 ∣ generator_ganloss : 1127.033643 ∣     [  std_z : 1.00  real_sub_fake : 1249.58 ]
[  epoch 0032/0040] 2690/4800, lr:1.3e-05 ∣ avg_100 : 31887.274334 ∣ critic_nllloss : 25719.501563 ∣ critic_ganloss : -282.865247 ∣ generator_nllloss : 5139.271875 ∣ generator_ganloss : 1149.542773 ∣     [  std_z : 1.00  real_sub_fake : 1165.37 ]
[  epoch 0032/0040] 2700/4800, lr:1.3e-05 ∣ avg_100 : 31886.414188 ∣ critic_nllloss : 25933.427344 ∣ critic_ganloss : -328.102606 ∣ generator_nllloss : 5108.153320 ∣ generator_ganloss : 1157.361523 ∣     [  std_z : 0.99  real_sub_fake : 994.02 ]
[  epoch 0032/0040] 2710/4800, lr:1.3e-05 ∣ avg_100 : 31887.051091 ∣ critic_nllloss : 25962.367773 ∣ critic_ganloss : -303.001685 ∣ generator_nllloss : 5143.037305 ∣ generator_ganloss : 1143.878809 ∣     [  std_z : 0.99  real_sub_fake : 1097.09 ]
[  epoch 0032/0040] 2720/4800, lr:1.3e-05 ∣ avg_100 : 31885.014802 ∣ critic_nllloss : 25883.128906 ∣ critic_ganloss : -327.121655 ∣ generator_nllloss : 5144.504297 ∣ generator_ganloss : 1138.308496 ∣     [  std_z : 0.99  real_sub_fake : 1225.15 ]
[  epoch 0032/0040] 2730/4800, lr:1.3e-05 ∣ avg_100 : 31887.386574 ∣ critic_nllloss : 26065.116797 ∣ critic_ganloss : -318.669974 ∣ generator_nllloss : 5227.778906 ∣ generator_ganloss : 1151.143408 ∣     [  std_z : 0.99  real_sub_fake : 1234.10 ]
[  epoch 0032/0040] 2740/4800, lr:1.3e-05 ∣ avg_100 : 31889.136344 ∣ critic_nllloss : 25801.539258 ∣ critic_ganloss : -293.957108 ∣ generator_nllloss : 5136.402539 ∣ generator_ganloss : 1152.859082 ∣     [  std_z : 0.99  real_sub_fake : 1177.07 ]
[  epoch 0032/0040] 2750/4800, lr:1.3e-05 ∣ avg_100 : 31887.635713 ∣ critic_nllloss : 25922.106641 ∣ critic_ganloss : -294.557574 ∣ generator_nllloss : 5127.849609 ∣ generator_ganloss : 1153.642773 ∣     [  std_z : 1.00  real_sub_fake : 1204.22 ]
[  epoch 0032/0040] 2760/4800, lr:1.3e-05 ∣ avg_100 : 31889.517466 ∣ critic_nllloss : 25976.978516 ∣ critic_ganloss : -321.821675 ∣ generator_nllloss : 5210.475000 ∣ generator_ganloss : 1157.317383 ∣     [  std_z : 1.00  real_sub_fake : 1194.97 ]
[  epoch 0032/0040] 2770/4800, lr:1.3e-05 ∣ avg_100 : 31888.004679 ∣ critic_nllloss : 25842.483984 ∣ critic_ganloss : -387.078699 ∣ generator_nllloss : 5155.141797 ∣ generator_ganloss : 1150.137695 ∣     [  std_z : 0.99  real_sub_fake : 1195.63 ]
[  epoch 0032/0040] 2780/4800, lr:1.3e-05 ∣ avg_100 : 31891.510704 ∣ critic_nllloss : 26017.567188 ∣ critic_ganloss : -415.363748 ∣ generator_nllloss : 5296.665625 ∣ generator_ganloss : 1153.714893 ∣     [  std_z : 0.99  real_sub_fake : 1307.80 ]
[  epoch 0032/0040] 2790/4800, lr:1.3e-05 ∣ avg_100 : 31891.574756 ∣ critic_nllloss : 25906.959180 ∣ critic_ganloss : -342.357751 ∣ generator_nllloss : 5184.566602 ∣ generator_ganloss : 1150.305762 ∣     [  std_z : 0.98  real_sub_fake : 1330.49 ]
[  epoch 0032/0040] 2800/4800, lr:1.3e-05 ∣ avg_100 : 31890.858369 ∣ critic_nllloss : 25803.700195 ∣ critic_ganloss : -364.700995 ∣ generator_nllloss : 5141.234766 ∣ generator_ganloss : 1147.261768 ∣     [  std_z : 0.99  real_sub_fake : 1471.24 ]
[  epoch 0032/0040] 2810/4800, lr:1.3e-05 ∣ avg_100 : 31888.229090 ∣ critic_nllloss : 25833.632227 ∣ critic_ganloss : -411.753094 ∣ generator_nllloss : 5159.864844 ∣ generator_ganloss : 1155.042725 ∣     [  std_z : 0.99  real_sub_fake : 1376.81 ]
[  epoch 0032/0040] 2820/4800, lr:1.3e-05 ∣ avg_100 : 31891.244175 ∣ critic_nllloss : 25945.422070 ∣ critic_ganloss : -51.474011 ∣ generator_nllloss : 5268.229688 ∣ generator_ganloss : 1174.524707 ∣  [  std_z : 1.00  real_sub_fake : 1124.54 ]
[  epoch 0032/0040] 2830/4800, lr:1.3e-05 ∣ avg_100 : 31897.543782 ∣ critic_nllloss : 26059.085156 ∣ critic_ganloss : -232.815433 ∣ generator_nllloss : 5215.539844 ∣ generator_ganloss : 1178.203906 ∣     [  std_z : 1.00  real_sub_fake : 803.76 ]
[  epoch 0032/0040] 2840/4800, lr:1.3e-05 ∣ avg_100 : 31897.500832 ∣ critic_nllloss : 25765.587500 ∣ critic_ganloss : -270.629684 ∣ generator_nllloss : 5195.674414 ∣ generator_ganloss : 1153.536768 ∣     [  std_z : 1.00  real_sub_fake : 911.79 ]
[  epoch 0032/0040] 2850/4800, lr:1.3e-05 ∣ avg_100 : 31900.722497 ∣ critic_nllloss : 25914.280469 ∣ critic_ganloss : -164.164148 ∣ generator_nllloss : 5133.461133 ∣ generator_ganloss : 1132.620215 ∣     [  std_z : 1.00  real_sub_fake : 998.28 ]
[  epoch 0032/0040] 2860/4800, lr:1.3e-05 ∣ avg_100 : 31898.333570 ∣ critic_nllloss : 25720.825195 ∣ critic_ganloss : -273.208136 ∣ generator_nllloss : 5142.031641 ∣ generator_ganloss : 1166.504395 ∣     [  std_z : 0.99  real_sub_fake : 851.47 ]
[  epoch 0032/0040] 2870/4800, lr:1.3e-05 ∣ avg_100 : 31903.310219 ∣ critic_nllloss : 25953.494336 ∣ critic_ganloss : -223.839163 ∣ generator_nllloss : 5175.025781 ∣ generator_ganloss : 1175.829932 ∣     [  std_z : 0.99  real_sub_fake : 756.44 ]
[  epoch 0032/0040] 2880/4800, lr:1.3e-05 ∣ avg_100 : 31906.268737 ∣ critic_nllloss : 25618.296289 ∣ critic_ganloss : -180.402376 ∣ generator_nllloss : 5063.228516 ∣ generator_ganloss : 1168.302051 ∣     [  std_z : 0.99  real_sub_fake : 603.02 ]
[  epoch 0032/0040] 2890/4800, lr:1.3e-05 ∣ avg_100 : 31905.821521 ∣ critic_nllloss : 25669.133984 ∣ critic_ganloss : -210.017787 ∣ generator_nllloss : 5195.622656 ∣ generator_ganloss : 1149.080908 ∣     [  std_z : 1.00  real_sub_fake : 735.13 ]
[  epoch 0032/0040] 2900/4800, lr:1.3e-05 ∣ avg_100 : 31906.922988 ∣ critic_nllloss : 26004.596289 ∣ critic_ganloss : -334.769992 ∣ generator_nllloss : 5209.776563 ∣ generator_ganloss : 1125.209277 ∣     [  std_z : 1.00  real_sub_fake : 1043.02 ]
[  epoch 0032/0040] 2910/4800, lr:1.3e-05 ∣ avg_100 : 31902.676615 ∣ critic_nllloss : 25848.650195 ∣ critic_ganloss : -325.957187 ∣ generator_nllloss : 5212.404688 ∣ generator_ganloss : 1096.942578 ∣     [  std_z : 1.00  real_sub_fake : 1127.48 ]
[  epoch 0032/0040] 2920/4800, lr:1.3e-05 ∣ avg_100 : 31903.382566 ∣ critic_nllloss : 25982.515625 ∣ critic_ganloss : -276.059100 ∣ generator_nllloss : 5230.594922 ∣ generator_ganloss : 1102.216455 ∣     [  std_z : 1.00  real_sub_fake : 1263.99 ]
[  epoch 0032/0040] 2930/4800, lr:1.3e-05 ∣ avg_100 : 31900.430194 ∣ critic_nllloss : 25607.841992 ∣ critic_ganloss : -250.262469 ∣ generator_nllloss : 5108.672266 ∣ generator_ganloss : 1134.034424 ∣     [  std_z : 0.99  real_sub_fake : 1057.30 ]
[  epoch 0032/0040] 2940/4800, lr:1.3e-05 ∣ avg_100 : 31900.532799 ∣ critic_nllloss : 25905.084570 ∣ critic_ganloss : -252.236420 ∣ generator_nllloss : 5170.976562 ∣ generator_ganloss : 1139.653564 ∣     [  std_z : 0.99  real_sub_fake : 1056.28 ]
[  epoch 0032/0040] 2950/4800, lr:1.3e-05 ∣ avg_100 : 31903.657865 ∣ critic_nllloss : 26104.370508 ∣ critic_ganloss : -400.886234 ∣ generator_nllloss : 5207.227930 ∣ generator_ganloss : 1141.428613 ∣     [  std_z : 0.99  real_sub_fake : 1194.75 ]
[  epoch 0032/0040] 2960/4800, lr:1.3e-05 ∣ avg_100 : 31906.533978 ∣ critic_nllloss : 25872.274414 ∣ critic_ganloss : -308.021051 ∣ generator_nllloss : 5226.621094 ∣ generator_ganloss : 1142.928271 ∣     [  std_z : 0.99  real_sub_fake : 1127.44 ]
[  epoch 0032/0040] 2970/4800, lr:1.3e-05 ∣ avg_100 : 31904.650240 ∣ critic_nllloss : 25800.250586 ∣ critic_ganloss : -366.335809 ∣ generator_nllloss : 5293.110156 ∣ generator_ganloss : 1146.337939 ∣     [  std_z : 0.99  real_sub_fake : 1260.34 ]
[  epoch 0032/0040] 2980/4800, lr:1.3e-05 ∣ avg_100 : 31905.242386 ∣ critic_nllloss : 25877.952148 ∣ critic_ganloss : -458.308969 ∣ generator_nllloss : 5177.194531 ∣ generator_ganloss : 1135.687256 ∣     [  std_z : 0.99  real_sub_fake : 1339.02 ]
[  epoch 0032/0040] 2990/4800, lr:1.3e-05 ∣ avg_100 : 31906.362100 ∣ critic_nllloss : 25905.587109 ∣ critic_ganloss : -386.453265 ∣ generator_nllloss : 5178.654688 ∣ generator_ganloss : 1137.785059 ∣     [  std_z : 0.99  real_sub_fake : 1378.15 ]
[  epoch 0032/0040] 3000/4800, lr:1.3e-05 ∣ avg_100 : 31905.841062 ∣ critic_nllloss : 25872.750977 ∣ critic_ganloss : -425.759177 ∣ generator_nllloss : 5168.843750 ∣ generator_ganloss : 1137.945166 ∣     [  std_z : 1.00  real_sub_fake : 1515.34 ]
[  epoch 0032/0040] 3010/4800, lr:1.3e-05 ∣ avg_100 : 31907.301695 ∣ critic_nllloss : 25878.925195 ∣ critic_ganloss : -365.681802 ∣ generator_nllloss : 5141.543359 ∣ generator_ganloss : 1153.388379 ∣     [  std_z : 1.00  real_sub_fake : 1385.58 ]
[  epoch 0032/0040] 3020/4800, lr:1.3e-05 ∣ avg_100 : 31902.125507 ∣ critic_nllloss : 25862.128711 ∣ critic_ganloss : -409.628421 ∣ generator_nllloss : 5100.162500 ∣ generator_ganloss : 1153.779883 ∣     [  std_z : 1.00  real_sub_fake : 1432.44 ]
[  epoch 0032/0040] 3030/4800, lr:1.3e-05 ∣ avg_100 : 31897.734573 ∣ critic_nllloss : 25803.734180 ∣ critic_ganloss : -357.427237 ∣ generator_nllloss : 5206.143945 ∣ generator_ganloss : 1173.201270 ∣     [  std_z : 1.00  real_sub_fake : 1301.27 ]
[  epoch 0032/0040] 3040/4800, lr:1.3e-05 ∣ avg_100 : 31897.626960 ∣ critic_nllloss : 25902.692188 ∣ critic_ganloss : -302.333081 ∣ generator_nllloss : 5116.958594 ∣ generator_ganloss : 1160.881445 ∣     [  std_z : 1.00  real_sub_fake : 1355.22 ]
[  epoch 0032/0040] 3050/4800, lr:1.3e-05 ∣ avg_100 : 31895.277340 ∣ critic_nllloss : 25719.437695 ∣ critic_ganloss : -255.513919 ∣ generator_nllloss : 5153.863672 ∣ generator_ganloss : 1154.265039 ∣     [  std_z : 0.99  real_sub_fake : 1316.75 ]
[  epoch 0032/0040] 3060/4800, lr:1.3e-05 ∣ avg_100 : 31892.605920 ∣ critic_nllloss : 25928.507031 ∣ critic_ganloss : -276.504907 ∣ generator_nllloss : 5179.001758 ∣ generator_ganloss : 1157.103467 ∣     [  std_z : 0.99  real_sub_fake : 1128.71 ]
[  epoch 0032/0040] 3070/4800, lr:1.3e-05 ∣ avg_100 : 31889.598815 ∣ critic_nllloss : 25587.794531 ∣ critic_ganloss : -337.606485 ∣ generator_nllloss : 5127.071484 ∣ generator_ganloss : 1130.156250 ∣     [  std_z : 0.99  real_sub_fake : 1170.46 ]
[  epoch 0032/0040] 3080/4800, lr:1.3e-05 ∣ avg_100 : 31892.567074 ∣ critic_nllloss : 25930.337109 ∣ critic_ganloss : -289.058890 ∣ generator_nllloss : 5096.779102 ∣ generator_ganloss : 1144.683350 ∣     [  std_z : 0.99  real_sub_fake : 1284.79 ]
[  epoch 0032/0040] 3090/4800, lr:1.3e-05 ∣ avg_100 : 31894.159658 ∣ critic_nllloss : 26013.506445 ∣ critic_ganloss : -292.047366 ∣ generator_nllloss : 5116.291211 ∣ generator_ganloss : 1168.730225 ∣     [  std_z : 0.99  real_sub_fake : 1146.92 ]
[  epoch 0032/0040] 3100/4800, lr:1.3e-05 ∣ avg_100 : 31891.023104 ∣ critic_nllloss : 25871.523242 ∣ critic_ganloss : -378.802930 ∣ generator_nllloss : 5094.585547 ∣ generator_ganloss : 1149.398535 ∣     [  std_z : 1.00  real_sub_fake : 1287.54 ]
[  epoch 0032/0040] 3110/4800, lr:1.3e-05 ∣ avg_100 : 31891.677361 ∣ critic_nllloss : 25941.060742 ∣ critic_ganloss : -347.713870 ∣ generator_nllloss : 5183.173437 ∣ generator_ganloss : 1146.015723 ∣     [  std_z : 1.00  real_sub_fake : 1301.55 ]
[  epoch 0032/0040] 3120/4800, lr:1.3e-05 ∣ avg_100 : 31890.020114 ∣ critic_nllloss : 25758.149219 ∣ critic_ganloss : -398.551743 ∣ generator_nllloss : 5141.205078 ∣ generator_ganloss : 1161.393408 ∣     [  std_z : 1.00  real_sub_fake : 1206.23 ]
[  epoch 0032/0040] 3130/4800, lr:1.3e-05 ∣ avg_100 : 31893.260276 ∣ critic_nllloss : 25987.032422 ∣ critic_ganloss : -348.193231 ∣ generator_nllloss : 5132.132227 ∣ generator_ganloss : 1138.126270 ∣     [  std_z : 0.99  real_sub_fake : 1379.69 ]
[  epoch 0032/0040] 3140/4800, lr:1.3e-05 ∣ avg_100 : 31891.913594 ∣ critic_nllloss : 25775.838477 ∣ critic_ganloss : -292.045071 ∣ generator_nllloss : 5165.420703 ∣ generator_ganloss : 1145.862061 ∣     [  std_z : 0.98  real_sub_fake : 1395.47 ]
[  epoch 0032/0040] 3150/4800, lr:1.3e-05 ∣ avg_100 : 31892.239592 ∣ critic_nllloss : 25923.830664 ∣ critic_ganloss : -333.179028 ∣ generator_nllloss : 5141.042188 ∣ generator_ganloss : 1163.493604 ∣     [  std_z : 0.99  real_sub_fake : 1295.62 ]
[  epoch 0032/0040] 3160/4800, lr:1.3e-05 ∣ avg_100 : 31891.024548 ∣ critic_nllloss : 25721.479492 ∣ critic_ganloss : -341.455972 ∣ generator_nllloss : 5216.977734 ∣ generator_ganloss : 1139.401855 ∣     [  std_z : 0.99  real_sub_fake : 1389.33 ]
[  epoch 0032/0040] 3170/4800, lr:1.3e-05 ∣ avg_100 : 31891.212230 ∣ critic_nllloss : 26114.863477 ∣ critic_ganloss : -358.709860 ∣ generator_nllloss : 5292.343945 ∣ generator_ganloss : 1174.119092 ∣     [  std_z : 0.99  real_sub_fake : 1252.88 ]
[  epoch 0032/0040] 3180/4800, lr:1.3e-05 ∣ avg_100 : 31891.162476 ∣ critic_nllloss : 25824.259961 ∣ critic_ganloss : -190.764340 ∣ generator_nllloss : 5179.289258 ∣ generator_ganloss : 1167.101562 ∣     [  std_z : 1.00  real_sub_fake : 1095.90 ]
[  epoch 0032/0040] 3190/4800, lr:1.3e-05 ∣ avg_100 : 31891.494955 ∣ critic_nllloss : 25872.212109 ∣ critic_ganloss : -366.390576 ∣ generator_nllloss : 5247.453906 ∣ generator_ganloss : 1150.243604 ∣     [  std_z : 1.00  real_sub_fake : 1206.14 ]
[  epoch 0032/0040] 3200/4800, lr:1.3e-05 ∣ avg_100 : 31890.493800 ∣ critic_nllloss : 25813.394141 ∣ critic_ganloss : -361.537186 ∣ generator_nllloss : 5222.573633 ∣ generator_ganloss : 1148.501172 ∣     [  std_z : 1.00  real_sub_fake : 1180.09 ]
[  epoch 0032/0040] 3210/4800, lr:1.3e-05 ∣ avg_100 : 31887.134769 ∣ critic_nllloss : 25562.497852 ∣ critic_ganloss : -174.758075 ∣ generator_nllloss : 5107.600781 ∣ generator_ganloss : 1124.978320 ∣     [  std_z : 1.00  real_sub_fake : 1237.03 ]
[  epoch 0032/0040] 3220/4800, lr:1.3e-05 ∣ avg_100 : 31888.822243 ∣ critic_nllloss : 25698.553516 ∣ critic_ganloss : -159.139212 ∣ generator_nllloss : 5153.700781 ∣ generator_ganloss : 1135.359961 ∣     [  std_z : 1.00  real_sub_fake : 1117.27 ]
[  epoch 0032/0040] 3230/4800, lr:1.3e-05 ∣ avg_100 : 31890.028161 ∣ critic_nllloss : 25976.690625 ∣ critic_ganloss : -263.615999 ∣ generator_nllloss : 5105.620313 ∣ generator_ganloss : 1162.004785 ∣     [  std_z : 0.99  real_sub_fake : 890.78 ]
[  epoch 0032/0040] 3240/4800, lr:1.3e-05 ∣ avg_100 : 31886.976022 ∣ critic_nllloss : 25666.234766 ∣ critic_ganloss : -276.026610 ∣ generator_nllloss : 5055.352734 ∣ generator_ganloss : 1140.614893 ∣     [  std_z : 1.00  real_sub_fake : 943.19 ]
[  epoch 0032/0040] 3250/4800, lr:1.3e-05 ∣ avg_100 : 31889.713218 ∣ critic_nllloss : 25993.297070 ∣ critic_ganloss : -283.675830 ∣ generator_nllloss : 5177.881641 ∣ generator_ganloss : 1148.115967 ∣     [  std_z : 1.00  real_sub_fake : 1063.76 ]
[  epoch 0032/0040] 3260/4800, lr:1.3e-05 ∣ avg_100 : 31892.433506 ∣ critic_nllloss : 26128.597070 ∣ critic_ganloss : -335.145294 ∣ generator_nllloss : 5157.906055 ∣ generator_ganloss : 1159.661328 ∣     [  std_z : 1.00  real_sub_fake : 1034.97 ]
[  epoch 0032/0040] 3270/4800, lr:1.3e-05 ∣ avg_100 : 31893.758836 ∣ critic_nllloss : 25793.185156 ∣ critic_ganloss : -291.239020 ∣ generator_nllloss : 5184.112500 ∣ generator_ganloss : 1152.598486 ∣     [  std_z : 1.00  real_sub_fake : 1048.52 ]
[  epoch 0032/0040] 3280/4800, lr:1.3e-05 ∣ avg_100 : 31890.821408 ∣ critic_nllloss : 25857.431836 ∣ critic_ganloss : -321.167371 ∣ generator_nllloss : 5196.899414 ∣ generator_ganloss : 1145.223389 ∣     [  std_z : 0.99  real_sub_fake : 1109.57 ]
[  epoch 0032/0040] 3290/4800, lr:1.3e-05 ∣ avg_100 : 31889.137711 ∣ critic_nllloss : 25845.672266 ∣ critic_ganloss : -401.961703 ∣ generator_nllloss : 5160.962891 ∣ generator_ganloss : 1142.577930 ∣     [  std_z : 0.99  real_sub_fake : 1260.52 ]
[  epoch 0032/0040] 3300/4800, lr:1.3e-05 ∣ avg_100 : 31890.058995 ∣ critic_nllloss : 25781.561719 ∣ critic_ganloss : -268.224890 ∣ generator_nllloss : 5150.621484 ∣ generator_ganloss : 1154.032520 ∣     [  std_z : 0.98  real_sub_fake : 1204.56 ]
[  epoch 0032/0040] 3310/4800, lr:1.3e-05 ∣ avg_100 : 31888.875004 ∣ critic_nllloss : 25900.420117 ∣ critic_ganloss : -386.943640 ∣ generator_nllloss : 5193.320898 ∣ generator_ganloss : 1150.500732 ∣     [  std_z : 0.99  real_sub_fake : 1236.27 ]
[  epoch 0032/0040] 3320/4800, lr:1.3e-05 ∣ avg_100 : 31888.854639 ∣ critic_nllloss : 25894.536719 ∣ critic_ganloss : -280.940555 ∣ generator_nllloss : 5206.868164 ∣ generator_ganloss : 1167.050146 ∣     [  std_z : 1.00  real_sub_fake : 1285.34 ]
[  epoch 0032/0040] 3330/4800, lr:1.3e-05 ∣ avg_100 : 31890.793824 ∣ critic_nllloss : 25798.983594 ∣ critic_ganloss : -27.708600 ∣ generator_nllloss : 5157.836719 ∣ generator_ganloss : 1141.663672 ∣  [  std_z : 1.01  real_sub_fake : 1158.31 ]
[  epoch 0032/0040] 3340/4800, lr:1.3e-05 ∣ avg_100 : 31887.621788 ∣ critic_nllloss : 25808.142969 ∣ critic_ganloss : -107.241522 ∣ generator_nllloss : 5127.905273 ∣ generator_ganloss : 1071.838770 ∣     [  std_z : 1.00  real_sub_fake : 900.71 ]
[  epoch 0032/0040] 3350/4800, lr:1.3e-05 ∣ avg_100 : 31887.935842 ∣ critic_nllloss : 26064.240039 ∣ critic_ganloss : -147.106136 ∣ generator_nllloss : 5244.665625 ∣ generator_ganloss : 1098.094678 ∣     [  std_z : 1.00  real_sub_fake : 711.61 ]
[  epoch 0032/0040] 3360/4800, lr:1.3e-05 ∣ avg_100 : 31890.760441 ∣ critic_nllloss : 25837.396680 ∣ critic_ganloss : -173.050581 ∣ generator_nllloss : 5170.628906 ∣ generator_ganloss : 1129.214062 ∣     [  std_z : 0.99  real_sub_fake : 577.16 ]
[  epoch 0032/0040] 3370/4800, lr:1.3e-05 ∣ avg_100 : 31889.843879 ∣ critic_nllloss : 25924.407422 ∣ critic_ganloss : -160.536246 ∣ generator_nllloss : 5193.165234 ∣ generator_ganloss : 1140.091553 ∣     [  std_z : 0.98  real_sub_fake : 530.80 ]
[  epoch 0032/0040] 3380/4800, lr:1.3e-05 ∣ avg_100 : 31890.159070 ∣ critic_nllloss : 25918.807617 ∣ critic_ganloss : -159.441342 ∣ generator_nllloss : 5153.268164 ∣ generator_ganloss : 1141.581836 ∣     [  std_z : 0.98  real_sub_fake : 619.01 ]
[  epoch 0032/0040] 3390/4800, lr:1.3e-05 ∣ avg_100 : 31890.178140 ∣ critic_nllloss : 25835.426953 ∣ critic_ganloss : -172.260982 ∣ generator_nllloss : 5118.891797 ∣ generator_ganloss : 1141.923096 ∣     [  std_z : 0.99  real_sub_fake : 664.94 ]
[  epoch 0032/0040] 3400/4800, lr:1.3e-05 ∣ avg_100 : 31893.522811 ∣ critic_nllloss : 25933.507812 ∣ critic_ganloss : -129.049258 ∣ generator_nllloss : 5213.396875 ∣ generator_ganloss : 1146.380566 ∣     [  std_z : 1.00  real_sub_fake : 612.36 ]
[  epoch 0032/0040] 3410/4800, lr:1.3e-05 ∣ avg_100 : 31897.539329 ∣ critic_nllloss : 25915.150977 ∣ critic_ganloss : -157.136505 ∣ generator_nllloss : 5163.541406 ∣ generator_ganloss : 1163.612500 ∣     [  std_z : 1.00  real_sub_fake : 612.63 ]
[  epoch 0032/0040] 3420/4800, lr:1.3e-05 ∣ avg_100 : 31897.421407 ∣ critic_nllloss : 25519.868164 ∣ critic_ganloss : -153.587416 ∣ generator_nllloss : 5140.509961 ∣ generator_ganloss : 1173.069971 ∣     [  std_z : 1.00  real_sub_fake : 563.72 ]
[  epoch 0032/0040] 3430/4800, lr:1.3e-05 ∣ avg_100 : 31900.636251 ∣ critic_nllloss : 25983.764648 ∣ critic_ganloss : -171.896890 ∣ generator_nllloss : 5160.917188 ∣ generator_ganloss : 1169.927637 ∣     [  std_z : 1.00  real_sub_fake : 622.16 ]
[  epoch 0032/0040] 3440/4800, lr:1.3e-05 ∣ avg_100 : 31902.449569 ∣ critic_nllloss : 25890.278711 ∣ critic_ganloss : -222.036078 ∣ generator_nllloss : 5197.492969 ∣ generator_ganloss : 1166.527979 ∣     [  std_z : 0.99  real_sub_fake : 781.94 ]
[  epoch 0032/0040] 3450/4800, lr:1.3e-05 ∣ avg_100 : 31906.368199 ∣ critic_nllloss : 25885.769141 ∣ critic_ganloss : -224.384999 ∣ generator_nllloss : 5232.848437 ∣ generator_ganloss : 1180.465234 ∣     [  std_z : 0.99  real_sub_fake : 730.66 ]
[  epoch 0032/0040] 3460/4800, lr:1.3e-05 ∣ avg_100 : 31905.234727 ∣ critic_nllloss : 25884.729102 ∣ critic_ganloss : -258.325508 ∣ generator_nllloss : 5244.915039 ∣ generator_ganloss : 1184.503809 ∣     [  std_z : 0.99  real_sub_fake : 820.17 ]
[  epoch 0032/0040] 3470/4800, lr:1.3e-05 ∣ avg_100 : 31906.274682 ∣ critic_nllloss : 26019.465039 ∣ critic_ganloss : -257.400044 ∣ generator_nllloss : 5213.525391 ∣ generator_ganloss : 1178.865576 ∣     [  std_z : 0.99  real_sub_fake : 891.21 ]
[  epoch 0032/0040] 3480/4800, lr:1.3e-05 ∣ avg_100 : 31904.976577 ∣ critic_nllloss : 25732.938281 ∣ critic_ganloss : -286.165031 ∣ generator_nllloss : 5138.331055 ∣ generator_ganloss : 1171.906494 ∣     [  std_z : 0.99  real_sub_fake : 965.09 ]
[  epoch 0032/0040] 3490/4800, lr:1.3e-05 ∣ avg_100 : 31906.772959 ∣ critic_nllloss : 25854.295312 ∣ critic_ganloss : -275.667249 ∣ generator_nllloss : 5190.553711 ∣ generator_ganloss : 1164.242969 ∣     [  std_z : 0.99  real_sub_fake : 1058.23 ]
[  epoch 0032/0040] 3500/4800, lr:1.3e-05 ∣ avg_100 : 31907.662818 ∣ critic_nllloss : 26040.730859 ∣ critic_ganloss : -345.694711 ∣ generator_nllloss : 5248.688477 ∣ generator_ganloss : 1161.183301 ∣     [  std_z : 1.00  real_sub_fake : 1095.96 ]
[  epoch 0032/0040] 3510/4800, lr:1.3e-05 ∣ avg_100 : 31904.700184 ∣ critic_nllloss : 25730.261523 ∣ critic_ganloss : -310.224161 ∣ generator_nllloss : 5143.781836 ∣ generator_ganloss : 1154.363135 ∣     [  std_z : 1.00  real_sub_fake : 1054.93 ]
[  epoch 0032/0040] 3520/4800, lr:1.3e-05 ∣ avg_100 : 31903.768334 ∣ critic_nllloss : 25888.339844 ∣ critic_ganloss : -326.002887 ∣ generator_nllloss : 5189.898438 ∣ generator_ganloss : 1157.542187 ∣     [  std_z : 1.00  real_sub_fake : 1123.21 ]
[  epoch 0032/0040] 3530/4800, lr:1.3e-05 ∣ avg_100 : 31903.718653 ∣ critic_nllloss : 25890.504883 ∣ critic_ganloss : -328.960333 ∣ generator_nllloss : 5153.542773 ∣ generator_ganloss : 1165.021143 ∣     [  std_z : 1.00  real_sub_fake : 1088.00 ]
[  epoch 0032/0040] 3540/4800, lr:1.3e-05 ∣ avg_100 : 31902.126635 ∣ critic_nllloss : 25794.132031 ∣ critic_ganloss : -231.865227 ∣ generator_nllloss : 5243.608984 ∣ generator_ganloss : 1161.560107 ∣     [  std_z : 0.99  real_sub_fake : 1114.41 ]
[  epoch 0032/0040] 3550/4800, lr:1.3e-05 ∣ avg_100 : 31904.490572 ∣ critic_nllloss : 25948.587891 ∣ critic_ganloss : -304.963606 ∣ generator_nllloss : 5259.136719 ∣ generator_ganloss : 1162.203125 ∣     [  std_z : 0.99  real_sub_fake : 1083.16 ]
[  epoch 0032/0040] 3560/4800, lr:1.3e-05 ∣ avg_100 : 31903.255152 ∣ critic_nllloss : 26207.122266 ∣ critic_ganloss : -359.462093 ∣ generator_nllloss : 5100.257617 ∣ generator_ganloss : 1154.842480 ∣     [  std_z : 0.99  real_sub_fake : 1172.43 ]
[  epoch 0032/0040] 3570/4800, lr:1.3e-05 ∣ avg_100 : 31902.603795 ∣ critic_nllloss : 25793.872656 ∣ critic_ganloss : -319.608102 ∣ generator_nllloss : 5125.323828 ∣ generator_ganloss : 1136.528906 ∣     [  std_z : 1.00  real_sub_fake : 1126.28 ]
[  epoch 0032/0040] 3580/4800, lr:1.3e-05 ∣ avg_100 : 31897.592716 ∣ critic_nllloss : 25625.628516 ∣ critic_ganloss : -341.511322 ∣ generator_nllloss : 5069.205664 ∣ generator_ganloss : 1139.881250 ∣     [  std_z : 1.00  real_sub_fake : 1237.18 ]
[  epoch 0032/0040] 3590/4800, lr:1.3e-05 ∣ avg_100 : 31893.572717 ∣ critic_nllloss : 25711.778906 ∣ critic_ganloss : -321.969434 ∣ generator_nllloss : 5151.076563 ∣ generator_ganloss : 1161.013672 ∣     [  std_z : 1.00  real_sub_fake : 1313.04 ]
[  epoch 0032/0040] 3600/4800, lr:1.3e-05 ∣ avg_100 : 31895.630455 ∣ critic_nllloss : 26022.737500 ∣ critic_ganloss : -368.103931 ∣ generator_nllloss : 5180.201758 ∣ generator_ganloss : 1154.042383 ∣     [  std_z : 0.99  real_sub_fake : 1292.86 ]
[  epoch 0032/0040] 3610/4800, lr:1.3e-05 ∣ avg_100 : 31896.888325 ∣ critic_nllloss : 25879.321484 ∣ critic_ganloss : -299.740314 ∣ generator_nllloss : 5134.954102 ∣ generator_ganloss : 1156.070508 ∣     [  std_z : 0.99  real_sub_fake : 1139.40 ]
[  epoch 0032/0040] 3620/4800, lr:1.3e-05 ∣ avg_100 : 31894.344625 ∣ critic_nllloss : 25700.526172 ∣ critic_ganloss : -359.569522 ∣ generator_nllloss : 5104.727539 ∣ generator_ganloss : 1140.619580 ∣     [  std_z : 0.99  real_sub_fake : 1230.60 ]
[  epoch 0032/0040] 3630/4800, lr:1.3e-05 ∣ avg_100 : 31893.322378 ∣ critic_nllloss : 25797.901758 ∣ critic_ganloss : -377.464316 ∣ generator_nllloss : 5132.797461 ∣ generator_ganloss : 1145.768457 ∣     [  std_z : 0.99  real_sub_fake : 1310.04 ]
[  epoch 0032/0040] 3640/4800, lr:1.3e-05 ∣ avg_100 : 31894.320663 ∣ critic_nllloss : 25929.540039 ∣ critic_ganloss : -321.034442 ∣ generator_nllloss : 5134.868750 ∣ generator_ganloss : 1128.476367 ∣     [  std_z : 1.00  real_sub_fake : 1342.54 ]
[  epoch 0032/0040] 3650/4800, lr:1.3e-05 ∣ avg_100 : 31896.237377 ∣ critic_nllloss : 25956.313867 ∣ critic_ganloss : -385.717386 ∣ generator_nllloss : 5176.757617 ∣ generator_ganloss : 1139.225537 ∣     [  std_z : 1.00  real_sub_fake : 1308.91 ]
[  epoch 0032/0040] 3660/4800, lr:1.3e-05 ∣ avg_100 : 31896.078378 ∣ critic_nllloss : 25946.483984 ∣ critic_ganloss : -415.778801 ∣ generator_nllloss : 5175.868555 ∣ generator_ganloss : 1160.606396 ∣     [  std_z : 0.99  real_sub_fake : 1272.98 ]
[  epoch 0032/0040] 3670/4800, lr:1.3e-05 ∣ avg_100 : 31896.027367 ∣ critic_nllloss : 25836.110742 ∣ critic_ganloss : -273.752264 ∣ generator_nllloss : 5251.454102 ∣ generator_ganloss : 1155.007520 ∣     [  std_z : 0.99  real_sub_fake : 1346.88 ]
[  epoch 0032/0040] 3680/4800, lr:1.3e-05 ∣ avg_100 : 31897.883718 ∣ critic_nllloss : 25955.208594 ∣ critic_ganloss : -308.640497 ∣ generator_nllloss : 5210.994531 ∣ generator_ganloss : 1150.238184 ∣     [  std_z : 0.99  real_sub_fake : 1315.19 ]
[  epoch 0032/0040] 3690/4800, lr:1.3e-05 ∣ avg_100 : 31901.277612 ∣ critic_nllloss : 26046.873047 ∣ critic_ganloss : -364.126419 ∣ generator_nllloss : 5216.949609 ∣ generator_ganloss : 1165.144092 ∣     [  std_z : 0.99  real_sub_fake : 1254.17 ]
[  epoch 0032/0040] 3700/4800, lr:1.3e-05 ∣ avg_100 : 31900.128058 ∣ critic_nllloss : 25735.001367 ∣ critic_ganloss : -320.619180 ∣ generator_nllloss : 5183.658203 ∣ generator_ganloss : 1157.843799 ∣     [  std_z : 0.99  real_sub_fake : 1165.61 ]
[  epoch 0032/0040] 3710/4800, lr:1.3e-05 ∣ avg_100 : 31900.240893 ∣ critic_nllloss : 25995.662695 ∣ critic_ganloss : -341.959818 ∣ generator_nllloss : 5144.900586 ∣ generator_ganloss : 1158.962256 ∣     [  std_z : 0.99  real_sub_fake : 1266.02 ]
[  epoch 0032/0040] 3720/4800, lr:1.3e-05 ∣ avg_100 : 31903.277331 ∣ critic_nllloss : 26060.314844 ∣ critic_ganloss : -325.657214 ∣ generator_nllloss : 5254.419531 ∣ generator_ganloss : 1153.386670 ∣     [  std_z : 1.00  real_sub_fake : 1305.86 ]
[  epoch 0032/0040] 3730/4800, lr:1.3e-05 ∣ avg_100 : 31899.078998 ∣ critic_nllloss : 25806.521289 ∣ critic_ganloss : -358.582132 ∣ generator_nllloss : 5115.760352 ∣ generator_ganloss : 1141.836328 ∣     [  std_z : 1.00  real_sub_fake : 1406.07 ]
[  epoch 0032/0040] 3740/4800, lr:1.3e-05 ∣ avg_100 : 31904.004381 ∣ critic_nllloss : 26224.374805 ∣ critic_ganloss : -426.172861 ∣ generator_nllloss : 5339.930078 ∣ generator_ganloss : 1151.250049 ∣     [  std_z : 1.00  real_sub_fake : 1453.23 ]
[  epoch 0032/0040] 3750/4800, lr:1.3e-05 ∣ avg_100 : 31902.706555 ∣ critic_nllloss : 25898.021680 ∣ critic_ganloss : -377.979044 ∣ generator_nllloss : 5096.320703 ∣ generator_ganloss : 1162.895508 ∣     [  std_z : 0.99  real_sub_fake : 1213.65 ]
[  epoch 0032/0040] 3760/4800, lr:1.3e-05 ∣ avg_100 : 31900.607008 ∣ critic_nllloss : 25899.938477 ∣ critic_ganloss : -403.241501 ∣ generator_nllloss : 5178.714844 ∣ generator_ganloss : 1137.582764 ∣     [  std_z : 1.00  real_sub_fake : 1489.54 ]
[  epoch 0032/0040] 3770/4800, lr:1.3e-05 ∣ avg_100 : 31901.012034 ∣ critic_nllloss : 25854.310352 ∣ critic_ganloss : -325.640451 ∣ generator_nllloss : 5106.010547 ∣ generator_ganloss : 1166.506885 ∣     [  std_z : 1.00  real_sub_fake : 1221.84 ]
[  epoch 0032/0040] 3780/4800, lr:1.3e-05 ∣ avg_100 : 31899.620117 ∣ critic_nllloss : 25894.721094 ∣ critic_ganloss : -321.586847 ∣ generator_nllloss : 5175.846875 ∣ generator_ganloss : 1164.411182 ∣     [  std_z : 1.00  real_sub_fake : 1189.03 ]
[  epoch 0032/0040] 3790/4800, lr:1.3e-05 ∣ avg_100 : 31898.914565 ∣ critic_nllloss : 25852.466016 ∣ critic_ganloss : -304.555655 ∣ generator_nllloss : 5142.836914 ∣ generator_ganloss : 1138.171240 ∣     [  std_z : 0.99  real_sub_fake : 1158.81 ]
[  epoch 0032/0040] 3800/4800, lr:1.3e-05 ∣ avg_100 : 31901.451060 ∣ critic_nllloss : 25928.622852 ∣ critic_ganloss : -341.969708 ∣ generator_nllloss : 5248.373047 ∣ generator_ganloss : 1146.119043 ∣     [  std_z : 1.00  real_sub_fake : 1244.69 ]
[  epoch 0032/0040] 3810/4800, lr:1.3e-05 ∣ avg_100 : 31905.800446 ∣ critic_nllloss : 26085.241992 ∣ critic_ganloss : -277.425360 ∣ generator_nllloss : 5211.348633 ∣ generator_ganloss : 1152.560059 ∣     [  std_z : 0.99  real_sub_fake : 1211.11 ]
[  epoch 0032/0040] 3820/4800, lr:1.3e-05 ∣ avg_100 : 31901.239396 ∣ critic_nllloss : 25897.414453 ∣ critic_ganloss : -321.996091 ∣ generator_nllloss : 5154.345703 ∣ generator_ganloss : 1150.833398 ∣     [  std_z : 1.00  real_sub_fake : 1047.39 ]
[  epoch 0032/0040] 3830/4800, lr:1.3e-05 ∣ avg_100 : 31897.556632 ∣ critic_nllloss : 25944.626953 ∣ critic_ganloss : -388.133456 ∣ generator_nllloss : 5169.387891 ∣ generator_ganloss : 1125.855713 ∣     [  std_z : 1.00  real_sub_fake : 1374.25 ]
[  epoch 0032/0040] 3840/4800, lr:1.3e-05 ∣ avg_100 : 31897.028172 ∣ critic_nllloss : 25822.560156 ∣ critic_ganloss : -296.622275 ∣ generator_nllloss : 5128.585547 ∣ generator_ganloss : 1136.799512 ∣     [  std_z : 1.00  real_sub_fake : 1364.07 ]
[  epoch 0032/0040] 3850/4800, lr:1.3e-05 ∣ avg_100 : 31895.105097 ∣ critic_nllloss : 25829.690430 ∣ critic_ganloss : -309.006171 ∣ generator_nllloss : 5156.345703 ∣ generator_ganloss : 1146.860254 ∣     [  std_z : 1.00  real_sub_fake : 1244.88 ]
[  epoch 0032/0040] 3860/4800, lr:1.3e-05 ∣ avg_100 : 31896.724275 ∣ critic_nllloss : 25982.237695 ∣ critic_ganloss : -444.592416 ∣ generator_nllloss : 5236.193164 ∣ generator_ganloss : 1144.232471 ∣     [  std_z : 0.99  real_sub_fake : 1385.86 ]
[  epoch 0032/0040] 3870/4800, lr:1.3e-05 ∣ avg_100 : 31893.423166 ∣ critic_nllloss : 25844.258008 ∣ critic_ganloss : -413.186499 ∣ generator_nllloss : 5175.833008 ∣ generator_ganloss : 1143.495459 ∣     [  std_z : 0.99  real_sub_fake : 1461.86 ]
[  epoch 0032/0040] 3880/4800, lr:1.3e-05 ∣ avg_100 : 31895.696236 ∣ critic_nllloss : 25900.517188 ∣ critic_ganloss : -335.987216 ∣ generator_nllloss : 5175.704102 ∣ generator_ganloss : 1156.497363 ∣     [  std_z : 0.99  real_sub_fake : 1401.00 ]
[  epoch 0032/0040] 3890/4800, lr:1.3e-05 ∣ avg_100 : 31895.225468 ∣ critic_nllloss : 25819.147656 ∣ critic_ganloss : -426.026419 ∣ generator_nllloss : 5211.384180 ∣ generator_ganloss : 1152.237549 ∣     [  std_z : 0.99  real_sub_fake : 1451.38 ]
[  epoch 0032/0040] 3900/4800, lr:1.3e-05 ∣ avg_100 : 31894.637992 ∣ critic_nllloss : 26003.569141 ∣ critic_ganloss : -383.380408 ∣ generator_nllloss : 5185.009180 ∣ generator_ganloss : 1140.866650 ∣     [  std_z : 0.99  real_sub_fake : 1631.15 ]
[  epoch 0032/0040] 3910/4800, lr:1.3e-05 ∣ avg_100 : 31892.128634 ∣ critic_nllloss : 25709.373437 ∣ critic_ganloss : -369.368594 ∣ generator_nllloss : 5073.610547 ∣ generator_ganloss : 1167.489063 ∣     [  std_z : 0.99  real_sub_fake : 1320.31 ]
[  epoch 0032/0040] 3920/4800, lr:1.3e-05 ∣ avg_100 : 31890.089510 ∣ critic_nllloss : 25844.439063 ∣ critic_ganloss : -365.344135 ∣ generator_nllloss : 5199.303125 ∣ generator_ganloss : 1156.957520 ∣     [  std_z : 1.00  real_sub_fake : 1418.64 ]
[  epoch 0032/0040] 3930/4800, lr:1.3e-05 ∣ avg_100 : 31892.919450 ∣ critic_nllloss : 25906.896484 ∣ critic_ganloss : -334.085913 ∣ generator_nllloss : 5140.600391 ∣ generator_ganloss : 1169.869189 ∣     [  std_z : 0.99  real_sub_fake : 1431.66 ]
[  epoch 0032/0040] 3940/4800, lr:1.3e-05 ∣ avg_100 : 31889.852574 ∣ critic_nllloss : 25764.085352 ∣ critic_ganloss : -397.114346 ∣ generator_nllloss : 5129.119531 ∣ generator_ganloss : 1160.700195 ∣     [  std_z : 0.99  real_sub_fake : 1224.47 ]
[  epoch 0032/0040] 3950/4800, lr:1.3e-05 ∣ avg_100 : 31891.280113 ∣ critic_nllloss : 26206.878906 ∣ critic_ganloss : -379.586560 ∣ generator_nllloss : 5233.367969 ∣ generator_ganloss : 1134.234326 ∣     [  std_z : 1.00  real_sub_fake : 1542.31 ]
[  epoch 0032/0040] 3960/4800, lr:1.3e-05 ∣ avg_100 : 31886.858329 ∣ critic_nllloss : 25556.103711 ∣ critic_ganloss : -318.326941 ∣ generator_nllloss : 5078.656250 ∣ generator_ganloss : 1175.191309 ∣     [  std_z : 1.00  real_sub_fake : 1201.33 ]
[  epoch 0032/0040] 3970/4800, lr:1.3e-05 ∣ avg_100 : 31887.226261 ∣ critic_nllloss : 25978.815039 ∣ critic_ganloss : -339.364487 ∣ generator_nllloss : 5115.525195 ∣ generator_ganloss : 1155.180322 ∣     [  std_z : 0.99  real_sub_fake : 1382.86 ]
[  epoch 0032/0040] 3980/4800, lr:1.3e-05 ∣ avg_100 : 31888.767380 ∣ critic_nllloss : 25924.599219 ∣ critic_ganloss : -410.993054 ∣ generator_nllloss : 5224.431836 ∣ generator_ganloss : 1148.598877 ∣     [  std_z : 0.99  real_sub_fake : 1358.27 ]
[  epoch 0032/0040] 3990/4800, lr:1.3e-05 ∣ avg_100 : 31890.920671 ∣ critic_nllloss : 25877.755859 ∣ critic_ganloss : -237.154364 ∣ generator_nllloss : 5244.762109 ∣ generator_ganloss : 1165.539160 ∣     [  std_z : 1.00  real_sub_fake : 1318.09 ]
[  epoch 0032/0040] 4000/4800, lr:1.3e-05 ∣ avg_100 : 31897.222623 ∣ critic_nllloss : 26250.309570 ∣ critic_ganloss : -270.486032 ∣ generator_nllloss : 5240.588281 ∣ generator_ganloss : 1163.564014 ∣     [  std_z : 1.00  real_sub_fake : 1391.75 ]
[  epoch 0032/0040] 4010/4800, lr:1.3e-05 ∣ avg_100 : 31898.265922 ∣ critic_nllloss : 25864.483398 ∣ critic_ganloss : -206.559344 ∣ generator_nllloss : 5097.791016 ∣ generator_ganloss : 1156.790039 ∣     [  std_z : 1.00  real_sub_fake : 1225.78 ]
[  epoch 0032/0040] 4020/4800, lr:1.3e-05 ∣ avg_100 : 31900.106245 ∣ critic_nllloss : 25831.515625 ∣ critic_ganloss : -287.605286 ∣ generator_nllloss : 5200.983594 ∣ generator_ganloss : 1145.580957 ∣     [  std_z : 0.99  real_sub_fake : 1061.13 ]
[  epoch 0032/0040] 4030/4800, lr:1.3e-05 ∣ avg_100 : 31899.477271 ∣ critic_nllloss : 25791.113672 ∣ critic_ganloss : -295.609183 ∣ generator_nllloss : 5117.621875 ∣ generator_ganloss : 1149.628418 ∣     [  std_z : 0.99  real_sub_fake : 1163.11 ]
[  epoch 0032/0040] 4040/4800, lr:1.3e-05 ∣ avg_100 : 31895.106795 ∣ critic_nllloss : 25555.705664 ∣ critic_ganloss : -306.514279 ∣ generator_nllloss : 5029.509180 ∣ generator_ganloss : 1162.451025 ∣     [  std_z : 0.99  real_sub_fake : 1084.15 ]
[  epoch 0032/0040] 4050/4800, lr:1.3e-05 ∣ avg_100 : 31896.634427 ∣ critic_nllloss : 25993.250000 ∣ critic_ganloss : -358.134702 ∣ generator_nllloss : 5123.265039 ∣ generator_ganloss : 1166.435303 ∣     [  std_z : 1.00  real_sub_fake : 1220.05 ]
[  epoch 0032/0040] 4060/4800, lr:1.3e-05 ∣ avg_100 : 31896.370692 ∣ critic_nllloss : 25937.281445 ∣ critic_ganloss : -363.989532 ∣ generator_nllloss : 5220.166211 ∣ generator_ganloss : 1168.275732 ∣     [  std_z : 1.00  real_sub_fake : 1245.97 ]
[  epoch 0032/0040] 4070/4800, lr:1.3e-05 ∣ avg_100 : 31902.605388 ∣ critic_nllloss : 26182.544531 ∣ critic_ganloss : -414.979330 ∣ generator_nllloss : 5202.108398 ∣ generator_ganloss : 1161.211768 ∣     [  std_z : 1.00  real_sub_fake : 1366.42 ]
[  epoch 0032/0040] 4080/4800, lr:1.3e-05 ∣ avg_100 : 31904.777627 ∣ critic_nllloss : 26000.024219 ∣ critic_ganloss : -285.251926 ∣ generator_nllloss : 5228.555273 ∣ generator_ganloss : 1156.637061 ∣     [  std_z : 1.00  real_sub_fake : 1336.14 ]
[  epoch 0032/0040] 4090/4800, lr:1.3e-05 ∣ avg_100 : 31901.860372 ∣ critic_nllloss : 25693.492188 ∣ critic_ganloss : -377.200018 ∣ generator_nllloss : 5235.487500 ∣ generator_ganloss : 1162.975293 ∣     [  std_z : 0.99  real_sub_fake : 1364.01 ]
[  epoch 0032/0040] 4100/4800, lr:1.3e-05 ∣ avg_100 : 31902.880184 ∣ critic_nllloss : 25931.919727 ∣ critic_ganloss : -423.141330 ∣ generator_nllloss : 5163.776563 ∣ generator_ganloss : 1166.130615 ∣     [  std_z : 0.99  real_sub_fake : 1383.38 ]
[  epoch 0032/0040] 4110/4800, lr:1.3e-05 ∣ avg_100 : 31902.711535 ∣ critic_nllloss : 25854.098828 ∣ critic_ganloss : -312.578241 ∣ generator_nllloss : 5190.988086 ∣ generator_ganloss : 1173.162451 ∣     [  std_z : 0.99  real_sub_fake : 1289.77 ]
[  epoch 0032/0040] 4120/4800, lr:1.3e-05 ∣ avg_100 : 31908.149480 ∣ critic_nllloss : 26030.369922 ∣ critic_ganloss : -279.481723 ∣ generator_nllloss : 5269.477930 ∣ generator_ganloss : 1185.624414 ∣     [  std_z : 0.99  real_sub_fake : 1278.52 ]
[  epoch 0032/0040] 4130/4800, lr:1.3e-05 ∣ avg_100 : 31904.070266 ∣ critic_nllloss : 25537.581836 ∣ critic_ganloss : -393.122665 ∣ generator_nllloss : 5179.182422 ∣ generator_ganloss : 1177.534668 ∣     [  std_z : 0.99  real_sub_fake : 1198.23 ]
[  epoch 0032/0040] 4140/4800, lr:1.3e-05 ∣ avg_100 : 31906.780944 ∣ critic_nllloss : 26062.407422 ∣ critic_ganloss : -403.984753 ∣ generator_nllloss : 5242.447070 ∣ generator_ganloss : 1165.274219 ∣     [  std_z : 1.00  real_sub_fake : 1345.90 ]
[  epoch 0032/0040] 4150/4800, lr:1.3e-05 ∣ avg_100 : 31903.909852 ∣ critic_nllloss : 25791.111328 ∣ critic_ganloss : -426.163815 ∣ generator_nllloss : 5091.061719 ∣ generator_ganloss : 1152.069043 ∣     [  std_z : 1.00  real_sub_fake : 1410.62 ]
[  epoch 0032/0040] 4160/4800, lr:1.3e-05 ∣ avg_100 : 31906.309181 ∣ critic_nllloss : 25888.129297 ∣ critic_ganloss : -306.197379 ∣ generator_nllloss : 5222.052344 ∣ generator_ganloss : 1172.351660 ∣     [  std_z : 1.00  real_sub_fake : 1545.87 ]
[  epoch 0032/0040] 4170/4800, lr:1.3e-05 ∣ avg_100 : 31903.368285 ∣ critic_nllloss : 25854.794531 ∣ critic_ganloss : -308.065378 ∣ generator_nllloss : 5209.104297 ∣ generator_ganloss : 1172.693652 ∣     [  std_z : 1.00  real_sub_fake : 1437.22 ]
[  epoch 0032/0040] 4180/4800, lr:1.3e-05 ∣ avg_100 : 31904.071470 ∣ critic_nllloss : 25981.322461 ∣ critic_ganloss : -256.210999 ∣ generator_nllloss : 5122.297656 ∣ generator_ganloss : 1202.795850 ∣     [  std_z : 0.99  real_sub_fake : 919.97 ]
[  epoch 0032/0040] 4190/4800, lr:1.3e-05 ∣ avg_100 : 31906.002593 ∣ critic_nllloss : 26017.506445 ∣ critic_ganloss : -237.367780 ∣ generator_nllloss : 5143.438867 ∣ generator_ganloss : 1173.053809 ∣     [  std_z : 0.99  real_sub_fake : 810.90 ]
[  epoch 0032/0040] 4200/4800, lr:1.3e-05 ∣ avg_100 : 31905.616168 ∣ critic_nllloss : 25763.435937 ∣ critic_ganloss : -228.883081 ∣ generator_nllloss : 5103.163867 ∣ generator_ganloss : 1146.572461 ∣     [  std_z : 0.99  real_sub_fake : 994.05 ]
[  epoch 0032/0040] 4210/4800, lr:1.3e-05 ∣ avg_100 : 31910.887428 ∣ critic_nllloss : 25993.288867 ∣ critic_ganloss : -218.120633 ∣ generator_nllloss : 5231.972070 ∣ generator_ganloss : 1140.304639 ∣     [  std_z : 0.99  real_sub_fake : 1107.93 ]
[  epoch 0032/0040] 4220/4800, lr:1.3e-05 ∣ avg_100 : 31910.319338 ∣ critic_nllloss : 25796.537109 ∣ critic_ganloss : -319.586627 ∣ generator_nllloss : 5179.514063 ∣ generator_ganloss : 1115.201514 ∣     [  std_z : 0.99  real_sub_fake : 1112.21 ]
[  epoch 0032/0040] 4230/4800, lr:1.3e-05 ∣ avg_100 : 31909.417900 ∣ critic_nllloss : 25880.032617 ∣ critic_ganloss : -253.495929 ∣ generator_nllloss : 5145.326172 ∣ generator_ganloss : 1118.693018 ∣     [  std_z : 1.00  real_sub_fake : 1105.33 ]
[  epoch 0032/0040] 4240/4800, lr:1.3e-05 ∣ avg_100 : 31912.067120 ∣ critic_nllloss : 25837.908594 ∣ critic_ganloss : -242.702026 ∣ generator_nllloss : 5111.115234 ∣ generator_ganloss : 1144.775977 ∣     [  std_z : 1.00  real_sub_fake : 1054.09 ]
[  epoch 0032/0040] 4250/4800, lr:1.3e-05 ∣ avg_100 : 31911.999934 ∣ critic_nllloss : 26005.861914 ∣ critic_ganloss : -342.692885 ∣ generator_nllloss : 5214.303320 ∣ generator_ganloss : 1151.427881 ∣     [  std_z : 1.00  real_sub_fake : 1151.80 ]
[  epoch 0032/0040] 4260/4800, lr:1.3e-05 ∣ avg_100 : 31909.627478 ∣ critic_nllloss : 25795.194922 ∣ critic_ganloss : -269.919031 ∣ generator_nllloss : 5182.778906 ∣ generator_ganloss : 1165.718750 ∣     [  std_z : 1.00  real_sub_fake : 1041.75 ]
[  epoch 0032/0040] 4270/4800, lr:1.3e-05 ∣ avg_100 : 31910.377275 ∣ critic_nllloss : 25840.747852 ∣ critic_ganloss : -323.830219 ∣ generator_nllloss : 5218.323242 ∣ generator_ganloss : 1178.395947 ∣     [  std_z : 1.00  real_sub_fake : 894.71 ]
[  epoch 0032/0040] 4280/4800, lr:1.3e-05 ∣ avg_100 : 31912.682106 ∣ critic_nllloss : 26065.486914 ∣ critic_ganloss : -287.027498 ∣ generator_nllloss : 5176.311914 ∣ generator_ganloss : 1154.099121 ∣     [  std_z : 0.99  real_sub_fake : 1087.21 ]
[  epoch 0032/0040] 4290/4800, lr:1.3e-05 ∣ avg_100 : 31915.406252 ∣ critic_nllloss : 25983.785156 ∣ critic_ganloss : -306.907312 ∣ generator_nllloss : 5200.361523 ∣ generator_ganloss : 1142.426563 ∣     [  std_z : 0.99  real_sub_fake : 1128.40 ]
[  epoch 0032/0040] 4300/4800, lr:1.3e-05 ∣ avg_100 : 31918.301823 ∣ critic_nllloss : 25969.655859 ∣ critic_ganloss : -219.144885 ∣ generator_nllloss : 5218.661719 ∣ generator_ganloss : 1138.375244 ∣     [  std_z : 0.99  real_sub_fake : 1126.50 ]
[  epoch 0032/0040] 4310/4800, lr:1.3e-05 ∣ avg_100 : 31919.456348 ∣ critic_nllloss : 25990.018945 ∣ critic_ganloss : -353.050885 ∣ generator_nllloss : 5205.701367 ∣ generator_ganloss : 1130.081152 ∣     [  std_z : 1.00  real_sub_fake : 1127.11 ]
[  epoch 0032/0040] 4320/4800, lr:1.3e-05 ∣ avg_100 : 31915.149670 ∣ critic_nllloss : 25614.159766 ∣ critic_ganloss : -273.509454 ∣ generator_nllloss : 5101.695312 ∣ generator_ganloss : 1114.501074 ∣     [  std_z : 1.00  real_sub_fake : 1165.35 ]
[  epoch 0032/0040] 4330/4800, lr:1.3e-05 ∣ avg_100 : 31912.408097 ∣ critic_nllloss : 25773.241992 ∣ critic_ganloss : -226.992902 ∣ generator_nllloss : 5124.790039 ∣ generator_ganloss : 1125.579004 ∣     [  std_z : 1.00  real_sub_fake : 1237.19 ]
[  epoch 0032/0040] 4340/4800, lr:1.3e-05 ∣ avg_100 : 31914.864142 ∣ critic_nllloss : 26073.905469 ∣ critic_ganloss : -304.109917 ∣ generator_nllloss : 5229.325000 ∣ generator_ganloss : 1147.129443 ∣     [  std_z : 1.00  real_sub_fake : 1080.81 ]
[  epoch 0032/0040] 4350/4800, lr:1.3e-05 ∣ avg_100 : 31912.858602 ∣ critic_nllloss : 25915.221484 ∣ critic_ganloss : -271.385815 ∣ generator_nllloss : 5272.183008 ∣ generator_ganloss : 1143.321533 ∣     [  std_z : 1.00  real_sub_fake : 1125.05 ]
[  epoch 0032/0040] 4360/4800, lr:1.3e-05 ∣ avg_100 : 31912.389663 ∣ critic_nllloss : 25861.678906 ∣ critic_ganloss : -279.743295 ∣ generator_nllloss : 5210.239844 ∣ generator_ganloss : 1125.119629 ∣     [  std_z : 0.99  real_sub_fake : 1170.86 ]
[  epoch 0032/0040] 4370/4800, lr:1.3e-05 ∣ avg_100 : 31911.091936 ∣ critic_nllloss : 25937.149805 ∣ critic_ganloss : -281.706407 ∣ generator_nllloss : 5177.341797 ∣ generator_ganloss : 1134.570117 ∣     [  std_z : 0.99  real_sub_fake : 1033.27 ]
[  epoch 0032/0040] 4380/4800, lr:1.3e-05 ∣ avg_100 : 31906.489205 ∣ critic_nllloss : 25793.578516 ∣ critic_ganloss : -314.733386 ∣ generator_nllloss : 4975.172070 ∣ generator_ganloss : 1139.925977 ∣     [  std_z : 0.99  real_sub_fake : 1096.15 ]
[  epoch 0032/0040] 4390/4800, lr:1.3e-05 ∣ avg_100 : 31903.673508 ∣ critic_nllloss : 25787.209961 ∣ critic_ganloss : -389.090924 ∣ generator_nllloss : 5106.527539 ∣ generator_ganloss : 1137.764551 ∣     [  std_z : 0.99  real_sub_fake : 1227.95 ]
[  epoch 0032/0040] 4400/4800, lr:1.3e-05 ∣ avg_100 : 31902.864319 ∣ critic_nllloss : 26042.703125 ∣ critic_ganloss : -364.049936 ∣ generator_nllloss : 5262.715234 ∣ generator_ganloss : 1141.948730 ∣     [  std_z : 1.00  real_sub_fake : 1325.13 ]
[  epoch 0032/0040] 4410/4800, lr:1.3e-05 ∣ avg_100 : 31901.652525 ∣ critic_nllloss : 25981.751172 ∣ critic_ganloss : -358.495715 ∣ generator_nllloss : 5188.436328 ∣ generator_ganloss : 1152.297168 ∣     [  std_z : 1.00  real_sub_fake : 1314.48 ]
[  epoch 0032/0040] 4420/4800, lr:1.3e-05 ∣ avg_100 : 31904.184983 ∣ critic_nllloss : 25962.770117 ∣ critic_ganloss : -311.017783 ∣ generator_nllloss : 5139.456250 ∣ generator_ganloss : 1141.897852 ∣     [  std_z : 1.00  real_sub_fake : 1293.87 ]
[  epoch 0032/0040] 4430/4800, lr:1.3e-05 ∣ avg_100 : 31898.249357 ∣ critic_nllloss : 25599.671484 ∣ critic_ganloss : -296.416797 ∣ generator_nllloss : 5090.028711 ∣ generator_ganloss : 1155.866602 ∣     [  std_z : 1.00  real_sub_fake : 1162.16 ]
[  epoch 0032/0040] 4440/4800, lr:1.3e-05 ∣ avg_100 : 31896.092389 ∣ critic_nllloss : 25754.569141 ∣ critic_ganloss : -270.520679 ∣ generator_nllloss : 5160.092578 ∣ generator_ganloss : 1172.425732 ∣     [  std_z : 0.99  real_sub_fake : 1127.61 ]
[  epoch 0032/0040] 4450/4800, lr:1.3e-05 ∣ avg_100 : 31895.494970 ∣ critic_nllloss : 26024.866406 ∣ critic_ganloss : -276.296950 ∣ generator_nllloss : 5091.982031 ∣ generator_ganloss : 1174.404492 ∣     [  std_z : 0.99  real_sub_fake : 896.36 ]
[  epoch 0032/0040] 4460/4800, lr:1.3e-05 ∣ avg_100 : 31893.521463 ∣ critic_nllloss : 25912.237695 ∣ critic_ganloss : -338.337375 ∣ generator_nllloss : 5134.406445 ∣ generator_ganloss : 1150.164893 ∣     [  std_z : 0.99  real_sub_fake : 1204.38 ]
[  epoch 0032/0040] 4470/4800, lr:1.3e-05 ∣ avg_100 : 31891.325509 ∣ critic_nllloss : 25838.326758 ∣ critic_ganloss : -221.272800 ∣ generator_nllloss : 5171.051172 ∣ generator_ganloss : 1146.755469 ∣     [  std_z : 0.99  real_sub_fake : 1114.66 ]
[  epoch 0032/0040] 4480/4800, lr:1.3e-05 ∣ avg_100 : 31892.212050 ∣ critic_nllloss : 25867.272656 ∣ critic_ganloss : -300.863950 ∣ generator_nllloss : 5150.778320 ∣ generator_ganloss : 1128.477881 ∣     [  std_z : 1.00  real_sub_fake : 1134.28 ]
[  epoch 0032/0040] 4490/4800, lr:1.3e-05 ∣ avg_100 : 31894.856122 ∣ critic_nllloss : 26035.955273 ∣ critic_ganloss : -237.571716 ∣ generator_nllloss : 5270.801953 ∣ generator_ganloss : 1128.646436 ∣     [  std_z : 1.00  real_sub_fake : 1218.80 ]
[  epoch 0032/0040] 4500/4800, lr:1.3e-05 ∣ avg_100 : 31890.181024 ∣ critic_nllloss : 25660.030078 ∣ critic_ganloss : -319.660120 ∣ generator_nllloss : 5150.741797 ∣ generator_ganloss : 1146.286328 ∣     [  std_z : 1.00  real_sub_fake : 1071.90 ]
[  epoch 0032/0040] 4510/4800, lr:1.3e-05 ∣ avg_100 : 31893.425672 ∣ critic_nllloss : 26012.766016 ∣ critic_ganloss : -292.390311 ∣ generator_nllloss : 5174.274414 ∣ generator_ganloss : 1147.997021 ∣     [  std_z : 0.99  real_sub_fake : 1140.89 ]
[  epoch 0032/0040] 4520/4800, lr:1.3e-05 ∣ avg_100 : 31890.335991 ∣ critic_nllloss : 25591.789062 ∣ critic_ganloss : -329.878209 ∣ generator_nllloss : 5197.147266 ∣ generator_ganloss : 1141.751367 ∣     [  std_z : 0.99  real_sub_fake : 1073.61 ]
[  epoch 0032/0040] 4530/4800, lr:1.3e-05 ∣ avg_100 : 31891.323781 ∣ critic_nllloss : 25968.016992 ∣ critic_ganloss : -271.026987 ∣ generator_nllloss : 5151.058203 ∣ generator_ganloss : 1130.839307 ∣     [  std_z : 0.99  real_sub_fake : 1190.31 ]
[  epoch 0032/0040] 4540/4800, lr:1.3e-05 ∣ avg_100 : 31888.396400 ∣ critic_nllloss : 25781.797852 ∣ critic_ganloss : -372.809482 ∣ generator_nllloss : 5125.738281 ∣ generator_ganloss : 1139.971143 ∣     [  std_z : 0.99  real_sub_fake : 1175.73 ]
[  epoch 0032/0040] 4550/4800, lr:1.3e-05 ∣ avg_100 : 31887.386303 ∣ critic_nllloss : 26001.864453 ∣ critic_ganloss : -387.449719 ∣ generator_nllloss : 5212.049219 ∣ generator_ganloss : 1137.490430 ∣     [  std_z : 1.00  real_sub_fake : 1262.58 ]
[  epoch 0032/0040] 4560/4800, lr:1.3e-05 ∣ avg_100 : 31884.200424 ∣ critic_nllloss : 25862.432031 ∣ critic_ganloss : -337.981561 ∣ generator_nllloss : 5132.625977 ∣ generator_ganloss : 1127.095996 ∣     [  std_z : 0.99  real_sub_fake : 1319.46 ]
[  epoch 0032/0040] 4570/4800, lr:1.3e-05 ∣ avg_100 : 31885.677712 ∣ critic_nllloss : 25919.107227 ∣ critic_ganloss : -343.819281 ∣ generator_nllloss : 5182.630273 ∣ generator_ganloss : 1125.927832 ∣     [  std_z : 1.00  real_sub_fake : 1465.20 ]
[  epoch 0032/0040] 4580/4800, lr:1.3e-05 ∣ avg_100 : 31890.936336 ∣ critic_nllloss : 26001.739258 ∣ critic_ganloss : -406.893747 ∣ generator_nllloss : 5279.505273 ∣ generator_ganloss : 1144.715723 ∣     [  std_z : 0.99  real_sub_fake : 1338.87 ]
[  epoch 0032/0040] 4590/4800, lr:1.3e-05 ∣ avg_100 : 31890.363877 ∣ critic_nllloss : 25614.857617 ∣ critic_ganloss : -242.163937 ∣ generator_nllloss : 5135.726758 ∣ generator_ganloss : 1136.233350 ∣     [  std_z : 0.99  real_sub_fake : 1191.60 ]
[  epoch 0032/0040] 4600/4800, lr:1.3e-05 ∣ avg_100 : 31889.198241 ∣ critic_nllloss : 25863.669922 ∣ critic_ganloss : -282.208084 ∣ generator_nllloss : 5168.490430 ∣ generator_ganloss : 1122.361865 ∣     [  std_z : 1.00  real_sub_fake : 1257.71 ]
[  epoch 0032/0040] 4610/4800, lr:1.3e-05 ∣ avg_100 : 31888.447787 ∣ critic_nllloss : 25771.699414 ∣ critic_ganloss : -264.979565 ∣ generator_nllloss : 5138.382227 ∣ generator_ganloss : 1150.458301 ∣     [  std_z : 1.00  real_sub_fake : 1145.24 ]
[  epoch 0032/0040] 4620/4800, lr:1.3e-05 ∣ avg_100 : 31889.760547 ∣ critic_nllloss : 25762.136914 ∣ critic_ganloss : -331.021133 ∣ generator_nllloss : 5156.426953 ∣ generator_ganloss : 1130.037061 ∣     [  std_z : 1.00  real_sub_fake : 1105.92 ]
[  epoch 0032/0040] 4630/4800, lr:1.3e-05 ∣ avg_100 : 31891.222373 ∣ critic_nllloss : 25926.283789 ∣ critic_ganloss : -369.640894 ∣ generator_nllloss : 5166.586133 ∣ generator_ganloss : 1121.956934 ∣     [  std_z : 0.99  real_sub_fake : 1315.41 ]
[  epoch 0032/0040] 4640/4800, lr:1.3e-05 ∣ avg_100 : 31889.423401 ∣ critic_nllloss : 25745.717773 ∣ critic_ganloss : -281.057669 ∣ generator_nllloss : 5092.004102 ∣ generator_ganloss : 1135.289307 ∣     [  std_z : 0.99  real_sub_fake : 1197.92 ]
[  epoch 0032/0040] 4650/4800, lr:1.3e-05 ∣ avg_100 : 31888.820512 ∣ critic_nllloss : 25764.493359 ∣ critic_ganloss : -249.185054 ∣ generator_nllloss : 5162.782422 ∣ generator_ganloss : 1148.200000 ∣     [  std_z : 0.99  real_sub_fake : 1048.57 ]
[  epoch 0032/0040] 4660/4800, lr:1.3e-05 ∣ avg_100 : 31889.941907 ∣ critic_nllloss : 25859.009570 ∣ critic_ganloss : -297.835699 ∣ generator_nllloss : 5278.674414 ∣ generator_ganloss : 1139.471338 ∣     [  std_z : 0.99  real_sub_fake : 1155.24 ]
[  epoch 0032/0040] 4670/4800, lr:1.3e-05 ∣ avg_100 : 31891.775229 ∣ critic_nllloss : 26126.869727 ∣ critic_ganloss : -392.521063 ∣ generator_nllloss : 5287.267578 ∣ generator_ganloss : 1130.536035 ∣     [  std_z : 0.99  real_sub_fake : 1256.47 ]
[  epoch 0032/0040] 4680/4800, lr:1.3e-05 ∣ avg_100 : 31890.904728 ∣ critic_nllloss : 25918.587500 ∣ critic_ganloss : -317.973462 ∣ generator_nllloss : 5185.443750 ∣ generator_ganloss : 1134.692969 ∣     [  std_z : 0.99  real_sub_fake : 1198.86 ]
[  epoch 0032/0040] 4690/4800, lr:1.3e-05 ∣ avg_100 : 31884.075408 ∣ critic_nllloss : 25476.520117 ∣ critic_ganloss : -308.497800 ∣ generator_nllloss : 5080.181055 ∣ generator_ganloss : 1133.704883 ∣     [  std_z : 1.00  real_sub_fake : 1148.12 ]
[  epoch 0032/0040] 4700/4800, lr:1.3e-05 ∣ avg_100 : 31884.748253 ∣ critic_nllloss : 25777.549023 ∣ critic_ganloss : -288.190424 ∣ generator_nllloss : 5192.054297 ∣ generator_ganloss : 1141.755859 ∣     [  std_z : 1.00  real_sub_fake : 1175.94 ]
[  epoch 0032/0040] 4710/4800, lr:1.3e-05 ∣ avg_100 : 31883.090860 ∣ critic_nllloss : 25779.583008 ∣ critic_ganloss : -275.173138 ∣ generator_nllloss : 5148.692773 ∣ generator_ganloss : 1138.723779 ∣     [  std_z : 1.00  real_sub_fake : 1082.45 ]
[  epoch 0032/0040] 4720/4800, lr:1.3e-05 ∣ avg_100 : 31881.120181 ∣ critic_nllloss : 25920.809570 ∣ critic_ganloss : -283.376019 ∣ generator_nllloss : 5163.724414 ∣ generator_ganloss : 1144.237891 ∣     [  std_z : 0.99  real_sub_fake : 1099.44 ]
[  epoch 0032/0040] 4730/4800, lr:1.3e-05 ∣ avg_100 : 31882.320608 ∣ critic_nllloss : 25870.062109 ∣ critic_ganloss : -358.789453 ∣ generator_nllloss : 5169.816016 ∣ generator_ganloss : 1144.489893 ∣     [  std_z : 0.99  real_sub_fake : 1125.69 ]
[  epoch 0032/0040] 4740/4800, lr:1.3e-05 ∣ avg_100 : 31878.061813 ∣ critic_nllloss : 25881.329883 ∣ critic_ganloss : -341.374213 ∣ generator_nllloss : 5181.836328 ∣ generator_ganloss : 1141.710547 ∣     [  std_z : 0.99  real_sub_fake : 1205.29 ]
[  epoch 0032/0040] 4750/4800, lr:1.3e-05 ∣ avg_100 : 31877.631249 ∣ critic_nllloss : 25846.442188 ∣ critic_ganloss : -388.214276 ∣ generator_nllloss : 5132.822852 ∣ generator_ganloss : 1145.151758 ∣     [  std_z : 0.99  real_sub_fake : 1204.75 ]
[  epoch 0032/0040] 4760/4800, lr:1.3e-05 ∣ avg_100 : 31876.288551 ∣ critic_nllloss : 25767.780469 ∣ critic_ganloss : -420.364554 ∣ generator_nllloss : 5176.310742 ∣ generator_ganloss : 1154.998047 ∣     [  std_z : 0.99  real_sub_fake : 1329.10 ]
[  epoch 0032/0040] 4770/4800, lr:1.3e-05 ∣ avg_100 : 31877.540891 ∣ critic_nllloss : 25859.215430 ∣ critic_ganloss : -274.799625 ∣ generator_nllloss : 5167.577539 ∣ generator_ganloss : 1174.428076 ∣     [  std_z : 1.00  real_sub_fake : 1324.44 ]
[  epoch 0032/0040] 4780/4800, lr:1.3e-05 ∣ avg_100 : 31880.132454 ∣ critic_nllloss : 25999.378320 ∣ critic_ganloss : -308.831448 ∣ generator_nllloss : 5304.957617 ∣ generator_ganloss : 1177.044043 ∣     [  std_z : 1.00  real_sub_fake : 1182.72 ]
[  epoch 0032/0040] 4790/4800, lr:1.3e-05 ∣ avg_100 : 31881.132507 ∣ critic_nllloss : 25803.303125 ∣ critic_ganloss : -255.371844 ∣ generator_nllloss : 5192.454492 ∣ generator_ganloss : 1188.538037 ∣     [  std_z : 0.99  real_sub_fake : 1032.48 ]
[  epoch 0032/0040] 4800/4800, lr:1.3e-05 ∣ avg_100 : 31881.851081 ∣ critic_nllloss : 26033.998242 ∣ critic_ganloss : -308.085635 ∣ generator_nllloss : 5162.125195 ∣ generator_ganloss : 1164.964844 ∣     [  std_z : 0.99  real_sub_fake : 1119.67 ]
[    val 032    ] Done! KLD: 0.033312: 0.0155190:22, total: 1 day, 3:31:52                  
[  epoch 0033/0040] 0010/4800, lr:1.3e-05 ∣ avg_100 : 31879.738521 ∣ critic_nllloss : 25793.529102 ∣ critic_ganloss : -216.782596 ∣ generator_nllloss : 5226.468164 ∣ generator_ganloss : 1157.254688 ∣     [  std_z : 0.99  real_sub_fake : 1189.82 ]
[  epoch 0033/0040] 0020/4800, lr:1.3e-05 ∣ avg_100 : 31882.189951 ∣ critic_nllloss : 26023.924609 ∣ critic_ganloss : -294.435532 ∣ generator_nllloss : 5228.703516 ∣ generator_ganloss : 1167.547852 ∣     [  std_z : 1.00  real_sub_fake : 1112.92 ]
[  epoch 0033/0040] 0030/4800, lr:1.3e-05 ∣ avg_100 : 31882.044066 ∣ critic_nllloss : 25739.994531 ∣ critic_ganloss : -240.301440 ∣ generator_nllloss : 5166.261914 ∣ generator_ganloss : 1171.193555 ∣     [  std_z : 1.00  real_sub_fake : 1049.36 ]
[  epoch 0033/0040] 0040/4800, lr:1.3e-05 ∣ avg_100 : 31883.148369 ∣ critic_nllloss : 25851.766602 ∣ critic_ganloss : -338.592349 ∣ generator_nllloss : 5215.075391 ∣ generator_ganloss : 1173.503662 ∣     [  std_z : 0.99  real_sub_fake : 1205.66 ]
[  epoch 0033/0040] 0050/4800, lr:1.3e-05 ∣ avg_100 : 31883.204906 ∣ critic_nllloss : 25758.641602 ∣ critic_ganloss : -290.791125 ∣ generator_nllloss : 5182.233789 ∣ generator_ganloss : 1179.459619 ∣     [  std_z : 0.99  real_sub_fake : 1161.89 ]
[  epoch 0033/0040] 0060/4800, lr:1.3e-05 ∣ avg_100 : 31881.652224 ∣ critic_nllloss : 25759.505664 ∣ critic_ganloss : -324.824091 ∣ generator_nllloss : 5160.439062 ∣ generator_ganloss : 1167.682129 ∣     [  std_z : 0.99  real_sub_fake : 1124.13 ]
[  epoch 0033/0040] 0070/4800, lr:1.3e-05 ∣ avg_100 : 31884.206489 ∣ critic_nllloss : 25881.372852 ∣ critic_ganloss : -334.015717 ∣ generator_nllloss : 5297.484180 ∣ generator_ganloss : 1160.985107 ∣     [  std_z : 0.99  real_sub_fake : 1298.64 ]
[  epoch 0033/0040] 0080/4800, lr:1.3e-05 ∣ avg_100 : 31883.683975 ∣ critic_nllloss : 25817.463672 ∣ critic_ganloss : -343.907272 ∣ generator_nllloss : 5195.644727 ∣ generator_ganloss : 1175.278906 ∣     [  std_z : 0.99  real_sub_fake : 1200.94 ]
[  epoch 0033/0040] 0090/4800, lr:1.3e-05 ∣ avg_100 : 31887.499336 ∣ critic_nllloss : 26034.937891 ∣ critic_ganloss : -252.497943 ∣ generator_nllloss : 5185.114844 ∣ generator_ganloss : 1170.724268 ∣     [  std_z : 0.99  real_sub_fake : 1174.53 ]
[  epoch 0033/0040] 0100/4800, lr:1.3e-05 ∣ avg_100 : 31887.328935 ∣ critic_nllloss : 25827.693359 ∣ critic_ganloss : -221.157565 ∣ generator_nllloss : 5145.689648 ∣ generator_ganloss : 1176.799023 ∣     [  std_z : 0.99  real_sub_fake : 1099.63 ]
[  epoch 0033/0040] 0110/4800, lr:1.3e-05 ∣ avg_100 : 31889.374868 ∣ critic_nllloss : 25747.816602 ∣ critic_ganloss : -273.937350 ∣ generator_nllloss : 5178.556641 ∣ generator_ganloss : 1133.261914 ∣     [  std_z : 1.00  real_sub_fake : 1013.65 ]
[  epoch 0033/0040] 0120/4800, lr:1.3e-05 ∣ avg_100 : 31890.519838 ∣ critic_nllloss : 25840.884961 ∣ critic_ganloss : -183.644576 ∣ generator_nllloss : 5150.741992 ∣ generator_ganloss : 1141.870215 ∣     [  std_z : 1.00  real_sub_fake : 1021.46 ]
[  epoch 0033/0040] 0130/4800, lr:1.3e-05 ∣ avg_100 : 31890.235119 ∣ critic_nllloss : 25834.953125 ∣ critic_ganloss : -261.209061 ∣ generator_nllloss : 5140.753906 ∣ generator_ganloss : 1140.310205 ∣     [  std_z : 1.00  real_sub_fake : 1020.73 ]
[  epoch 0033/0040] 0140/4800, lr:1.3e-05 ∣ avg_100 : 31892.758116 ∣ critic_nllloss : 25839.668555 ∣ critic_ganloss : -285.058347 ∣ generator_nllloss : 5189.890039 ∣ generator_ganloss : 1164.590234 ∣     [  std_z : 0.99  real_sub_fake : 980.53 ]
[  epoch 0033/0040] 0150/4800, lr:1.3e-05 ∣ avg_100 : 31891.362818 ∣ critic_nllloss : 26008.587695 ∣ critic_ganloss : -358.065404 ∣ generator_nllloss : 5231.507617 ∣ generator_ganloss : 1173.334912 ∣     [  std_z : 0.99  real_sub_fake : 952.71 ]
[  epoch 0033/0040] 0160/4800, lr:1.3e-05 ∣ avg_100 : 31894.327335 ∣ critic_nllloss : 25793.721875 ∣ critic_ganloss : -285.844775 ∣ generator_nllloss : 5127.764258 ∣ generator_ganloss : 1152.434717 ∣     [  std_z : 0.99  real_sub_fake : 1030.08 ]
[  epoch 0033/0040] 0170/4800, lr:1.3e-05 ∣ avg_100 : 31896.154317 ∣ critic_nllloss : 26027.079492 ∣ critic_ganloss : -314.686244 ∣ generator_nllloss : 5237.505273 ∣ generator_ganloss : 1142.955664 ∣     [  std_z : 0.99  real_sub_fake : 1157.70 ]
[  epoch 0033/0040] 0180/4800, lr:1.3e-05 ∣ avg_100 : 31897.303788 ∣ critic_nllloss : 25931.059375 ∣ critic_ganloss : -297.391220 ∣ generator_nllloss : 5211.548633 ∣ generator_ganloss : 1156.367236 ∣     [  std_z : 1.00  real_sub_fake : 1156.97 ]
[  epoch 0033/0040] 0190/4800, lr:1.3e-05 ∣ avg_100 : 31894.457023 ∣ critic_nllloss : 25816.742383 ∣ critic_ganloss : -311.591699 ∣ generator_nllloss : 5100.304297 ∣ generator_ganloss : 1160.771240 ∣     [  std_z : 1.00  real_sub_fake : 1111.04 ]
[  epoch 0033/0040] 0200/4800, lr:1.3e-05 ∣ avg_100 : 31890.948609 ∣ critic_nllloss : 25933.803320 ∣ critic_ganloss : -237.223447 ∣ generator_nllloss : 5169.521289 ∣ generator_ganloss : 1167.033350 ∣     [  std_z : 1.00  real_sub_fake : 1140.67 ]
[  epoch 0033/0040] 0210/4800, lr:1.3e-05 ∣ avg_100 : 31889.438128 ∣ critic_nllloss : 25813.236133 ∣ critic_ganloss : -285.704901 ∣ generator_nllloss : 5061.643750 ∣ generator_ganloss : 1172.282031 ∣     [  std_z : 1.00  real_sub_fake : 1041.05 ]
[  epoch 0033/0040] 0220/4800, lr:1.3e-05 ∣ avg_100 : 31888.010771 ∣ critic_nllloss : 25786.304102 ∣ critic_ganloss : -321.650949 ∣ generator_nllloss : 5127.109766 ∣ generator_ganloss : 1155.976270 ∣     [  std_z : 0.99  real_sub_fake : 1085.02 ]
[  epoch 0033/0040] 0230/4800, lr:1.3e-05 ∣ avg_100 : 31889.403066 ∣ critic_nllloss : 25877.622656 ∣ critic_ganloss : -347.841058 ∣ generator_nllloss : 5207.334570 ∣ generator_ganloss : 1164.868066 ∣     [  std_z : 0.99  real_sub_fake : 1195.50 ]
[  epoch 0033/0040] 0240/4800, lr:1.3e-05 ∣ avg_100 : 31893.419316 ∣ critic_nllloss : 25864.247070 ∣ critic_ganloss : -327.728131 ∣ generator_nllloss : 5144.511133 ∣ generator_ganloss : 1161.746484 ∣     [  std_z : 0.98  real_sub_fake : 1171.58 ]
[  epoch 0033/0040] 0250/4800, lr:1.3e-05 ∣ avg_100 : 31890.749253 ∣ critic_nllloss : 25720.397266 ∣ critic_ganloss : -348.508670 ∣ generator_nllloss : 5134.118359 ∣ generator_ganloss : 1151.802393 ∣     [  std_z : 0.99  real_sub_fake : 1266.16 ]
[  epoch 0033/0040] 0260/4800, lr:1.3e-05 ∣ avg_100 : 31886.060862 ∣ critic_nllloss : 25545.035352 ∣ critic_ganloss : -357.655331 ∣ generator_nllloss : 5133.733594 ∣ generator_ganloss : 1171.781201 ∣     [  std_z : 1.00  real_sub_fake : 1162.30 ]
[  epoch 0033/0040] 0270/4800, lr:1.3e-05 ∣ avg_100 : 31884.660845 ∣ critic_nllloss : 26026.831250 ∣ critic_ganloss : -406.418924 ∣ generator_nllloss : 5209.736914 ∣ generator_ganloss : 1160.734424 ∣     [  std_z : 1.00  real_sub_fake : 1382.00 ]
[  epoch 0033/0040] 0280/4800, lr:1.3e-05 ∣ avg_100 : 31883.801482 ∣ critic_nllloss : 25864.385352 ∣ critic_ganloss : -256.866379 ∣ generator_nllloss : 5239.786914 ∣ generator_ganloss : 1166.722363 ∣     [  std_z : 1.00  real_sub_fake : 1350.12 ]
[  epoch 0033/0040] 0290/4800, lr:1.3e-05 ∣ avg_100 : 31888.367702 ∣ critic_nllloss : 26106.369336 ∣ critic_ganloss : -382.553860 ∣ generator_nllloss : 5280.033203 ∣ generator_ganloss : 1167.528320 ∣     [  std_z : 1.00  real_sub_fake : 1311.63 ]
[  epoch 0033/0040] 0300/4800, lr:1.3e-05 ∣ avg_100 : 31889.081876 ∣ critic_nllloss : 25914.379883 ∣ critic_ganloss : -393.247156 ∣ generator_nllloss : 5229.045898 ∣ generator_ganloss : 1159.924365 ∣     [  std_z : 0.99  real_sub_fake : 1307.17 ]
[  epoch 0033/0040] 0310/4800, lr:1.3e-05 ∣ avg_100 : 31886.628057 ∣ critic_nllloss : 25708.681250 ∣ critic_ganloss : -347.690860 ∣ generator_nllloss : 5128.333594 ∣ generator_ganloss : 1170.965283 ∣     [  std_z : 0.99  real_sub_fake : 1310.76 ]
[  epoch 0033/0040] 0320/4800, lr:1.3e-05 ∣ avg_100 : 31882.660297 ∣ critic_nllloss : 25754.079688 ∣ critic_ganloss : -255.741389 ∣ generator_nllloss : 5129.465234 ∣ generator_ganloss : 1181.410938 ∣     [  std_z : 0.99  real_sub_fake : 1043.08 ]
[  epoch 0033/0040] 0330/4800, lr:1.3e-05 ∣ avg_100 : 31888.707409 ∣ critic_nllloss : 25871.311328 ∣ critic_ganloss : -216.868430 ∣ generator_nllloss : 5312.250391 ∣ generator_ganloss : 1139.194189 ∣     [  std_z : 1.00  real_sub_fake : 1392.42 ]
[  epoch 0033/0040] 0340/4800, lr:1.3e-05 ∣ avg_100 : 31886.628829 ∣ critic_nllloss : 25789.491797 ∣ critic_ganloss : -309.456607 ∣ generator_nllloss : 5218.466602 ∣ generator_ganloss : 1159.784180 ∣     [  std_z : 1.00  real_sub_fake : 1124.59 ]
[  epoch 0033/0040] 0350/4800, lr:1.3e-05 ∣ avg_100 : 31886.180350 ∣ critic_nllloss : 25576.250195 ∣ critic_ganloss : -295.212344 ∣ generator_nllloss : 5130.453320 ∣ generator_ganloss : 1151.739160 ∣     [  std_z : 1.00  real_sub_fake : 981.74 ]
[  epoch 0033/0040] 0360/4800, lr:1.3e-05 ∣ avg_100 : 31885.315895 ∣ critic_nllloss : 25851.020508 ∣ critic_ganloss : -284.227194 ∣ generator_nllloss : 5183.411133 ∣ generator_ganloss : 1139.686035 ∣     [  std_z : 1.00  real_sub_fake : 1107.34 ]
[  epoch 0033/0040] 0370/4800, lr:1.3e-05 ∣ avg_100 : 31886.166073 ∣ critic_nllloss : 25949.795898 ∣ critic_ganloss : -305.197363 ∣ generator_nllloss : 5234.488281 ∣ generator_ganloss : 1134.458105 ∣     [  std_z : 1.00  real_sub_fake : 1242.45 ]
[  epoch 0033/0040] 0380/4800, lr:1.3e-05 ∣ avg_100 : 31883.707253 ∣ critic_nllloss : 25936.947266 ∣ critic_ganloss : -417.073627 ∣ generator_nllloss : 5153.514258 ∣ generator_ganloss : 1130.935059 ∣     [  std_z : 0.99  real_sub_fake : 1277.74 ]
[  epoch 0033/0040] 0390/4800, lr:1.3e-05 ∣ avg_100 : 31881.008720 ∣ critic_nllloss : 25845.342969 ∣ critic_ganloss : -306.432593 ∣ generator_nllloss : 5146.441211 ∣ generator_ganloss : 1141.426465 ∣     [  std_z : 0.99  real_sub_fake : 1182.62 ]
[  epoch 0033/0040] 0400/4800, lr:1.3e-05 ∣ avg_100 : 31880.714656 ∣ critic_nllloss : 25873.174219 ∣ critic_ganloss : -424.713947 ∣ generator_nllloss : 5158.666797 ∣ generator_ganloss : 1147.755664 ∣     [  std_z : 0.99  real_sub_fake : 1287.27 ]
[  epoch 0033/0040] 0410/4800, lr:1.3e-05 ∣ avg_100 : 31872.820069 ∣ critic_nllloss : 25511.969727 ∣ critic_ganloss : -372.363971 ∣ generator_nllloss : 5079.388867 ∣ generator_ganloss : 1138.991650 ∣     [  std_z : 0.99  real_sub_fake : 1362.97 ]
[  epoch 0033/0040] 0420/4800, lr:1.3e-05 ∣ avg_100 : 31872.231846 ∣ critic_nllloss : 25810.913281 ∣ critic_ganloss : -408.315323 ∣ generator_nllloss : 5168.325391 ∣ generator_ganloss : 1141.920410 ∣     [  std_z : 0.99  real_sub_fake : 1462.42 ]
[  epoch 0033/0040] 0430/4800, lr:1.3e-05 ∣ avg_100 : 31875.010968 ∣ critic_nllloss : 26045.336328 ∣ critic_ganloss : -309.663208 ∣ generator_nllloss : 5278.848047 ∣ generator_ganloss : 1153.946875 ∣     [  std_z : 1.00  real_sub_fake : 1435.98 ]
[  epoch 0033/0040] 0440/4800, lr:1.3e-05 ∣ avg_100 : 31875.101950 ∣ critic_nllloss : 25936.687109 ∣ critic_ganloss : -390.616064 ∣ generator_nllloss : 5170.164062 ∣ generator_ganloss : 1143.960889 ∣     [  std_z : 0.99  real_sub_fake : 1476.22 ]
[  epoch 0033/0040] 0450/4800, lr:1.3e-05 ∣ avg_100 : 31873.133541 ∣ critic_nllloss : 25907.601367 ∣ critic_ganloss : -383.887250 ∣ generator_nllloss : 5161.478320 ∣ generator_ganloss : 1146.866895 ∣     [  std_z : 1.00  real_sub_fake : 1443.54 ]
[  epoch 0033/0040] 0460/4800, lr:1.3e-05 ∣ avg_100 : 31872.817241 ∣ critic_nllloss : 25780.517773 ∣ critic_ganloss : -342.380048 ∣ generator_nllloss : 5241.652734 ∣ generator_ganloss : 1162.353125 ∣     [  std_z : 0.99  real_sub_fake : 1326.25 ]
[  epoch 0033/0040] 0470/4800, lr:1.3e-05 ∣ avg_100 : 31871.610240 ∣ critic_nllloss : 25903.743359 ∣ critic_ganloss : -348.053748 ∣ generator_nllloss : 5082.386328 ∣ generator_ganloss : 1154.860742 ∣     [  std_z : 1.00  real_sub_fake : 1390.78 ]
[  epoch 0033/0040] 0480/4800, lr:1.3e-05 ∣ avg_100 : 31870.333385 ∣ critic_nllloss : 25795.067383 ∣ critic_ganloss : -217.569736 ∣ generator_nllloss : 5231.766602 ∣ generator_ganloss : 1171.920654 ∣     [  std_z : 0.99  real_sub_fake : 1241.82 ]
[  epoch 0033/0040] 0490/4800, lr:1.3e-05 ∣ avg_100 : 31869.012241 ∣ critic_nllloss : 25922.380273 ∣ critic_ganloss : -405.036758 ∣ generator_nllloss : 5209.617188 ∣ generator_ganloss : 1160.590918 ∣     [  std_z : 1.00  real_sub_fake : 1266.66 ]
[  epoch 0033/0040] 0500/4800, lr:1.3e-05 ∣ avg_100 : 31864.817928 ∣ critic_nllloss : 25749.954102 ∣ critic_ganloss : -310.049036 ∣ generator_nllloss : 5078.334961 ∣ generator_ganloss : 1169.876611 ∣     [  std_z : 0.99  real_sub_fake : 1163.51 ]
[  epoch 0033/0040] 0510/4800, lr:1.3e-05 ∣ avg_100 : 31863.281117 ∣ critic_nllloss : 25896.323437 ∣ critic_ganloss : -325.064789 ∣ generator_nllloss : 5102.808594 ∣ generator_ganloss : 1145.002197 ∣     [  std_z : 1.00  real_sub_fake : 1146.04 ]
[  epoch 0033/0040] 0520/4800, lr:1.3e-05 ∣ avg_100 : 31864.200338 ∣ critic_nllloss : 25748.028320 ∣ critic_ganloss : -358.044513 ∣ generator_nllloss : 5135.276563 ∣ generator_ganloss : 1123.508447 ∣     [  std_z : 1.00  real_sub_fake : 1407.91 ]
[  epoch 0033/0040] 0530/4800, lr:1.3e-05 ∣ avg_100 : 31867.169409 ∣ critic_nllloss : 26078.727148 ∣ critic_ganloss : -345.013239 ∣ generator_nllloss : 5214.668555 ∣ generator_ganloss : 1145.142725 ∣     [  std_z : 1.00  real_sub_fake : 1363.31 ]
[  epoch 0033/0040] 0540/4800, lr:1.3e-05 ∣ avg_100 : 31865.719484 ∣ critic_nllloss : 25939.638086 ∣ critic_ganloss : -254.637659 ∣ generator_nllloss : 5156.207227 ∣ generator_ganloss : 1160.049902 ∣     [  std_z : 1.00  real_sub_fake : 1157.83 ]
[  epoch 0033/0040] 0550/4800, lr:1.3e-05 ∣ avg_100 : 31862.277862 ∣ critic_nllloss : 25768.406445 ∣ critic_ganloss : -384.016104 ∣ generator_nllloss : 5183.363477 ∣ generator_ganloss : 1147.424121 ∣     [  std_z : 1.00  real_sub_fake : 1169.57 ]
[  epoch 0033/0040] 0560/4800, lr:1.3e-05 ∣ avg_100 : 31860.901762 ∣ critic_nllloss : 25794.944531 ∣ critic_ganloss : -300.324255 ∣ generator_nllloss : 5139.102148 ∣ generator_ganloss : 1145.962695 ∣     [  std_z : 1.00  real_sub_fake : 1153.62 ]
[  epoch 0033/0040] 0570/4800, lr:1.3e-05 ∣ avg_100 : 31862.147994 ∣ critic_nllloss : 25997.487891 ∣ critic_ganloss : -239.912646 ∣ generator_nllloss : 5171.784375 ∣ generator_ganloss : 1162.618896 ∣     [  std_z : 1.00  real_sub_fake : 1182.66 ]
[  epoch 0033/0040] 0580/4800, lr:1.3e-05 ∣ avg_100 : 31862.747063 ∣ critic_nllloss : 25662.095898 ∣ critic_ganloss : -319.037469 ∣ generator_nllloss : 5143.580664 ∣ generator_ganloss : 1167.210986 ∣     [  std_z : 1.00  real_sub_fake : 1154.05 ]
[  epoch 0033/0040] 0590/4800, lr:1.3e-05 ∣ avg_100 : 31864.116909 ∣ critic_nllloss : 25813.296875 ∣ critic_ganloss : -349.729730 ∣ generator_nllloss : 5142.973828 ∣ generator_ganloss : 1172.854736 ∣     [  std_z : 1.00  real_sub_fake : 1231.48 ]
[  epoch 0033/0040] 0600/4800, lr:1.3e-05 ∣ avg_100 : 31865.912569 ∣ critic_nllloss : 26190.816797 ∣ critic_ganloss : -426.777982 ∣ generator_nllloss : 5340.128125 ∣ generator_ganloss : 1158.716211 ∣     [  std_z : 0.99  real_sub_fake : 1414.41 ]
[  epoch 0033/0040] 0610/4800, lr:1.3e-05 ∣ avg_100 : 31866.236374 ∣ critic_nllloss : 26056.551367 ∣ critic_ganloss : -305.762480 ∣ generator_nllloss : 5066.053516 ∣ generator_ganloss : 1179.527051 ∣     [  std_z : 0.99  real_sub_fake : 1253.76 ]
[  epoch 0033/0040] 0620/4800, lr:1.3e-05 ∣ avg_100 : 31865.519884 ∣ critic_nllloss : 25801.975586 ∣ critic_ganloss : -226.269382 ∣ generator_nllloss : 5133.330664 ∣ generator_ganloss : 1152.420557 ∣     [  std_z : 0.99  real_sub_fake : 1328.14 ]
[  epoch 0033/0040] 0630/4800, lr:1.3e-05 ∣ avg_100 : 31868.297088 ∣ critic_nllloss : 25775.074219 ∣ critic_ganloss : -228.665665 ∣ generator_nllloss : 5092.069531 ∣ generator_ganloss : 1188.392383 ∣     [  std_z : 0.99  real_sub_fake : 914.07 ]
[  epoch 0033/0040] 0640/4800, lr:1.3e-05 ∣ avg_100 : 31869.347800 ∣ critic_nllloss : 25796.530273 ∣ critic_ganloss : -266.523428 ∣ generator_nllloss : 5207.106641 ∣ generator_ganloss : 1184.524414 ∣     [  std_z : 0.99  real_sub_fake : 931.22 ]
[  epoch 0033/0040] 0650/4800, lr:1.3e-05 ∣ avg_100 : 31868.293741 ∣ critic_nllloss : 25869.865430 ∣ critic_ganloss : -316.768793 ∣ generator_nllloss : 5194.256836 ∣ generator_ganloss : 1162.196680 ∣     [  std_z : 0.99  real_sub_fake : 1024.55 ]
[  epoch 0033/0040] 0660/4800, lr:1.3e-05 ∣ avg_100 : 31872.053465 ∣ critic_nllloss : 26124.719141 ∣ critic_ganloss : -255.976596 ∣ generator_nllloss : 5207.941211 ∣ generator_ganloss : 1157.760254 ∣     [  std_z : 1.00  real_sub_fake : 1123.25 ]
[  epoch 0033/0040] 0670/4800, lr:1.3e-05 ∣ avg_100 : 31872.564968 ∣ critic_nllloss : 25830.987305 ∣ critic_ganloss : -248.789468 ∣ generator_nllloss : 5218.387305 ∣ generator_ganloss : 1185.425781 ∣     [  std_z : 1.00  real_sub_fake : 870.87 ]
[  epoch 0033/0040] 0680/4800, lr:1.3e-05 ∣ avg_100 : 31870.909145 ∣ critic_nllloss : 25746.620703 ∣ critic_ganloss : -355.155707 ∣ generator_nllloss : 5126.714063 ∣ generator_ganloss : 1161.903516 ∣     [  std_z : 1.00  real_sub_fake : 1018.07 ]
[  epoch 0033/0040] 0690/4800, lr:1.3e-05 ∣ avg_100 : 31866.854070 ∣ critic_nllloss : 25923.192773 ∣ critic_ganloss : -373.970319 ∣ generator_nllloss : 5111.617969 ∣ generator_ganloss : 1131.484033 ∣     [  std_z : 0.99  real_sub_fake : 1358.95 ]
[  epoch 0033/0040] 0700/4800, lr:1.3e-05 ∣ avg_100 : 31872.013438 ∣ critic_nllloss : 25973.446484 ∣ critic_ganloss : -251.062518 ∣ generator_nllloss : 5258.513477 ∣ generator_ganloss : 1172.437451 ∣     [  std_z : 1.00  real_sub_fake : 1255.40 ]
[  epoch 0033/0040] 0710/4800, lr:1.3e-05 ∣ avg_100 : 31871.455475 ∣ critic_nllloss : 25872.966406 ∣ critic_ganloss : -256.755704 ∣ generator_nllloss : 5218.544531 ∣ generator_ganloss : 1152.095605 ∣     [  std_z : 1.00  real_sub_fake : 1135.99 ]
[  epoch 0033/0040] 0720/4800, lr:1.3e-05 ∣ avg_100 : 31874.426938 ∣ critic_nllloss : 25872.608789 ∣ critic_ganloss : -271.466296 ∣ generator_nllloss : 5164.992188 ∣ generator_ganloss : 1131.821143 ∣     [  std_z : 0.99  real_sub_fake : 1137.96 ]
[  epoch 0033/0040] 0730/4800, lr:1.3e-05 ∣ avg_100 : 31876.011571 ∣ critic_nllloss : 26063.559375 ∣ critic_ganloss : -328.995245 ∣ generator_nllloss : 5245.499609 ∣ generator_ganloss : 1157.287012 ∣     [  std_z : 0.99  real_sub_fake : 1177.79 ]
[  epoch 0033/0040] 0740/4800, lr:1.3e-05 ∣ avg_100 : 31880.261471 ∣ critic_nllloss : 26068.672461 ∣ critic_ganloss : -359.725031 ∣ generator_nllloss : 5238.607031 ∣ generator_ganloss : 1152.133398 ∣     [  std_z : 0.99  real_sub_fake : 1232.56 ]
[  epoch 0033/0040] 0750/4800, lr:1.3e-05 ∣ avg_100 : 31876.356198 ∣ critic_nllloss : 25507.229883 ∣ critic_ganloss : -294.619196 ∣ generator_nllloss : 5218.270312 ∣ generator_ganloss : 1142.545996 ∣     [  std_z : 0.99  real_sub_fake : 1160.42 ]
[  epoch 0033/0040] 0760/4800, lr:1.3e-05 ∣ avg_100 : 31878.255914 ∣ critic_nllloss : 25831.055859 ∣ critic_ganloss : -220.194705 ∣ generator_nllloss : 5200.258789 ∣ generator_ganloss : 1163.024170 ∣     [  std_z : 0.99  real_sub_fake : 1247.02 ]
[  epoch 0033/0040] 0770/4800, lr:1.3e-05 ∣ avg_100 : 31878.795557 ∣ critic_nllloss : 25856.751758 ∣ critic_ganloss : -248.529669 ∣ generator_nllloss : 5148.517578 ∣ generator_ganloss : 1181.070605 ∣     [  std_z : 0.99  real_sub_fake : 1087.09 ]
[  epoch 0033/0040] 0780/4800, lr:1.3e-05 ∣ avg_100 : 31877.533689 ∣ critic_nllloss : 25928.982812 ∣ critic_ganloss : -369.484457 ∣ generator_nllloss : 5169.889648 ∣ generator_ganloss : 1163.491748 ∣     [  std_z : 0.99  real_sub_fake : 1084.38 ]
[  epoch 0033/0040] 0790/4800, lr:1.3e-05 ∣ avg_100 : 31880.516816 ∣ critic_nllloss : 25945.005078 ∣ critic_ganloss : -388.897324 ∣ generator_nllloss : 5240.648047 ∣ generator_ganloss : 1146.210693 ∣     [  std_z : 1.00  real_sub_fake : 1237.38 ]
[  epoch 0033/0040] 0800/4800, lr:1.3e-05 ∣ avg_100 : 31882.014702 ∣ critic_nllloss : 26033.408984 ∣ critic_ganloss : -398.774677 ∣ generator_nllloss : 5230.453125 ∣ generator_ganloss : 1157.015283 ∣     [  std_z : 1.00  real_sub_fake : 1398.03 ]
[  epoch 0033/0040] 0810/4800, lr:1.3e-05 ∣ avg_100 : 31884.559670 ∣ critic_nllloss : 26107.947266 ∣ critic_ganloss : -376.405875 ∣ generator_nllloss : 5164.397266 ∣ generator_ganloss : 1154.118555 ∣     [  std_z : 1.00  real_sub_fake : 1431.30 ]
[  epoch 0033/0040] 0820/4800, lr:1.3e-05 ∣ avg_100 : 31888.708118 ∣ critic_nllloss : 26140.593555 ∣ critic_ganloss : -353.506494 ∣ generator_nllloss : 5189.295313 ∣ generator_ganloss : 1156.042187 ∣     [  std_z : 0.99  real_sub_fake : 1423.05 ]
[  epoch 0033/0040] 0830/4800, lr:1.3e-05 ∣ avg_100 : 31891.738559 ∣ critic_nllloss : 26079.544336 ∣ critic_ganloss : -288.511847 ∣ generator_nllloss : 5194.490430 ∣ generator_ganloss : 1162.707129 ∣     [  std_z : 0.99  real_sub_fake : 1320.44 ]
[  epoch 0033/0040] 0840/4800, lr:1.3e-05 ∣ avg_100 : 31894.399542 ∣ critic_nllloss : 25954.194141 ∣ critic_ganloss : -374.235529 ∣ generator_nllloss : 5199.679688 ∣ generator_ganloss : 1178.413574 ∣     [  std_z : 0.99  real_sub_fake : 1065.32 ]
[  epoch 0033/0040] 0850/4800, lr:1.3e-05 ∣ avg_100 : 31894.214061 ∣ critic_nllloss : 25784.994727 ∣ critic_ganloss : -279.518246 ∣ generator_nllloss : 5146.440625 ∣ generator_ganloss : 1155.825488 ∣     [  std_z : 0.99  real_sub_fake : 1063.39 ]
[  epoch 0033/0040] 0860/4800, lr:1.3e-05 ∣ avg_100 : 31897.303133 ∣ critic_nllloss : 26190.322070 ∣ critic_ganloss : -269.175926 ∣ generator_nllloss : 5216.997852 ∣ generator_ganloss : 1150.082813 ∣     [  std_z : 0.99  real_sub_fake : 1084.62 ]
[  epoch 0033/0040] 0870/4800, lr:1.3e-05 ∣ avg_100 : 31895.225154 ∣ critic_nllloss : 25808.364258 ∣ critic_ganloss : -157.141249 ∣ generator_nllloss : 5133.367773 ∣ generator_ganloss : 1159.763574 ∣     [  std_z : 0.99  real_sub_fake : 930.40 ]
[  epoch 0033/0040] 0880/4800, lr:1.3e-05 ∣ avg_100 : 31898.140046 ∣ critic_nllloss : 26058.743750 ∣ critic_ganloss : -286.272363 ∣ generator_nllloss : 5296.681641 ∣ generator_ganloss : 1143.087012 ∣     [  std_z : 1.00  real_sub_fake : 957.15 ]
[  epoch 0033/0040] 0890/4800, lr:1.3e-05 ∣ avg_100 : 31903.479028 ∣ critic_nllloss : 25844.258789 ∣ critic_ganloss : -213.123079 ∣ generator_nllloss : 5151.798633 ∣ generator_ganloss : 1132.872070 ∣     [  std_z : 1.00  real_sub_fake : 1063.99 ]
[  epoch 0033/0040] 0900/4800, lr:1.3e-05 ∣ avg_100 : 31902.978455 ∣ critic_nllloss : 25785.411914 ∣ critic_ganloss : -321.015416 ∣ generator_nllloss : 5157.738281 ∣ generator_ganloss : 1150.976709 ∣     [  std_z : 0.99  real_sub_fake : 964.32 ]
[  epoch 0033/0040] 0910/4800, lr:1.3e-05 ∣ avg_100 : 31903.686498 ∣ critic_nllloss : 25829.823242 ∣ critic_ganloss : -305.660263 ∣ generator_nllloss : 5203.404492 ∣ generator_ganloss : 1135.063184 ∣     [  std_z : 0.99  real_sub_fake : 1002.80 ]
[  epoch 0033/0040] 0920/4800, lr:1.3e-05 ∣ avg_100 : 31901.034857 ∣ critic_nllloss : 25713.096484 ∣ critic_ganloss : -271.904358 ∣ generator_nllloss : 5117.876758 ∣ generator_ganloss : 1121.162891 ∣     [  std_z : 0.99  real_sub_fake : 1242.34 ]
[  epoch 0033/0040] 0930/4800, lr:1.3e-05 ∣ avg_100 : 31904.138670 ∣ critic_nllloss : 26151.724414 ∣ critic_ganloss : -334.554865 ∣ generator_nllloss : 5184.665234 ∣ generator_ganloss : 1134.125098 ∣     [  std_z : 0.99  real_sub_fake : 1295.60 ]
[  epoch 0033/0040] 0940/4800, lr:1.3e-05 ∣ avg_100 : 31906.846889 ∣ critic_nllloss : 26150.910352 ∣ critic_ganloss : -352.624356 ∣ generator_nllloss : 5191.736914 ∣ generator_ganloss : 1144.301514 ∣     [  std_z : 1.00  real_sub_fake : 1276.83 ]
[  epoch 0033/0040] 0950/4800, lr:1.3e-05 ∣ avg_100 : 31907.214756 ∣ critic_nllloss : 25800.576953 ∣ critic_ganloss : -295.523071 ∣ generator_nllloss : 5111.459570 ∣ generator_ganloss : 1156.475781 ∣     [  std_z : 0.99  real_sub_fake : 1225.93 ]
[  epoch 0033/0040] 0960/4800, lr:1.3e-05 ∣ avg_100 : 31909.587178 ∣ critic_nllloss : 25930.906836 ∣ critic_ganloss : -278.072598 ∣ generator_nllloss : 5110.100391 ∣ generator_ganloss : 1153.032275 ∣     [  std_z : 1.00  real_sub_fake : 1112.32 ]
[  epoch 0033/0040] 0970/4800, lr:1.3e-05 ∣ avg_100 : 31911.537295 ∣ critic_nllloss : 25994.212500 ∣ critic_ganloss : -274.459714 ∣ generator_nllloss : 5246.100195 ∣ generator_ganloss : 1155.580127 ∣     [  std_z : 1.00  real_sub_fake : 1135.01 ]
[  epoch 0033/0040] 0980/4800, lr:1.3e-05 ∣ avg_100 : 31910.042862 ∣ critic_nllloss : 25915.124609 ∣ critic_ganloss : -294.132870 ∣ generator_nllloss : 5250.564648 ∣ generator_ganloss : 1151.548828 ∣     [  std_z : 0.99  real_sub_fake : 1122.22 ]
[  epoch 0033/0040] 0990/4800, lr:1.3e-05 ∣ avg_100 : 31904.711976 ∣ critic_nllloss : 25576.025391 ∣ critic_ganloss : -314.440524 ∣ generator_nllloss : 4979.191992 ∣ generator_ganloss : 1155.058398 ∣     [  std_z : 0.99  real_sub_fake : 1097.76 ]
[  epoch 0033/0040] 1000/4800, lr:1.3e-05 ∣ avg_100 : 31906.121912 ∣ critic_nllloss : 26080.538477 ∣ critic_ganloss : -262.971527 ∣ generator_nllloss : 5214.727539 ∣ generator_ganloss : 1161.701758 ∣     [  std_z : 0.99  real_sub_fake : 1217.27 ]
[  epoch 0033/0040] 1010/4800, lr:1.3e-05 ∣ avg_100 : 31905.732791 ∣ critic_nllloss : 25899.242773 ∣ critic_ganloss : -298.503067 ∣ generator_nllloss : 5165.933594 ∣ generator_ganloss : 1154.883936 ∣     [  std_z : 1.00  real_sub_fake : 1281.02 ]
[  epoch 0033/0040] 1020/4800, lr:1.3e-05 ∣ avg_100 : 31900.219764 ∣ critic_nllloss : 25734.253125 ∣ critic_ganloss : -289.054431 ∣ generator_nllloss : 4984.454687 ∣ generator_ganloss : 1144.784375 ∣     [  std_z : 1.00  real_sub_fake : 1122.35 ]
[  epoch 0033/0040] 1030/4800, lr:1.3e-05 ∣ avg_100 : 31900.849214 ∣ critic_nllloss : 25687.989648 ∣ critic_ganloss : -178.567336 ∣ generator_nllloss : 5219.182031 ∣ generator_ganloss : 1171.489160 ∣     [  std_z : 0.99  real_sub_fake : 962.85 ]
[  epoch 0033/0040] 1040/4800, lr:1.3e-05 ∣ avg_100 : 31899.660295 ∣ critic_nllloss : 25768.421484 ∣ critic_ganloss : -286.033826 ∣ generator_nllloss : 5143.569531 ∣ generator_ganloss : 1156.904297 ∣     [  std_z : 0.99  real_sub_fake : 989.94 ]
[  epoch 0033/0040] 1050/4800, lr:1.3e-05 ∣ avg_100 : 31902.623889 ∣ critic_nllloss : 25967.741797 ∣ critic_ganloss : -197.317181 ∣ generator_nllloss : 5194.301367 ∣ generator_ganloss : 1161.177246 ∣     [  std_z : 0.99  real_sub_fake : 930.27 ]
[  epoch 0033/0040] 1060/4800, lr:1.3e-05 ∣ avg_100 : 31903.590384 ∣ critic_nllloss : 25858.039844 ∣ critic_ganloss : -275.317088 ∣ generator_nllloss : 5098.061133 ∣ generator_ganloss : 1178.668359 ∣     [  std_z : 0.99  real_sub_fake : 922.10 ]
[  epoch 0033/0040] 1070/4800, lr:1.3e-05 ∣ avg_100 : 31903.207925 ∣ critic_nllloss : 25869.800391 ∣ critic_ganloss : -271.656276 ∣ generator_nllloss : 5196.730078 ∣ generator_ganloss : 1172.706396 ∣     [  std_z : 1.00  real_sub_fake : 972.48 ]
[  epoch 0033/0040] 1080/4800, lr:1.3e-05 ∣ avg_100 : 31901.273468 ∣ critic_nllloss : 25691.769336 ∣ critic_ganloss : -272.651239 ∣ generator_nllloss : 5051.906055 ∣ generator_ganloss : 1180.010156 ∣     [  std_z : 1.00  real_sub_fake : 942.41 ]
[  epoch 0033/0040] 1090/4800, lr:1.3e-05 ∣ avg_100 : 31899.267488 ∣ critic_nllloss : 25874.395117 ∣ critic_ganloss : -304.185785 ∣ generator_nllloss : 5194.295313 ∣ generator_ganloss : 1173.176416 ∣     [  std_z : 1.00  real_sub_fake : 971.36 ]
[  epoch 0033/0040] 1100/4800, lr:1.3e-05 ∣ avg_100 : 31897.035576 ∣ critic_nllloss : 25762.083789 ∣ critic_ganloss : -308.951352 ∣ generator_nllloss : 5090.596875 ∣ generator_ganloss : 1162.103906 ∣     [  std_z : 1.00  real_sub_fake : 1142.85 ]
[  epoch 0033/0040] 1110/4800, lr:1.3e-05 ∣ avg_100 : 31899.562810 ∣ critic_nllloss : 26008.441797 ∣ critic_ganloss : -366.874362 ∣ generator_nllloss : 5242.139453 ∣ generator_ganloss : 1154.714404 ∣     [  std_z : 0.99  real_sub_fake : 1212.00 ]
[  epoch 0033/0040] 1120/4800, lr:1.3e-05 ∣ avg_100 : 31898.857260 ∣ critic_nllloss : 25803.467773 ∣ critic_ganloss : -235.651025 ∣ generator_nllloss : 5168.611719 ∣ generator_ganloss : 1142.869092 ∣     [  std_z : 0.99  real_sub_fake : 1219.22 ]
[  epoch 0033/0040] 1130/4800, lr:1.3e-05 ∣ avg_100 : 31899.505144 ∣ critic_nllloss : 25826.323633 ∣ critic_ganloss : -202.045062 ∣ generator_nllloss : 5127.736914 ∣ generator_ganloss : 1167.581055 ∣     [  std_z : 0.99  real_sub_fake : 993.79 ]
[  epoch 0033/0040] 1140/4800, lr:1.3e-05 ∣ avg_100 : 31895.959746 ∣ critic_nllloss : 25704.158789 ∣ critic_ganloss : -319.936890 ∣ generator_nllloss : 5021.089844 ∣ generator_ganloss : 1149.238965 ∣     [  std_z : 0.99  real_sub_fake : 1096.04 ]
[  epoch 0033/0040] 1150/4800, lr:1.3e-05 ∣ avg_100 : 31893.966346 ∣ critic_nllloss : 25859.506445 ∣ critic_ganloss : -328.466241 ∣ generator_nllloss : 5159.389063 ∣ generator_ganloss : 1165.595508 ∣     [  std_z : 0.99  real_sub_fake : 1152.97 ]
[  epoch 0033/0040] 1160/4800, lr:1.3e-05 ∣ avg_100 : 31896.949378 ∣ critic_nllloss : 26061.003906 ∣ critic_ganloss : -327.209143 ∣ generator_nllloss : 5186.311133 ∣ generator_ganloss : 1166.273438 ∣     [  std_z : 1.00  real_sub_fake : 1161.35 ]
[  epoch 0033/0040] 1170/4800, lr:1.3e-05 ∣ avg_100 : 31894.336618 ∣ critic_nllloss : 25740.462695 ∣ critic_ganloss : -309.185770 ∣ generator_nllloss : 5238.864453 ∣ generator_ganloss : 1161.436816 ∣     [  std_z : 1.00  real_sub_fake : 1111.34 ]
[  epoch 0033/0040] 1180/4800, lr:1.3e-05 ∣ avg_100 : 31892.870312 ∣ critic_nllloss : 25922.570898 ∣ critic_ganloss : -325.866501 ∣ generator_nllloss : 5105.478125 ∣ generator_ganloss : 1152.770898 ∣     [  std_z : 1.00  real_sub_fake : 1271.87 ]
[  epoch 0033/0040] 1190/4800, lr:1.3e-05 ∣ avg_100 : 31896.346319 ∣ critic_nllloss : 26071.721484 ∣ critic_ganloss : -375.004657 ∣ generator_nllloss : 5259.697656 ∣ generator_ganloss : 1157.412402 ∣     [  std_z : 0.99  real_sub_fake : 1285.73 ]
[  epoch 0033/0040] 1200/4800, lr:1.3e-05 ∣ avg_100 : 31896.177325 ∣ critic_nllloss : 25948.290820 ∣ critic_ganloss : -332.129865 ∣ generator_nllloss : 5236.035352 ∣ generator_ganloss : 1164.038770 ∣     [  std_z : 0.99  real_sub_fake : 1262.97 ]
[  epoch 0033/0040] 1210/4800, lr:1.3e-05 ∣ avg_100 : 31894.618930 ∣ critic_nllloss : 25638.265039 ∣ critic_ganloss : -243.812167 ∣ generator_nllloss : 5037.482617 ∣ generator_ganloss : 1173.682080 ∣     [  std_z : 0.99  real_sub_fake : 1125.15 ]
[  epoch 0033/0040] 1220/4800, lr:1.3e-05 ∣ avg_100 : 31894.745463 ∣ critic_nllloss : 25788.300781 ∣ critic_ganloss : -354.883121 ∣ generator_nllloss : 5175.728516 ∣ generator_ganloss : 1151.246289 ∣     [  std_z : 1.00  real_sub_fake : 1185.05 ]
[  epoch 0033/0040] 1230/4800, lr:1.3e-05 ∣ avg_100 : 31892.139598 ∣ critic_nllloss : 25719.300000 ∣ critic_ganloss : -388.794955 ∣ generator_nllloss : 5155.448633 ∣ generator_ganloss : 1155.444092 ∣     [  std_z : 1.00  real_sub_fake : 1250.96 ]
[  epoch 0033/0040] 1240/4800, lr:1.3e-05 ∣ avg_100 : 31891.417367 ∣ critic_nllloss : 25831.021289 ∣ critic_ganloss : -333.707675 ∣ generator_nllloss : 5108.013086 ∣ generator_ganloss : 1165.226758 ∣     [  std_z : 1.00  real_sub_fake : 1267.45 ]
[  epoch 0033/0040] 1250/4800, lr:1.3e-05 ∣ avg_100 : 31893.287931 ∣ critic_nllloss : 25911.205273 ∣ critic_ganloss : -333.305939 ∣ generator_nllloss : 5104.888672 ∣ generator_ganloss : 1162.077686 ∣     [  std_z : 0.99  real_sub_fake : 1214.99 ]
[  epoch 0033/0040] 1260/4800, lr:1.3e-05 ∣ avg_100 : 31897.824733 ∣ critic_nllloss : 25834.026562 ∣ critic_ganloss : -190.573749 ∣ generator_nllloss : 5140.008984 ∣ generator_ganloss : 1163.113232 ∣     [  std_z : 0.99  real_sub_fake : 1205.58 ]
[  epoch 0033/0040] 1270/4800, lr:1.3e-05 ∣ avg_100 : 31896.930353 ∣ critic_nllloss : 25818.377734 ∣ critic_ganloss : -282.458600 ∣ generator_nllloss : 5199.855859 ∣ generator_ganloss : 1165.670703 ∣     [  std_z : 0.99  real_sub_fake : 1174.06 ]
[  epoch 0033/0040] 1280/4800, lr:1.3e-05 ∣ avg_100 : 31897.798006 ∣ critic_nllloss : 25944.695117 ∣ critic_ganloss : -231.623247 ∣ generator_nllloss : 5218.339453 ∣ generator_ganloss : 1169.382178 ∣     [  std_z : 0.99  real_sub_fake : 896.41 ]
[  epoch 0033/0040] 1290/4800, lr:1.3e-05 ∣ avg_100 : 31893.940035 ∣ critic_nllloss : 25715.214648 ∣ critic_ganloss : -249.080225 ∣ generator_nllloss : 5184.704297 ∣ generator_ganloss : 1134.741260 ∣     [  std_z : 0.99  real_sub_fake : 1016.30 ]
[  epoch 0033/0040] 1300/4800, lr:1.3e-05 ∣ avg_100 : 31895.131643 ∣ critic_nllloss : 25942.768555 ∣ critic_ganloss : -237.985707 ∣ generator_nllloss : 5197.961914 ∣ generator_ganloss : 1126.518945 ∣     [  std_z : 0.99  real_sub_fake : 1079.14 ]
[  epoch 0033/0040] 1310/4800, lr:1.3e-05 ∣ avg_100 : 31898.746596 ∣ critic_nllloss : 25950.951562 ∣ critic_ganloss : -247.327487 ∣ generator_nllloss : 5171.036328 ∣ generator_ganloss : 1147.124219 ∣     [  std_z : 1.00  real_sub_fake : 932.97 ]
[  epoch 0033/0040] 1320/4800, lr:1.3e-05 ∣ avg_100 : 31902.979398 ∣ critic_nllloss : 26075.771094 ∣ critic_ganloss : -255.441887 ∣ generator_nllloss : 5256.188672 ∣ generator_ganloss : 1155.976758 ∣     [  std_z : 1.00  real_sub_fake : 973.42 ]
[  epoch 0033/0040] 1330/4800, lr:1.3e-05 ∣ avg_100 : 31899.810840 ∣ critic_nllloss : 25826.423047 ∣ critic_ganloss : -349.833606 ∣ generator_nllloss : 5152.306641 ∣ generator_ganloss : 1160.135596 ∣     [  std_z : 1.00  real_sub_fake : 972.32 ]
[  epoch 0033/0040] 1340/4800, lr:1.3e-05 ∣ avg_100 : 31900.362569 ∣ critic_nllloss : 25860.420508 ∣ critic_ganloss : -323.885648 ∣ generator_nllloss : 5230.332812 ∣ generator_ganloss : 1146.591211 ∣     [  std_z : 0.99  real_sub_fake : 1089.52 ]
[  epoch 0033/0040] 1350/4800, lr:1.3e-05 ∣ avg_100 : 31901.401578 ∣ critic_nllloss : 25694.694336 ∣ critic_ganloss : -285.062607 ∣ generator_nllloss : 5100.586523 ∣ generator_ganloss : 1156.912988 ∣     [  std_z : 0.99  real_sub_fake : 1171.55 ]
[  epoch 0033/0040] 1360/4800, lr:1.3e-05 ∣ avg_100 : 31902.122433 ∣ critic_nllloss : 25881.583594 ∣ critic_ganloss : -292.269257 ∣ generator_nllloss : 5208.878906 ∣ generator_ganloss : 1163.782715 ∣     [  std_z : 0.99  real_sub_fake : 1089.72 ]
[  epoch 0033/0040] 1370/4800, lr:1.3e-05 ∣ avg_100 : 31902.000116 ∣ critic_nllloss : 25907.691992 ∣ critic_ganloss : -225.669882 ∣ generator_nllloss : 5162.719922 ∣ generator_ganloss : 1156.571191 ∣     [  std_z : 0.99  real_sub_fake : 1230.37 ]
[  epoch 0033/0040] 1380/4800, lr:1.3e-05 ∣ avg_100 : 31902.395532 ∣ critic_nllloss : 25833.440039 ∣ critic_ganloss : -302.219548 ∣ generator_nllloss : 5141.850586 ∣ generator_ganloss : 1170.793457 ∣     [  std_z : 0.99  real_sub_fake : 1210.27 ]
[  epoch 0033/0040] 1390/4800, lr:1.3e-05 ∣ avg_100 : 31902.634809 ∣ critic_nllloss : 25648.211719 ∣ critic_ganloss : -245.076581 ∣ generator_nllloss : 5263.610352 ∣ generator_ganloss : 1183.960254 ∣     [  std_z : 0.99  real_sub_fake : 990.14 ]
[  epoch 0033/0040] 1400/4800, lr:1.3e-05 ∣ avg_100 : 31903.695268 ∣ critic_nllloss : 25817.861914 ∣ critic_ganloss : -303.957416 ∣ generator_nllloss : 5180.260547 ∣ generator_ganloss : 1166.763623 ∣     [  std_z : 1.00  real_sub_fake : 1207.35 ]
[  epoch 0033/0040] 1410/4800, lr:1.3e-05 ∣ avg_100 : 31909.682633 ∣ critic_nllloss : 25931.628125 ∣ critic_ganloss : -363.633505 ∣ generator_nllloss : 5213.830664 ∣ generator_ganloss : 1174.897461 ∣     [  std_z : 1.00  real_sub_fake : 1186.85 ]
[  epoch 0033/0040] 1420/4800, lr:1.3e-05 ∣ avg_100 : 31914.285655 ∣ critic_nllloss : 26109.245117 ∣ critic_ganloss : -347.293100 ∣ generator_nllloss : 5226.358203 ∣ generator_ganloss : 1184.835791 ∣     [  std_z : 1.00  real_sub_fake : 1204.88 ]
[  epoch 0033/0040] 1430/4800, lr:1.3e-05 ∣ avg_100 : 31913.995650 ∣ critic_nllloss : 26086.369727 ∣ critic_ganloss : -326.437402 ∣ generator_nllloss : 5190.331836 ∣ generator_ganloss : 1189.203320 ∣     [  std_z : 0.99  real_sub_fake : 1163.05 ]
[  epoch 0033/0040] 1440/4800, lr:1.3e-05 ∣ avg_100 : 31915.977835 ∣ critic_nllloss : 26021.762695 ∣ critic_ganloss : -286.590225 ∣ generator_nllloss : 5158.875977 ∣ generator_ganloss : 1164.366064 ∣     [  std_z : 0.99  real_sub_fake : 1267.64 ]
[  epoch 0033/0040] 1450/4800, lr:1.3e-05 ∣ avg_100 : 31914.622814 ∣ critic_nllloss : 25758.731250 ∣ critic_ganloss : -385.993613 ∣ generator_nllloss : 5138.485156 ∣ generator_ganloss : 1185.334473 ∣     [  std_z : 0.99  real_sub_fake : 1179.91 ]
[  epoch 0033/0040] 1460/4800, lr:1.3e-05 ∣ avg_100 : 31917.876175 ∣ critic_nllloss : 26078.000586 ∣ critic_ganloss : -245.264362 ∣ generator_nllloss : 5162.458008 ∣ generator_ganloss : 1172.285498 ∣     [  std_z : 1.00  real_sub_fake : 1309.69 ]
[  epoch 0033/0040] 1470/4800, lr:1.3e-05 ∣ avg_100 : 31917.246065 ∣ critic_nllloss : 25713.780078 ∣ critic_ganloss : -325.696304 ∣ generator_nllloss : 5151.010547 ∣ generator_ganloss : 1190.831348 ∣     [  std_z : 1.00  real_sub_fake : 1175.41 ]
[  epoch 0033/0040] 1480/4800, lr:1.3e-05 ∣ avg_100 : 31916.370787 ∣ critic_nllloss : 25861.222070 ∣ critic_ganloss : -387.515582 ∣ generator_nllloss : 5235.909766 ∣ generator_ganloss : 1184.040820 ∣     [  std_z : 1.00  real_sub_fake : 1162.89 ]
[  epoch 0033/0040] 1490/4800, lr:1.3e-05 ∣ avg_100 : 31915.152174 ∣ critic_nllloss : 25772.857031 ∣ critic_ganloss : -345.769080 ∣ generator_nllloss : 5165.718945 ∣ generator_ganloss : 1172.883398 ∣     [  std_z : 0.99  real_sub_fake : 1252.20 ]
[  epoch 0033/0040] 1500/4800, lr:1.3e-05 ∣ avg_100 : 31915.624996 ∣ critic_nllloss : 25818.898438 ∣ critic_ganloss : -400.359384 ∣ generator_nllloss : 5141.964648 ∣ generator_ganloss : 1174.895166 ∣     [  std_z : 0.99  real_sub_fake : 1174.00 ]
[  epoch 0033/0040] 1510/4800, lr:1.3e-05 ∣ avg_100 : 31915.270376 ∣ critic_nllloss : 25673.167969 ∣ critic_ganloss : -232.736572 ∣ generator_nllloss : 5175.017969 ∣ generator_ganloss : 1168.158105 ∣     [  std_z : 0.99  real_sub_fake : 1274.20 ]
[  epoch 0033/0040] 1520/4800, lr:1.3e-05 ∣ avg_100 : 31920.468423 ∣ critic_nllloss : 26007.356445 ∣ critic_ganloss : -246.692450 ∣ generator_nllloss : 5220.149805 ∣ generator_ganloss : 1187.759668 ∣     [  std_z : 0.99  real_sub_fake : 1056.14 ]
[  epoch 0033/0040] 1530/4800, lr:1.3e-05 ∣ avg_100 : 31919.023232 ∣ critic_nllloss : 25855.689258 ∣ critic_ganloss : -212.564960 ∣ generator_nllloss : 5142.731641 ∣ generator_ganloss : 1163.150195 ∣     [  std_z : 0.99  real_sub_fake : 932.54 ]
[  epoch 0033/0040] 1540/4800, lr:1.3e-05 ∣ avg_100 : 31916.035219 ∣ critic_nllloss : 25658.508984 ∣ critic_ganloss : -287.582190 ∣ generator_nllloss : 5161.893945 ∣ generator_ganloss : 1169.635449 ∣     [  std_z : 0.99  real_sub_fake : 977.95 ]
[  epoch 0033/0040] 1550/4800, lr:1.3e-05 ∣ avg_100 : 31920.405703 ∣ critic_nllloss : 25954.182812 ∣ critic_ganloss : -219.453720 ∣ generator_nllloss : 5248.073828 ∣ generator_ganloss : 1169.423486 ∣     [  std_z : 0.99  real_sub_fake : 877.78 ]
[  epoch 0033/0040] 1560/4800, lr:1.3e-05 ∣ avg_100 : 31922.966672 ∣ critic_nllloss : 25935.607617 ∣ critic_ganloss : -245.165131 ∣ generator_nllloss : 5181.595898 ∣ generator_ganloss : 1163.743604 ∣     [  std_z : 1.00  real_sub_fake : 1028.07 ]
[  epoch 0033/0040] 1570/4800, lr:1.3e-05 ∣ avg_100 : 31922.522136 ∣ critic_nllloss : 25894.976562 ∣ critic_ganloss : -228.816780 ∣ generator_nllloss : 5208.320703 ∣ generator_ganloss : 1173.044385 ∣     [  std_z : 1.00  real_sub_fake : 785.22 ]
[  epoch 0033/0040] 1580/4800, lr:1.3e-05 ∣ avg_100 : 31925.513719 ∣ critic_nllloss : 25817.550195 ∣ critic_ganloss : -243.455394 ∣ generator_nllloss : 5216.579687 ∣ generator_ganloss : 1162.333887 ∣     [  std_z : 1.00  real_sub_fake : 741.73 ]
[  epoch 0033/0040] 1590/4800, lr:1.3e-05 ∣ avg_100 : 31926.846666 ∣ critic_nllloss : 25838.781445 ∣ critic_ganloss : -279.457516 ∣ generator_nllloss : 5198.457422 ∣ generator_ganloss : 1154.909082 ∣     [  std_z : 0.99  real_sub_fake : 901.28 ]
[  epoch 0033/0040] 1600/4800, lr:1.3e-05 ∣ avg_100 : 31925.925454 ∣ critic_nllloss : 26103.909766 ∣ critic_ganloss : -293.849034 ∣ generator_nllloss : 5217.249609 ∣ generator_ganloss : 1143.451611 ∣     [  std_z : 0.99  real_sub_fake : 985.24 ]
[  epoch 0033/0040] 1610/4800, lr:1.3e-05 ∣ avg_100 : 31927.852160 ∣ critic_nllloss : 26145.921289 ∣ critic_ganloss : -304.572728 ∣ generator_nllloss : 5208.201172 ∣ generator_ganloss : 1139.490332 ∣     [  std_z : 0.99  real_sub_fake : 1101.34 ]
[  epoch 0033/0040] 1620/4800, lr:1.3e-05 ∣ avg_100 : 31928.608876 ∣ critic_nllloss : 25874.545898 ∣ critic_ganloss : -242.979758 ∣ generator_nllloss : 5163.435156 ∣ generator_ganloss : 1142.127783 ∣     [  std_z : 0.99  real_sub_fake : 1099.78 ]
[  epoch 0033/0040] 1630/4800, lr:1.3e-05 ∣ avg_100 : 31928.131317 ∣ critic_nllloss : 25794.484961 ∣ critic_ganloss : -273.776100 ∣ generator_nllloss : 5114.716602 ∣ generator_ganloss : 1143.689063 ∣     [  std_z : 0.99  real_sub_fake : 983.95 ]
[  epoch 0033/0040] 1640/4800, lr:1.3e-05 ∣ avg_100 : 31930.385876 ∣ critic_nllloss : 26020.460156 ∣ critic_ganloss : -237.959796 ∣ generator_nllloss : 5218.591211 ∣ generator_ganloss : 1146.002246 ∣     [  std_z : 1.00  real_sub_fake : 1043.59 ]
[  epoch 0033/0040] 1650/4800, lr:1.3e-05 ∣ avg_100 : 31932.340772 ∣ critic_nllloss : 25931.001172 ∣ critic_ganloss : -166.198781 ∣ generator_nllloss : 5221.137500 ∣ generator_ganloss : 1119.099854 ∣     [  std_z : 1.00  real_sub_fake : 947.58 ]
[  epoch 0033/0040] 1660/4800, lr:1.3e-05 ∣ avg_100 : 31927.003253 ∣ critic_nllloss : 25718.486328 ∣ critic_ganloss : -230.408479 ∣ generator_nllloss : 5065.432031 ∣ generator_ganloss : 1147.182178 ∣     [  std_z : 1.00  real_sub_fake : 888.53 ]
[  epoch 0033/0040] 1670/4800, lr:1.3e-05 ∣ avg_100 : 31925.764909 ∣ critic_nllloss : 25859.970898 ∣ critic_ganloss : -289.121280 ∣ generator_nllloss : 5139.572070 ∣ generator_ganloss : 1151.754883 ∣     [  std_z : 0.99  real_sub_fake : 814.34 ]
[  epoch 0033/0040] 1680/4800, lr:1.3e-05 ∣ avg_100 : 31931.497409 ∣ critic_nllloss : 26133.724805 ∣ critic_ganloss : -233.620453 ∣ generator_nllloss : 5208.460742 ∣ generator_ganloss : 1144.767480 ∣     [  std_z : 0.99  real_sub_fake : 1032.29 ]
[  epoch 0033/0040] 1690/4800, lr:1.3e-05 ∣ avg_100 : 31933.731078 ∣ critic_nllloss : 25949.411914 ∣ critic_ganloss : -289.300693 ∣ generator_nllloss : 5212.775586 ∣ generator_ganloss : 1142.804492 ∣     [  std_z : 0.99  real_sub_fake : 939.29 ]
[  epoch 0033/0040] 1700/4800, lr:1.3e-05 ∣ avg_100 : 31930.373163 ∣ critic_nllloss : 25835.670117 ∣ critic_ganloss : -310.770595 ∣ generator_nllloss : 5152.973828 ∣ generator_ganloss : 1139.670117 ∣     [  std_z : 0.99  real_sub_fake : 953.02 ]
[  epoch 0033/0040] 1710/4800, lr:1.3e-05 ∣ avg_100 : 31929.392991 ∣ critic_nllloss : 25818.137109 ∣ critic_ganloss : -254.384586 ∣ generator_nllloss : 5182.803516 ∣ generator_ganloss : 1142.277588 ∣     [  std_z : 1.00  real_sub_fake : 1013.76 ]
[  epoch 0033/0040] 1720/4800, lr:1.3e-05 ∣ avg_100 : 31931.363806 ∣ critic_nllloss : 26090.146094 ∣ critic_ganloss : -247.818350 ∣ generator_nllloss : 5106.993750 ∣ generator_ganloss : 1145.715820 ∣     [  std_z : 1.00  real_sub_fake : 1107.62 ]
[  epoch 0033/0040] 1730/4800, lr:1.3e-05 ∣ avg_100 : 31927.069741 ∣ critic_nllloss : 25765.931836 ∣ critic_ganloss : -295.339926 ∣ generator_nllloss : 5090.249219 ∣ generator_ganloss : 1147.103076 ∣     [  std_z : 0.99  real_sub_fake : 1019.64 ]
[  epoch 0033/0040] 1740/4800, lr:1.3e-05 ∣ avg_100 : 31925.498857 ∣ critic_nllloss : 25849.881445 ∣ critic_ganloss : -218.326218 ∣ generator_nllloss : 5178.988086 ∣ generator_ganloss : 1132.056152 ∣     [  std_z : 0.99  real_sub_fake : 1089.06 ]
[  epoch 0033/0040] 1750/4800, lr:1.3e-05 ∣ avg_100 : 31926.934021 ∣ critic_nllloss : 25712.225391 ∣ critic_ganloss : -303.861746 ∣ generator_nllloss : 5161.893555 ∣ generator_ganloss : 1146.686279 ∣     [  std_z : 0.99  real_sub_fake : 1038.23 ]
[  epoch 0033/0040] 1760/4800, lr:1.3e-05 ∣ avg_100 : 31924.108070 ∣ critic_nllloss : 25734.881055 ∣ critic_ganloss : -270.819882 ∣ generator_nllloss : 5099.019922 ∣ generator_ganloss : 1128.467822 ∣     [  std_z : 0.99  real_sub_fake : 1091.29 ]
[  epoch 0033/0040] 1770/4800, lr:1.3e-05 ∣ avg_100 : 31924.299496 ∣ critic_nllloss : 25941.389844 ∣ critic_ganloss : -281.828894 ∣ generator_nllloss : 5155.260547 ∣ generator_ganloss : 1142.131396 ∣     [  std_z : 0.99  real_sub_fake : 1085.44 ]
[  epoch 0033/0040] 1780/4800, lr:1.3e-05 ∣ avg_100 : 31923.430478 ∣ critic_nllloss : 25837.025391 ∣ critic_ganloss : -358.369577 ∣ generator_nllloss : 5179.270117 ∣ generator_ganloss : 1148.052002 ∣     [  std_z : 1.00  real_sub_fake : 1096.90 ]
[  epoch 0033/0040] 1790/4800, lr:1.3e-05 ∣ avg_100 : 31922.367684 ∣ critic_nllloss : 25831.242773 ∣ critic_ganloss : -250.134445 ∣ generator_nllloss : 5112.928711 ∣ generator_ganloss : 1142.650098 ∣     [  std_z : 1.00  real_sub_fake : 1083.57 ]
[  epoch 0033/0040] 1800/4800, lr:1.3e-05 ∣ avg_100 : 31923.382274 ∣ critic_nllloss : 25985.781250 ∣ critic_ganloss : -303.012695 ∣ generator_nllloss : 5286.632617 ∣ generator_ganloss : 1154.160547 ∣     [  std_z : 1.01  real_sub_fake : 1114.56 ]
[  epoch 0033/0040] 1810/4800, lr:1.3e-05 ∣ avg_100 : 31918.640486 ∣ critic_nllloss : 25616.919531 ∣ critic_ganloss : -286.185487 ∣ generator_nllloss : 5088.893555 ∣ generator_ganloss : 1156.250781 ∣     [  std_z : 1.00  real_sub_fake : 1094.79 ]
[  epoch 0033/0040] 1820/4800, lr:1.3e-05 ∣ avg_100 : 31918.414067 ∣ critic_nllloss : 25935.618359 ∣ critic_ganloss : -217.893741 ∣ generator_nllloss : 5240.334961 ∣ generator_ganloss : 1151.723145 ∣     [  std_z : 0.99  real_sub_fake : 1123.28 ]
[  epoch 0033/0040] 1830/4800, lr:1.3e-05 ∣ avg_100 : 31916.207904 ∣ critic_nllloss : 25937.341797 ∣ critic_ganloss : -289.468976 ∣ generator_nllloss : 5130.656836 ∣ generator_ganloss : 1149.084033 ∣     [  std_z : 0.99  real_sub_fake : 1150.49 ]
[  epoch 0033/0040] 1840/4800, lr:1.3e-05 ∣ avg_100 : 31915.419263 ∣ critic_nllloss : 25897.459766 ∣ critic_ganloss : -274.144705 ∣ generator_nllloss : 5123.476953 ∣ generator_ganloss : 1132.395801 ∣     [  std_z : 0.99  real_sub_fake : 1135.53 ]
[  epoch 0033/0040] 1850/4800, lr:1.3e-05 ∣ avg_100 : 31920.674401 ∣ critic_nllloss : 26198.899414 ∣ critic_ganloss : -291.248996 ∣ generator_nllloss : 5273.812500 ∣ generator_ganloss : 1151.793506 ∣     [  std_z : 0.99  real_sub_fake : 1185.07 ]
[  epoch 0033/0040] 1860/4800, lr:1.3e-05 ∣ avg_100 : 31916.121957 ∣ critic_nllloss : 25847.828320 ∣ critic_ganloss : -332.216544 ∣ generator_nllloss : 5158.994141 ∣ generator_ganloss : 1158.376416 ∣     [  std_z : 1.00  real_sub_fake : 1043.62 ]
[  epoch 0033/0040] 1870/4800, lr:1.3e-05 ∣ avg_100 : 31918.138643 ∣ critic_nllloss : 25934.311719 ∣ critic_ganloss : -176.743909 ∣ generator_nllloss : 5246.114062 ∣ generator_ganloss : 1142.341113 ∣     [  std_z : 1.00  real_sub_fake : 1095.34 ]
[  epoch 0033/0040] 1880/4800, lr:1.3e-05 ∣ avg_100 : 31914.294830 ∣ critic_nllloss : 25865.655664 ∣ critic_ganloss : -331.358701 ∣ generator_nllloss : 5142.168164 ∣ generator_ganloss : 1151.393604 ∣     [  std_z : 1.00  real_sub_fake : 1178.01 ]
[  epoch 0033/0040] 1890/4800, lr:1.3e-05 ∣ avg_100 : 31914.549202 ∣ critic_nllloss : 25914.915625 ∣ critic_ganloss : -332.758635 ∣ generator_nllloss : 5196.816406 ∣ generator_ganloss : 1162.270215 ∣     [  std_z : 0.99  real_sub_fake : 1025.15 ]
[  epoch 0033/0040] 1900/4800, lr:1.3e-05 ∣ avg_100 : 31916.146640 ∣ critic_nllloss : 25904.918945 ∣ critic_ganloss : -326.109163 ∣ generator_nllloss : 5193.740625 ∣ generator_ganloss : 1160.304883 ∣     [  std_z : 0.99  real_sub_fake : 1140.33 ]
[  epoch 0033/0040] 1910/4800, lr:1.3e-05 ∣ avg_100 : 31916.012764 ∣ critic_nllloss : 25827.521094 ∣ critic_ganloss : -243.592160 ∣ generator_nllloss : 5100.033398 ∣ generator_ganloss : 1165.280762 ∣     [  std_z : 0.99  real_sub_fake : 1178.99 ]
[  epoch 0033/0040] 1920/4800, lr:1.3e-05 ∣ avg_100 : 31918.592147 ∣ critic_nllloss : 25994.392773 ∣ critic_ganloss : -365.844427 ∣ generator_nllloss : 5145.820508 ∣ generator_ganloss : 1163.801172 ∣     [  std_z : 1.00  real_sub_fake : 1177.46 ]
[  epoch 0033/0040] 1930/4800, lr:1.3e-05 ∣ avg_100 : 31915.011277 ∣ critic_nllloss : 25790.440234 ∣ critic_ganloss : -357.119781 ∣ generator_nllloss : 5198.935156 ∣ generator_ganloss : 1145.617285 ∣     [  std_z : 1.00  real_sub_fake : 1294.94 ]
[  epoch 0033/0040] 1940/4800, lr:1.3e-05 ∣ avg_100 : 31911.451490 ∣ critic_nllloss : 25911.859766 ∣ critic_ganloss : -424.300793 ∣ generator_nllloss : 5126.407812 ∣ generator_ganloss : 1164.378906 ∣     [  std_z : 0.99  real_sub_fake : 1339.23 ]
[  epoch 0033/0040] 1950/4800, lr:1.3e-05 ∣ avg_100 : 31912.095574 ∣ critic_nllloss : 25888.628906 ∣ critic_ganloss : -355.108575 ∣ generator_nllloss : 5134.640039 ∣ generator_ganloss : 1169.237305 ∣     [  std_z : 0.99  real_sub_fake : 1338.84 ]
[  epoch 0033/0040] 1960/4800, lr:1.3e-05 ∣ avg_100 : 31910.287013 ∣ critic_nllloss : 25847.531250 ∣ critic_ganloss : -442.551596 ∣ generator_nllloss : 5156.227734 ∣ generator_ganloss : 1173.903369 ∣     [  std_z : 1.00  real_sub_fake : 1366.59 ]
[  epoch 0033/0040] 1970/4800, lr:1.3e-05 ∣ avg_100 : 31910.130137 ∣ critic_nllloss : 25998.405469 ∣ critic_ganloss : -322.223196 ∣ generator_nllloss : 5247.582812 ∣ generator_ganloss : 1181.980420 ∣     [  std_z : 0.99  real_sub_fake : 1366.67 ]
[  epoch 0033/0040] 1980/4800, lr:1.3e-05 ∣ avg_100 : 31906.310377 ∣ critic_nllloss : 25699.975391 ∣ critic_ganloss : -362.987305 ∣ generator_nllloss : 5133.794922 ∣ generator_ganloss : 1170.346289 ∣     [  std_z : 0.99  real_sub_fake : 1425.86 ]
[  epoch 0033/0040] 1990/4800, lr:1.3e-05 ∣ avg_100 : 31910.821611 ∣ critic_nllloss : 25883.473047 ∣ critic_ganloss : -427.026965 ∣ generator_nllloss : 5223.143359 ∣ generator_ganloss : 1167.369189 ∣     [  std_z : 1.00  real_sub_fake : 1427.39 ]
[  epoch 0033/0040] 2000/4800, lr:1.3e-05 ∣ avg_100 : 31906.718785 ∣ critic_nllloss : 25934.283398 ∣ critic_ganloss : -409.902374 ∣ generator_nllloss : 5123.909961 ∣ generator_ganloss : 1135.422607 ∣     [  std_z : 1.00  real_sub_fake : 1520.70 ]
[  epoch 0033/0040] 2010/4800, lr:1.3e-05 ∣ avg_100 : 31906.486601 ∣ critic_nllloss : 25980.700195 ∣ critic_ganloss : -424.356277 ∣ generator_nllloss : 5188.625977 ∣ generator_ganloss : 1153.368945 ∣     [  std_z : 0.99  real_sub_fake : 1454.98 ]
[  epoch 0033/0040] 2020/4800, lr:1.3e-05 ∣ avg_100 : 31909.360173 ∣ critic_nllloss : 25735.297070 ∣ critic_ganloss : -290.699902 ∣ generator_nllloss : 5261.084375 ∣ generator_ganloss : 1156.113477 ∣     [  std_z : 0.99  real_sub_fake : 1428.63 ]
[  epoch 0033/0040] 2030/4800, lr:1.3e-05 ∣ avg_100 : 31909.852830 ∣ critic_nllloss : 26007.375977 ∣ critic_ganloss : -413.275137 ∣ generator_nllloss : 5188.256641 ∣ generator_ganloss : 1167.001660 ∣     [  std_z : 0.99  real_sub_fake : 1500.81 ]
[  epoch 0033/0040] 2040/4800, lr:1.3e-05 ∣ avg_100 : 31912.377685 ∣ critic_nllloss : 26065.145313 ∣ critic_ganloss : -418.252472 ∣ generator_nllloss : 5218.917383 ∣ generator_ganloss : 1169.536816 ∣     [  std_z : 0.99  real_sub_fake : 1551.64 ]
[  epoch 0033/0040] 2050/4800, lr:1.3e-05 ∣ avg_100 : 31912.483319 ∣ critic_nllloss : 25973.109375 ∣ critic_ganloss : -196.332422 ∣ generator_nllloss : 5192.558789 ∣ generator_ganloss : 1167.130908 ∣     [  std_z : 1.00  real_sub_fake : 1312.02 ]
[  epoch 0033/0040] 2060/4800, lr:1.3e-05 ∣ avg_100 : 31911.191058 ∣ critic_nllloss : 25784.001758 ∣ critic_ganloss : -293.957031 ∣ generator_nllloss : 5111.191406 ∣ generator_ganloss : 1128.989941 ∣     [  std_z : 1.00  real_sub_fake : 1386.59 ]
[  epoch 0033/0040] 2070/4800, lr:1.3e-05 ∣ avg_100 : 31910.173187 ∣ critic_nllloss : 25774.627344 ∣ critic_ganloss : -174.234360 ∣ generator_nllloss : 5119.212500 ∣ generator_ganloss : 1146.188086 ∣     [  std_z : 1.00  real_sub_fake : 1117.70 ]
[  epoch 0033/0040] 2080/4800, lr:1.3e-05 ∣ avg_100 : 31915.032799 ∣ critic_nllloss : 25980.206055 ∣ critic_ganloss : -226.519426 ∣ generator_nllloss : 5218.294531 ∣ generator_ganloss : 1165.014355 ∣     [  std_z : 0.99  real_sub_fake : 948.40 ]
[  epoch 0033/0040] 2090/4800, lr:1.3e-05 ∣ avg_100 : 31916.710286 ∣ critic_nllloss : 25936.868750 ∣ critic_ganloss : -160.179854 ∣ generator_nllloss : 5166.804297 ∣ generator_ganloss : 1161.936572 ∣     [  std_z : 0.99  real_sub_fake : 861.29 ]
[  epoch 0033/0040] 2100/4800, lr:1.3e-05 ∣ avg_100 : 31918.264357 ∣ critic_nllloss : 25750.434961 ∣ critic_ganloss : -241.580655 ∣ generator_nllloss : 5188.057031 ∣ generator_ganloss : 1164.328906 ∣     [  std_z : 1.00  real_sub_fake : 750.15 ]
[  epoch 0033/0040] 2110/4800, lr:1.3e-05 ∣ avg_100 : 31917.746854 ∣ critic_nllloss : 25829.551758 ∣ critic_ganloss : -261.699272 ∣ generator_nllloss : 5251.375586 ∣ generator_ganloss : 1167.442969 ∣     [  std_z : 0.99  real_sub_fake : 851.72 ]
[  epoch 0033/0040] 2120/4800, lr:1.3e-05 ∣ avg_100 : 31918.172358 ∣ critic_nllloss : 25817.572461 ∣ critic_ganloss : -247.739398 ∣ generator_nllloss : 5181.106836 ∣ generator_ganloss : 1170.908008 ∣     [  std_z : 0.99  real_sub_fake : 878.18 ]
[  epoch 0033/0040] 2130/4800, lr:1.3e-05 ∣ avg_100 : 31916.294741 ∣ critic_nllloss : 25748.537305 ∣ critic_ganloss : -290.385022 ∣ generator_nllloss : 5097.421875 ∣ generator_ganloss : 1176.260742 ∣     [  std_z : 0.99  real_sub_fake : 898.01 ]
[  epoch 0033/0040] 2140/4800, lr:1.3e-05 ∣ avg_100 : 31920.754044 ∣ critic_nllloss : 25916.201367 ∣ critic_ganloss : -293.565875 ∣ generator_nllloss : 5214.951563 ∣ generator_ganloss : 1162.893896 ∣     [  std_z : 0.99  real_sub_fake : 1014.80 ]
[  epoch 0033/0040] 2150/4800, lr:1.3e-05 ∣ avg_100 : 31918.049268 ∣ critic_nllloss : 25683.523828 ∣ critic_ganloss : -350.545108 ∣ generator_nllloss : 5101.025781 ∣ generator_ganloss : 1151.542676 ∣     [  std_z : 0.99  real_sub_fake : 1069.74 ]
[  epoch 0033/0040] 2160/4800, lr:1.3e-05 ∣ avg_100 : 31920.178354 ∣ critic_nllloss : 26072.201758 ∣ critic_ganloss : -186.028473 ∣ generator_nllloss : 5234.160352 ∣ generator_ganloss : 1178.954297 ∣     [  std_z : 0.99  real_sub_fake : 1077.50 ]
[  epoch 0033/0040] 2170/4800, lr:1.3e-05 ∣ avg_100 : 31920.737597 ∣ critic_nllloss : 25801.166602 ∣ critic_ganloss : -283.897115 ∣ generator_nllloss : 5184.851758 ∣ generator_ganloss : 1185.381250 ∣     [  std_z : 0.99  real_sub_fake : 902.82 ]
[  epoch 0033/0040] 2180/4800, lr:1.3e-05 ∣ avg_100 : 31920.717173 ∣ critic_nllloss : 25816.604687 ∣ critic_ganloss : -283.596063 ∣ generator_nllloss : 5154.607227 ∣ generator_ganloss : 1165.295215 ∣     [  std_z : 1.00  real_sub_fake : 1102.11 ]
[  epoch 0033/0040] 2190/4800, lr:1.3e-05 ∣ avg_100 : 31918.311602 ∣ critic_nllloss : 25851.170117 ∣ critic_ganloss : -316.818762 ∣ generator_nllloss : 5188.068945 ∣ generator_ganloss : 1150.849512 ∣     [  std_z : 1.00  real_sub_fake : 1125.93 ]
[  epoch 0033/0040] 2200/4800, lr:1.3e-05 ∣ avg_100 : 31916.233724 ∣ critic_nllloss : 25805.811133 ∣ critic_ganloss : -400.735056 ∣ generator_nllloss : 5231.318750 ∣ generator_ganloss : 1172.052393 ∣     [  std_z : 1.00  real_sub_fake : 1169.68 ]
[  epoch 0033/0040] 2210/4800, lr:1.3e-05 ∣ avg_100 : 31919.758705 ∣ critic_nllloss : 25874.668164 ∣ critic_ganloss : -364.875827 ∣ generator_nllloss : 5282.757031 ∣ generator_ganloss : 1165.566309 ∣     [  std_z : 1.00  real_sub_fake : 1285.66 ]
[  epoch 0033/0040] 2220/4800, lr:1.3e-05 ∣ avg_100 : 31921.345560 ∣ critic_nllloss : 26058.689844 ∣ critic_ganloss : -425.211734 ∣ generator_nllloss : 5114.083008 ∣ generator_ganloss : 1171.516895 ∣     [  std_z : 0.99  real_sub_fake : 1377.37 ]
[  epoch 0033/0040] 2230/4800, lr:1.3e-05 ∣ avg_100 : 31923.972176 ∣ critic_nllloss : 25888.050195 ∣ critic_ganloss : -278.495773 ∣ generator_nllloss : 5123.633398 ∣ generator_ganloss : 1170.871533 ∣     [  std_z : 0.99  real_sub_fake : 1365.48 ]
[  epoch 0033/0040] 2240/4800, lr:1.3e-05 ∣ avg_100 : 31923.075145 ∣ critic_nllloss : 25567.248828 ∣ critic_ganloss : -277.236353 ∣ generator_nllloss : 5210.363086 ∣ generator_ganloss : 1180.474805 ∣     [  std_z : 0.99  real_sub_fake : 1222.79 ]
[  epoch 0033/0040] 2250/4800, lr:1.3e-05 ∣ avg_100 : 31923.321382 ∣ critic_nllloss : 25836.053906 ∣ critic_ganloss : -328.355585 ∣ generator_nllloss : 5164.284180 ∣ generator_ganloss : 1197.506885 ∣     [  std_z : 0.99  real_sub_fake : 1196.05 ]
[  epoch 0033/0040] 2260/4800, lr:1.3e-05 ∣ avg_100 : 31923.594476 ∣ critic_nllloss : 25893.725977 ∣ critic_ganloss : -406.215900 ∣ generator_nllloss : 5292.532812 ∣ generator_ganloss : 1193.841504 ∣     [  std_z : 0.99  real_sub_fake : 1160.59 ]
[  epoch 0033/0040] 2270/4800, lr:1.3e-05 ∣ avg_100 : 31921.586525 ∣ critic_nllloss : 25776.622266 ∣ critic_ganloss : -324.632709 ∣ generator_nllloss : 5082.995508 ∣ generator_ganloss : 1165.665576 ∣     [  std_z : 1.00  real_sub_fake : 1301.65 ]
[  epoch 0033/0040] 2280/4800, lr:1.3e-05 ∣ avg_100 : 31917.880065 ∣ critic_nllloss : 25829.910938 ∣ critic_ganloss : -394.528778 ∣ generator_nllloss : 5127.321484 ∣ generator_ganloss : 1167.443799 ∣     [  std_z : 0.99  real_sub_fake : 1421.02 ]
[  epoch 0033/0040] 2290/4800, lr:1.3e-05 ∣ avg_100 : 31917.246580 ∣ critic_nllloss : 25779.731445 ∣ critic_ganloss : -415.961356 ∣ generator_nllloss : 5181.679688 ∣ generator_ganloss : 1176.781738 ∣     [  std_z : 0.99  real_sub_fake : 1293.45 ]
[  epoch 0033/0040] 2300/4800, lr:1.3e-05 ∣ avg_100 : 31913.650813 ∣ critic_nllloss : 25718.513672 ∣ critic_ganloss : -393.741043 ∣ generator_nllloss : 5187.774219 ∣ generator_ganloss : 1157.140186 ∣     [  std_z : 0.99  real_sub_fake : 1436.89 ]
[  epoch 0033/0040] 2310/4800, lr:1.3e-05 ∣ avg_100 : 31913.342648 ∣ critic_nllloss : 25998.555078 ∣ critic_ganloss : -358.824628 ∣ generator_nllloss : 5175.154102 ∣ generator_ganloss : 1176.083545 ∣     [  std_z : 0.99  real_sub_fake : 1495.42 ]
[  epoch 0033/0040] 2320/4800, lr:1.3e-05 ∣ avg_100 : 31908.246450 ∣ critic_nllloss : 25738.722852 ∣ critic_ganloss : -300.217386 ∣ generator_nllloss : 5112.340039 ∣ generator_ganloss : 1172.029346 ∣     [  std_z : 0.99  real_sub_fake : 1309.12 ]
[  epoch 0033/0040] 2330/4800, lr:1.3e-05 ∣ avg_100 : 31905.348291 ∣ critic_nllloss : 25605.045312 ∣ critic_ganloss : -390.022055 ∣ generator_nllloss : 5121.182422 ∣ generator_ganloss : 1163.010059 ∣     [  std_z : 1.00  real_sub_fake : 1336.99 ]
[  epoch 0033/0040] 2340/4800, lr:1.3e-05 ∣ avg_100 : 31906.304640 ∣ critic_nllloss : 25915.034180 ∣ critic_ganloss : -330.687808 ∣ generator_nllloss : 5254.222852 ∣ generator_ganloss : 1170.524561 ∣     [  std_z : 0.99  real_sub_fake : 1391.58 ]
[  epoch 0033/0040] 2350/4800, lr:1.3e-05 ∣ avg_100 : 31906.511630 ∣ critic_nllloss : 25761.121680 ∣ critic_ganloss : -361.795615 ∣ generator_nllloss : 5110.678711 ∣ generator_ganloss : 1177.825439 ∣     [  std_z : 1.00  real_sub_fake : 1311.95 ]
[  epoch 0033/0040] 2360/4800, lr:1.3e-05 ∣ avg_100 : 31906.289206 ∣ critic_nllloss : 25868.781836 ∣ critic_ganloss : -317.956821 ∣ generator_nllloss : 5210.092578 ∣ generator_ganloss : 1178.816016 ∣     [  std_z : 1.00  real_sub_fake : 1320.00 ]
[  epoch 0033/0040] 2370/4800, lr:1.3e-05 ∣ avg_100 : 31906.274871 ∣ critic_nllloss : 25967.742188 ∣ critic_ganloss : -283.755554 ∣ generator_nllloss : 5141.807422 ∣ generator_ganloss : 1174.085645 ∣     [  std_z : 1.00  real_sub_fake : 1175.70 ]
[  epoch 0033/0040] 2380/4800, lr:1.3e-05 ∣ avg_100 : 31906.365764 ∣ critic_nllloss : 25821.738281 ∣ critic_ganloss : -281.500989 ∣ generator_nllloss : 5147.376172 ∣ generator_ganloss : 1165.340381 ∣     [  std_z : 0.99  real_sub_fake : 1242.21 ]
[  epoch 0033/0040] 2390/4800, lr:1.3e-05 ∣ avg_100 : 31903.701325 ∣ critic_nllloss : 25728.946484 ∣ critic_ganloss : -289.832040 ∣ generator_nllloss : 4972.557617 ∣ generator_ganloss : 1172.589746 ∣     [  std_z : 0.99  real_sub_fake : 1154.92 ]
[  epoch 0033/0040] 2400/4800, lr:1.3e-05 ∣ avg_100 : 31902.160936 ∣ critic_nllloss : 25771.161719 ∣ critic_ganloss : -315.090332 ∣ generator_nllloss : 5081.824219 ∣ generator_ganloss : 1168.994238 ∣     [  std_z : 0.99  real_sub_fake : 1108.44 ]
[  epoch 0033/0040] 2410/4800, lr:1.3e-05 ∣ avg_100 : 31898.326775 ∣ critic_nllloss : 25566.039844 ∣ critic_ganloss : -364.984113 ∣ generator_nllloss : 5213.906250 ∣ generator_ganloss : 1158.344580 ∣     [  std_z : 0.99  real_sub_fake : 1173.19 ]
[  epoch 0033/0040] 2420/4800, lr:1.3e-05 ∣ avg_100 : 31894.881707 ∣ critic_nllloss : 25827.924609 ∣ critic_ganloss : -293.585788 ∣ generator_nllloss : 5134.848242 ∣ generator_ganloss : 1159.452148 ∣     [  std_z : 0.99  real_sub_fake : 1213.77 ]
[  epoch 0033/0040] 2430/4800, lr:1.3e-05 ∣ avg_100 : 31893.378991 ∣ critic_nllloss : 25971.054102 ∣ critic_ganloss : -319.268066 ∣ generator_nllloss : 5191.160156 ∣ generator_ganloss : 1146.249707 ∣     [  std_z : 0.99  real_sub_fake : 1321.57 ]
[  epoch 0033/0040] 2440/4800, lr:1.3e-05 ∣ avg_100 : 31892.782059 ∣ critic_nllloss : 25951.993555 ∣ critic_ganloss : -313.094720 ∣ generator_nllloss : 5213.035937 ∣ generator_ganloss : 1146.786523 ∣     [  std_z : 0.99  real_sub_fake : 1371.37 ]
[  epoch 0033/0040] 2450/4800, lr:1.3e-05 ∣ avg_100 : 31894.139325 ∣ critic_nllloss : 25850.277734 ∣ critic_ganloss : -311.613739 ∣ generator_nllloss : 5143.758789 ∣ generator_ganloss : 1149.861133 ∣     [  std_z : 1.00  real_sub_fake : 1325.47 ]
[  epoch 0033/0040] 2460/4800, lr:1.3e-05 ∣ avg_100 : 31892.526706 ∣ critic_nllloss : 25987.893750 ∣ critic_ganloss : -288.887805 ∣ generator_nllloss : 5145.853125 ∣ generator_ganloss : 1161.358740 ∣     [  std_z : 1.00  real_sub_fake : 1291.70 ]
[  epoch 0033/0040] 2470/4800, lr:1.3e-05 ∣ avg_100 : 31895.898784 ∣ critic_nllloss : 25953.453516 ∣ critic_ganloss : -331.252945 ∣ generator_nllloss : 5277.539453 ∣ generator_ganloss : 1167.393457 ∣     [  std_z : 1.00  real_sub_fake : 1124.82 ]
[  epoch 0033/0040] 2480/4800, lr:1.3e-05 ∣ avg_100 : 31893.503709 ∣ critic_nllloss : 25696.624414 ∣ critic_ganloss : -232.395358 ∣ generator_nllloss : 5043.294141 ∣ generator_ganloss : 1146.626367 ∣     [  std_z : 0.99  real_sub_fake : 1160.93 ]
[  epoch 0033/0040] 2490/4800, lr:1.3e-05 ∣ avg_100 : 31893.859587 ∣ critic_nllloss : 25763.274023 ∣ critic_ganloss : -254.139001 ∣ generator_nllloss : 5137.490625 ∣ generator_ganloss : 1154.652441 ∣     [  std_z : 0.99  real_sub_fake : 1005.15 ]
[  epoch 0033/0040] 2500/4800, lr:1.3e-05 ∣ avg_100 : 31898.419320 ∣ critic_nllloss : 26088.650391 ∣ critic_ganloss : -264.047699 ∣ generator_nllloss : 5197.024219 ∣ generator_ganloss : 1169.745312 ∣     [  std_z : 0.99  real_sub_fake : 1064.19 ]
[  epoch 0033/0040] 2510/4800, lr:1.3e-05 ∣ avg_100 : 31899.789049 ∣ critic_nllloss : 25772.712891 ∣ critic_ganloss : -268.425992 ∣ generator_nllloss : 5265.523438 ∣ generator_ganloss : 1150.770020 ∣     [  std_z : 0.99  real_sub_fake : 1118.08 ]
[  epoch 0033/0040] 2520/4800, lr:1.3e-05 ∣ avg_100 : 31895.473537 ∣ critic_nllloss : 25798.774609 ∣ critic_ganloss : -303.454979 ∣ generator_nllloss : 5087.637109 ∣ generator_ganloss : 1154.065479 ∣     [  std_z : 0.99  real_sub_fake : 1022.62 ]
[  epoch 0033/0040] 2530/4800, lr:1.3e-05 ∣ avg_100 : 31891.148025 ∣ critic_nllloss : 25560.902539 ∣ critic_ganloss : -296.487003 ∣ generator_nllloss : 5086.163477 ∣ generator_ganloss : 1165.875928 ∣     [  std_z : 0.99  real_sub_fake : 1009.63 ]
[  epoch 0033/0040] 2540/4800, lr:1.3e-05 ∣ avg_100 : 31890.377360 ∣ critic_nllloss : 25665.945898 ∣ critic_ganloss : -376.577579 ∣ generator_nllloss : 5178.932031 ∣ generator_ganloss : 1157.089355 ∣     [  std_z : 1.00  real_sub_fake : 1159.47 ]
[  epoch 0033/0040] 2550/4800, lr:1.3e-05 ∣ avg_100 : 31888.581486 ∣ critic_nllloss : 25936.748437 ∣ critic_ganloss : -372.286194 ∣ generator_nllloss : 5261.016406 ∣ generator_ganloss : 1147.160352 ∣     [  std_z : 1.00  real_sub_fake : 1379.60 ]
[  epoch 0033/0040] 2560/4800, lr:1.3e-05 ∣ avg_100 : 31886.384415 ∣ critic_nllloss : 25837.708594 ∣ critic_ganloss : -352.116144 ∣ generator_nllloss : 5172.025000 ∣ generator_ganloss : 1158.457471 ∣     [  std_z : 0.99  real_sub_fake : 1326.20 ]
[  epoch 0033/0040] 2570/4800, lr:1.3e-05 ∣ avg_100 : 31885.616065 ∣ critic_nllloss : 25905.776367 ∣ critic_ganloss : -339.553949 ∣ generator_nllloss : 5251.782422 ∣ generator_ganloss : 1152.685010 ∣     [  std_z : 1.00  real_sub_fake : 1370.51 ]
[  epoch 0033/0040] 2580/4800, lr:1.3e-05 ∣ avg_100 : 31883.025901 ∣ critic_nllloss : 25721.897656 ∣ critic_ganloss : -296.421997 ∣ generator_nllloss : 5097.725195 ∣ generator_ganloss : 1170.791162 ∣     [  std_z : 1.00  real_sub_fake : 1139.52 ]
[  epoch 0033/0040] 2590/4800, lr:1.3e-05 ∣ avg_100 : 31881.324847 ∣ critic_nllloss : 25791.233984 ∣ critic_ganloss : -289.123547 ∣ generator_nllloss : 5076.775195 ∣ generator_ganloss : 1163.699316 ∣     [  std_z : 0.99  real_sub_fake : 1265.74 ]
[  epoch 0033/0040] 2600/4800, lr:1.3e-05 ∣ avg_100 : 31880.675034 ∣ critic_nllloss : 25956.163477 ∣ critic_ganloss : -213.317484 ∣ generator_nllloss : 5184.595312 ∣ generator_ganloss : 1178.339404 ∣     [  std_z : 1.00  real_sub_fake : 1060.29 ]
[  epoch 0033/0040] 2610/4800, lr:1.3e-05 ∣ avg_100 : 31874.470887 ∣ critic_nllloss : 25626.332617 ∣ critic_ganloss : -277.749973 ∣ generator_nllloss : 5074.348828 ∣ generator_ganloss : 1145.693848 ∣     [  std_z : 0.99  real_sub_fake : 1095.50 ]
[  epoch 0033/0040] 2620/4800, lr:1.3e-05 ∣ avg_100 : 31871.915717 ∣ critic_nllloss : 25645.106836 ∣ critic_ganloss : -299.770694 ∣ generator_nllloss : 5189.031641 ∣ generator_ganloss : 1147.244287 ∣     [  std_z : 0.99  real_sub_fake : 1122.27 ]
[  epoch 0033/0040] 2630/4800, lr:1.3e-05 ∣ avg_100 : 31872.022276 ∣ critic_nllloss : 25815.751953 ∣ critic_ganloss : -278.015237 ∣ generator_nllloss : 5095.319336 ∣ generator_ganloss : 1156.714453 ∣     [  std_z : 1.00  real_sub_fake : 1096.82 ]
[  epoch 0033/0040] 2640/4800, lr:1.3e-05 ∣ avg_100 : 31869.365284 ∣ critic_nllloss : 25800.932227 ∣ critic_ganloss : -230.436343 ∣ generator_nllloss : 5141.240625 ∣ generator_ganloss : 1169.658057 ∣     [  std_z : 1.00  real_sub_fake : 962.70 ]
[  epoch 0033/0040] 2650/4800, lr:1.3e-05 ∣ avg_100 : 31866.797797 ∣ critic_nllloss : 25769.585547 ∣ critic_ganloss : -290.484070 ∣ generator_nllloss : 5225.686914 ∣ generator_ganloss : 1143.502637 ∣     [  std_z : 1.00  real_sub_fake : 1172.85 ]
[  epoch 0033/0040] 2660/4800, lr:1.3e-05 ∣ avg_100 : 31869.275859 ∣ critic_nllloss : 25984.605273 ∣ critic_ganloss : -357.682657 ∣ generator_nllloss : 5155.639258 ∣ generator_ganloss : 1165.936426 ∣     [  std_z : 0.99  real_sub_fake : 1191.62 ]
[  epoch 0033/0040] 2670/4800, lr:1.3e-05 ∣ avg_100 : 31868.834153 ∣ critic_nllloss : 25744.258203 ∣ critic_ganloss : -320.505804 ∣ generator_nllloss : 5233.642773 ∣ generator_ganloss : 1160.610742 ∣     [  std_z : 0.99  real_sub_fake : 1171.81 ]
[  epoch 0033/0040] 2680/4800, lr:1.3e-05 ∣ avg_100 : 31866.440128 ∣ critic_nllloss : 25980.946484 ∣ critic_ganloss : -355.863666 ∣ generator_nllloss : 5237.080078 ∣ generator_ganloss : 1151.767188 ∣     [  std_z : 0.99  real_sub_fake : 1213.35 ]
[  epoch 0033/0040] 2690/4800, lr:1.3e-05 ∣ avg_100 : 31866.343558 ∣ critic_nllloss : 25876.711523 ∣ critic_ganloss : -284.871768 ∣ generator_nllloss : 5263.028516 ∣ generator_ganloss : 1151.166064 ∣     [  std_z : 0.99  real_sub_fake : 1279.56 ]
[  epoch 0033/0040] 2700/4800, lr:1.3e-05 ∣ avg_100 : 31869.800812 ∣ critic_nllloss : 26070.589844 ∣ critic_ganloss : -337.109464 ∣ generator_nllloss : 5282.875586 ∣ generator_ganloss : 1146.912891 ∣     [  std_z : 0.99  real_sub_fake : 1274.45 ]
[  epoch 0033/0040] 2710/4800, lr:1.3e-05 ∣ avg_100 : 31870.741891 ∣ critic_nllloss : 25966.482227 ∣ critic_ganloss : -293.438620 ∣ generator_nllloss : 5164.555664 ∣ generator_ganloss : 1145.342285 ∣     [  std_z : 1.00  real_sub_fake : 1189.07 ]
[  epoch 0033/0040] 2720/4800, lr:1.3e-05 ∣ avg_100 : 31869.352108 ∣ critic_nllloss : 25897.054883 ∣ critic_ganloss : -353.032468 ∣ generator_nllloss : 5265.049219 ∣ generator_ganloss : 1146.987402 ∣     [  std_z : 1.00  real_sub_fake : 1264.35 ]
[  epoch 0033/0040] 2730/4800, lr:1.3e-05 ∣ avg_100 : 31869.384849 ∣ critic_nllloss : 25669.761523 ∣ critic_ganloss : -311.947232 ∣ generator_nllloss : 5185.730469 ∣ generator_ganloss : 1167.673535 ∣     [  std_z : 0.99  real_sub_fake : 1165.92 ]
[  epoch 0033/0040] 2740/4800, lr:1.3e-05 ∣ avg_100 : 31869.089051 ∣ critic_nllloss : 25907.421094 ∣ critic_ganloss : -258.671678 ∣ generator_nllloss : 5105.896484 ∣ generator_ganloss : 1158.373730 ∣     [  std_z : 0.99  real_sub_fake : 1003.90 ]
[  epoch 0033/0040] 2750/4800, lr:1.3e-05 ∣ avg_100 : 31872.416814 ∣ critic_nllloss : 26020.613867 ∣ critic_ganloss : -279.376004 ∣ generator_nllloss : 5171.998438 ∣ generator_ganloss : 1136.483496 ∣     [  std_z : 0.99  real_sub_fake : 1178.80 ]
[  epoch 0033/0040] 2760/4800, lr:1.3e-05 ∣ avg_100 : 31875.132451 ∣ critic_nllloss : 25854.803125 ∣ critic_ganloss : -234.600659 ∣ generator_nllloss : 5198.712109 ∣ generator_ganloss : 1144.198047 ∣     [  std_z : 0.99  real_sub_fake : 1151.42 ]
[  epoch 0033/0040] 2770/4800, lr:1.3e-05 ∣ avg_100 : 31874.863026 ∣ critic_nllloss : 25900.581836 ∣ critic_ganloss : -306.959357 ∣ generator_nllloss : 5186.409961 ∣ generator_ganloss : 1149.977930 ∣     [  std_z : 0.99  real_sub_fake : 1056.13 ]
[  epoch 0033/0040] 2780/4800, lr:1.3e-05 ∣ avg_100 : 31873.478545 ∣ critic_nllloss : 25735.369531 ∣ critic_ganloss : -315.609033 ∣ generator_nllloss : 5112.964648 ∣ generator_ganloss : 1134.804688 ∣     [  std_z : 0.99  real_sub_fake : 1061.70 ]
[  epoch 0033/0040] 2790/4800, lr:1.3e-05 ∣ avg_100 : 31875.247069 ∣ critic_nllloss : 25985.821680 ∣ critic_ganloss : -364.693390 ∣ generator_nllloss : 5257.650391 ∣ generator_ganloss : 1134.760840 ∣     [  std_z : 0.99  real_sub_fake : 1172.22 ]
[  epoch 0033/0040] 2800/4800, lr:1.3e-05 ∣ avg_100 : 31872.405943 ∣ critic_nllloss : 25867.460547 ∣ critic_ganloss : -375.227487 ∣ generator_nllloss : 5197.735352 ∣ generator_ganloss : 1149.480713 ∣     [  std_z : 0.99  real_sub_fake : 1238.70 ]
[  epoch 0033/0040] 2810/4800, lr:1.3e-05 ∣ avg_100 : 31875.238702 ∣ critic_nllloss : 25869.242383 ∣ critic_ganloss : -372.912970 ∣ generator_nllloss : 5215.580664 ∣ generator_ganloss : 1147.244238 ∣     [  std_z : 1.00  real_sub_fake : 1242.11 ]
[  epoch 0033/0040] 2820/4800, lr:1.3e-05 ∣ avg_100 : 31870.995263 ∣ critic_nllloss : 25875.686133 ∣ critic_ganloss : -397.609082 ∣ generator_nllloss : 5063.439453 ∣ generator_ganloss : 1143.922266 ∣     [  std_z : 1.00  real_sub_fake : 1371.15 ]
[  epoch 0033/0040] 2830/4800, lr:1.3e-05 ∣ avg_100 : 31868.873373 ∣ critic_nllloss : 25815.008203 ∣ critic_ganloss : -357.917700 ∣ generator_nllloss : 5113.102734 ∣ generator_ganloss : 1145.231494 ∣     [  std_z : 1.00  real_sub_fake : 1365.04 ]
[  epoch 0033/0040] 2840/4800, lr:1.3e-05 ∣ avg_100 : 31866.283178 ∣ critic_nllloss : 25823.128320 ∣ critic_ganloss : -352.714920 ∣ generator_nllloss : 5014.349805 ∣ generator_ganloss : 1135.405078 ∣     [  std_z : 0.99  real_sub_fake : 1448.91 ]
[  epoch 0033/0040] 2850/4800, lr:1.3e-05 ∣ avg_100 : 31862.734807 ∣ critic_nllloss : 25833.149805 ∣ critic_ganloss : -260.085397 ∣ generator_nllloss : 5237.989062 ∣ generator_ganloss : 1167.365869 ∣     [  std_z : 0.99  real_sub_fake : 1245.05 ]
[  epoch 0033/0040] 2860/4800, lr:1.3e-05 ∣ avg_100 : 31865.645659 ∣ critic_nllloss : 25980.490430 ∣ critic_ganloss : -293.432080 ∣ generator_nllloss : 5277.099414 ∣ generator_ganloss : 1159.909814 ∣     [  std_z : 0.99  real_sub_fake : 1168.57 ]
[  epoch 0033/0040] 2870/4800, lr:1.3e-05 ∣ avg_100 : 31864.987222 ∣ critic_nllloss : 26038.104883 ∣ critic_ganloss : -299.601001 ∣ generator_nllloss : 5179.054688 ∣ generator_ganloss : 1162.620654 ∣     [  std_z : 0.99  real_sub_fake : 1243.22 ]
[  epoch 0033/0040] 2880/4800, lr:1.3e-05 ∣ avg_100 : 31866.451568 ∣ critic_nllloss : 25953.402734 ∣ critic_ganloss : -351.673645 ∣ generator_nllloss : 5205.558203 ∣ generator_ganloss : 1167.006104 ∣     [  std_z : 1.00  real_sub_fake : 1173.39 ]
[  epoch 0033/0040] 2890/4800, lr:1.3e-05 ∣ avg_100 : 31866.173177 ∣ critic_nllloss : 25841.753125 ∣ critic_ganloss : -263.995044 ∣ generator_nllloss : 5151.124023 ∣ generator_ganloss : 1184.522363 ∣     [  std_z : 1.00  real_sub_fake : 1005.54 ]
[  epoch 0033/0040] 2900/4800, lr:1.3e-05 ∣ avg_100 : 31864.546219 ∣ critic_nllloss : 25844.651172 ∣ critic_ganloss : -355.122311 ∣ generator_nllloss : 5127.542383 ∣ generator_ganloss : 1153.088281 ∣     [  std_z : 1.00  real_sub_fake : 1142.32 ]
[  epoch 0033/0040] 2910/4800, lr:1.3e-05 ∣ avg_100 : 31864.830673 ∣ critic_nllloss : 25782.482812 ∣ critic_ganloss : -117.243900 ∣ generator_nllloss : 5084.717773 ∣ generator_ganloss : 1127.731787 ∣     [  std_z : 1.00  real_sub_fake : 1246.81 ]
[  epoch 0033/0040] 2920/4800, lr:1.3e-05 ∣ avg_100 : 31866.043043 ∣ critic_nllloss : 25927.469531 ∣ critic_ganloss : -148.387067 ∣ generator_nllloss : 5108.968750 ∣ generator_ganloss : 1171.355811 ∣     [  std_z : 0.99  real_sub_fake : 786.67 ]
[  epoch 0033/0040] 2930/4800, lr:1.3e-05 ∣ avg_100 : 31868.327173 ∣ critic_nllloss : 25742.132227 ∣ critic_ganloss : -77.330409 ∣ generator_nllloss : 5161.113477 ∣ generator_ganloss : 1180.370557 ∣  [  std_z : 0.99  real_sub_fake : 313.89 ]
[  epoch 0033/0040] 2940/4800, lr:1.3e-05 ∣ avg_100 : 31870.018381 ∣ critic_nllloss : 25786.055664 ∣ critic_ganloss : -111.811153 ∣ generator_nllloss : 5107.393555 ∣ generator_ganloss : 1165.828418 ∣     [  std_z : 0.99  real_sub_fake : 286.01 ]
[  epoch 0033/0040] 2950/4800, lr:1.3e-05 ∣ avg_100 : 31873.183614 ∣ critic_nllloss : 25907.137891 ∣ critic_ganloss : -127.215439 ∣ generator_nllloss : 5228.453711 ∣ generator_ganloss : 1145.544824 ∣     [  std_z : 0.99  real_sub_fake : 360.29 ]
[  epoch 0033/0040] 2960/4800, lr:1.3e-05 ∣ avg_100 : 31873.171547 ∣ critic_nllloss : 25632.741211 ∣ critic_ganloss : -155.001859 ∣ generator_nllloss : 5133.553906 ∣ generator_ganloss : 1122.610791 ∣     [  std_z : 1.00  real_sub_fake : 439.80 ]
[  epoch 0033/0040] 2970/4800, lr:1.3e-05 ∣ avg_100 : 31871.266699 ∣ critic_nllloss : 25935.746875 ∣ critic_ganloss : -196.586668 ∣ generator_nllloss : 5076.026367 ∣ generator_ganloss : 1100.074170 ∣     [  std_z : 1.00  real_sub_fake : 613.73 ]
[  epoch 0033/0040] 2980/4800, lr:1.3e-05 ∣ avg_100 : 31873.708691 ∣ critic_nllloss : 25910.329297 ∣ critic_ganloss : -207.388051 ∣ generator_nllloss : 5096.508984 ∣ generator_ganloss : 1085.878223 ∣     [  std_z : 1.00  real_sub_fake : 769.70 ]
[  epoch 0033/0040] 2990/4800, lr:1.3e-05 ∣ avg_100 : 31874.663032 ∣ critic_nllloss : 25945.655664 ∣ critic_ganloss : -262.684578 ∣ generator_nllloss : 5176.923828 ∣ generator_ganloss : 1082.497803 ∣     [  std_z : 1.00  real_sub_fake : 859.03 ]
[  epoch 0033/0040] 3000/4800, lr:1.3e-05 ∣ avg_100 : 31875.425739 ∣ critic_nllloss : 25856.976367 ∣ critic_ganloss : -242.973097 ∣ generator_nllloss : 5158.112695 ∣ generator_ganloss : 1087.868408 ∣     [  std_z : 0.99  real_sub_fake : 874.54 ]
[  epoch 0033/0040] 3010/4800, lr:1.3e-05 ∣ avg_100 : 31877.591796 ∣ critic_nllloss : 25933.527930 ∣ critic_ganloss : -223.767155 ∣ generator_nllloss : 5308.890234 ∣ generator_ganloss : 1096.293457 ∣     [  std_z : 0.99  real_sub_fake : 873.60 ]
[  epoch 0033/0040] 3020/4800, lr:1.3e-05 ∣ avg_100 : 31877.663837 ∣ critic_nllloss : 25813.268945 ∣ critic_ganloss : -214.257532 ∣ generator_nllloss : 5180.386523 ∣ generator_ganloss : 1089.601221 ∣     [  std_z : 0.99  real_sub_fake : 905.14 ]
[  epoch 0033/0040] 3030/4800, lr:1.3e-05 ∣ avg_100 : 31876.489232 ∣ critic_nllloss : 25837.309375 ∣ critic_ganloss : -275.620029 ∣ generator_nllloss : 5166.970508 ∣ generator_ganloss : 1103.238770 ∣     [  std_z : 0.99  real_sub_fake : 880.86 ]
[  epoch 0033/0040] 3040/4800, lr:1.3e-05 ∣ avg_100 : 31872.927192 ∣ critic_nllloss : 25691.246680 ∣ critic_ganloss : -242.580467 ∣ generator_nllloss : 5110.094141 ∣ generator_ganloss : 1120.382666 ∣     [  std_z : 1.00  real_sub_fake : 849.21 ]
[  epoch 0033/0040] 3050/4800, lr:1.3e-05 ∣ avg_100 : 31866.541606 ∣ critic_nllloss : 25698.197070 ∣ critic_ganloss : -330.885258 ∣ generator_nllloss : 5018.182227 ∣ generator_ganloss : 1112.414062 ∣     [  std_z : 1.00  real_sub_fake : 948.88 ]
[  epoch 0033/0040] 3060/4800, lr:1.3e-05 ∣ avg_100 : 31869.030304 ∣ critic_nllloss : 25923.816992 ∣ critic_ganloss : -366.986243 ∣ generator_nllloss : 5310.797656 ∣ generator_ganloss : 1111.467480 ∣     [  std_z : 1.00  real_sub_fake : 1061.76 ]
[  epoch 0033/0040] 3070/4800, lr:1.3e-05 ∣ avg_100 : 31868.737126 ∣ critic_nllloss : 25821.245898 ∣ critic_ganloss : -282.752396 ∣ generator_nllloss : 5189.070508 ∣ generator_ganloss : 1108.911768 ∣     [  std_z : 1.00  real_sub_fake : 1135.33 ]
[  epoch 0033/0040] 3080/4800, lr:1.3e-05 ∣ avg_100 : 31863.262588 ∣ critic_nllloss : 25691.706836 ∣ critic_ganloss : -293.526596 ∣ generator_nllloss : 5071.690039 ∣ generator_ganloss : 1119.671436 ∣     [  std_z : 0.99  real_sub_fake : 1086.97 ]
[  epoch 0033/0040] 3090/4800, lr:1.3e-05 ∣ avg_100 : 31861.076697 ∣ critic_nllloss : 25780.332617 ∣ critic_ganloss : -224.203366 ∣ generator_nllloss : 5213.943164 ∣ generator_ganloss : 1116.768262 ∣     [  std_z : 0.98  real_sub_fake : 1081.52 ]
[  epoch 0033/0040] 3100/4800, lr:1.3e-05 ∣ avg_100 : 31863.429004 ∣ critic_nllloss : 26008.410547 ∣ critic_ganloss : -266.197098 ∣ generator_nllloss : 5225.554102 ∣ generator_ganloss : 1128.703320 ∣     [  std_z : 0.99  real_sub_fake : 1002.41 ]
[  epoch 0033/0040] 3110/4800, lr:1.3e-05 ∣ avg_100 : 31864.238884 ∣ critic_nllloss : 26051.848242 ∣ critic_ganloss : -279.132068 ∣ generator_nllloss : 5171.767578 ∣ generator_ganloss : 1123.175293 ∣     [  std_z : 1.00  real_sub_fake : 1134.52 ]
[  epoch 0033/0040] 3120/4800, lr:1.3e-05 ∣ avg_100 : 31863.431976 ∣ critic_nllloss : 25884.645508 ∣ critic_ganloss : -306.184915 ∣ generator_nllloss : 5154.975781 ∣ generator_ganloss : 1107.720801 ∣     [  std_z : 1.00  real_sub_fake : 1146.83 ]
[  epoch 0033/0040] 3130/4800, lr:1.3e-05 ∣ avg_100 : 31865.681385 ∣ critic_nllloss : 25895.904102 ∣ critic_ganloss : -205.612155 ∣ generator_nllloss : 5137.858984 ∣ generator_ganloss : 1128.624805 ∣     [  std_z : 1.01  real_sub_fake : 1101.50 ]
[  epoch 0033/0040] 3140/4800, lr:1.3e-05 ∣ avg_100 : 31865.744988 ∣ critic_nllloss : 25965.753516 ∣ critic_ganloss : -266.785594 ∣ generator_nllloss : 5161.040039 ∣ generator_ganloss : 1146.833350 ∣     [  std_z : 1.00  real_sub_fake : 937.78 ]
[  epoch 0033/0040] 3150/4800, lr:1.3e-05 ∣ avg_100 : 31870.957750 ∣ critic_nllloss : 26012.373633 ∣ critic_ganloss : -298.870474 ∣ generator_nllloss : 5274.613281 ∣ generator_ganloss : 1118.706885 ∣     [  std_z : 0.99  real_sub_fake : 1082.54 ]
[  epoch 0033/0040] 3160/4800, lr:1.3e-05 ∣ avg_100 : 31867.257914 ∣ critic_nllloss : 25825.005859 ∣ critic_ganloss : -246.386163 ∣ generator_nllloss : 5250.444922 ∣ generator_ganloss : 1100.239746 ∣     [  std_z : 0.99  real_sub_fake : 1156.08 ]
[  epoch 0033/0040] 3170/4800, lr:1.3e-05 ∣ avg_100 : 31866.651448 ∣ critic_nllloss : 25884.293555 ∣ critic_ganloss : -313.727106 ∣ generator_nllloss : 5124.431250 ∣ generator_ganloss : 1131.858154 ∣     [  std_z : 0.99  real_sub_fake : 1090.57 ]
[  epoch 0033/0040] 3180/4800, lr:1.3e-05 ∣ avg_100 : 31866.540570 ∣ critic_nllloss : 25846.210352 ∣ critic_ganloss : -280.307669 ∣ generator_nllloss : 5129.259766 ∣ generator_ganloss : 1146.660840 ∣     [  std_z : 1.00  real_sub_fake : 1124.54 ]
[  epoch 0033/0040] 3190/4800, lr:1.3e-05 ∣ avg_100 : 31867.391655 ∣ critic_nllloss : 25953.582422 ∣ critic_ganloss : -350.138632 ∣ generator_nllloss : 5207.464453 ∣ generator_ganloss : 1147.470117 ∣     [  std_z : 1.00  real_sub_fake : 1140.54 ]
[  epoch 0033/0040] 3200/4800, lr:1.3e-05 ∣ avg_100 : 31870.110957 ∣ critic_nllloss : 26011.458789 ∣ critic_ganloss : -304.094839 ∣ generator_nllloss : 5222.994336 ∣ generator_ganloss : 1150.019043 ∣     [  std_z : 1.00  real_sub_fake : 1163.04 ]
[  epoch 0033/0040] 3210/4800, lr:1.3e-05 ∣ avg_100 : 31867.616293 ∣ critic_nllloss : 25751.715430 ∣ critic_ganloss : -316.753827 ∣ generator_nllloss : 5134.290820 ∣ generator_ganloss : 1139.396875 ∣     [  std_z : 0.99  real_sub_fake : 1116.42 ]
[  epoch 0033/0040] 3220/4800, lr:1.3e-05 ∣ avg_100 : 31865.262995 ∣ critic_nllloss : 25747.096094 ∣ critic_ganloss : -391.818423 ∣ generator_nllloss : 5179.863086 ∣ generator_ganloss : 1148.607520 ∣     [  std_z : 0.99  real_sub_fake : 1132.38 ]
[  epoch 0033/0040] 3230/4800, lr:1.3e-05 ∣ avg_100 : 31864.870531 ∣ critic_nllloss : 25794.731641 ∣ critic_ganloss : -290.416299 ∣ generator_nllloss : 5210.443750 ∣ generator_ganloss : 1150.053809 ∣     [  std_z : 0.99  real_sub_fake : 1318.23 ]
[  epoch 0033/0040] 3240/4800, lr:1.3e-05 ∣ avg_100 : 31864.619578 ∣ critic_nllloss : 25720.920703 ∣ critic_ganloss : -355.528052 ∣ generator_nllloss : 5127.553125 ∣ generator_ganloss : 1162.809277 ∣     [  std_z : 0.99  real_sub_fake : 1352.66 ]
[  epoch 0033/0040] 3250/4800, lr:1.3e-05 ∣ avg_100 : 31864.851091 ∣ critic_nllloss : 25913.632422 ∣ critic_ganloss : -319.096738 ∣ generator_nllloss : 5135.070703 ∣ generator_ganloss : 1163.034375 ∣     [  std_z : 0.99  real_sub_fake : 1234.95 ]
[  epoch 0033/0040] 3260/4800, lr:1.3e-05 ∣ avg_100 : 31863.154766 ∣ critic_nllloss : 25787.469141 ∣ critic_ganloss : -328.697406 ∣ generator_nllloss : 5185.107031 ∣ generator_ganloss : 1160.373047 ∣     [  std_z : 1.00  real_sub_fake : 1201.98 ]
[  epoch 0033/0040] 3270/4800, lr:1.3e-05 ∣ avg_100 : 31863.794378 ∣ critic_nllloss : 25741.379492 ∣ critic_ganloss : -307.600708 ∣ generator_nllloss : 5177.200000 ∣ generator_ganloss : 1153.633105 ∣     [  std_z : 1.00  real_sub_fake : 1211.28 ]
[  epoch 0033/0040] 3280/4800, lr:1.3e-05 ∣ avg_100 : 31864.498762 ∣ critic_nllloss : 25773.089648 ∣ critic_ganloss : -284.844818 ∣ generator_nllloss : 5152.060156 ∣ generator_ganloss : 1160.280859 ∣     [  std_z : 1.00  real_sub_fake : 1272.60 ]
[  epoch 0033/0040] 3290/4800, lr:1.3e-05 ∣ avg_100 : 31867.822530 ∣ critic_nllloss : 25970.660352 ∣ critic_ganloss : -310.880258 ∣ generator_nllloss : 5224.109570 ∣ generator_ganloss : 1170.718604 ∣     [  std_z : 0.99  real_sub_fake : 1232.53 ]
[  epoch 0033/0040] 3300/4800, lr:1.3e-05 ∣ avg_100 : 31870.092306 ∣ critic_nllloss : 25818.862500 ∣ critic_ganloss : -300.672641 ∣ generator_nllloss : 5200.494922 ∣ generator_ganloss : 1177.979883 ∣     [  std_z : 0.99  real_sub_fake : 1090.47 ]
[  epoch 0033/0040] 3310/4800, lr:1.3e-05 ∣ avg_100 : 31869.062505 ∣ critic_nllloss : 25896.217773 ∣ critic_ganloss : -307.682712 ∣ generator_nllloss : 5128.405273 ∣ generator_ganloss : 1171.047656 ∣     [  std_z : 0.99  real_sub_fake : 1214.51 ]
[  epoch 0033/0040] 3320/4800, lr:1.3e-05 ∣ avg_100 : 31870.573751 ∣ critic_nllloss : 25899.714844 ∣ critic_ganloss : -365.090720 ∣ generator_nllloss : 5191.109180 ∣ generator_ganloss : 1148.266162 ∣     [  std_z : 1.00  real_sub_fake : 1326.72 ]
[  epoch 0033/0040] 3330/4800, lr:1.3e-05 ∣ avg_100 : 31872.152805 ∣ critic_nllloss : 25774.831641 ∣ critic_ganloss : -400.575214 ∣ generator_nllloss : 5108.006055 ∣ generator_ganloss : 1174.858691 ∣     [  std_z : 1.00  real_sub_fake : 1301.58 ]
[  epoch 0033/0040] 3340/4800, lr:1.3e-05 ∣ avg_100 : 31868.980116 ∣ critic_nllloss : 25906.929102 ∣ critic_ganloss : -436.190607 ∣ generator_nllloss : 5061.874805 ∣ generator_ganloss : 1159.211523 ∣     [  std_z : 1.00  real_sub_fake : 1336.59 ]
[  epoch 0033/0040] 3350/4800, lr:1.3e-05 ∣ avg_100 : 31870.006428 ∣ critic_nllloss : 25712.126758 ∣ critic_ganloss : -233.983139 ∣ generator_nllloss : 5139.438672 ∣ generator_ganloss : 1172.879102 ∣     [  std_z : 1.00  real_sub_fake : 1262.85 ]
[  epoch 0033/0040] 3360/4800, lr:1.3e-05 ∣ avg_100 : 31867.628835 ∣ critic_nllloss : 25693.207813 ∣ critic_ganloss : -295.681116 ∣ generator_nllloss : 5148.183789 ∣ generator_ganloss : 1156.263867 ∣     [  std_z : 1.00  real_sub_fake : 1278.38 ]
[  epoch 0033/0040] 3370/4800, lr:1.3e-05 ∣ avg_100 : 31865.462553 ∣ critic_nllloss : 25712.554688 ∣ critic_ganloss : -212.849571 ∣ generator_nllloss : 5103.985937 ∣ generator_ganloss : 1179.560449 ∣     [  std_z : 0.98  real_sub_fake : 1078.30 ]
[  epoch 0033/0040] 3380/4800, lr:1.3e-05 ∣ avg_100 : 31864.595111 ∣ critic_nllloss : 25719.427539 ∣ critic_ganloss : -322.669183 ∣ generator_nllloss : 5172.353516 ∣ generator_ganloss : 1197.097803 ∣     [  std_z : 0.98  real_sub_fake : 1055.18 ]
[  epoch 0033/0040] 3390/4800, lr:1.3e-05 ∣ avg_100 : 31865.852063 ∣ critic_nllloss : 25759.467773 ∣ critic_ganloss : -341.419736 ∣ generator_nllloss : 5125.675000 ∣ generator_ganloss : 1166.233936 ∣     [  std_z : 0.99  real_sub_fake : 1141.07 ]
[  epoch 0033/0040] 3400/4800, lr:1.3e-05 ∣ avg_100 : 31869.430704 ∣ critic_nllloss : 26015.876367 ∣ critic_ganloss : -285.148718 ∣ generator_nllloss : 5167.019141 ∣ generator_ganloss : 1167.007129 ∣     [  std_z : 1.00  real_sub_fake : 1290.10 ]
[  epoch 0033/0040] 3410/4800, lr:1.3e-05 ∣ avg_100 : 31875.052363 ∣ critic_nllloss : 26151.298438 ∣ critic_ganloss : -404.415338 ∣ generator_nllloss : 5234.270703 ∣ generator_ganloss : 1154.318701 ∣     [  std_z : 1.00  real_sub_fake : 1287.24 ]
[  epoch 0033/0040] 3420/4800, lr:1.3e-05 ∣ avg_100 : 31875.792073 ∣ critic_nllloss : 25887.448437 ∣ critic_ganloss : -346.594379 ∣ generator_nllloss : 5201.543945 ∣ generator_ganloss : 1160.212158 ∣     [  std_z : 1.00  real_sub_fake : 1335.49 ]
[  epoch 0033/0040] 3430/4800, lr:1.3e-05 ∣ avg_100 : 31873.765541 ∣ critic_nllloss : 25788.170898 ∣ critic_ganloss : -311.034357 ∣ generator_nllloss : 5139.474609 ∣ generator_ganloss : 1169.931592 ∣     [  std_z : 1.00  real_sub_fake : 1219.74 ]
[  epoch 0033/0040] 3440/4800, lr:1.3e-05 ∣ avg_100 : 31874.753513 ∣ critic_nllloss : 26042.883594 ∣ critic_ganloss : -328.028372 ∣ generator_nllloss : 5219.910156 ∣ generator_ganloss : 1162.753125 ∣     [  std_z : 0.99  real_sub_fake : 1327.26 ]
[  epoch 0033/0040] 3450/4800, lr:1.3e-05 ∣ avg_100 : 31875.278383 ∣ critic_nllloss : 25837.748047 ∣ critic_ganloss : -277.565033 ∣ generator_nllloss : 5149.364453 ∣ generator_ganloss : 1175.223438 ∣     [  std_z : 0.99  real_sub_fake : 1270.49 ]
[  epoch 0033/0040] 3460/4800, lr:1.3e-05 ∣ avg_100 : 31875.064947 ∣ critic_nllloss : 25885.276562 ∣ critic_ganloss : -223.198230 ∣ generator_nllloss : 5158.476953 ∣ generator_ganloss : 1164.318896 ∣     [  std_z : 0.99  real_sub_fake : 1092.32 ]
[  epoch 0033/0040] 3470/4800, lr:1.3e-05 ∣ avg_100 : 31873.058163 ∣ critic_nllloss : 25764.744922 ∣ critic_ganloss : -239.112268 ∣ generator_nllloss : 5158.248438 ∣ generator_ganloss : 1182.573975 ∣     [  std_z : 0.99  real_sub_fake : 1143.50 ]
[  epoch 0033/0040] 3480/4800, lr:1.3e-05 ∣ avg_100 : 31876.441151 ∣ critic_nllloss : 25849.408203 ∣ critic_ganloss : -311.325929 ∣ generator_nllloss : 5262.992383 ∣ generator_ganloss : 1191.373779 ∣     [  std_z : 0.99  real_sub_fake : 1017.18 ]
[  epoch 0033/0040] 3490/4800, lr:1.3e-05 ∣ avg_100 : 31875.130993 ∣ critic_nllloss : 25657.055664 ∣ critic_ganloss : -330.664960 ∣ generator_nllloss : 5170.000391 ∣ generator_ganloss : 1173.871191 ∣     [  std_z : 0.99  real_sub_fake : 1010.41 ]
[  epoch 0033/0040] 3500/4800, lr:1.3e-05 ∣ avg_100 : 31871.711836 ∣ critic_nllloss : 25843.725391 ∣ critic_ganloss : -365.226797 ∣ generator_nllloss : 5208.902344 ∣ generator_ganloss : 1162.055566 ∣     [  std_z : 0.99  real_sub_fake : 1254.86 ]
[  epoch 0033/0040] 3510/4800, lr:1.3e-05 ∣ avg_100 : 31871.728493 ∣ critic_nllloss : 25891.905859 ∣ critic_ganloss : -275.633951 ∣ generator_nllloss : 5121.241992 ∣ generator_ganloss : 1184.732178 ∣     [  std_z : 0.99  real_sub_fake : 1035.41 ]
[  epoch 0033/0040] 3520/4800, lr:1.3e-05 ∣ avg_100 : 31873.890138 ∣ critic_nllloss : 25855.755273 ∣ critic_ganloss : -299.544049 ∣ generator_nllloss : 5228.419336 ∣ generator_ganloss : 1168.556104 ∣     [  std_z : 0.99  real_sub_fake : 1051.85 ]
[  epoch 0033/0040] 3530/4800, lr:1.3e-05 ∣ avg_100 : 31878.425850 ∣ critic_nllloss : 26036.872656 ∣ critic_ganloss : -336.958646 ∣ generator_nllloss : 5122.975391 ∣ generator_ganloss : 1147.136719 ∣     [  std_z : 1.00  real_sub_fake : 1273.89 ]
[  epoch 0033/0040] 3540/4800, lr:1.3e-05 ∣ avg_100 : 31882.525393 ∣ critic_nllloss : 25902.752539 ∣ critic_ganloss : -310.925940 ∣ generator_nllloss : 5301.676172 ∣ generator_ganloss : 1141.841260 ∣     [  std_z : 0.99  real_sub_fake : 1306.87 ]
[  epoch 0033/0040] 3550/4800, lr:1.3e-05 ∣ avg_100 : 31881.821138 ∣ critic_nllloss : 25970.284180 ∣ critic_ganloss : -353.303552 ∣ generator_nllloss : 5132.149805 ∣ generator_ganloss : 1153.083057 ∣     [  std_z : 0.99  real_sub_fake : 1376.95 ]
[  epoch 0033/0040] 3560/4800, lr:1.3e-05 ∣ avg_100 : 31883.919528 ∣ critic_nllloss : 25956.673047 ∣ critic_ganloss : -263.065521 ∣ generator_nllloss : 5161.134766 ∣ generator_ganloss : 1171.171680 ∣     [  std_z : 0.99  real_sub_fake : 1080.23 ]
[  epoch 0033/0040] 3570/4800, lr:1.3e-05 ∣ avg_100 : 31883.438565 ∣ critic_nllloss : 25857.920312 ∣ critic_ganloss : -329.654626 ∣ generator_nllloss : 5244.736719 ∣ generator_ganloss : 1149.591113 ∣     [  std_z : 0.99  real_sub_fake : 1178.90 ]
[  epoch 0033/0040] 3580/4800, lr:1.3e-05 ∣ avg_100 : 31884.925860 ∣ critic_nllloss : 25822.911133 ∣ critic_ganloss : -258.040610 ∣ generator_nllloss : 5153.731445 ∣ generator_ganloss : 1124.119580 ∣     [  std_z : 0.99  real_sub_fake : 1157.65 ]
[  epoch 0033/0040] 3590/4800, lr:1.3e-05 ∣ avg_100 : 31886.806106 ∣ critic_nllloss : 25886.382227 ∣ critic_ganloss : -332.447235 ∣ generator_nllloss : 5227.249219 ∣ generator_ganloss : 1149.425293 ∣     [  std_z : 0.99  real_sub_fake : 1134.85 ]
[  epoch 0033/0040] 3600/4800, lr:1.3e-05 ∣ avg_100 : 31883.063560 ∣ critic_nllloss : 25746.916797 ∣ critic_ganloss : -280.468445 ∣ generator_nllloss : 5131.491406 ∣ generator_ganloss : 1133.586377 ∣     [  std_z : 0.99  real_sub_fake : 1201.62 ]
[  epoch 0033/0040] 3610/4800, lr:1.3e-05 ∣ avg_100 : 31889.299098 ∣ critic_nllloss : 26032.684375 ∣ critic_ganloss : -291.768173 ∣ generator_nllloss : 5305.527539 ∣ generator_ganloss : 1145.735400 ∣     [  std_z : 0.99  real_sub_fake : 1161.80 ]
[  epoch 0033/0040] 3620/4800, lr:1.3e-05 ∣ avg_100 : 31890.763321 ∣ critic_nllloss : 25866.045508 ∣ critic_ganloss : -343.156613 ∣ generator_nllloss : 5151.150391 ∣ generator_ganloss : 1153.995068 ∣     [  std_z : 1.00  real_sub_fake : 1178.59 ]
[  epoch 0033/0040] 3630/4800, lr:1.3e-05 ∣ avg_100 : 31892.066664 ∣ critic_nllloss : 25972.688867 ∣ critic_ganloss : -372.148810 ∣ generator_nllloss : 5172.387891 ∣ generator_ganloss : 1147.176855 ∣     [  std_z : 1.00  real_sub_fake : 1238.07 ]
[  epoch 0033/0040] 3640/4800, lr:1.3e-05 ∣ avg_100 : 31893.655253 ∣ critic_nllloss : 26054.382422 ∣ critic_ganloss : -333.112009 ∣ generator_nllloss : 5163.807031 ∣ generator_ganloss : 1155.175977 ∣     [  std_z : 1.00  real_sub_fake : 1246.51 ]
[  epoch 0033/0040] 3650/4800, lr:1.3e-05 ∣ avg_100 : 31898.299194 ∣ critic_nllloss : 26198.360547 ∣ critic_ganloss : -321.426334 ∣ generator_nllloss : 5290.214063 ∣ generator_ganloss : 1145.536914 ∣     [  std_z : 0.99  real_sub_fake : 1358.56 ]
[  epoch 0033/0040] 3660/4800, lr:1.3e-05 ∣ avg_100 : 31896.361989 ∣ critic_nllloss : 25768.878516 ∣ critic_ganloss : -279.749200 ∣ generator_nllloss : 5112.254297 ∣ generator_ganloss : 1153.394141 ∣     [  std_z : 0.99  real_sub_fake : 1205.75 ]
[  epoch 0033/0040] 3670/4800, lr:1.3e-05 ∣ avg_100 : 31895.367154 ∣ critic_nllloss : 25865.686719 ∣ critic_ganloss : -379.671924 ∣ generator_nllloss : 5075.384375 ∣ generator_ganloss : 1157.123242 ∣     [  std_z : 0.99  real_sub_fake : 1205.07 ]
[  epoch 0033/0040] 3680/4800, lr:1.3e-05 ∣ avg_100 : 31892.944725 ∣ critic_nllloss : 25766.911523 ∣ critic_ganloss : -318.853616 ∣ generator_nllloss : 5182.056641 ∣ generator_ganloss : 1141.572705 ∣     [  std_z : 0.99  real_sub_fake : 1247.79 ]
[  epoch 0033/0040] 3690/4800, lr:1.3e-05 ∣ avg_100 : 31890.114176 ∣ critic_nllloss : 25745.292383 ∣ critic_ganloss : -342.841876 ∣ generator_nllloss : 5167.639258 ∣ generator_ganloss : 1152.889648 ∣     [  std_z : 0.99  real_sub_fake : 1276.76 ]
[  epoch 0033/0040] 3700/4800, lr:1.3e-05 ∣ avg_100 : 31884.962449 ∣ critic_nllloss : 25607.991797 ∣ critic_ganloss : -323.987027 ∣ generator_nllloss : 5187.710352 ∣ generator_ganloss : 1176.381006 ∣     [  std_z : 0.99  real_sub_fake : 1142.40 ]
[  epoch 0033/0040] 3710/4800, lr:1.3e-05 ∣ avg_100 : 31884.009849 ∣ critic_nllloss : 25854.120117 ∣ critic_ganloss : -313.330252 ∣ generator_nllloss : 5192.460742 ∣ generator_ganloss : 1154.430908 ∣     [  std_z : 0.99  real_sub_fake : 1319.64 ]
[  epoch 0033/0040] 3720/4800, lr:1.3e-05 ∣ avg_100 : 31884.751349 ∣ critic_nllloss : 26045.122656 ∣ critic_ganloss : -355.991626 ∣ generator_nllloss : 5171.071875 ∣ generator_ganloss : 1170.006201 ∣     [  std_z : 0.99  real_sub_fake : 1391.36 ]
[  epoch 0033/0040] 3730/4800, lr:1.3e-05 ∣ avg_100 : 31888.586568 ∣ critic_nllloss : 26004.296875 ∣ critic_ganloss : -303.146506 ∣ generator_nllloss : 5215.301172 ∣ generator_ganloss : 1178.288672 ∣     [  std_z : 0.99  real_sub_fake : 1272.81 ]
[  epoch 0033/0040] 3740/4800, lr:1.3e-05 ∣ avg_100 : 31887.968426 ∣ critic_nllloss : 25939.370312 ∣ critic_ganloss : -352.787454 ∣ generator_nllloss : 5095.273047 ∣ generator_ganloss : 1169.349463 ∣     [  std_z : 1.00  real_sub_fake : 1250.34 ]
[  epoch 0033/0040] 3750/4800, lr:1.3e-05 ∣ avg_100 : 31883.599262 ∣ critic_nllloss : 25680.312500 ∣ critic_ganloss : -298.311566 ∣ generator_nllloss : 5068.835352 ∣ generator_ganloss : 1161.967139 ∣     [  std_z : 1.00  real_sub_fake : 1243.91 ]
[  epoch 0033/0040] 3760/4800, lr:1.3e-05 ∣ avg_100 : 31883.286768 ∣ critic_nllloss : 25951.585742 ∣ critic_ganloss : -305.255002 ∣ generator_nllloss : 5110.822266 ∣ generator_ganloss : 1174.710254 ∣     [  std_z : 1.00  real_sub_fake : 1306.53 ]
[  epoch 0033/0040] 3770/4800, lr:1.3e-05 ∣ avg_100 : 31884.036568 ∣ critic_nllloss : 25956.286914 ∣ critic_ganloss : -315.570094 ∣ generator_nllloss : 5191.649609 ∣ generator_ganloss : 1172.623926 ∣     [  std_z : 1.00  real_sub_fake : 1151.33 ]
[  epoch 0033/0040] 3780/4800, lr:1.3e-05 ∣ avg_100 : 31884.624643 ∣ critic_nllloss : 25787.664453 ∣ critic_ganloss : -360.485425 ∣ generator_nllloss : 5127.724609 ∣ generator_ganloss : 1171.433643 ∣     [  std_z : 0.99  real_sub_fake : 1262.71 ]
[  epoch 0033/0040] 3790/4800, lr:1.3e-05 ∣ avg_100 : 31883.004884 ∣ critic_nllloss : 25912.847656 ∣ critic_ganloss : -392.118036 ∣ generator_nllloss : 5152.499219 ∣ generator_ganloss : 1178.334814 ∣     [  std_z : 0.99  real_sub_fake : 1278.11 ]
[  epoch 0033/0040] 3800/4800, lr:1.3e-05 ∣ avg_100 : 31883.617770 ∣ critic_nllloss : 25745.566602 ∣ critic_ganloss : -261.699500 ∣ generator_nllloss : 5231.951367 ∣ generator_ganloss : 1184.919287 ∣     [  std_z : 0.99  real_sub_fake : 1179.15 ]
[  epoch 0033/0040] 3810/4800, lr:1.3e-05 ∣ avg_100 : 31886.513220 ∣ critic_nllloss : 25913.358008 ∣ critic_ganloss : -198.867220 ∣ generator_nllloss : 5231.909961 ∣ generator_ganloss : 1202.298486 ∣     [  std_z : 0.99  real_sub_fake : 672.36 ]
[  epoch 0033/0040] 3820/4800, lr:1.3e-05 ∣ avg_100 : 31890.491519 ∣ critic_nllloss : 25906.010937 ∣ critic_ganloss : -188.926183 ∣ generator_nllloss : 5191.374609 ∣ generator_ganloss : 1174.809375 ∣     [  std_z : 0.99  real_sub_fake : 883.70 ]
[  epoch 0033/0040] 3830/4800, lr:1.3e-05 ∣ avg_100 : 31891.815587 ∣ critic_nllloss : 25796.128516 ∣ critic_ganloss : -162.849190 ∣ generator_nllloss : 5049.128125 ∣ generator_ganloss : 1165.424072 ∣     [  std_z : 0.99  real_sub_fake : 920.31 ]
[  epoch 0033/0040] 3840/4800, lr:1.3e-05 ∣ avg_100 : 31896.476930 ∣ critic_nllloss : 25854.579883 ∣ critic_ganloss : -99.728513 ∣ generator_nllloss : 5148.068555 ∣ generator_ganloss : 1183.382617 ∣  [  std_z : 1.00  real_sub_fake : 834.07 ]
[  epoch 0033/0040] 3850/4800, lr:1.3e-05 ∣ avg_100 : 31897.159393 ∣ critic_nllloss : 25879.643750 ∣ critic_ganloss : -185.259451 ∣ generator_nllloss : 5161.883789 ∣ generator_ganloss : 1190.397559 ∣     [  std_z : 1.00  real_sub_fake : 799.95 ]
[  epoch 0033/0040] 3860/4800, lr:1.3e-05 ∣ avg_100 : 31899.163108 ∣ critic_nllloss : 26081.771289 ∣ critic_ganloss : -215.603635 ∣ generator_nllloss : 5277.346875 ∣ generator_ganloss : 1180.924561 ∣     [  std_z : 0.99  real_sub_fake : 757.46 ]
[  epoch 0033/0040] 3870/4800, lr:1.3e-05 ∣ avg_100 : 31894.682684 ∣ critic_nllloss : 25583.110547 ∣ critic_ganloss : -196.331558 ∣ generator_nllloss : 5066.553906 ∣ generator_ganloss : 1178.803906 ∣     [  std_z : 0.99  real_sub_fake : 783.22 ]
[  epoch 0033/0040] 3880/4800, lr:1.3e-05 ∣ avg_100 : 31892.276088 ∣ critic_nllloss : 25672.708203 ∣ critic_ganloss : -213.005646 ∣ generator_nllloss : 5091.292969 ∣ generator_ganloss : 1182.638281 ∣     [  std_z : 0.99  real_sub_fake : 771.33 ]
[  epoch 0033/0040] 3890/4800, lr:1.3e-05 ∣ avg_100 : 31891.602061 ∣ critic_nllloss : 25847.881641 ∣ critic_ganloss : -221.759650 ∣ generator_nllloss : 5037.009180 ∣ generator_ganloss : 1182.870557 ∣     [  std_z : 1.00  real_sub_fake : 761.22 ]
[  epoch 0033/0040] 3900/4800, lr:1.3e-05 ∣ avg_100 : 31893.122338 ∣ critic_nllloss : 25852.508984 ∣ critic_ganloss : -244.263855 ∣ generator_nllloss : 5134.114648 ∣ generator_ganloss : 1179.827539 ∣     [  std_z : 1.00  real_sub_fake : 777.20 ]
[  epoch 0033/0040] 3910/4800, lr:1.3e-05 ∣ avg_100 : 31894.249363 ∣ critic_nllloss : 25872.864648 ∣ critic_ganloss : -254.473795 ∣ generator_nllloss : 5209.885742 ∣ generator_ganloss : 1162.114307 ∣     [  std_z : 1.00  real_sub_fake : 911.83 ]
[  epoch 0033/0040] 3920/4800, lr:1.3e-05 ∣ avg_100 : 31891.585705 ∣ critic_nllloss : 25789.411328 ∣ critic_ganloss : -254.472755 ∣ generator_nllloss : 5079.952734 ∣ generator_ganloss : 1178.149902 ∣     [  std_z : 1.00  real_sub_fake : 926.72 ]
[  epoch 0033/0040] 3930/4800, lr:1.3e-05 ∣ avg_100 : 31891.135329 ∣ critic_nllloss : 25836.653125 ∣ critic_ganloss : -241.741122 ∣ generator_nllloss : 5187.717969 ∣ generator_ganloss : 1178.618311 ∣     [  std_z : 1.00  real_sub_fake : 768.91 ]
[  epoch 0033/0040] 3940/4800, lr:1.3e-05 ∣ avg_100 : 31888.706335 ∣ critic_nllloss : 25803.694922 ∣ critic_ganloss : -287.968373 ∣ generator_nllloss : 5041.109766 ∣ generator_ganloss : 1147.730762 ∣     [  std_z : 1.00  real_sub_fake : 956.14 ]
[  epoch 0033/0040] 3950/4800, lr:1.3e-05 ∣ avg_100 : 31885.426827 ∣ critic_nllloss : 25760.210938 ∣ critic_ganloss : -247.301627 ∣ generator_nllloss : 5166.230664 ∣ generator_ganloss : 1146.830273 ∣     [  std_z : 0.99  real_sub_fake : 1083.91 ]
[  epoch 0033/0040] 3960/4800, lr:1.3e-05 ∣ avg_100 : 31890.071956 ∣ critic_nllloss : 26053.270313 ∣ critic_ganloss : -224.090378 ∣ generator_nllloss : 5209.153711 ∣ generator_ganloss : 1160.083301 ∣     [  std_z : 0.99  real_sub_fake : 973.48 ]
[  epoch 0033/0040] 3970/4800, lr:1.3e-05 ∣ avg_100 : 31891.985780 ∣ critic_nllloss : 25929.045117 ∣ critic_ganloss : -198.446480 ∣ generator_nllloss : 5238.424023 ∣ generator_ganloss : 1137.620410 ∣     [  std_z : 0.99  real_sub_fake : 934.93 ]
[  epoch 0033/0040] 3980/4800, lr:1.3e-05 ∣ avg_100 : 31893.835524 ∣ critic_nllloss : 25932.263086 ∣ critic_ganloss : -168.985378 ∣ generator_nllloss : 5149.782227 ∣ generator_ganloss : 1157.242969 ∣     [  std_z : 0.99  real_sub_fake : 832.92 ]
[  epoch 0033/0040] 3990/4800, lr:1.3e-05 ∣ avg_100 : 31896.807008 ∣ critic_nllloss : 26083.068750 ∣ critic_ganloss : -223.552409 ∣ generator_nllloss : 5242.541602 ∣ generator_ganloss : 1137.483105 ∣     [  std_z : 0.99  real_sub_fake : 903.61 ]
[  epoch 0033/0040] 4000/4800, lr:1.3e-05 ∣ avg_100 : 31897.232260 ∣ critic_nllloss : 25853.750586 ∣ critic_ganloss : -251.404057 ∣ generator_nllloss : 5163.033203 ∣ generator_ganloss : 1137.129932 ∣     [  std_z : 1.00  real_sub_fake : 856.11 ]
[  epoch 0033/0040] 4010/4800, lr:1.3e-05 ∣ avg_100 : 31894.413134 ∣ critic_nllloss : 25889.773242 ∣ critic_ganloss : -288.321046 ∣ generator_nllloss : 5100.698242 ∣ generator_ganloss : 1130.881348 ∣     [  std_z : 0.99  real_sub_fake : 953.09 ]
[  epoch 0033/0040] 4020/4800, lr:1.3e-05 ∣ avg_100 : 31896.462668 ∣ critic_nllloss : 25971.738086 ∣ critic_ganloss : -297.857144 ∣ generator_nllloss : 5271.575391 ∣ generator_ganloss : 1128.496289 ∣     [  std_z : 0.99  real_sub_fake : 1063.35 ]
[  epoch 0033/0040] 4030/4800, lr:1.3e-05 ∣ avg_100 : 31895.342525 ∣ critic_nllloss : 25735.851367 ∣ critic_ganloss : -283.968289 ∣ generator_nllloss : 5140.176758 ∣ generator_ganloss : 1127.824463 ∣     [  std_z : 1.00  real_sub_fake : 1085.70 ]
[  epoch 0033/0040] 4040/4800, lr:1.3e-05 ∣ avg_100 : 31898.950358 ∣ critic_nllloss : 26016.295508 ∣ critic_ganloss : -315.254733 ∣ generator_nllloss : 5187.535547 ∣ generator_ganloss : 1151.350000 ∣     [  std_z : 1.00  real_sub_fake : 1136.74 ]
[  epoch 0033/0040] 4050/4800, lr:1.3e-05 ∣ avg_100 : 31899.872040 ∣ critic_nllloss : 25524.239844 ∣ critic_ganloss : -193.490289 ∣ generator_nllloss : 5110.750781 ∣ generator_ganloss : 1148.575928 ∣     [  std_z : 1.00  real_sub_fake : 1011.50 ]
[  epoch 0033/0040] 4060/4800, lr:1.3e-05 ∣ avg_100 : 31901.175243 ∣ critic_nllloss : 26006.535938 ∣ critic_ganloss : -286.713773 ∣ generator_nllloss : 5245.514453 ∣ generator_ganloss : 1144.079639 ∣     [  std_z : 0.99  real_sub_fake : 1128.20 ]
[  epoch 0033/0040] 4070/4800, lr:1.3e-05 ∣ avg_100 : 31899.511561 ∣ critic_nllloss : 25718.389453 ∣ critic_ganloss : -329.687341 ∣ generator_nllloss : 5128.835938 ∣ generator_ganloss : 1152.569482 ∣     [  std_z : 0.99  real_sub_fake : 1072.06 ]
[  epoch 0033/0040] 4080/4800, lr:1.3e-05 ∣ avg_100 : 31901.770230 ∣ critic_nllloss : 25834.609961 ∣ critic_ganloss : -339.534763 ∣ generator_nllloss : 5159.692969 ∣ generator_ganloss : 1160.640430 ∣     [  std_z : 0.99  real_sub_fake : 1111.26 ]
[  epoch 0033/0040] 4090/4800, lr:1.3e-05 ∣ avg_100 : 31898.792496 ∣ critic_nllloss : 25571.926758 ∣ critic_ganloss : -257.987421 ∣ generator_nllloss : 5117.255469 ∣ generator_ganloss : 1157.872510 ∣     [  std_z : 1.00  real_sub_fake : 1082.44 ]
[  epoch 0033/0040] 4100/4800, lr:1.3e-05 ∣ avg_100 : 31896.685641 ∣ critic_nllloss : 25808.290234 ∣ critic_ganloss : -251.310901 ∣ generator_nllloss : 5167.380859 ∣ generator_ganloss : 1161.425146 ∣     [  std_z : 0.99  real_sub_fake : 1210.27 ]
[  epoch 0033/0040] 4110/4800, lr:1.3e-05 ∣ avg_100 : 31894.161519 ∣ critic_nllloss : 25806.273633 ∣ critic_ganloss : -337.100140 ∣ generator_nllloss : 5168.454297 ∣ generator_ganloss : 1177.619043 ∣     [  std_z : 0.99  real_sub_fake : 1001.98 ]
[  epoch 0033/0040] 4120/4800, lr:1.3e-05 ∣ avg_100 : 31897.170263 ∣ critic_nllloss : 26050.362500 ∣ critic_ganloss : -266.291151 ∣ generator_nllloss : 5201.219336 ∣ generator_ganloss : 1156.740918 ∣     [  std_z : 0.99  real_sub_fake : 1052.90 ]
[  epoch 0033/0040] 4130/4800, lr:1.3e-05 ∣ avg_100 : 31895.329449 ∣ critic_nllloss : 25692.502148 ∣ critic_ganloss : -297.728360 ∣ generator_nllloss : 5228.460938 ∣ generator_ganloss : 1149.459619 ∣     [  std_z : 0.99  real_sub_fake : 1134.67 ]
[  epoch 0033/0040] 4140/4800, lr:1.3e-05 ∣ avg_100 : 31893.263324 ∣ critic_nllloss : 25750.692969 ∣ critic_ganloss : -201.215546 ∣ generator_nllloss : 5094.455078 ∣ generator_ganloss : 1156.296289 ∣     [  std_z : 1.00  real_sub_fake : 1103.98 ]
[  epoch 0033/0040] 4150/4800, lr:1.3e-05 ∣ avg_100 : 31891.043939 ∣ critic_nllloss : 25870.437305 ∣ critic_ganloss : -316.825720 ∣ generator_nllloss : 5183.826953 ∣ generator_ganloss : 1147.446289 ∣     [  std_z : 0.99  real_sub_fake : 1093.19 ]
[  epoch 0033/0040] 4160/4800, lr:1.3e-05 ∣ avg_100 : 31889.045015 ∣ critic_nllloss : 25676.011133 ∣ critic_ganloss : -235.914909 ∣ generator_nllloss : 5111.139258 ∣ generator_ganloss : 1178.176514 ∣     [  std_z : 0.99  real_sub_fake : 869.22 ]
[  epoch 0033/0040] 4170/4800, lr:1.3e-05 ∣ avg_100 : 31889.554509 ∣ critic_nllloss : 25837.740625 ∣ critic_ganloss : -247.551981 ∣ generator_nllloss : 5109.312109 ∣ generator_ganloss : 1178.304492 ∣     [  std_z : 0.99  real_sub_fake : 934.07 ]
[  epoch 0033/0040] 4180/4800, lr:1.3e-05 ∣ avg_100 : 31892.944439 ∣ critic_nllloss : 25947.930273 ∣ critic_ganloss : -132.349615 ∣ generator_nllloss : 5227.079102 ∣ generator_ganloss : 1138.156543 ∣     [  std_z : 1.00  real_sub_fake : 911.48 ]
[  epoch 0033/0040] 4190/4800, lr:1.3e-05 ∣ avg_100 : 31892.694220 ∣ critic_nllloss : 25804.284375 ∣ critic_ganloss : -127.107581 ∣ generator_nllloss : 5117.596680 ∣ generator_ganloss : 1138.582959 ∣     [  std_z : 1.00  real_sub_fake : 865.40 ]
[  epoch 0033/0040] 4200/4800, lr:1.3e-05 ∣ avg_100 : 31893.763151 ∣ critic_nllloss : 25950.960156 ∣ critic_ganloss : -122.195863 ∣ generator_nllloss : 5204.784570 ∣ generator_ganloss : 1153.721533 ∣     [  std_z : 1.00  real_sub_fake : 718.11 ]
[  epoch 0033/0040] 4210/4800, lr:1.3e-05 ∣ avg_100 : 31895.615253 ∣ critic_nllloss : 25672.236133 ∣ critic_ganloss : -118.863172 ∣ generator_nllloss : 5157.140625 ∣ generator_ganloss : 1183.345996 ∣     [  std_z : 0.99  real_sub_fake : 545.58 ]
[  epoch 0033/0040] 4220/4800, lr:1.3e-05 ∣ avg_100 : 31903.596203 ∣ critic_nllloss : 26148.168359 ∣ critic_ganloss : -157.121005 ∣ generator_nllloss : 5312.853125 ∣ generator_ganloss : 1177.942725 ∣     [  std_z : 0.99  real_sub_fake : 623.33 ]
[  epoch 0033/0040] 4230/4800, lr:1.3e-05 ∣ avg_100 : 31902.386037 ∣ critic_nllloss : 25640.990234 ∣ critic_ganloss : -233.320984 ∣ generator_nllloss : 5153.342578 ∣ generator_ganloss : 1182.784473 ∣     [  std_z : 0.99  real_sub_fake : 700.81 ]
[  epoch 0033/0040] 4240/4800, lr:1.3e-05 ∣ avg_100 : 31905.385290 ∣ critic_nllloss : 25852.118945 ∣ critic_ganloss : -243.704916 ∣ generator_nllloss : 5157.963281 ∣ generator_ganloss : 1189.303076 ∣     [  std_z : 0.99  real_sub_fake : 766.07 ]
[  epoch 0033/0040] 4250/4800, lr:1.3e-05 ∣ avg_100 : 31910.195953 ∣ critic_nllloss : 26165.174609 ∣ critic_ganloss : -255.003966 ∣ generator_nllloss : 5265.991016 ∣ generator_ganloss : 1197.545361 ∣     [  std_z : 1.00  real_sub_fake : 804.69 ]
[  epoch 0033/0040] 4260/4800, lr:1.3e-05 ∣ avg_100 : 31914.626876 ∣ critic_nllloss : 26066.649414 ∣ critic_ganloss : -254.931766 ∣ generator_nllloss : 5256.844336 ∣ generator_ganloss : 1178.782129 ∣     [  std_z : 1.00  real_sub_fake : 921.76 ]
[  epoch 0033/0040] 4270/4800, lr:1.3e-05 ∣ avg_100 : 31911.518393 ∣ critic_nllloss : 25583.655273 ∣ critic_ganloss : -271.123090 ∣ generator_nllloss : 4949.160156 ∣ generator_ganloss : 1192.071240 ∣     [  std_z : 1.00  real_sub_fake : 985.57 ]
[  epoch 0033/0040] 4280/4800, lr:1.3e-05 ∣ avg_100 : 31910.781266 ∣ critic_nllloss : 25732.575586 ∣ critic_ganloss : -325.910480 ∣ generator_nllloss : 5112.118164 ∣ generator_ganloss : 1208.089941 ∣     [  std_z : 1.00  real_sub_fake : 968.73 ]
[  epoch 0033/0040] 4290/4800, lr:1.3e-05 ∣ avg_100 : 31912.790267 ∣ critic_nllloss : 26099.907617 ∣ critic_ganloss : -271.849408 ∣ generator_nllloss : 5242.926562 ∣ generator_ganloss : 1184.523584 ∣     [  std_z : 0.99  real_sub_fake : 1064.00 ]
[  epoch 0033/0040] 4300/4800, lr:1.3e-05 ∣ avg_100 : 31913.546585 ∣ critic_nllloss : 25813.412891 ∣ critic_ganloss : -178.414262 ∣ generator_nllloss : 5167.596094 ∣ generator_ganloss : 1169.701709 ∣     [  std_z : 0.99  real_sub_fake : 1096.95 ]
[  epoch 0033/0040] 4310/4800, lr:1.3e-05 ∣ avg_100 : 31915.974994 ∣ critic_nllloss : 26063.884375 ∣ critic_ganloss : -261.248672 ∣ generator_nllloss : 5153.624219 ∣ generator_ganloss : 1174.568994 ∣     [  std_z : 0.99  real_sub_fake : 925.09 ]
[  epoch 0033/0040] 4320/4800, lr:1.3e-05 ∣ avg_100 : 31913.785270 ∣ critic_nllloss : 25686.337305 ∣ critic_ganloss : -248.007257 ∣ generator_nllloss : 5063.092969 ∣ generator_ganloss : 1153.604004 ∣     [  std_z : 0.99  real_sub_fake : 931.55 ]
[  epoch 0033/0040] 4330/4800, lr:1.3e-05 ∣ avg_100 : 31919.146307 ∣ critic_nllloss : 26044.376172 ∣ critic_ganloss : -298.851582 ∣ generator_nllloss : 5291.774609 ∣ generator_ganloss : 1155.925732 ∣     [  std_z : 1.00  real_sub_fake : 880.77 ]
[  epoch 0033/0040] 4340/4800, lr:1.3e-05 ∣ avg_100 : 31923.973078 ∣ critic_nllloss : 26117.201758 ∣ critic_ganloss : -281.843396 ∣ generator_nllloss : 5189.432227 ∣ generator_ganloss : 1149.711279 ∣     [  std_z : 0.99  real_sub_fake : 949.53 ]
[  epoch 0033/0040] 4350/4800, lr:1.3e-05 ∣ avg_100 : 31923.349284 ∣ critic_nllloss : 25859.966992 ∣ critic_ganloss : -329.713559 ∣ generator_nllloss : 5064.202539 ∣ generator_ganloss : 1133.626074 ∣     [  std_z : 0.99  real_sub_fake : 1069.45 ]
[  epoch 0033/0040] 4360/4800, lr:1.3e-05 ∣ avg_100 : 31928.113325 ∣ critic_nllloss : 26118.325391 ∣ critic_ganloss : -371.813370 ∣ generator_nllloss : 5285.355078 ∣ generator_ganloss : 1146.511377 ∣     [  std_z : 0.99  real_sub_fake : 1171.51 ]
[  epoch 0033/0040] 4370/4800, lr:1.3e-05 ∣ avg_100 : 31929.443441 ∣ critic_nllloss : 25918.980273 ∣ critic_ganloss : -316.188187 ∣ generator_nllloss : 5161.408789 ∣ generator_ganloss : 1152.062207 ∣     [  std_z : 1.00  real_sub_fake : 1089.45 ]
[  epoch 0033/0040] 4380/4800, lr:1.3e-05 ∣ avg_100 : 31931.535188 ∣ critic_nllloss : 25975.895117 ∣ critic_ganloss : -375.847946 ∣ generator_nllloss : 5241.602344 ∣ generator_ganloss : 1133.734814 ∣     [  std_z : 1.00  real_sub_fake : 1302.55 ]
[  epoch 0033/0040] 4390/4800, lr:1.3e-05 ∣ avg_100 : 31932.305236 ∣ critic_nllloss : 25816.093359 ∣ critic_ganloss : -369.104568 ∣ generator_nllloss : 5199.627148 ∣ generator_ganloss : 1140.345850 ∣     [  std_z : 0.99  real_sub_fake : 1252.58 ]
[  epoch 0033/0040] 4400/4800, lr:1.3e-05 ∣ avg_100 : 31930.444296 ∣ critic_nllloss : 25847.815430 ∣ critic_ganloss : -274.030997 ∣ generator_nllloss : 5164.858398 ∣ generator_ganloss : 1140.017090 ∣     [  std_z : 0.99  real_sub_fake : 1270.42 ]
[  epoch 0033/0040] 4410/4800, lr:1.3e-05 ∣ avg_100 : 31929.586122 ∣ critic_nllloss : 25973.470313 ∣ critic_ganloss : -345.182413 ∣ generator_nllloss : 5286.775000 ∣ generator_ganloss : 1134.592236 ∣     [  std_z : 0.99  real_sub_fake : 1318.14 ]
[  epoch 0033/0040] 4420/4800, lr:1.3e-05 ∣ avg_100 : 31930.198746 ∣ critic_nllloss : 25893.265430 ∣ critic_ganloss : -301.187341 ∣ generator_nllloss : 5231.069922 ∣ generator_ganloss : 1140.724561 ∣     [  std_z : 1.00  real_sub_fake : 1236.90 ]
[  epoch 0033/0040] 4430/4800, lr:1.3e-05 ∣ avg_100 : 31931.790291 ∣ critic_nllloss : 25905.935547 ∣ critic_ganloss : -301.713203 ∣ generator_nllloss : 5187.163477 ∣ generator_ganloss : 1154.311377 ∣     [  std_z : 1.00  real_sub_fake : 1147.54 ]
[  epoch 0033/0040] 4440/4800, lr:1.3e-05 ∣ avg_100 : 31931.475972 ∣ critic_nllloss : 26005.109375 ∣ critic_ganloss : -271.415033 ∣ generator_nllloss : 5195.143555 ∣ generator_ganloss : 1137.248682 ∣     [  std_z : 1.00  real_sub_fake : 1139.10 ]
[  epoch 0033/0040] 4450/4800, lr:1.3e-05 ∣ avg_100 : 31932.594559 ∣ critic_nllloss : 26002.913086 ∣ critic_ganloss : -333.327655 ∣ generator_nllloss : 5185.625195 ∣ generator_ganloss : 1141.419043 ∣     [  std_z : 0.99  real_sub_fake : 1274.14 ]
[  epoch 0033/0040] 4460/4800, lr:1.3e-05 ∣ avg_100 : 31932.771376 ∣ critic_nllloss : 25965.895703 ∣ critic_ganloss : -285.083679 ∣ generator_nllloss : 5185.049805 ∣ generator_ganloss : 1136.693994 ∣     [  std_z : 0.99  real_sub_fake : 1051.71 ]
[  epoch 0033/0040] 4470/4800, lr:1.3e-05 ∣ avg_100 : 31931.115649 ∣ critic_nllloss : 25815.081445 ∣ critic_ganloss : -340.463177 ∣ generator_nllloss : 5106.413477 ∣ generator_ganloss : 1119.850684 ∣     [  std_z : 0.99  real_sub_fake : 1234.88 ]
[  epoch 0033/0040] 4480/4800, lr:1.3e-05 ∣ avg_100 : 31932.411042 ∣ critic_nllloss : 26156.057227 ∣ critic_ganloss : -341.843274 ∣ generator_nllloss : 5165.619727 ∣ generator_ganloss : 1142.154053 ∣     [  std_z : 1.00  real_sub_fake : 1209.18 ]
[  epoch 0033/0040] 4490/4800, lr:1.3e-05 ∣ avg_100 : 31932.685034 ∣ critic_nllloss : 25742.919141 ∣ critic_ganloss : -254.411700 ∣ generator_nllloss : 5071.523828 ∣ generator_ganloss : 1137.630176 ∣     [  std_z : 0.99  real_sub_fake : 1147.23 ]
[  epoch 0033/0040] 4500/4800, lr:1.3e-05 ∣ avg_100 : 31931.574380 ∣ critic_nllloss : 25872.944336 ∣ critic_ganloss : -376.262183 ∣ generator_nllloss : 5112.869531 ∣ generator_ganloss : 1128.839453 ∣     [  std_z : 1.00  real_sub_fake : 1294.47 ]
[  epoch 0033/0040] 4510/4800, lr:1.3e-05 ∣ avg_100 : 31929.471781 ∣ critic_nllloss : 25830.533594 ∣ critic_ganloss : -357.905212 ∣ generator_nllloss : 5106.592578 ∣ generator_ganloss : 1132.765234 ∣     [  std_z : 1.00  real_sub_fake : 1115.85 ]
[  epoch 0033/0040] 4520/4800, lr:1.3e-05 ∣ avg_100 : 31926.066608 ∣ critic_nllloss : 25613.216602 ∣ critic_ganloss : -377.922446 ∣ generator_nllloss : 5230.220508 ∣ generator_ganloss : 1147.154639 ∣     [  std_z : 1.00  real_sub_fake : 1147.59 ]
[  epoch 0033/0040] 4530/4800, lr:1.3e-05 ∣ avg_100 : 31923.671934 ∣ critic_nllloss : 25784.953711 ∣ critic_ganloss : -346.528885 ∣ generator_nllloss : 5167.484961 ∣ generator_ganloss : 1124.648926 ∣     [  std_z : 1.00  real_sub_fake : 1371.06 ]
[  epoch 0033/0040] 4540/4800, lr:1.3e-05 ∣ avg_100 : 31920.812812 ∣ critic_nllloss : 25729.401758 ∣ critic_ganloss : -278.688412 ∣ generator_nllloss : 5159.552148 ∣ generator_ganloss : 1139.166406 ∣     [  std_z : 0.99  real_sub_fake : 1374.01 ]
[  epoch 0033/0040] 4550/4800, lr:1.3e-05 ∣ avg_100 : 31921.828972 ∣ critic_nllloss : 25955.325781 ∣ critic_ganloss : -255.479303 ∣ generator_nllloss : 5150.853906 ∣ generator_ganloss : 1153.129102 ∣     [  std_z : 0.99  real_sub_fake : 1142.87 ]
[  epoch 0033/0040] 4560/4800, lr:1.3e-05 ∣ avg_100 : 31917.949072 ∣ critic_nllloss : 25604.110938 ∣ critic_ganloss : -279.380806 ∣ generator_nllloss : 5178.596680 ∣ generator_ganloss : 1134.597168 ∣     [  std_z : 0.99  real_sub_fake : 1102.17 ]
[  epoch 0033/0040] 4570/4800, lr:1.3e-05 ∣ avg_100 : 31919.819576 ∣ critic_nllloss : 26072.755078 ∣ critic_ganloss : -362.366025 ∣ generator_nllloss : 5264.571094 ∣ generator_ganloss : 1134.683740 ∣     [  std_z : 0.99  real_sub_fake : 1263.94 ]
[  epoch 0033/0040] 4580/4800, lr:1.3e-05 ∣ avg_100 : 31920.900830 ∣ critic_nllloss : 25909.786914 ∣ critic_ganloss : -278.827084 ∣ generator_nllloss : 5196.452344 ∣ generator_ganloss : 1123.434717 ∣     [  std_z : 1.00  real_sub_fake : 1262.60 ]
[  epoch 0033/0040] 4590/4800, lr:1.3e-05 ∣ avg_100 : 31922.811944 ∣ critic_nllloss : 26042.894336 ∣ critic_ganloss : -287.012906 ∣ generator_nllloss : 5212.044531 ∣ generator_ganloss : 1153.795020 ∣     [  std_z : 1.00  real_sub_fake : 1119.08 ]
[  epoch 0033/0040] 4600/4800, lr:1.3e-05 ∣ avg_100 : 31924.685943 ∣ critic_nllloss : 25896.166992 ∣ critic_ganloss : -306.751685 ∣ generator_nllloss : 5181.192773 ∣ generator_ganloss : 1148.317920 ∣     [  std_z : 1.00  real_sub_fake : 910.85 ]
[  epoch 0033/0040] 4610/4800, lr:1.3e-05 ∣ avg_100 : 31922.890050 ∣ critic_nllloss : 25890.928125 ∣ critic_ganloss : -241.767795 ∣ generator_nllloss : 5253.086133 ∣ generator_ganloss : 1110.343408 ∣     [  std_z : 1.00  real_sub_fake : 1154.92 ]
[  epoch 0033/0040] 4620/4800, lr:1.3e-05 ∣ avg_100 : 31925.386909 ∣ critic_nllloss : 26045.586719 ∣ critic_ganloss : -314.379865 ∣ generator_nllloss : 5240.142969 ∣ generator_ganloss : 1106.370361 ∣     [  std_z : 0.99  real_sub_fake : 1217.66 ]
[  epoch 0033/0040] 4630/4800, lr:1.3e-05 ∣ avg_100 : 31927.698883 ∣ critic_nllloss : 26020.463281 ∣ critic_ganloss : -212.190070 ∣ generator_nllloss : 5192.983594 ∣ generator_ganloss : 1150.045410 ∣     [  std_z : 0.99  real_sub_fake : 1038.85 ]
[  epoch 0033/0040] 4640/4800, lr:1.3e-05 ∣ avg_100 : 31924.613806 ∣ critic_nllloss : 25685.030078 ∣ critic_ganloss : -212.606601 ∣ generator_nllloss : 5107.126367 ∣ generator_ganloss : 1152.195947 ∣     [  std_z : 0.99  real_sub_fake : 799.45 ]
[  epoch 0033/0040] 4650/4800, lr:1.3e-05 ∣ avg_100 : 31918.687369 ∣ critic_nllloss : 25834.672461 ∣ critic_ganloss : -323.320383 ∣ generator_nllloss : 5076.702539 ∣ generator_ganloss : 1131.986865 ∣     [  std_z : 0.99  real_sub_fake : 1017.83 ]
[  epoch 0033/0040] 4660/4800, lr:1.3e-05 ∣ avg_100 : 31918.934951 ∣ critic_nllloss : 25806.025586 ∣ critic_ganloss : -344.287650 ∣ generator_nllloss : 5184.878711 ∣ generator_ganloss : 1132.919238 ∣     [  std_z : 0.99  real_sub_fake : 1188.40 ]
[  epoch 0033/0040] 4670/4800, lr:1.3e-05 ∣ avg_100 : 31923.080017 ∣ critic_nllloss : 26084.476562 ∣ critic_ganloss : -249.704538 ∣ generator_nllloss : 5153.955273 ∣ generator_ganloss : 1144.301758 ∣     [  std_z : 0.99  real_sub_fake : 1250.65 ]
[  epoch 0033/0040] 4680/4800, lr:1.3e-05 ∣ avg_100 : 31927.946262 ∣ critic_nllloss : 26068.559766 ∣ critic_ganloss : -246.605424 ∣ generator_nllloss : 5290.391016 ∣ generator_ganloss : 1145.966406 ∣     [  std_z : 1.00  real_sub_fake : 1034.59 ]
[  epoch 0033/0040] 4690/4800, lr:1.3e-05 ∣ avg_100 : 31930.990499 ∣ critic_nllloss : 25957.876172 ∣ critic_ganloss : -227.963153 ∣ generator_nllloss : 5191.797266 ∣ generator_ganloss : 1105.692773 ∣     [  std_z : 1.00  real_sub_fake : 1143.67 ]
[  epoch 0033/0040] 4700/4800, lr:1.3e-05 ∣ avg_100 : 31933.765192 ∣ critic_nllloss : 25860.492383 ∣ critic_ganloss : -242.849562 ∣ generator_nllloss : 5181.186719 ∣ generator_ganloss : 1126.735938 ∣     [  std_z : 1.00  real_sub_fake : 1027.36 ]
[  epoch 0033/0040] 4710/4800, lr:1.3e-05 ∣ avg_100 : 31932.896648 ∣ critic_nllloss : 25766.647070 ∣ critic_ganloss : -246.302890 ∣ generator_nllloss : 5133.365039 ∣ generator_ganloss : 1147.117871 ∣     [  std_z : 0.99  real_sub_fake : 932.88 ]
[  epoch 0033/0040] 4720/4800, lr:1.3e-05 ∣ avg_100 : 31932.427810 ∣ critic_nllloss : 26001.724219 ∣ critic_ganloss : -314.762743 ∣ generator_nllloss : 5152.070898 ∣ generator_ganloss : 1144.292969 ∣     [  std_z : 0.99  real_sub_fake : 1007.66 ]
[  epoch 0033/0040] 4730/4800, lr:1.3e-05 ∣ avg_100 : 31931.158196 ∣ critic_nllloss : 25940.915234 ∣ critic_ganloss : -315.475432 ∣ generator_nllloss : 5207.067578 ∣ generator_ganloss : 1135.271387 ∣     [  std_z : 0.99  real_sub_fake : 1082.12 ]
[  epoch 0033/0040] 4740/4800, lr:1.3e-05 ∣ avg_100 : 31931.096796 ∣ critic_nllloss : 25836.340820 ∣ critic_ganloss : -271.012845 ∣ generator_nllloss : 5139.647852 ∣ generator_ganloss : 1140.089551 ∣     [  std_z : 0.99  real_sub_fake : 1074.09 ]
[  epoch 0033/0040] 4750/4800, lr:1.3e-05 ∣ avg_100 : 31936.162144 ∣ critic_nllloss : 25983.042969 ∣ critic_ganloss : -289.338000 ∣ generator_nllloss : 5270.806641 ∣ generator_ganloss : 1154.826660 ∣     [  std_z : 0.99  real_sub_fake : 1090.31 ]
[  epoch 0033/0040] 4760/4800, lr:1.3e-05 ∣ avg_100 : 31934.954383 ∣ critic_nllloss : 25897.660352 ∣ critic_ganloss : -338.981821 ∣ generator_nllloss : 5104.138281 ∣ generator_ganloss : 1148.270313 ∣     [  std_z : 0.99  real_sub_fake : 1130.61 ]
[  epoch 0033/0040] 4770/4800, lr:1.3e-05 ∣ avg_100 : 31935.219958 ∣ critic_nllloss : 25869.103711 ∣ critic_ganloss : -297.463470 ∣ generator_nllloss : 5309.134375 ∣ generator_ganloss : 1150.773242 ∣     [  std_z : 0.99  real_sub_fake : 1160.85 ]
[  epoch 0033/0040] 4780/4800, lr:1.3e-05 ∣ avg_100 : 31938.810174 ∣ critic_nllloss : 26005.391016 ∣ critic_ganloss : -322.101688 ∣ generator_nllloss : 5235.760742 ∣ generator_ganloss : 1166.308838 ∣     [  std_z : 0.99  real_sub_fake : 1052.58 ]
[  epoch 0033/0040] 4790/4800, lr:1.3e-05 ∣ avg_100 : 31939.547074 ∣ critic_nllloss : 25906.587109 ∣ critic_ganloss : -340.636285 ∣ generator_nllloss : 5198.044141 ∣ generator_ganloss : 1161.258691 ∣     [  std_z : 0.99  real_sub_fake : 1069.20 ]
[  epoch 0033/0040] 4800/4800, lr:1.3e-05 ∣ avg_100 : 31939.220111 ∣ critic_nllloss : 25823.452148 ∣ critic_ganloss : -317.490170 ∣ generator_nllloss : 5212.883203 ∣ generator_ganloss : 1149.196289 ∣     [  std_z : 0.99  real_sub_fake : 1206.47 ]
[    val 033    ] Done! KLD: 0.024134: 0.0101959:06, total: 1 day, 3:31:58                  
[  epoch 0034/0040] 0010/4800, lr:1.3e-05 ∣ avg_100 : 31937.563174 ∣ critic_nllloss : 25863.688867 ∣ critic_ganloss : -258.931528 ∣ generator_nllloss : 5211.840430 ∣ generator_ganloss : 1166.407764 ∣     [  std_z : 0.99  real_sub_fake : 1107.31 ]
[  epoch 0034/0040] 0020/4800, lr:1.3e-05 ∣ avg_100 : 31938.618886 ∣ critic_nllloss : 26108.012305 ∣ critic_ganloss : -324.478192 ∣ generator_nllloss : 5258.257422 ∣ generator_ganloss : 1147.048389 ∣     [  std_z : 1.00  real_sub_fake : 1076.18 ]
[  epoch 0034/0040] 0030/4800, lr:1.3e-05 ∣ avg_100 : 31938.492904 ∣ critic_nllloss : 25770.508398 ∣ critic_ganloss : -252.310400 ∣ generator_nllloss : 5189.775000 ∣ generator_ganloss : 1127.260254 ∣     [  std_z : 1.00  real_sub_fake : 1190.37 ]
[  epoch 0034/0040] 0040/4800, lr:1.3e-05 ∣ avg_100 : 31938.260981 ∣ critic_nllloss : 26086.441602 ∣ critic_ganloss : -341.913232 ∣ generator_nllloss : 5193.161133 ∣ generator_ganloss : 1125.420801 ∣     [  std_z : 1.00  real_sub_fake : 1262.57 ]
[  epoch 0034/0040] 0050/4800, lr:1.3e-05 ∣ avg_100 : 31934.452636 ∣ critic_nllloss : 25710.745312 ∣ critic_ganloss : -298.371033 ∣ generator_nllloss : 5115.312695 ∣ generator_ganloss : 1138.144189 ∣     [  std_z : 0.99  real_sub_fake : 1162.90 ]
[  epoch 0034/0040] 0060/4800, lr:1.3e-05 ∣ avg_100 : 31928.416156 ∣ critic_nllloss : 25730.613672 ∣ critic_ganloss : -290.527551 ∣ generator_nllloss : 5138.001172 ∣ generator_ganloss : 1142.703760 ∣     [  std_z : 0.99  real_sub_fake : 1033.78 ]
[  epoch 0034/0040] 0070/4800, lr:1.3e-05 ∣ avg_100 : 31932.402192 ∣ critic_nllloss : 25922.633789 ∣ critic_ganloss : -338.423373 ∣ generator_nllloss : 5322.625391 ∣ generator_ganloss : 1123.904590 ∣     [  std_z : 0.99  real_sub_fake : 1165.25 ]
[  epoch 0034/0040] 0080/4800, lr:1.3e-05 ∣ avg_100 : 31934.299602 ∣ critic_nllloss : 25853.639648 ∣ critic_ganloss : -258.484128 ∣ generator_nllloss : 5192.602734 ∣ generator_ganloss : 1135.616602 ∣     [  std_z : 0.99  real_sub_fake : 1130.10 ]
[  epoch 0034/0040] 0090/4800, lr:1.3e-05 ∣ avg_100 : 31935.349831 ∣ critic_nllloss : 25842.016602 ∣ critic_ganloss : -322.012462 ∣ generator_nllloss : 5277.246680 ∣ generator_ganloss : 1153.773730 ∣     [  std_z : 1.00  real_sub_fake : 1007.86 ]
[  epoch 0034/0040] 0100/4800, lr:1.3e-05 ∣ avg_100 : 31934.922819 ∣ critic_nllloss : 25887.432227 ∣ critic_ganloss : -325.276065 ∣ generator_nllloss : 5168.982422 ∣ generator_ganloss : 1148.347607 ∣     [  std_z : 1.00  real_sub_fake : 1139.44 ]
[  epoch 0034/0040] 0110/4800, lr:1.3e-05 ∣ avg_100 : 31933.456048 ∣ critic_nllloss : 25938.182227 ∣ critic_ganloss : -357.369583 ∣ generator_nllloss : 5132.751172 ∣ generator_ganloss : 1130.149951 ∣     [  std_z : 1.00  real_sub_fake : 1167.85 ]
[  epoch 0034/0040] 0120/4800, lr:1.3e-05 ∣ avg_100 : 31935.901887 ∣ critic_nllloss : 26003.977344 ∣ critic_ganloss : -294.873273 ∣ generator_nllloss : 5218.841211 ∣ generator_ganloss : 1109.679834 ∣     [  std_z : 1.00  real_sub_fake : 1326.33 ]
[  epoch 0034/0040] 0130/4800, lr:1.3e-05 ∣ avg_100 : 31936.479331 ∣ critic_nllloss : 25950.466406 ∣ critic_ganloss : -323.457843 ∣ generator_nllloss : 5243.208008 ∣ generator_ganloss : 1148.776074 ∣     [  std_z : 0.99  real_sub_fake : 1166.73 ]
[  epoch 0034/0040] 0140/4800, lr:1.3e-05 ∣ avg_100 : 31936.041561 ∣ critic_nllloss : 25783.356445 ∣ critic_ganloss : -305.321051 ∣ generator_nllloss : 5047.740039 ∣ generator_ganloss : 1135.014697 ∣     [  std_z : 0.99  real_sub_fake : 1247.59 ]
[  epoch 0034/0040] 0150/4800, lr:1.3e-05 ∣ avg_100 : 31936.309522 ∣ critic_nllloss : 25880.794922 ∣ critic_ganloss : -272.528534 ∣ generator_nllloss : 5119.208984 ∣ generator_ganloss : 1125.290918 ∣     [  std_z : 0.99  real_sub_fake : 1245.24 ]
[  epoch 0034/0040] 0160/4800, lr:1.3e-05 ∣ avg_100 : 31932.385930 ∣ critic_nllloss : 25829.626953 ∣ critic_ganloss : -339.005334 ∣ generator_nllloss : 5188.283203 ∣ generator_ganloss : 1127.152979 ∣     [  std_z : 1.00  real_sub_fake : 1279.78 ]
[  epoch 0034/0040] 0170/4800, lr:1.3e-05 ∣ avg_100 : 31933.872505 ∣ critic_nllloss : 26109.888477 ∣ critic_ganloss : -272.554538 ∣ generator_nllloss : 5276.655078 ∣ generator_ganloss : 1141.311523 ∣     [  std_z : 1.00  real_sub_fake : 1263.21 ]
[  epoch 0034/0040] 0180/4800, lr:1.3e-05 ∣ avg_100 : 31933.607010 ∣ critic_nllloss : 26004.301953 ∣ critic_ganloss : -303.960275 ∣ generator_nllloss : 5193.373242 ∣ generator_ganloss : 1150.038477 ∣     [  std_z : 0.99  real_sub_fake : 1307.94 ]
[  epoch 0034/0040] 0190/4800, lr:1.3e-05 ∣ avg_100 : 31929.569046 ∣ critic_nllloss : 25835.683398 ∣ critic_ganloss : -366.304070 ∣ generator_nllloss : 5198.953320 ∣ generator_ganloss : 1167.412061 ∣     [  std_z : 0.99  real_sub_fake : 1162.57 ]
[  epoch 0034/0040] 0200/4800, lr:1.3e-05 ∣ avg_100 : 31926.265591 ∣ critic_nllloss : 25650.167773 ∣ critic_ganloss : -349.380527 ∣ generator_nllloss : 5120.999023 ∣ generator_ganloss : 1150.377881 ∣     [  std_z : 0.99  real_sub_fake : 1187.06 ]
[  epoch 0034/0040] 0210/4800, lr:1.3e-05 ∣ avg_100 : 31923.991249 ∣ critic_nllloss : 25713.549805 ∣ critic_ganloss : -347.138037 ∣ generator_nllloss : 5102.311328 ∣ generator_ganloss : 1136.874414 ∣     [  std_z : 0.99  real_sub_fake : 1219.18 ]
[  epoch 0034/0040] 0220/4800, lr:1.3e-05 ∣ avg_100 : 31925.002647 ∣ critic_nllloss : 26008.753125 ∣ critic_ganloss : -265.808472 ∣ generator_nllloss : 5273.766406 ∣ generator_ganloss : 1158.381396 ∣     [  std_z : 0.99  real_sub_fake : 1299.70 ]
[  epoch 0034/0040] 0230/4800, lr:1.3e-05 ∣ avg_100 : 31924.439382 ∣ critic_nllloss : 25742.538867 ∣ critic_ganloss : -274.184111 ∣ generator_nllloss : 5027.096875 ∣ generator_ganloss : 1168.106152 ∣     [  std_z : 1.00  real_sub_fake : 1034.50 ]
[  epoch 0034/0040] 0240/4800, lr:1.3e-05 ∣ avg_100 : 31919.769306 ∣ critic_nllloss : 25661.534570 ∣ critic_ganloss : -338.333414 ∣ generator_nllloss : 5103.681250 ∣ generator_ganloss : 1146.036377 ∣     [  std_z : 0.99  real_sub_fake : 1147.13 ]
[  epoch 0034/0040] 0250/4800, lr:1.3e-05 ∣ avg_100 : 31926.242329 ∣ critic_nllloss : 26003.524609 ∣ critic_ganloss : -179.619006 ∣ generator_nllloss : 5251.889063 ∣ generator_ganloss : 1161.583887 ∣     [  std_z : 0.99  real_sub_fake : 1092.27 ]
[  epoch 0034/0040] 0260/4800, lr:1.3e-05 ∣ avg_100 : 31924.918764 ∣ critic_nllloss : 25951.661133 ∣ critic_ganloss : -298.572908 ∣ generator_nllloss : 5167.584766 ∣ generator_ganloss : 1156.386768 ∣     [  std_z : 0.99  real_sub_fake : 977.94 ]
[  epoch 0034/0040] 0270/4800, lr:1.3e-05 ∣ avg_100 : 31928.448247 ∣ critic_nllloss : 25919.823828 ∣ critic_ganloss : -286.902998 ∣ generator_nllloss : 5251.118359 ∣ generator_ganloss : 1139.016650 ∣     [  std_z : 1.00  real_sub_fake : 1065.63 ]
[  epoch 0034/0040] 0280/4800, lr:1.3e-05 ∣ avg_100 : 31928.044989 ∣ critic_nllloss : 25833.237305 ∣ critic_ganloss : -359.282605 ∣ generator_nllloss : 5152.833789 ∣ generator_ganloss : 1148.294238 ∣     [  std_z : 1.00  real_sub_fake : 1142.87 ]
[  epoch 0034/0040] 0290/4800, lr:1.3e-05 ∣ avg_100 : 31930.013964 ∣ critic_nllloss : 25724.629883 ∣ critic_ganloss : -322.085452 ∣ generator_nllloss : 5229.626953 ∣ generator_ganloss : 1153.793457 ∣     [  std_z : 0.99  real_sub_fake : 1146.01 ]
[  epoch 0034/0040] 0300/4800, lr:1.3e-05 ∣ avg_100 : 31928.137864 ∣ critic_nllloss : 25819.293750 ∣ critic_ganloss : -383.594308 ∣ generator_nllloss : 5114.754297 ∣ generator_ganloss : 1147.721631 ∣     [  std_z : 0.99  real_sub_fake : 1212.67 ]
[  epoch 0034/0040] 0310/4800, lr:1.3e-05 ∣ avg_100 : 31931.634925 ∣ critic_nllloss : 26036.259961 ∣ critic_ganloss : -309.946478 ∣ generator_nllloss : 5277.814062 ∣ generator_ganloss : 1160.825391 ∣     [  std_z : 0.99  real_sub_fake : 1359.01 ]
[  epoch 0034/0040] 0320/4800, lr:1.3e-05 ∣ avg_100 : 31925.165807 ∣ critic_nllloss : 25532.508594 ∣ critic_ganloss : -278.224893 ∣ generator_nllloss : 5076.936523 ∣ generator_ganloss : 1163.899561 ∣     [  std_z : 1.00  real_sub_fake : 1080.52 ]
[  epoch 0034/0040] 0330/4800, lr:1.3e-05 ∣ avg_100 : 31926.849969 ∣ critic_nllloss : 25832.400195 ∣ critic_ganloss : -269.003946 ∣ generator_nllloss : 5215.069141 ∣ generator_ganloss : 1162.645117 ∣     [  std_z : 0.99  real_sub_fake : 1142.57 ]
[  epoch 0034/0040] 0340/4800, lr:1.3e-05 ∣ avg_100 : 31928.009547 ∣ critic_nllloss : 25856.976367 ∣ critic_ganloss : -308.304193 ∣ generator_nllloss : 5208.292578 ∣ generator_ganloss : 1159.221875 ∣     [  std_z : 0.99  real_sub_fake : 1170.45 ]
[  epoch 0034/0040] 0350/4800, lr:1.3e-05 ∣ avg_100 : 31926.746165 ∣ critic_nllloss : 25826.708008 ∣ critic_ganloss : -365.529993 ∣ generator_nllloss : 5142.489844 ∣ generator_ganloss : 1154.878809 ∣     [  std_z : 0.99  real_sub_fake : 1301.17 ]
[  epoch 0034/0040] 0360/4800, lr:1.3e-05 ∣ avg_100 : 31931.320821 ∣ critic_nllloss : 26112.827734 ∣ critic_ganloss : -392.257022 ∣ generator_nllloss : 5301.256836 ∣ generator_ganloss : 1165.049951 ∣     [  std_z : 0.99  real_sub_fake : 1271.70 ]
[  epoch 0034/0040] 0370/4800, lr:1.3e-05 ∣ avg_100 : 31931.458388 ∣ critic_nllloss : 25876.819531 ∣ critic_ganloss : -384.537585 ∣ generator_nllloss : 5241.827344 ∣ generator_ganloss : 1157.452734 ∣     [  std_z : 0.99  real_sub_fake : 1281.55 ]
[  epoch 0034/0040] 0380/4800, lr:1.3e-05 ∣ avg_100 : 31930.060075 ∣ critic_nllloss : 25999.808594 ∣ critic_ganloss : -337.533545 ∣ generator_nllloss : 5216.461133 ∣ generator_ganloss : 1162.248828 ∣     [  std_z : 0.99  real_sub_fake : 1424.59 ]
[  epoch 0034/0040] 0390/4800, lr:1.3e-05 ∣ avg_100 : 31928.411668 ∣ critic_nllloss : 25733.544141 ∣ critic_ganloss : -256.215884 ∣ generator_nllloss : 5139.486914 ∣ generator_ganloss : 1151.700488 ∣     [  std_z : 0.99  real_sub_fake : 1309.91 ]
[  epoch 0034/0040] 0400/4800, lr:1.3e-05 ∣ avg_100 : 31926.528955 ∣ critic_nllloss : 26012.466992 ∣ critic_ganloss : -371.567578 ∣ generator_nllloss : 5200.039062 ∣ generator_ganloss : 1158.060645 ∣     [  std_z : 1.00  real_sub_fake : 1242.38 ]
[  epoch 0034/0040] 0410/4800, lr:1.3e-05 ∣ avg_100 : 31926.934312 ∣ critic_nllloss : 25941.326953 ∣ critic_ganloss : -329.091925 ∣ generator_nllloss : 5182.458398 ∣ generator_ganloss : 1139.701904 ∣     [  std_z : 1.00  real_sub_fake : 1285.89 ]
[  epoch 0034/0040] 0420/4800, lr:1.3e-05 ∣ avg_100 : 31919.472624 ∣ critic_nllloss : 25752.981836 ∣ critic_ganloss : -287.375958 ∣ generator_nllloss : 5100.570312 ∣ generator_ganloss : 1169.498145 ∣     [  std_z : 1.00  real_sub_fake : 1044.06 ]
[  epoch 0034/0040] 0430/4800, lr:1.3e-05 ∣ avg_100 : 31920.122921 ∣ critic_nllloss : 25830.628711 ∣ critic_ganloss : -288.696429 ∣ generator_nllloss : 5115.415039 ∣ generator_ganloss : 1151.478760 ∣     [  std_z : 1.00  real_sub_fake : 1198.34 ]
[  epoch 0034/0040] 0440/4800, lr:1.3e-05 ∣ avg_100 : 31920.001776 ∣ critic_nllloss : 25905.477148 ∣ critic_ganloss : -356.843448 ∣ generator_nllloss : 5225.360547 ∣ generator_ganloss : 1169.571631 ∣     [  std_z : 0.99  real_sub_fake : 1130.77 ]
[  epoch 0034/0040] 0450/4800, lr:1.3e-05 ∣ avg_100 : 31913.716433 ∣ critic_nllloss : 25765.722656 ∣ critic_ganloss : -418.233817 ∣ generator_nllloss : 5230.119141 ∣ generator_ganloss : 1167.564746 ∣     [  std_z : 0.99  real_sub_fake : 1123.20 ]
[  epoch 0034/0040] 0460/4800, lr:1.3e-05 ∣ avg_100 : 31908.700292 ∣ critic_nllloss : 25905.637695 ∣ critic_ganloss : -348.319461 ∣ generator_nllloss : 5022.310352 ∣ generator_ganloss : 1166.101416 ∣     [  std_z : 0.98  real_sub_fake : 1223.21 ]
[  epoch 0034/0040] 0470/4800, lr:1.3e-05 ∣ avg_100 : 31913.539715 ∣ critic_nllloss : 25891.418359 ∣ critic_ganloss : -295.868408 ∣ generator_nllloss : 5188.036914 ∣ generator_ganloss : 1154.118994 ∣     [  std_z : 0.99  real_sub_fake : 1354.05 ]
[  epoch 0034/0040] 0480/4800, lr:1.3e-05 ∣ avg_100 : 31918.326038 ∣ critic_nllloss : 26080.083398 ∣ critic_ganloss : -266.981351 ∣ generator_nllloss : 5237.195703 ∣ generator_ganloss : 1155.207715 ∣     [  std_z : 0.99  real_sub_fake : 1373.44 ]
[  epoch 0034/0040] 0490/4800, lr:1.3e-05 ∣ avg_100 : 31913.085265 ∣ critic_nllloss : 25896.425195 ∣ critic_ganloss : -389.913876 ∣ generator_nllloss : 5054.475781 ∣ generator_ganloss : 1170.443994 ∣     [  std_z : 1.00  real_sub_fake : 1155.43 ]
[  epoch 0034/0040] 0500/4800, lr:1.3e-05 ∣ avg_100 : 31912.352919 ∣ critic_nllloss : 25773.930664 ∣ critic_ganloss : -267.733670 ∣ generator_nllloss : 5233.339844 ∣ generator_ganloss : 1159.525000 ∣     [  std_z : 1.00  real_sub_fake : 1160.21 ]
[  epoch 0034/0040] 0510/4800, lr:1.3e-05 ∣ avg_100 : 31909.500364 ∣ critic_nllloss : 25849.604297 ∣ critic_ganloss : -320.486221 ∣ generator_nllloss : 5162.778125 ∣ generator_ganloss : 1153.677246 ∣     [  std_z : 1.00  real_sub_fake : 1297.41 ]
[  epoch 0034/0040] 0520/4800, lr:1.3e-05 ∣ avg_100 : 31910.767471 ∣ critic_nllloss : 25852.333984 ∣ critic_ganloss : -405.548334 ∣ generator_nllloss : 5172.677734 ∣ generator_ganloss : 1162.274316 ∣     [  std_z : 1.00  real_sub_fake : 1241.18 ]
[  epoch 0034/0040] 0530/4800, lr:1.3e-05 ∣ avg_100 : 31906.542021 ∣ critic_nllloss : 25794.063086 ∣ critic_ganloss : -385.437292 ∣ generator_nllloss : 5198.072656 ∣ generator_ganloss : 1163.981445 ∣     [  std_z : 0.99  real_sub_fake : 1266.93 ]
[  epoch 0034/0040] 0540/4800, lr:1.3e-05 ∣ avg_100 : 31905.138279 ∣ critic_nllloss : 25876.540625 ∣ critic_ganloss : -308.232574 ∣ generator_nllloss : 5294.041016 ∣ generator_ganloss : 1171.778613 ∣     [  std_z : 0.99  real_sub_fake : 1308.98 ]
[  epoch 0034/0040] 0550/4800, lr:1.3e-05 ∣ avg_100 : 31906.023457 ∣ critic_nllloss : 25785.379297 ∣ critic_ganloss : -268.505164 ∣ generator_nllloss : 5142.158789 ∣ generator_ganloss : 1157.566895 ∣     [  std_z : 0.98  real_sub_fake : 1335.42 ]
[  epoch 0034/0040] 0560/4800, lr:1.3e-05 ∣ avg_100 : 31903.669049 ∣ critic_nllloss : 25856.269922 ∣ critic_ganloss : -316.295236 ∣ generator_nllloss : 5232.775781 ∣ generator_ganloss : 1170.187207 ∣     [  std_z : 0.99  real_sub_fake : 1387.65 ]
[  epoch 0034/0040] 0570/4800, lr:1.3e-05 ∣ avg_100 : 31904.360730 ∣ critic_nllloss : 25859.980273 ∣ critic_ganloss : -265.447690 ∣ generator_nllloss : 5189.522070 ∣ generator_ganloss : 1201.376611 ∣     [  std_z : 1.00  real_sub_fake : 1106.15 ]
[  epoch 0034/0040] 0580/4800, lr:1.3e-05 ∣ avg_100 : 31906.599143 ∣ critic_nllloss : 26127.825977 ∣ critic_ganloss : -274.875557 ∣ generator_nllloss : 5162.096680 ∣ generator_ganloss : 1184.178516 ∣     [  std_z : 1.00  real_sub_fake : 1018.77 ]
[  epoch 0034/0040] 0590/4800, lr:1.3e-05 ∣ avg_100 : 31908.459491 ∣ critic_nllloss : 25926.999023 ∣ critic_ganloss : -249.451498 ∣ generator_nllloss : 5139.695898 ∣ generator_ganloss : 1155.753125 ∣     [  std_z : 1.00  real_sub_fake : 1037.84 ]
[  epoch 0034/0040] 0600/4800, lr:1.3e-05 ∣ avg_100 : 31909.291237 ∣ critic_nllloss : 25920.519336 ∣ critic_ganloss : -226.758923 ∣ generator_nllloss : 5105.552148 ∣ generator_ganloss : 1162.521924 ∣     [  std_z : 0.99  real_sub_fake : 986.91 ]
[  epoch 0034/0040] 0610/4800, lr:1.3e-05 ∣ avg_100 : 31909.621060 ∣ critic_nllloss : 25978.111523 ∣ critic_ganloss : -198.773749 ∣ generator_nllloss : 5133.314648 ∣ generator_ganloss : 1169.985059 ∣     [  std_z : 0.99  real_sub_fake : 891.43 ]
[  epoch 0034/0040] 0620/4800, lr:1.3e-05 ∣ avg_100 : 31911.967327 ∣ critic_nllloss : 26076.660938 ∣ critic_ganloss : -257.180264 ∣ generator_nllloss : 5214.260352 ∣ generator_ganloss : 1164.758203 ∣     [  std_z : 0.99  real_sub_fake : 899.64 ]
[  epoch 0034/0040] 0630/4800, lr:1.3e-05 ∣ avg_100 : 31911.490367 ∣ critic_nllloss : 25752.304102 ∣ critic_ganloss : -212.019250 ∣ generator_nllloss : 5194.055469 ∣ generator_ganloss : 1163.660889 ∣     [  std_z : 0.99  real_sub_fake : 935.66 ]
[  epoch 0034/0040] 0640/4800, lr:1.3e-05 ∣ avg_100 : 31910.204790 ∣ critic_nllloss : 25849.916992 ∣ critic_ganloss : -276.366396 ∣ generator_nllloss : 5201.757617 ∣ generator_ganloss : 1162.220654 ∣     [  std_z : 0.99  real_sub_fake : 917.21 ]
[  epoch 0034/0040] 0650/4800, lr:1.3e-05 ∣ avg_100 : 31908.230006 ∣ critic_nllloss : 25821.014258 ∣ critic_ganloss : -303.289304 ∣ generator_nllloss : 5131.686523 ∣ generator_ganloss : 1149.739795 ∣     [  std_z : 1.00  real_sub_fake : 1059.72 ]
[  epoch 0034/0040] 0660/4800, lr:1.3e-05 ∣ avg_100 : 31907.820798 ∣ critic_nllloss : 25917.234570 ∣ critic_ganloss : -258.802570 ∣ generator_nllloss : 5153.872070 ∣ generator_ganloss : 1149.331006 ∣     [  std_z : 1.00  real_sub_fake : 1060.82 ]
[  epoch 0034/0040] 0670/4800, lr:1.3e-05 ∣ avg_100 : 31908.372369 ∣ critic_nllloss : 25754.376172 ∣ critic_ganloss : -292.746542 ∣ generator_nllloss : 5145.038672 ∣ generator_ganloss : 1149.371240 ∣     [  std_z : 1.00  real_sub_fake : 1027.33 ]
[  epoch 0034/0040] 0680/4800, lr:1.3e-05 ∣ avg_100 : 31908.653234 ∣ critic_nllloss : 26098.180859 ∣ critic_ganloss : -317.421933 ∣ generator_nllloss : 5193.870313 ∣ generator_ganloss : 1175.444971 ∣     [  std_z : 1.00  real_sub_fake : 1096.55 ]
[  epoch 0034/0040] 0690/4800, lr:1.3e-05 ∣ avg_100 : 31912.568687 ∣ critic_nllloss : 25940.484570 ∣ critic_ganloss : -226.877954 ∣ generator_nllloss : 5203.208203 ∣ generator_ganloss : 1172.391943 ∣     [  std_z : 1.00  real_sub_fake : 1065.84 ]
[  epoch 0034/0040] 0700/4800, lr:1.3e-05 ∣ avg_100 : 31916.046033 ∣ critic_nllloss : 26084.782227 ∣ critic_ganloss : -309.516177 ∣ generator_nllloss : 5147.573438 ∣ generator_ganloss : 1163.286230 ∣     [  std_z : 0.99  real_sub_fake : 1187.00 ]
[  epoch 0034/0040] 0710/4800, lr:1.3e-05 ∣ avg_100 : 31916.770265 ∣ critic_nllloss : 25851.599219 ∣ critic_ganloss : -287.297729 ∣ generator_nllloss : 5042.701563 ∣ generator_ganloss : 1177.406299 ∣     [  std_z : 0.99  real_sub_fake : 1175.71 ]
[  epoch 0034/0040] 0720/4800, lr:1.3e-05 ∣ avg_100 : 31924.521621 ∣ critic_nllloss : 26151.293555 ∣ critic_ganloss : -199.648018 ∣ generator_nllloss : 5242.644531 ∣ generator_ganloss : 1193.514893 ∣     [  std_z : 0.99  real_sub_fake : 941.08 ]
[  epoch 0034/0040] 0730/4800, lr:1.3e-05 ∣ avg_100 : 31927.195107 ∣ critic_nllloss : 25950.846289 ∣ critic_ganloss : -276.037253 ∣ generator_nllloss : 5161.648828 ∣ generator_ganloss : 1161.449463 ∣     [  std_z : 0.99  real_sub_fake : 1027.25 ]
[  epoch 0034/0040] 0740/4800, lr:1.3e-05 ∣ avg_100 : 31928.052734 ∣ critic_nllloss : 25813.450781 ∣ critic_ganloss : -259.453561 ∣ generator_nllloss : 5140.378320 ∣ generator_ganloss : 1140.818994 ∣     [  std_z : 1.00  real_sub_fake : 1115.32 ]
[  epoch 0034/0040] 0750/4800, lr:1.3e-05 ∣ avg_100 : 31927.836536 ∣ critic_nllloss : 25943.883984 ∣ critic_ganloss : -341.927191 ∣ generator_nllloss : 5209.980859 ∣ generator_ganloss : 1170.272070 ∣     [  std_z : 1.00  real_sub_fake : 1036.82 ]
[  epoch 0034/0040] 0760/4800, lr:1.3e-05 ∣ avg_100 : 31932.982970 ∣ critic_nllloss : 26003.715625 ∣ critic_ganloss : -277.339856 ∣ generator_nllloss : 5250.718945 ∣ generator_ganloss : 1175.472705 ∣     [  std_z : 0.99  real_sub_fake : 1054.86 ]
[  epoch 0034/0040] 0770/4800, lr:1.3e-05 ∣ avg_100 : 31927.950613 ∣ critic_nllloss : 25682.350000 ∣ critic_ganloss : -278.289001 ∣ generator_nllloss : 5044.279688 ∣ generator_ganloss : 1158.067480 ∣     [  std_z : 1.00  real_sub_fake : 1115.49 ]
[  epoch 0034/0040] 0780/4800, lr:1.3e-05 ∣ avg_100 : 31928.424087 ∣ critic_nllloss : 25945.602734 ∣ critic_ganloss : -281.333353 ∣ generator_nllloss : 5170.912891 ∣ generator_ganloss : 1163.012012 ∣     [  std_z : 1.00  real_sub_fake : 1138.89 ]
[  epoch 0034/0040] 0790/4800, lr:1.3e-05 ∣ avg_100 : 31928.236332 ∣ critic_nllloss : 26013.488477 ∣ critic_ganloss : -254.076520 ∣ generator_nllloss : 5178.798437 ∣ generator_ganloss : 1164.735059 ∣     [  std_z : 1.00  real_sub_fake : 1142.96 ]
[  epoch 0034/0040] 0800/4800, lr:1.3e-05 ∣ avg_100 : 31927.736948 ∣ critic_nllloss : 25712.163477 ∣ critic_ganloss : -285.960251 ∣ generator_nllloss : 5269.235352 ∣ generator_ganloss : 1173.549023 ∣     [  std_z : 0.99  real_sub_fake : 1043.55 ]
[  epoch 0034/0040] 0810/4800, lr:1.3e-05 ∣ avg_100 : 31925.179155 ∣ critic_nllloss : 25836.599414 ∣ critic_ganloss : -370.138922 ∣ generator_nllloss : 5112.865820 ∣ generator_ganloss : 1177.484277 ∣     [  std_z : 0.99  real_sub_fake : 1131.15 ]
[  epoch 0034/0040] 0820/4800, lr:1.3e-05 ∣ avg_100 : 31920.739505 ∣ critic_nllloss : 25630.481836 ∣ critic_ganloss : -262.424951 ∣ generator_nllloss : 5099.616992 ∣ generator_ganloss : 1166.081299 ∣     [  std_z : 0.99  real_sub_fake : 1163.40 ]
[  epoch 0034/0040] 0830/4800, lr:1.3e-05 ∣ avg_100 : 31918.177346 ∣ critic_nllloss : 25797.651953 ∣ critic_ganloss : -222.794223 ∣ generator_nllloss : 5147.860547 ∣ generator_ganloss : 1172.368066 ∣     [  std_z : 1.00  real_sub_fake : 1152.63 ]
[  epoch 0034/0040] 0840/4800, lr:1.3e-05 ∣ avg_100 : 31920.182407 ∣ critic_nllloss : 25842.242383 ∣ critic_ganloss : -266.261246 ∣ generator_nllloss : 5165.698047 ∣ generator_ganloss : 1190.572705 ∣     [  std_z : 1.00  real_sub_fake : 1047.12 ]
[  epoch 0034/0040] 0850/4800, lr:1.3e-05 ∣ avg_100 : 31925.298071 ∣ critic_nllloss : 25947.493750 ∣ critic_ganloss : -277.521753 ∣ generator_nllloss : 5359.458398 ∣ generator_ganloss : 1202.177441 ∣     [  std_z : 1.00  real_sub_fake : 942.06 ]
[  epoch 0034/0040] 0860/4800, lr:1.3e-05 ∣ avg_100 : 31928.521805 ∣ critic_nllloss : 25997.900977 ∣ critic_ganloss : -236.572919 ∣ generator_nllloss : 5172.831641 ∣ generator_ganloss : 1167.749609 ∣     [  std_z : 0.99  real_sub_fake : 1140.12 ]
[  epoch 0034/0040] 0870/4800, lr:1.3e-05 ∣ avg_100 : 31926.681365 ∣ critic_nllloss : 25895.136328 ∣ critic_ganloss : -308.321802 ∣ generator_nllloss : 5196.378711 ∣ generator_ganloss : 1165.791846 ∣     [  std_z : 0.99  real_sub_fake : 1044.49 ]
[  epoch 0034/0040] 0880/4800, lr:1.3e-05 ∣ avg_100 : 31922.720401 ∣ critic_nllloss : 25814.460352 ∣ critic_ganloss : -301.205783 ∣ generator_nllloss : 5182.555273 ∣ generator_ganloss : 1166.405469 ∣     [  std_z : 0.99  real_sub_fake : 1010.98 ]
[  epoch 0034/0040] 0890/4800, lr:1.3e-05 ∣ avg_100 : 31920.428419 ∣ critic_nllloss : 25805.277344 ∣ critic_ganloss : -264.613956 ∣ generator_nllloss : 5086.700391 ∣ generator_ganloss : 1170.841113 ∣     [  std_z : 0.99  real_sub_fake : 1027.28 ]
[  epoch 0034/0040] 0900/4800, lr:1.3e-05 ∣ avg_100 : 31918.603513 ∣ critic_nllloss : 25818.448828 ∣ critic_ganloss : -319.443817 ∣ generator_nllloss : 5081.395703 ∣ generator_ganloss : 1162.674170 ∣     [  std_z : 0.99  real_sub_fake : 1149.67 ]
[  epoch 0034/0040] 0910/4800, lr:1.3e-05 ∣ avg_100 : 31921.282495 ∣ critic_nllloss : 25985.166992 ∣ critic_ganloss : -345.333841 ∣ generator_nllloss : 5261.632812 ∣ generator_ganloss : 1167.259277 ∣     [  std_z : 1.00  real_sub_fake : 1199.38 ]
[  epoch 0034/0040] 0920/4800, lr:1.3e-05 ∣ avg_100 : 31920.617091 ∣ critic_nllloss : 25981.548633 ∣ critic_ganloss : -310.030365 ∣ generator_nllloss : 5071.228516 ∣ generator_ganloss : 1174.038232 ∣     [  std_z : 1.00  real_sub_fake : 1167.90 ]
[  epoch 0034/0040] 0930/4800, lr:1.3e-05 ∣ avg_100 : 31920.642633 ∣ critic_nllloss : 25927.764258 ∣ critic_ganloss : -347.362134 ∣ generator_nllloss : 5236.960938 ∣ generator_ganloss : 1152.969873 ∣     [  std_z : 1.01  real_sub_fake : 1218.73 ]
[  epoch 0034/0040] 0940/4800, lr:1.3e-05 ∣ avg_100 : 31921.059748 ∣ critic_nllloss : 25878.490039 ∣ critic_ganloss : -331.452518 ∣ generator_nllloss : 5188.687500 ∣ generator_ganloss : 1151.051855 ∣     [  std_z : 1.00  real_sub_fake : 1318.40 ]
[  epoch 0034/0040] 0950/4800, lr:1.3e-05 ∣ avg_100 : 31917.524353 ∣ critic_nllloss : 25790.972266 ∣ critic_ganloss : -365.706238 ∣ generator_nllloss : 5182.781836 ∣ generator_ganloss : 1157.750928 ∣     [  std_z : 1.00  real_sub_fake : 1257.12 ]
[  epoch 0034/0040] 0960/4800, lr:1.3e-05 ∣ avg_100 : 31918.599836 ∣ critic_nllloss : 25927.908203 ∣ critic_ganloss : -372.408041 ∣ generator_nllloss : 5201.012891 ∣ generator_ganloss : 1162.122314 ∣     [  std_z : 0.99  real_sub_fake : 1294.89 ]
[  epoch 0034/0040] 0970/4800, lr:1.3e-05 ∣ avg_100 : 31919.209433 ∣ critic_nllloss : 26024.301953 ∣ critic_ganloss : -352.804175 ∣ generator_nllloss : 5239.628516 ∣ generator_ganloss : 1181.381299 ∣     [  std_z : 0.98  real_sub_fake : 1315.17 ]
[  epoch 0034/0040] 0980/4800, lr:1.3e-05 ∣ avg_100 : 31914.719165 ∣ critic_nllloss : 25709.363477 ∣ critic_ganloss : -278.398853 ∣ generator_nllloss : 5038.158203 ∣ generator_ganloss : 1167.209277 ∣     [  std_z : 0.98  real_sub_fake : 1279.72 ]
[  epoch 0034/0040] 0990/4800, lr:1.3e-05 ∣ avg_100 : 31914.704123 ∣ critic_nllloss : 25910.870312 ∣ critic_ganloss : -321.289053 ∣ generator_nllloss : 5168.891211 ∣ generator_ganloss : 1165.277002 ∣     [  std_z : 0.99  real_sub_fake : 1351.15 ]
[  epoch 0034/0040] 1000/4800, lr:1.3e-05 ∣ avg_100 : 31915.351286 ∣ critic_nllloss : 25868.793164 ∣ critic_ganloss : -325.992087 ∣ generator_nllloss : 5238.416992 ∣ generator_ganloss : 1151.539697 ∣     [  std_z : 1.00  real_sub_fake : 1264.98 ]
[  epoch 0034/0040] 1010/4800, lr:1.3e-05 ∣ avg_100 : 31914.789107 ∣ critic_nllloss : 25898.113477 ∣ critic_ganloss : -345.291037 ∣ generator_nllloss : 5194.160937 ∣ generator_ganloss : 1179.804199 ∣     [  std_z : 1.01  real_sub_fake : 1209.09 ]
[  epoch 0034/0040] 1020/4800, lr:1.3e-05 ∣ avg_100 : 31909.424388 ∣ critic_nllloss : 25666.788672 ∣ critic_ganloss : -288.723820 ∣ generator_nllloss : 5117.688867 ∣ generator_ganloss : 1156.614355 ∣     [  std_z : 1.00  real_sub_fake : 1222.14 ]
[  epoch 0034/0040] 1030/4800, lr:1.3e-05 ∣ avg_100 : 31908.772744 ∣ critic_nllloss : 25786.423242 ∣ critic_ganloss : -252.028735 ∣ generator_nllloss : 5073.820508 ∣ generator_ganloss : 1161.853809 ∣     [  std_z : 1.00  real_sub_fake : 1166.25 ]
[  epoch 0034/0040] 1040/4800, lr:1.3e-05 ∣ avg_100 : 31909.267485 ∣ critic_nllloss : 26062.572461 ∣ critic_ganloss : -276.514429 ∣ generator_nllloss : 5172.788477 ∣ generator_ganloss : 1153.737891 ∣     [  std_z : 0.99  real_sub_fake : 1170.37 ]
[  epoch 0034/0040] 1050/4800, lr:1.3e-05 ∣ avg_100 : 31914.697877 ∣ critic_nllloss : 26066.291797 ∣ critic_ganloss : -217.769257 ∣ generator_nllloss : 5209.823438 ∣ generator_ganloss : 1150.524414 ∣     [  std_z : 0.99  real_sub_fake : 956.48 ]
[  epoch 0034/0040] 1060/4800, lr:1.3e-05 ∣ avg_100 : 31915.057216 ∣ critic_nllloss : 25743.409180 ∣ critic_ganloss : -239.887866 ∣ generator_nllloss : 5084.601758 ∣ generator_ganloss : 1168.601904 ∣     [  std_z : 1.00  real_sub_fake : 855.49 ]
[  epoch 0034/0040] 1070/4800, lr:1.3e-05 ∣ avg_100 : 31914.912451 ∣ critic_nllloss : 25951.702539 ∣ critic_ganloss : -214.936005 ∣ generator_nllloss : 5111.440039 ∣ generator_ganloss : 1168.057324 ∣     [  std_z : 1.00  real_sub_fake : 818.05 ]
[  epoch 0034/0040] 1080/4800, lr:1.3e-05 ∣ avg_100 : 31917.314784 ∣ critic_nllloss : 26055.431836 ∣ critic_ganloss : -214.890489 ∣ generator_nllloss : 5162.753125 ∣ generator_ganloss : 1160.313623 ∣     [  std_z : 1.00  real_sub_fake : 979.25 ]
[  epoch 0034/0040] 1090/4800, lr:1.3e-05 ∣ avg_100 : 31917.163235 ∣ critic_nllloss : 25816.823437 ∣ critic_ganloss : -190.519084 ∣ generator_nllloss : 5125.644531 ∣ generator_ganloss : 1183.920752 ∣     [  std_z : 1.00  real_sub_fake : 865.67 ]
[  epoch 0034/0040] 1100/4800, lr:1.3e-05 ∣ avg_100 : 31917.733672 ∣ critic_nllloss : 25835.435547 ∣ critic_ganloss : -245.023285 ∣ generator_nllloss : 5141.808594 ∣ generator_ganloss : 1204.309082 ∣     [  std_z : 0.99  real_sub_fake : 853.27 ]
[  epoch 0034/0040] 1110/4800, lr:1.3e-05 ∣ avg_100 : 31917.750054 ∣ critic_nllloss : 25761.422070 ∣ critic_ganloss : -291.743771 ∣ generator_nllloss : 5183.341406 ∣ generator_ganloss : 1192.332275 ∣     [  std_z : 0.99  real_sub_fake : 918.20 ]
[  epoch 0034/0040] 1120/4800, lr:1.3e-05 ∣ avg_100 : 31913.950314 ∣ critic_nllloss : 25538.944141 ∣ critic_ganloss : -213.140549 ∣ generator_nllloss : 5151.425977 ∣ generator_ganloss : 1180.421484 ∣     [  std_z : 0.99  real_sub_fake : 967.92 ]
[  epoch 0034/0040] 1130/4800, lr:1.3e-05 ∣ avg_100 : 31912.826159 ∣ critic_nllloss : 25956.252344 ∣ critic_ganloss : -347.007466 ∣ generator_nllloss : 5110.451367 ∣ generator_ganloss : 1186.880908 ∣     [  std_z : 1.00  real_sub_fake : 999.62 ]
[  epoch 0034/0040] 1140/4800, lr:1.3e-05 ∣ avg_100 : 31912.730120 ∣ critic_nllloss : 25623.476953 ∣ critic_ganloss : -271.992772 ∣ generator_nllloss : 5124.838867 ∣ generator_ganloss : 1174.863232 ∣     [  std_z : 1.00  real_sub_fake : 905.56 ]
[  epoch 0034/0040] 1150/4800, lr:1.3e-05 ∣ avg_100 : 31914.084822 ∣ critic_nllloss : 25966.790430 ∣ critic_ganloss : -295.873145 ∣ generator_nllloss : 5163.294727 ∣ generator_ganloss : 1154.024512 ∣     [  std_z : 1.00  real_sub_fake : 1119.89 ]
[  epoch 0034/0040] 1160/4800, lr:1.3e-05 ∣ avg_100 : 31912.456045 ∣ critic_nllloss : 25773.884180 ∣ critic_ganloss : -443.744061 ∣ generator_nllloss : 5164.202148 ∣ generator_ganloss : 1148.837744 ∣     [  std_z : 0.99  real_sub_fake : 1320.53 ]
[  epoch 0034/0040] 1170/4800, lr:1.3e-05 ∣ avg_100 : 31909.347470 ∣ critic_nllloss : 25945.968359 ∣ critic_ganloss : -366.605582 ∣ generator_nllloss : 5196.626172 ∣ generator_ganloss : 1168.454102 ∣     [  std_z : 1.00  real_sub_fake : 1320.11 ]
[  epoch 0034/0040] 1180/4800, lr:1.3e-05 ∣ avg_100 : 31906.696320 ∣ critic_nllloss : 25745.252930 ∣ critic_ganloss : -275.053442 ∣ generator_nllloss : 5151.819531 ∣ generator_ganloss : 1156.619385 ∣     [  std_z : 0.99  real_sub_fake : 1321.73 ]
[  epoch 0034/0040] 1190/4800, lr:1.3e-05 ∣ avg_100 : 31907.525834 ∣ critic_nllloss : 25781.619922 ∣ critic_ganloss : -254.328589 ∣ generator_nllloss : 5217.242578 ∣ generator_ganloss : 1174.162256 ∣     [  std_z : 1.00  real_sub_fake : 1178.85 ]
[  epoch 0034/0040] 1200/4800, lr:1.3e-05 ∣ avg_100 : 31909.295429 ∣ critic_nllloss : 25762.989063 ∣ critic_ganloss : -309.201630 ∣ generator_nllloss : 5134.574609 ∣ generator_ganloss : 1160.761621 ∣     [  std_z : 0.99  real_sub_fake : 991.54 ]
[  epoch 0034/0040] 1210/4800, lr:1.3e-05 ∣ avg_100 : 31910.727950 ∣ critic_nllloss : 25823.250391 ∣ critic_ganloss : -348.293335 ∣ generator_nllloss : 5136.930273 ∣ generator_ganloss : 1136.962207 ∣     [  std_z : 0.99  real_sub_fake : 1136.18 ]
[  epoch 0034/0040] 1220/4800, lr:1.3e-05 ∣ avg_100 : 31906.704556 ∣ critic_nllloss : 25845.327930 ∣ critic_ganloss : -345.987836 ∣ generator_nllloss : 5135.905859 ∣ generator_ganloss : 1137.507178 ∣     [  std_z : 0.99  real_sub_fake : 1250.15 ]
[  epoch 0034/0040] 1230/4800, lr:1.3e-05 ∣ avg_100 : 31905.623446 ∣ critic_nllloss : 25582.695898 ∣ critic_ganloss : -292.282181 ∣ generator_nllloss : 5117.045313 ∣ generator_ganloss : 1147.987744 ∣     [  std_z : 0.99  real_sub_fake : 1274.21 ]
[  epoch 0034/0040] 1240/4800, lr:1.3e-05 ∣ avg_100 : 31910.373336 ∣ critic_nllloss : 26066.895313 ∣ critic_ganloss : -289.047137 ∣ generator_nllloss : 5143.568359 ∣ generator_ganloss : 1126.491211 ∣     [  std_z : 1.00  real_sub_fake : 1324.38 ]
[  epoch 0034/0040] 1250/4800, lr:1.3e-05 ∣ avg_100 : 31908.576280 ∣ critic_nllloss : 25962.899219 ∣ critic_ganloss : -260.047186 ∣ generator_nllloss : 5193.827148 ∣ generator_ganloss : 1160.993799 ∣     [  std_z : 0.99  real_sub_fake : 1168.31 ]
[  epoch 0034/0040] 1260/4800, lr:1.3e-05 ∣ avg_100 : 31907.023725 ∣ critic_nllloss : 25763.499414 ∣ critic_ganloss : -291.578241 ∣ generator_nllloss : 5183.339648 ∣ generator_ganloss : 1166.543457 ∣     [  std_z : 0.99  real_sub_fake : 931.29 ]
[  epoch 0034/0040] 1270/4800, lr:1.3e-05 ∣ avg_100 : 31904.552404 ∣ critic_nllloss : 25813.626563 ∣ critic_ganloss : -268.875499 ∣ generator_nllloss : 5093.880078 ∣ generator_ganloss : 1137.292529 ∣     [  std_z : 0.99  real_sub_fake : 1038.92 ]
[  epoch 0034/0040] 1280/4800, lr:1.3e-05 ∣ avg_100 : 31906.521233 ∣ critic_nllloss : 25932.927930 ∣ critic_ganloss : -275.735704 ∣ generator_nllloss : 5187.581641 ∣ generator_ganloss : 1127.191748 ∣     [  std_z : 1.00  real_sub_fake : 1153.99 ]
[  epoch 0034/0040] 1290/4800, lr:1.3e-05 ∣ avg_100 : 31904.089482 ∣ critic_nllloss : 25597.006055 ∣ critic_ganloss : -345.876288 ∣ generator_nllloss : 5159.513086 ∣ generator_ganloss : 1132.146875 ∣     [  std_z : 1.00  real_sub_fake : 1142.62 ]
[  epoch 0034/0040] 1300/4800, lr:1.3e-05 ∣ avg_100 : 31906.517236 ∣ critic_nllloss : 25896.925000 ∣ critic_ganloss : -386.371539 ∣ generator_nllloss : 5302.137500 ∣ generator_ganloss : 1128.259814 ∣     [  std_z : 1.00  real_sub_fake : 1173.90 ]
[  epoch 0034/0040] 1310/4800, lr:1.3e-05 ∣ avg_100 : 31904.217962 ∣ critic_nllloss : 25954.335547 ∣ critic_ganloss : -387.756699 ∣ generator_nllloss : 5222.550586 ∣ generator_ganloss : 1145.896094 ∣     [  std_z : 0.99  real_sub_fake : 1314.11 ]
[  epoch 0034/0040] 1320/4800, lr:1.3e-05 ∣ avg_100 : 31909.932741 ∣ critic_nllloss : 25978.384375 ∣ critic_ganloss : -315.658630 ∣ generator_nllloss : 5247.268750 ∣ generator_ganloss : 1156.603271 ∣     [  std_z : 0.99  real_sub_fake : 1176.92 ]
[  epoch 0034/0040] 1330/4800, lr:1.3e-05 ∣ avg_100 : 31908.590526 ∣ critic_nllloss : 25762.180664 ∣ critic_ganloss : -206.531015 ∣ generator_nllloss : 5100.972656 ∣ generator_ganloss : 1150.266650 ∣     [  std_z : 0.99  real_sub_fake : 1223.74 ]
[  epoch 0034/0040] 1340/4800, lr:1.3e-05 ∣ avg_100 : 31908.446993 ∣ critic_nllloss : 25871.218555 ∣ critic_ganloss : -282.269620 ∣ generator_nllloss : 5159.572266 ∣ generator_ganloss : 1153.312109 ∣     [  std_z : 1.00  real_sub_fake : 1128.81 ]
[  epoch 0034/0040] 1350/4800, lr:1.3e-05 ∣ avg_100 : 31911.630435 ∣ critic_nllloss : 25988.509180 ∣ critic_ganloss : -265.698288 ∣ generator_nllloss : 5186.945508 ∣ generator_ganloss : 1167.134521 ∣     [  std_z : 1.00  real_sub_fake : 1095.93 ]
[  epoch 0034/0040] 1360/4800, lr:1.3e-05 ∣ avg_100 : 31910.059321 ∣ critic_nllloss : 25945.203711 ∣ critic_ganloss : -268.932147 ∣ generator_nllloss : 5171.794531 ∣ generator_ganloss : 1181.699951 ∣     [  std_z : 0.99  real_sub_fake : 1112.51 ]
[  epoch 0034/0040] 1370/4800, lr:1.3e-05 ∣ avg_100 : 31912.780059 ∣ critic_nllloss : 26082.083789 ∣ critic_ganloss : -348.073703 ∣ generator_nllloss : 5239.532422 ∣ generator_ganloss : 1190.093311 ∣     [  std_z : 0.99  real_sub_fake : 1056.42 ]
[  epoch 0034/0040] 1380/4800, lr:1.3e-05 ∣ avg_100 : 31911.907148 ∣ critic_nllloss : 25868.427344 ∣ critic_ganloss : -258.133600 ∣ generator_nllloss : 5157.652539 ∣ generator_ganloss : 1185.747656 ∣     [  std_z : 0.99  real_sub_fake : 1123.26 ]
[  epoch 0034/0040] 1390/4800, lr:1.3e-05 ∣ avg_100 : 31913.011022 ∣ critic_nllloss : 25803.511133 ∣ critic_ganloss : -305.024323 ∣ generator_nllloss : 5193.129102 ∣ generator_ganloss : 1187.287158 ∣     [  std_z : 0.99  real_sub_fake : 1207.69 ]
[  epoch 0034/0040] 1400/4800, lr:1.3e-05 ∣ avg_100 : 31914.463154 ∣ critic_nllloss : 26115.092969 ∣ critic_ganloss : -334.577170 ∣ generator_nllloss : 5176.738867 ∣ generator_ganloss : 1186.957617 ∣     [  std_z : 0.99  real_sub_fake : 1210.09 ]
[  epoch 0034/0040] 1410/4800, lr:1.3e-05 ∣ avg_100 : 31915.744983 ∣ critic_nllloss : 25937.302930 ∣ critic_ganloss : -295.270984 ∣ generator_nllloss : 5222.124414 ∣ generator_ganloss : 1198.421875 ∣     [  std_z : 1.00  real_sub_fake : 1109.37 ]
[  epoch 0034/0040] 1420/4800, lr:1.3e-05 ∣ avg_100 : 31918.503194 ∣ critic_nllloss : 25982.000000 ∣ critic_ganloss : -293.557529 ∣ generator_nllloss : 5130.926172 ∣ generator_ganloss : 1192.126855 ∣     [  std_z : 0.99  real_sub_fake : 1144.40 ]
[  epoch 0034/0040] 1430/4800, lr:1.3e-05 ∣ avg_100 : 31922.210229 ∣ critic_nllloss : 25960.311133 ∣ critic_ganloss : -277.414276 ∣ generator_nllloss : 5292.604297 ∣ generator_ganloss : 1204.028369 ∣     [  std_z : 1.00  real_sub_fake : 1121.76 ]
[  epoch 0034/0040] 1440/4800, lr:1.3e-05 ∣ avg_100 : 31921.088005 ∣ critic_nllloss : 25852.097070 ∣ critic_ganloss : -345.747348 ∣ generator_nllloss : 5125.206641 ∣ generator_ganloss : 1199.787109 ∣     [  std_z : 1.00  real_sub_fake : 1081.34 ]
[  epoch 0034/0040] 1450/4800, lr:1.3e-05 ∣ avg_100 : 31926.046946 ∣ critic_nllloss : 25998.756641 ∣ critic_ganloss : -202.486444 ∣ generator_nllloss : 5265.536719 ∣ generator_ganloss : 1179.259961 ∣     [  std_z : 0.99  real_sub_fake : 1165.69 ]
[  epoch 0034/0040] 1460/4800, lr:1.3e-05 ∣ avg_100 : 31928.249617 ∣ critic_nllloss : 25954.029102 ∣ critic_ganloss : -328.115317 ∣ generator_nllloss : 5173.908789 ∣ generator_ganloss : 1166.174463 ∣     [  std_z : 0.99  real_sub_fake : 1216.45 ]
[  epoch 0034/0040] 1470/4800, lr:1.3e-05 ∣ avg_100 : 31927.373385 ∣ critic_nllloss : 25852.057812 ∣ critic_ganloss : -280.526828 ∣ generator_nllloss : 5105.042969 ∣ generator_ganloss : 1173.508789 ∣     [  std_z : 0.99  real_sub_fake : 1169.31 ]
[  epoch 0034/0040] 1480/4800, lr:1.3e-05 ∣ avg_100 : 31924.878114 ∣ critic_nllloss : 25953.127344 ∣ critic_ganloss : -407.703918 ∣ generator_nllloss : 5233.632227 ∣ generator_ganloss : 1176.922705 ∣     [  std_z : 0.99  real_sub_fake : 1280.98 ]
[  epoch 0034/0040] 1490/4800, lr:1.3e-05 ∣ avg_100 : 31925.315627 ∣ critic_nllloss : 25789.985352 ∣ critic_ganloss : -401.825079 ∣ generator_nllloss : 5207.994922 ∣ generator_ganloss : 1179.027197 ∣     [  std_z : 1.00  real_sub_fake : 1235.66 ]
[  epoch 0034/0040] 1500/4800, lr:1.3e-05 ∣ avg_100 : 31926.840251 ∣ critic_nllloss : 25959.309961 ∣ critic_ganloss : -297.488599 ∣ generator_nllloss : 5200.587891 ∣ generator_ganloss : 1189.114990 ∣     [  std_z : 1.00  real_sub_fake : 1297.15 ]
[  epoch 0034/0040] 1510/4800, lr:1.3e-05 ∣ avg_100 : 31926.093214 ∣ critic_nllloss : 25810.423828 ∣ critic_ganloss : -321.957104 ∣ generator_nllloss : 5099.856250 ∣ generator_ganloss : 1182.546777 ∣     [  std_z : 1.00  real_sub_fake : 1239.81 ]
[  epoch 0034/0040] 1520/4800, lr:1.3e-05 ∣ avg_100 : 31927.049711 ∣ critic_nllloss : 25862.689063 ∣ critic_ganloss : -337.818701 ∣ generator_nllloss : 5179.175781 ∣ generator_ganloss : 1173.341211 ∣     [  std_z : 1.00  real_sub_fake : 1330.97 ]
[  epoch 0034/0040] 1530/4800, lr:1.3e-05 ∣ avg_100 : 31929.405655 ∣ critic_nllloss : 26003.465234 ∣ critic_ganloss : -384.711221 ∣ generator_nllloss : 5194.184570 ∣ generator_ganloss : 1193.335693 ∣     [  std_z : 0.99  real_sub_fake : 1362.66 ]
[  epoch 0034/0040] 1540/4800, lr:1.3e-05 ∣ avg_100 : 31929.055239 ∣ critic_nllloss : 25977.978516 ∣ critic_ganloss : -356.771408 ∣ generator_nllloss : 5200.836133 ∣ generator_ganloss : 1177.042920 ∣     [  std_z : 0.99  real_sub_fake : 1401.05 ]
[  epoch 0034/0040] 1550/4800, lr:1.3e-05 ∣ avg_100 : 31929.244860 ∣ critic_nllloss : 25822.208203 ∣ critic_ganloss : -287.099265 ∣ generator_nllloss : 5125.817969 ∣ generator_ganloss : 1174.635010 ∣     [  std_z : 0.99  real_sub_fake : 1330.73 ]
[  epoch 0034/0040] 1560/4800, lr:1.3e-05 ∣ avg_100 : 31927.800203 ∣ critic_nllloss : 25867.374805 ∣ critic_ganloss : -320.086774 ∣ generator_nllloss : 5060.254883 ∣ generator_ganloss : 1190.929004 ∣     [  std_z : 0.99  real_sub_fake : 1138.85 ]
[  epoch 0034/0040] 1570/4800, lr:1.3e-05 ∣ avg_100 : 31926.850377 ∣ critic_nllloss : 25867.660156 ∣ critic_ganloss : -299.727460 ∣ generator_nllloss : 5144.160352 ∣ generator_ganloss : 1178.355664 ∣     [  std_z : 0.99  real_sub_fake : 1113.76 ]
[  epoch 0034/0040] 1580/4800, lr:1.3e-05 ∣ avg_100 : 31926.955631 ∣ critic_nllloss : 26072.609766 ∣ critic_ganloss : -322.587479 ∣ generator_nllloss : 5293.008984 ∣ generator_ganloss : 1166.719727 ∣     [  std_z : 1.00  real_sub_fake : 1284.09 ]
[  epoch 0034/0040] 1590/4800, lr:1.3e-05 ∣ avg_100 : 31926.900412 ∣ critic_nllloss : 25940.620703 ∣ critic_ganloss : -341.296170 ∣ generator_nllloss : 5194.163672 ∣ generator_ganloss : 1173.986377 ∣     [  std_z : 1.00  real_sub_fake : 1232.92 ]
[  epoch 0034/0040] 1600/4800, lr:1.3e-05 ∣ avg_100 : 31926.375848 ∣ critic_nllloss : 25833.085547 ∣ critic_ganloss : -291.726801 ∣ generator_nllloss : 5176.966992 ∣ generator_ganloss : 1191.052344 ∣     [  std_z : 1.00  real_sub_fake : 1044.31 ]
[  epoch 0034/0040] 1610/4800, lr:1.3e-05 ∣ avg_100 : 31929.410033 ∣ critic_nllloss : 26262.723242 ∣ critic_ganloss : -341.731177 ∣ generator_nllloss : 5286.697266 ∣ generator_ganloss : 1178.366650 ∣     [  std_z : 0.99  real_sub_fake : 1257.38 ]
[  epoch 0034/0040] 1620/4800, lr:1.3e-05 ∣ avg_100 : 31925.062477 ∣ critic_nllloss : 25790.716406 ∣ critic_ganloss : -352.914783 ∣ generator_nllloss : 5177.431445 ∣ generator_ganloss : 1148.510645 ∣     [  std_z : 1.00  real_sub_fake : 1384.94 ]
[  epoch 0034/0040] 1630/4800, lr:1.3e-05 ∣ avg_100 : 31923.092582 ∣ critic_nllloss : 25657.700977 ∣ critic_ganloss : -222.685660 ∣ generator_nllloss : 5117.745313 ∣ generator_ganloss : 1148.251025 ∣     [  std_z : 0.99  real_sub_fake : 1284.11 ]
[  epoch 0034/0040] 1640/4800, lr:1.3e-05 ∣ avg_100 : 31918.518734 ∣ critic_nllloss : 25500.449414 ∣ critic_ganloss : -320.526764 ∣ generator_nllloss : 5130.897070 ∣ generator_ganloss : 1169.324414 ∣     [  std_z : 1.00  real_sub_fake : 1114.25 ]
[  epoch 0034/0040] 1650/4800, lr:1.3e-05 ∣ avg_100 : 31918.300727 ∣ critic_nllloss : 25773.623047 ∣ critic_ganloss : -286.416852 ∣ generator_nllloss : 5121.669141 ∣ generator_ganloss : 1168.475146 ∣     [  std_z : 1.00  real_sub_fake : 1146.98 ]
[  epoch 0034/0040] 1660/4800, lr:1.3e-05 ∣ avg_100 : 31916.442400 ∣ critic_nllloss : 25748.630078 ∣ critic_ganloss : -256.836752 ∣ generator_nllloss : 5116.675000 ∣ generator_ganloss : 1167.334131 ∣     [  std_z : 1.00  real_sub_fake : 1171.91 ]
[  epoch 0034/0040] 1670/4800, lr:1.3e-05 ∣ avg_100 : 31917.851443 ∣ critic_nllloss : 25778.844922 ∣ critic_ganloss : -307.947821 ∣ generator_nllloss : 5248.462695 ∣ generator_ganloss : 1177.584033 ∣     [  std_z : 0.99  real_sub_fake : 1104.76 ]
[  epoch 0034/0040] 1680/4800, lr:1.3e-05 ∣ avg_100 : 31913.747149 ∣ critic_nllloss : 25671.952930 ∣ critic_ganloss : -199.145842 ∣ generator_nllloss : 5107.597461 ∣ generator_ganloss : 1159.240283 ∣     [  std_z : 0.99  real_sub_fake : 1064.67 ]
[  epoch 0034/0040] 1690/4800, lr:1.3e-05 ∣ avg_100 : 31910.649871 ∣ critic_nllloss : 25811.770898 ∣ critic_ganloss : -328.280414 ∣ generator_nllloss : 5134.234766 ∣ generator_ganloss : 1161.753711 ∣     [  std_z : 0.99  real_sub_fake : 1091.61 ]
[  epoch 0034/0040] 1700/4800, lr:1.3e-05 ∣ avg_100 : 31908.486487 ∣ critic_nllloss : 25872.005664 ∣ critic_ganloss : -323.456619 ∣ generator_nllloss : 5160.151367 ∣ generator_ganloss : 1161.086816 ∣     [  std_z : 1.00  real_sub_fake : 1133.01 ]
[  epoch 0034/0040] 1710/4800, lr:1.3e-05 ∣ avg_100 : 31907.756742 ∣ critic_nllloss : 25684.368555 ∣ critic_ganloss : -329.488576 ∣ generator_nllloss : 5173.348242 ∣ generator_ganloss : 1183.206689 ∣     [  std_z : 1.00  real_sub_fake : 1051.20 ]
[  epoch 0034/0040] 1720/4800, lr:1.3e-05 ∣ avg_100 : 31901.072943 ∣ critic_nllloss : 25673.649609 ∣ critic_ganloss : -290.872144 ∣ generator_nllloss : 5149.509766 ∣ generator_ganloss : 1187.137793 ∣     [  std_z : 1.00  real_sub_fake : 1078.51 ]
[  epoch 0034/0040] 1730/4800, lr:1.3e-05 ∣ avg_100 : 31901.695468 ∣ critic_nllloss : 25943.980078 ∣ critic_ganloss : -315.434000 ∣ generator_nllloss : 5258.372852 ∣ generator_ganloss : 1173.240918 ∣     [  std_z : 0.99  real_sub_fake : 1122.11 ]
[  epoch 0034/0040] 1740/4800, lr:1.3e-05 ∣ avg_100 : 31901.059530 ∣ critic_nllloss : 25815.387695 ∣ critic_ganloss : -360.536487 ∣ generator_nllloss : 5143.156445 ∣ generator_ganloss : 1173.593066 ∣     [  std_z : 0.99  real_sub_fake : 1178.57 ]
[  epoch 0034/0040] 1750/4800, lr:1.3e-05 ∣ avg_100 : 31899.614538 ∣ critic_nllloss : 25909.879883 ∣ critic_ganloss : -378.194424 ∣ generator_nllloss : 5128.651758 ∣ generator_ganloss : 1177.373291 ∣     [  std_z : 0.99  real_sub_fake : 1190.86 ]
[  epoch 0034/0040] 1760/4800, lr:1.3e-05 ∣ avg_100 : 31898.948430 ∣ critic_nllloss : 25994.016992 ∣ critic_ganloss : -271.662961 ∣ generator_nllloss : 5189.461523 ∣ generator_ganloss : 1174.141113 ∣     [  std_z : 0.99  real_sub_fake : 1212.16 ]
[  epoch 0034/0040] 1770/4800, lr:1.3e-05 ∣ avg_100 : 31900.517873 ∣ critic_nllloss : 25733.762305 ∣ critic_ganloss : -267.286969 ∣ generator_nllloss : 5119.384180 ∣ generator_ganloss : 1177.492969 ∣     [  std_z : 0.99  real_sub_fake : 1205.86 ]
[  epoch 0034/0040] 1780/4800, lr:1.3e-05 ∣ avg_100 : 31901.234452 ∣ critic_nllloss : 25901.961914 ∣ critic_ganloss : -162.347345 ∣ generator_nllloss : 5153.010547 ∣ generator_ganloss : 1177.227051 ∣     [  std_z : 1.00  real_sub_fake : 1108.06 ]
[  epoch 0034/0040] 1790/4800, lr:1.3e-05 ∣ avg_100 : 31897.917564 ∣ critic_nllloss : 25798.519141 ∣ critic_ganloss : -307.120276 ∣ generator_nllloss : 5083.587695 ∣ generator_ganloss : 1196.270068 ∣     [  std_z : 1.00  real_sub_fake : 970.72 ]
[  epoch 0034/0040] 1800/4800, lr:1.3e-05 ∣ avg_100 : 31899.246613 ∣ critic_nllloss : 25905.116602 ∣ critic_ganloss : -232.415067 ∣ generator_nllloss : 5148.304297 ∣ generator_ganloss : 1180.886621 ∣     [  std_z : 1.00  real_sub_fake : 979.61 ]
[  epoch 0034/0040] 1810/4800, lr:1.3e-05 ∣ avg_100 : 31899.991262 ∣ critic_nllloss : 25780.423828 ∣ critic_ganloss : -298.862814 ∣ generator_nllloss : 5181.549609 ∣ generator_ganloss : 1168.164941 ∣     [  std_z : 1.00  real_sub_fake : 1071.28 ]
[  epoch 0034/0040] 1820/4800, lr:1.3e-05 ∣ avg_100 : 31903.043706 ∣ critic_nllloss : 25874.615820 ∣ critic_ganloss : -271.660452 ∣ generator_nllloss : 5157.051562 ∣ generator_ganloss : 1178.992578 ∣     [  std_z : 1.00  real_sub_fake : 981.41 ]
[  epoch 0034/0040] 1830/4800, lr:1.3e-05 ∣ avg_100 : 31902.870369 ∣ critic_nllloss : 25777.810547 ∣ critic_ganloss : -273.698889 ∣ generator_nllloss : 5200.013477 ∣ generator_ganloss : 1173.627588 ∣     [  std_z : 1.00  real_sub_fake : 1001.63 ]
[  epoch 0034/0040] 1840/4800, lr:1.3e-05 ∣ avg_100 : 31901.065538 ∣ critic_nllloss : 25725.646875 ∣ critic_ganloss : -227.263266 ∣ generator_nllloss : 5097.639063 ∣ generator_ganloss : 1155.746045 ∣     [  std_z : 0.99  real_sub_fake : 1048.90 ]
[  epoch 0034/0040] 1850/4800, lr:1.3e-05 ∣ avg_100 : 31898.250027 ∣ critic_nllloss : 25886.109766 ∣ critic_ganloss : -296.724469 ∣ generator_nllloss : 5179.231250 ∣ generator_ganloss : 1181.440234 ∣     [  std_z : 0.99  real_sub_fake : 999.60 ]
[  epoch 0034/0040] 1860/4800, lr:1.3e-05 ∣ avg_100 : 31895.689613 ∣ critic_nllloss : 25823.700781 ∣ critic_ganloss : -276.488988 ∣ generator_nllloss : 5112.575000 ∣ generator_ganloss : 1186.081152 ∣     [  std_z : 0.99  real_sub_fake : 962.35 ]
[  epoch 0034/0040] 1870/4800, lr:1.3e-05 ∣ avg_100 : 31894.586126 ∣ critic_nllloss : 25854.882422 ∣ critic_ganloss : -335.692972 ∣ generator_nllloss : 5166.064648 ∣ generator_ganloss : 1153.382227 ∣     [  std_z : 0.99  real_sub_fake : 1121.84 ]
[  epoch 0034/0040] 1880/4800, lr:1.3e-05 ∣ avg_100 : 31894.233279 ∣ critic_nllloss : 25803.053711 ∣ critic_ganloss : -340.428610 ∣ generator_nllloss : 5208.099023 ∣ generator_ganloss : 1156.206494 ∣     [  std_z : 1.00  real_sub_fake : 1170.03 ]
[  epoch 0034/0040] 1890/4800, lr:1.3e-05 ∣ avg_100 : 31895.596914 ∣ critic_nllloss : 25944.397656 ∣ critic_ganloss : -370.650510 ∣ generator_nllloss : 5198.030273 ∣ generator_ganloss : 1162.790967 ∣     [  std_z : 1.00  real_sub_fake : 1211.46 ]
[  epoch 0034/0040] 1900/4800, lr:1.3e-05 ∣ avg_100 : 31894.429030 ∣ critic_nllloss : 25649.999219 ∣ critic_ganloss : -238.563654 ∣ generator_nllloss : 5057.976172 ∣ generator_ganloss : 1156.874805 ∣     [  std_z : 0.99  real_sub_fake : 1271.39 ]
[  epoch 0034/0040] 1910/4800, lr:1.3e-05 ∣ avg_100 : 31891.645215 ∣ critic_nllloss : 25746.778320 ∣ critic_ganloss : -309.454993 ∣ generator_nllloss : 5191.379102 ∣ generator_ganloss : 1161.641260 ∣     [  std_z : 0.99  real_sub_fake : 1195.62 ]
[  epoch 0034/0040] 1920/4800, lr:1.3e-05 ∣ avg_100 : 31891.194253 ∣ critic_nllloss : 25831.748242 ∣ critic_ganloss : -330.894382 ∣ generator_nllloss : 5208.421094 ∣ generator_ganloss : 1162.413867 ∣     [  std_z : 0.99  real_sub_fake : 1197.47 ]
[  epoch 0034/0040] 1930/4800, lr:1.3e-05 ∣ avg_100 : 31891.328419 ∣ critic_nllloss : 26000.138477 ∣ critic_ganloss : -360.912646 ∣ generator_nllloss : 5175.608984 ∣ generator_ganloss : 1168.914697 ∣     [  std_z : 0.99  real_sub_fake : 1284.11 ]
[  epoch 0034/0040] 1940/4800, lr:1.3e-05 ∣ avg_100 : 31889.902929 ∣ critic_nllloss : 25828.457031 ∣ critic_ganloss : -267.609952 ∣ generator_nllloss : 5021.307617 ∣ generator_ganloss : 1162.073242 ∣     [  std_z : 0.99  real_sub_fake : 1216.22 ]
[  epoch 0034/0040] 1950/4800, lr:1.3e-05 ∣ avg_100 : 31890.161626 ∣ critic_nllloss : 25830.359180 ∣ critic_ganloss : -289.072598 ∣ generator_nllloss : 5102.371875 ∣ generator_ganloss : 1148.010010 ∣     [  std_z : 0.99  real_sub_fake : 1202.65 ]
[  epoch 0034/0040] 1960/4800, lr:1.3e-05 ∣ avg_100 : 31889.817139 ∣ critic_nllloss : 25920.088281 ∣ critic_ganloss : -350.590060 ∣ generator_nllloss : 5161.392578 ∣ generator_ganloss : 1153.295898 ∣     [  std_z : 1.00  real_sub_fake : 1160.56 ]
[  epoch 0034/0040] 1970/4800, lr:1.3e-05 ∣ avg_100 : 31887.695957 ∣ critic_nllloss : 25717.873828 ∣ critic_ganloss : -234.612619 ∣ generator_nllloss : 5224.683984 ∣ generator_ganloss : 1172.444189 ∣     [  std_z : 1.00  real_sub_fake : 1211.32 ]
[  epoch 0034/0040] 1980/4800, lr:1.3e-05 ∣ avg_100 : 31888.801152 ∣ critic_nllloss : 25715.234570 ∣ critic_ganloss : -284.358672 ∣ generator_nllloss : 5152.175391 ∣ generator_ganloss : 1163.800244 ∣     [  std_z : 0.99  real_sub_fake : 1064.34 ]
[  epoch 0034/0040] 1990/4800, lr:1.3e-05 ∣ avg_100 : 31889.581214 ∣ critic_nllloss : 25843.650391 ∣ critic_ganloss : -255.499609 ∣ generator_nllloss : 5233.247656 ∣ generator_ganloss : 1180.357227 ∣     [  std_z : 0.99  real_sub_fake : 1128.28 ]
[  epoch 0034/0040] 2000/4800, lr:1.3e-05 ∣ avg_100 : 31889.334849 ∣ critic_nllloss : 25753.508203 ∣ critic_ganloss : -262.126054 ∣ generator_nllloss : 5242.604297 ∣ generator_ganloss : 1174.134814 ∣     [  std_z : 0.99  real_sub_fake : 1024.66 ]
[  epoch 0034/0040] 2010/4800, lr:1.3e-05 ∣ avg_100 : 31887.741214 ∣ critic_nllloss : 25819.980664 ∣ critic_ganloss : -346.687767 ∣ generator_nllloss : 5145.163477 ∣ generator_ganloss : 1148.967773 ∣     [  std_z : 1.00  real_sub_fake : 1118.89 ]
[  epoch 0034/0040] 2020/4800, lr:1.3e-05 ∣ avg_100 : 31891.399223 ∣ critic_nllloss : 25905.926758 ∣ critic_ganloss : -294.306076 ∣ generator_nllloss : 5246.533984 ∣ generator_ganloss : 1160.014258 ∣     [  std_z : 1.00  real_sub_fake : 1182.59 ]
[  epoch 0034/0040] 2030/4800, lr:1.3e-05 ∣ avg_100 : 31891.573383 ∣ critic_nllloss : 25771.831836 ∣ critic_ganloss : -280.829687 ∣ generator_nllloss : 5126.279297 ∣ generator_ganloss : 1170.203418 ∣     [  std_z : 0.99  real_sub_fake : 1012.74 ]
[  epoch 0034/0040] 2040/4800, lr:1.3e-05 ∣ avg_100 : 31892.254931 ∣ critic_nllloss : 26145.961133 ∣ critic_ganloss : -385.946634 ∣ generator_nllloss : 5259.925586 ∣ generator_ganloss : 1160.799072 ∣     [  std_z : 1.00  real_sub_fake : 1233.52 ]
[  epoch 0034/0040] 2050/4800, lr:1.3e-05 ∣ avg_100 : 31889.105972 ∣ critic_nllloss : 25856.501953 ∣ critic_ganloss : -280.637775 ∣ generator_nllloss : 5174.641797 ∣ generator_ganloss : 1143.468555 ∣     [  std_z : 1.00  real_sub_fake : 1220.96 ]
[  epoch 0034/0040] 2060/4800, lr:1.3e-05 ∣ avg_100 : 31892.563301 ∣ critic_nllloss : 26108.908984 ∣ critic_ganloss : -367.125488 ∣ generator_nllloss : 5194.840039 ∣ generator_ganloss : 1165.834375 ∣     [  std_z : 1.00  real_sub_fake : 1262.14 ]
[  epoch 0034/0040] 2070/4800, lr:1.3e-05 ∣ avg_100 : 31890.370020 ∣ critic_nllloss : 25799.216016 ∣ critic_ganloss : -338.773444 ∣ generator_nllloss : 5170.794922 ∣ generator_ganloss : 1165.698291 ∣     [  std_z : 1.00  real_sub_fake : 1098.22 ]
[  epoch 0034/0040] 2080/4800, lr:1.3e-05 ∣ avg_100 : 31889.074029 ∣ critic_nllloss : 25964.732227 ∣ critic_ganloss : -349.452411 ∣ generator_nllloss : 5256.756641 ∣ generator_ganloss : 1161.972510 ∣     [  std_z : 0.99  real_sub_fake : 1298.01 ]
[  epoch 0034/0040] 2090/4800, lr:1.3e-05 ∣ avg_100 : 31890.151485 ∣ critic_nllloss : 26032.029687 ∣ critic_ganloss : -337.060693 ∣ generator_nllloss : 5172.046094 ∣ generator_ganloss : 1176.600195 ∣     [  std_z : 0.99  real_sub_fake : 1383.21 ]
[  epoch 0034/0040] 2100/4800, lr:1.3e-05 ∣ avg_100 : 31889.955013 ∣ critic_nllloss : 25852.384766 ∣ critic_ganloss : -295.081818 ∣ generator_nllloss : 5180.161719 ∣ generator_ganloss : 1179.418018 ∣     [  std_z : 0.99  real_sub_fake : 1163.34 ]
[  epoch 0034/0040] 2110/4800, lr:1.3e-05 ∣ avg_100 : 31887.682447 ∣ critic_nllloss : 25702.209180 ∣ critic_ganloss : -382.025861 ∣ generator_nllloss : 5111.042188 ∣ generator_ganloss : 1186.869873 ∣     [  std_z : 0.99  real_sub_fake : 1144.90 ]
[  epoch 0034/0040] 2120/4800, lr:1.3e-05 ∣ avg_100 : 31892.462069 ∣ critic_nllloss : 25972.525195 ∣ critic_ganloss : -241.775607 ∣ generator_nllloss : 5215.660156 ∣ generator_ganloss : 1189.203564 ∣     [  std_z : 0.99  real_sub_fake : 1167.01 ]
[  epoch 0034/0040] 2130/4800, lr:1.3e-05 ∣ avg_100 : 31894.451999 ∣ critic_nllloss : 26075.298438 ∣ critic_ganloss : -309.200192 ∣ generator_nllloss : 5159.813281 ∣ generator_ganloss : 1179.658545 ∣     [  std_z : 0.99  real_sub_fake : 1217.61 ]
[  epoch 0034/0040] 2140/4800, lr:1.3e-05 ∣ avg_100 : 31895.838698 ∣ critic_nllloss : 25726.912500 ∣ critic_ganloss : -275.076247 ∣ generator_nllloss : 5176.938672 ∣ generator_ganloss : 1161.081250 ∣     [  std_z : 0.99  real_sub_fake : 1093.93 ]
[  epoch 0034/0040] 2150/4800, lr:1.3e-05 ∣ avg_100 : 31895.892805 ∣ critic_nllloss : 25926.951562 ∣ critic_ganloss : -318.362317 ∣ generator_nllloss : 5210.932031 ∣ generator_ganloss : 1174.125977 ∣     [  std_z : 0.99  real_sub_fake : 1198.31 ]
[  epoch 0034/0040] 2160/4800, lr:1.3e-05 ∣ avg_100 : 31898.537863 ∣ critic_nllloss : 25914.234180 ∣ critic_ganloss : -396.612305 ∣ generator_nllloss : 5195.275000 ∣ generator_ganloss : 1194.788965 ∣     [  std_z : 0.99  real_sub_fake : 1144.63 ]
[  epoch 0034/0040] 2170/4800, lr:1.3e-05 ∣ avg_100 : 31899.581785 ∣ critic_nllloss : 26082.925195 ∣ critic_ganloss : -379.864642 ∣ generator_nllloss : 5179.928711 ∣ generator_ganloss : 1165.845996 ∣     [  std_z : 1.00  real_sub_fake : 1309.90 ]
[  epoch 0034/0040] 2180/4800, lr:1.3e-05 ∣ avg_100 : 31899.024023 ∣ critic_nllloss : 25789.998242 ∣ critic_ganloss : -305.037540 ∣ generator_nllloss : 5069.041211 ∣ generator_ganloss : 1168.860303 ∣     [  std_z : 1.00  real_sub_fake : 1318.72 ]
[  epoch 0034/0040] 2190/4800, lr:1.3e-05 ∣ avg_100 : 31899.239031 ∣ critic_nllloss : 25805.629883 ∣ critic_ganloss : -285.019547 ∣ generator_nllloss : 5227.818750 ∣ generator_ganloss : 1191.767871 ∣     [  std_z : 0.99  real_sub_fake : 1199.68 ]
[  epoch 0034/0040] 2200/4800, lr:1.3e-05 ∣ avg_100 : 31903.416878 ∣ critic_nllloss : 26001.181250 ∣ critic_ganloss : -313.188885 ∣ generator_nllloss : 5277.769141 ∣ generator_ganloss : 1201.146777 ∣     [  std_z : 0.99  real_sub_fake : 1208.95 ]
[  epoch 0034/0040] 2210/4800, lr:1.3e-05 ∣ avg_100 : 31905.407464 ∣ critic_nllloss : 25957.989844 ∣ critic_ganloss : -310.044965 ∣ generator_nllloss : 5121.503320 ∣ generator_ganloss : 1178.460010 ∣     [  std_z : 0.99  real_sub_fake : 1269.96 ]
[  epoch 0034/0040] 2220/4800, lr:1.3e-05 ∣ avg_100 : 31905.728462 ∣ critic_nllloss : 25748.477734 ∣ critic_ganloss : -292.709290 ∣ generator_nllloss : 5163.969922 ∣ generator_ganloss : 1185.114551 ∣     [  std_z : 0.99  real_sub_fake : 1084.67 ]
[  epoch 0034/0040] 2230/4800, lr:1.3e-05 ∣ avg_100 : 31908.682533 ∣ critic_nllloss : 25816.533398 ∣ critic_ganloss : -257.291229 ∣ generator_nllloss : 5127.071875 ∣ generator_ganloss : 1164.539844 ∣     [  std_z : 1.00  real_sub_fake : 1360.24 ]
[  epoch 0034/0040] 2240/4800, lr:1.3e-05 ∣ avg_100 : 31904.308835 ∣ critic_nllloss : 25700.715430 ∣ critic_ganloss : -364.562985 ∣ generator_nllloss : 5101.323047 ∣ generator_ganloss : 1173.062402 ∣     [  std_z : 1.00  real_sub_fake : 1191.58 ]
[  epoch 0034/0040] 2250/4800, lr:1.3e-05 ∣ avg_100 : 31904.034699 ∣ critic_nllloss : 26004.289844 ∣ critic_ganloss : -321.629065 ∣ generator_nllloss : 5181.192773 ∣ generator_ganloss : 1166.405859 ∣     [  std_z : 1.00  real_sub_fake : 1284.55 ]
[  epoch 0034/0040] 2260/4800, lr:1.3e-05 ∣ avg_100 : 31904.812117 ∣ critic_nllloss : 25893.917773 ∣ critic_ganloss : -353.193900 ∣ generator_nllloss : 5170.642187 ∣ generator_ganloss : 1188.180029 ∣     [  std_z : 0.99  real_sub_fake : 1216.54 ]
[  epoch 0034/0040] 2270/4800, lr:1.3e-05 ∣ avg_100 : 31902.439959 ∣ critic_nllloss : 25621.040430 ∣ critic_ganloss : -318.329504 ∣ generator_nllloss : 5060.347656 ∣ generator_ganloss : 1175.649316 ∣     [  std_z : 0.99  real_sub_fake : 1277.75 ]
[  epoch 0034/0040] 2280/4800, lr:1.3e-05 ∣ avg_100 : 31904.962019 ∣ critic_nllloss : 26027.464844 ∣ critic_ganloss : -234.408591 ∣ generator_nllloss : 5256.865234 ∣ generator_ganloss : 1174.250098 ∣     [  std_z : 0.99  real_sub_fake : 1207.27 ]
[  epoch 0034/0040] 2290/4800, lr:1.3e-05 ∣ avg_100 : 31907.625279 ∣ critic_nllloss : 25695.245117 ∣ critic_ganloss : -146.378839 ∣ generator_nllloss : 5098.542773 ∣ generator_ganloss : 1161.706641 ∣     [  std_z : 1.00  real_sub_fake : 1084.48 ]
[  epoch 0034/0040] 2300/4800, lr:1.3e-05 ∣ avg_100 : 31907.204049 ∣ critic_nllloss : 25884.178516 ∣ critic_ganloss : -274.055650 ∣ generator_nllloss : 5141.470703 ∣ generator_ganloss : 1147.234229 ∣     [  std_z : 0.99  real_sub_fake : 1067.93 ]
[  epoch 0034/0040] 2310/4800, lr:1.3e-05 ∣ avg_100 : 31907.603575 ∣ critic_nllloss : 25927.247070 ∣ critic_ganloss : -333.646262 ∣ generator_nllloss : 5223.669141 ∣ generator_ganloss : 1157.708154 ∣     [  std_z : 1.00  real_sub_fake : 1019.66 ]
[  epoch 0034/0040] 2320/4800, lr:1.3e-05 ∣ avg_100 : 31908.444030 ∣ critic_nllloss : 26054.982422 ∣ critic_ganloss : -299.865515 ∣ generator_nllloss : 5229.927539 ∣ generator_ganloss : 1165.598828 ∣     [  std_z : 1.00  real_sub_fake : 951.54 ]
[  epoch 0034/0040] 2330/4800, lr:1.3e-05 ∣ avg_100 : 31906.301214 ∣ critic_nllloss : 25733.701562 ∣ critic_ganloss : -386.770111 ∣ generator_nllloss : 5106.719922 ∣ generator_ganloss : 1138.955957 ∣     [  std_z : 0.99  real_sub_fake : 1142.99 ]
[  epoch 0034/0040] 2340/4800, lr:1.3e-05 ∣ avg_100 : 31907.518926 ∣ critic_nllloss : 26101.045703 ∣ critic_ganloss : -417.980649 ∣ generator_nllloss : 5199.237695 ∣ generator_ganloss : 1141.301758 ∣     [  std_z : 0.99  real_sub_fake : 1309.78 ]
[  epoch 0034/0040] 2350/4800, lr:1.3e-05 ∣ avg_100 : 31906.924617 ∣ critic_nllloss : 25951.242578 ∣ critic_ganloss : -282.230325 ∣ generator_nllloss : 5185.953516 ∣ generator_ganloss : 1162.494287 ∣     [  std_z : 0.99  real_sub_fake : 1262.59 ]
[  epoch 0034/0040] 2360/4800, lr:1.3e-05 ∣ avg_100 : 31907.267194 ∣ critic_nllloss : 25945.801172 ∣ critic_ganloss : -303.547534 ∣ generator_nllloss : 5240.900781 ∣ generator_ganloss : 1180.869385 ∣     [  std_z : 0.99  real_sub_fake : 1172.26 ]
[  epoch 0034/0040] 2370/4800, lr:1.3e-05 ∣ avg_100 : 31904.862418 ∣ critic_nllloss : 25793.538477 ∣ critic_ganloss : -239.101074 ∣ generator_nllloss : 5196.822461 ∣ generator_ganloss : 1171.898291 ∣     [  std_z : 1.00  real_sub_fake : 1208.44 ]
[  epoch 0034/0040] 2380/4800, lr:1.3e-05 ∣ avg_100 : 31904.497412 ∣ critic_nllloss : 25802.190039 ∣ critic_ganloss : -268.016763 ∣ generator_nllloss : 5215.188672 ∣ generator_ganloss : 1167.831445 ∣     [  std_z : 1.00  real_sub_fake : 1059.68 ]
[  epoch 0034/0040] 2390/4800, lr:1.3e-05 ∣ avg_100 : 31903.461237 ∣ critic_nllloss : 25650.059375 ∣ critic_ganloss : -293.761768 ∣ generator_nllloss : 5225.434180 ∣ generator_ganloss : 1193.553760 ∣     [  std_z : 1.00  real_sub_fake : 996.07 ]
[  epoch 0034/0040] 2400/4800, lr:1.3e-05 ∣ avg_100 : 31898.796694 ∣ critic_nllloss : 25654.081641 ∣ critic_ganloss : -305.210193 ∣ generator_nllloss : 5170.634180 ∣ generator_ganloss : 1158.252344 ∣     [  std_z : 1.00  real_sub_fake : 1068.23 ]
[  epoch 0034/0040] 2410/4800, lr:1.3e-05 ∣ avg_100 : 31896.465193 ∣ critic_nllloss : 25823.008008 ∣ critic_ganloss : -277.614789 ∣ generator_nllloss : 5136.800391 ∣ generator_ganloss : 1147.234473 ∣     [  std_z : 0.99  real_sub_fake : 1192.36 ]
[  epoch 0034/0040] 2420/4800, lr:1.3e-05 ∣ avg_100 : 31892.132566 ∣ critic_nllloss : 25632.726758 ∣ critic_ganloss : -302.455240 ∣ generator_nllloss : 5082.020508 ∣ generator_ganloss : 1165.940869 ∣     [  std_z : 0.99  real_sub_fake : 1056.81 ]
[  epoch 0034/0040] 2430/4800, lr:1.3e-05 ∣ avg_100 : 31891.038079 ∣ critic_nllloss : 26020.006445 ∣ critic_ganloss : -339.647314 ∣ generator_nllloss : 5217.759570 ∣ generator_ganloss : 1171.962061 ∣     [  std_z : 0.99  real_sub_fake : 1229.19 ]
[  epoch 0034/0040] 2440/4800, lr:1.3e-05 ∣ avg_100 : 31891.590057 ∣ critic_nllloss : 25886.247852 ∣ critic_ganloss : -335.497162 ∣ generator_nllloss : 5182.462500 ∣ generator_ganloss : 1153.328125 ∣     [  std_z : 0.99  real_sub_fake : 1278.55 ]
[  epoch 0034/0040] 2450/4800, lr:1.3e-05 ∣ avg_100 : 31887.679886 ∣ critic_nllloss : 25762.650586 ∣ critic_ganloss : -243.324323 ∣ generator_nllloss : 5163.820117 ∣ generator_ganloss : 1166.903320 ∣     [  std_z : 0.99  real_sub_fake : 1130.14 ]
[  epoch 0034/0040] 2460/4800, lr:1.3e-05 ∣ avg_100 : 31889.410255 ∣ critic_nllloss : 25959.851953 ∣ critic_ganloss : -170.234567 ∣ generator_nllloss : 5157.736328 ∣ generator_ganloss : 1191.680273 ∣     [  std_z : 1.00  real_sub_fake : 805.91 ]
[  epoch 0034/0040] 2470/4800, lr:1.3e-05 ∣ avg_100 : 31888.795703 ∣ critic_nllloss : 25740.081055 ∣ critic_ganloss : -214.006470 ∣ generator_nllloss : 5080.250000 ∣ generator_ganloss : 1182.302979 ∣     [  std_z : 1.00  real_sub_fake : 641.95 ]
[  epoch 0034/0040] 2480/4800, lr:1.3e-05 ∣ avg_100 : 31888.478682 ∣ critic_nllloss : 25866.498633 ∣ critic_ganloss : -234.736221 ∣ generator_nllloss : 5143.855664 ∣ generator_ganloss : 1148.658203 ∣     [  std_z : 0.99  real_sub_fake : 891.24 ]
[  epoch 0034/0040] 2490/4800, lr:1.3e-05 ∣ avg_100 : 31890.436756 ∣ critic_nllloss : 25940.436328 ∣ critic_ganloss : -320.146106 ∣ generator_nllloss : 5222.360937 ∣ generator_ganloss : 1128.338574 ∣     [  std_z : 0.99  real_sub_fake : 1058.51 ]
[  epoch 0034/0040] 2500/4800, lr:1.3e-05 ∣ avg_100 : 31890.934574 ∣ critic_nllloss : 25922.598242 ∣ critic_ganloss : -218.170723 ∣ generator_nllloss : 5265.026563 ∣ generator_ganloss : 1131.852002 ∣     [  std_z : 0.99  real_sub_fake : 1091.56 ]
[  epoch 0034/0040] 2510/4800, lr:1.3e-05 ∣ avg_100 : 31892.829547 ∣ critic_nllloss : 25964.101758 ∣ critic_ganloss : -356.652756 ∣ generator_nllloss : 5207.419336 ∣ generator_ganloss : 1145.498682 ∣     [  std_z : 0.99  real_sub_fake : 1054.04 ]
[  epoch 0034/0040] 2520/4800, lr:1.3e-05 ∣ avg_100 : 31893.791888 ∣ critic_nllloss : 25881.320312 ∣ critic_ganloss : -345.852997 ∣ generator_nllloss : 5298.813477 ∣ generator_ganloss : 1139.340625 ∣     [  std_z : 0.99  real_sub_fake : 1098.37 ]
[  epoch 0034/0040] 2530/4800, lr:1.3e-05 ∣ avg_100 : 31891.490008 ∣ critic_nllloss : 25823.232812 ∣ critic_ganloss : -291.274677 ∣ generator_nllloss : 5115.914844 ∣ generator_ganloss : 1128.213379 ∣     [  std_z : 1.00  real_sub_fake : 1176.83 ]
[  epoch 0034/0040] 2540/4800, lr:1.3e-05 ∣ avg_100 : 31891.359394 ∣ critic_nllloss : 25873.325000 ∣ critic_ganloss : -241.329855 ∣ generator_nllloss : 5206.853125 ∣ generator_ganloss : 1147.176416 ∣     [  std_z : 0.99  real_sub_fake : 1193.05 ]
[  epoch 0034/0040] 2550/4800, lr:1.3e-05 ∣ avg_100 : 31890.701551 ∣ critic_nllloss : 25767.431445 ∣ critic_ganloss : -298.976218 ∣ generator_nllloss : 5149.881641 ∣ generator_ganloss : 1151.440771 ∣     [  std_z : 1.00  real_sub_fake : 1099.94 ]
[  epoch 0034/0040] 2560/4800, lr:1.3e-05 ∣ avg_100 : 31889.413670 ∣ critic_nllloss : 25704.683789 ∣ critic_ganloss : -262.080382 ∣ generator_nllloss : 5098.602539 ∣ generator_ganloss : 1128.477881 ∣     [  std_z : 1.00  real_sub_fake : 1078.95 ]
[  epoch 0034/0040] 2570/4800, lr:1.3e-05 ∣ avg_100 : 31887.536281 ∣ critic_nllloss : 25778.365234 ∣ critic_ganloss : -285.226025 ∣ generator_nllloss : 5079.618359 ∣ generator_ganloss : 1129.952197 ∣     [  std_z : 0.99  real_sub_fake : 1119.88 ]
[  epoch 0034/0040] 2580/4800, lr:1.3e-05 ∣ avg_100 : 31885.665141 ∣ critic_nllloss : 25991.037109 ∣ critic_ganloss : -265.996773 ∣ generator_nllloss : 5133.001953 ∣ generator_ganloss : 1164.594775 ∣     [  std_z : 0.99  real_sub_fake : 1056.16 ]
[  epoch 0034/0040] 2590/4800, lr:1.3e-05 ∣ avg_100 : 31882.571688 ∣ critic_nllloss : 25679.285547 ∣ critic_ganloss : -283.932692 ∣ generator_nllloss : 5117.877148 ∣ generator_ganloss : 1144.899219 ∣     [  std_z : 0.99  real_sub_fake : 1008.27 ]
[  epoch 0034/0040] 2600/4800, lr:1.3e-05 ∣ avg_100 : 31884.463250 ∣ critic_nllloss : 26062.754688 ∣ critic_ganloss : -336.722821 ∣ generator_nllloss : 5228.089063 ∣ generator_ganloss : 1144.413428 ∣     [  std_z : 1.00  real_sub_fake : 1177.90 ]
[  epoch 0034/0040] 2610/4800, lr:1.3e-05 ∣ avg_100 : 31878.629910 ∣ critic_nllloss : 25814.751758 ∣ critic_ganloss : -329.753625 ∣ generator_nllloss : 5163.932031 ∣ generator_ganloss : 1153.791797 ∣     [  std_z : 1.00  real_sub_fake : 1129.06 ]
[  epoch 0034/0040] 2620/4800, lr:1.3e-05 ∣ avg_100 : 31875.200551 ∣ critic_nllloss : 25602.889258 ∣ critic_ganloss : -390.893320 ∣ generator_nllloss : 5069.259766 ∣ generator_ganloss : 1139.552051 ∣     [  std_z : 0.99  real_sub_fake : 1234.75 ]
[  epoch 0034/0040] 2630/4800, lr:1.3e-05 ∣ avg_100 : 31877.777446 ∣ critic_nllloss : 25967.027148 ∣ critic_ganloss : -326.087158 ∣ generator_nllloss : 5170.421289 ∣ generator_ganloss : 1147.339893 ∣     [  std_z : 1.00  real_sub_fake : 1292.54 ]
[  epoch 0034/0040] 2640/4800, lr:1.3e-05 ∣ avg_100 : 31880.334440 ∣ critic_nllloss : 25780.366211 ∣ critic_ganloss : -330.109445 ∣ generator_nllloss : 5129.143555 ∣ generator_ganloss : 1156.443213 ∣     [  std_z : 1.00  real_sub_fake : 1049.40 ]
[  epoch 0034/0040] 2650/4800, lr:1.3e-05 ∣ avg_100 : 31883.313112 ∣ critic_nllloss : 26096.105664 ∣ critic_ganloss : -392.296295 ∣ generator_nllloss : 5228.535156 ∣ generator_ganloss : 1142.873145 ∣     [  std_z : 0.99  real_sub_fake : 1360.87 ]
[  epoch 0034/0040] 2660/4800, lr:1.3e-05 ∣ avg_100 : 31885.602940 ∣ critic_nllloss : 25833.120898 ∣ critic_ganloss : -261.857330 ∣ generator_nllloss : 5266.789453 ∣ generator_ganloss : 1166.732324 ∣     [  std_z : 0.99  real_sub_fake : 1186.71 ]
[  epoch 0034/0040] 2670/4800, lr:1.3e-05 ∣ avg_100 : 31885.964432 ∣ critic_nllloss : 25923.023242 ∣ critic_ganloss : -288.483060 ∣ generator_nllloss : 5150.367578 ∣ generator_ganloss : 1148.185205 ∣     [  std_z : 1.00  real_sub_fake : 1272.08 ]
[  epoch 0034/0040] 2680/4800, lr:1.3e-05 ∣ avg_100 : 31884.350799 ∣ critic_nllloss : 25696.224414 ∣ critic_ganloss : -325.530722 ∣ generator_nllloss : 5072.125586 ∣ generator_ganloss : 1135.462256 ∣     [  std_z : 0.99  real_sub_fake : 1351.63 ]
[  epoch 0034/0040] 2690/4800, lr:1.3e-05 ∣ avg_100 : 31880.156418 ∣ critic_nllloss : 25412.264258 ∣ critic_ganloss : -258.421973 ∣ generator_nllloss : 5073.655273 ∣ generator_ganloss : 1132.543311 ∣     [  std_z : 0.99  real_sub_fake : 1167.48 ]
[  epoch 0034/0040] 2700/4800, lr:1.3e-05 ∣ avg_100 : 31881.054535 ∣ critic_nllloss : 25867.571094 ∣ critic_ganloss : -253.933292 ∣ generator_nllloss : 5212.351953 ∣ generator_ganloss : 1133.609131 ∣     [  std_z : 1.00  real_sub_fake : 1073.66 ]
[  epoch 0034/0040] 2710/4800, lr:1.3e-05 ∣ avg_100 : 31880.194006 ∣ critic_nllloss : 25503.023438 ∣ critic_ganloss : -233.313336 ∣ generator_nllloss : 5202.323828 ∣ generator_ganloss : 1153.348096 ∣     [  std_z : 0.99  real_sub_fake : 980.35 ]
[  epoch 0034/0040] 2720/4800, lr:1.3e-05 ∣ avg_100 : 31881.150097 ∣ critic_nllloss : 25838.604883 ∣ critic_ganloss : -292.665207 ∣ generator_nllloss : 5115.831250 ∣ generator_ganloss : 1153.263232 ∣     [  std_z : 1.00  real_sub_fake : 1056.62 ]
[  epoch 0034/0040] 2730/4800, lr:1.3e-05 ∣ avg_100 : 31880.762493 ∣ critic_nllloss : 25874.406445 ∣ critic_ganloss : -213.737102 ∣ generator_nllloss : 5209.550586 ∣ generator_ganloss : 1151.179492 ∣     [  std_z : 1.00  real_sub_fake : 982.80 ]
[  epoch 0034/0040] 2740/4800, lr:1.3e-05 ∣ avg_100 : 31881.323744 ∣ critic_nllloss : 25735.390039 ∣ critic_ganloss : -206.166835 ∣ generator_nllloss : 5153.107422 ∣ generator_ganloss : 1145.395264 ∣     [  std_z : 0.99  real_sub_fake : 993.16 ]
[  epoch 0034/0040] 2750/4800, lr:1.3e-05 ∣ avg_100 : 31883.338994 ∣ critic_nllloss : 25869.741602 ∣ critic_ganloss : -179.284109 ∣ generator_nllloss : 5209.506250 ∣ generator_ganloss : 1139.271680 ∣     [  std_z : 1.00  real_sub_fake : 894.15 ]
[  epoch 0034/0040] 2760/4800, lr:1.3e-05 ∣ avg_100 : 31882.118880 ∣ critic_nllloss : 25874.091211 ∣ critic_ganloss : -155.806543 ∣ generator_nllloss : 5110.203516 ∣ generator_ganloss : 1135.457129 ∣     [  std_z : 1.00  real_sub_fake : 820.37 ]
[  epoch 0034/0040] 2770/4800, lr:1.3e-05 ∣ avg_100 : 31885.477837 ∣ critic_nllloss : 25987.296875 ∣ critic_ganloss : -285.883026 ∣ generator_nllloss : 5247.402734 ∣ generator_ganloss : 1150.431641 ∣     [  std_z : 0.99  real_sub_fake : 877.28 ]
[  epoch 0034/0040] 2780/4800, lr:1.3e-05 ∣ avg_100 : 31885.213348 ∣ critic_nllloss : 26013.563281 ∣ critic_ganloss : -266.771124 ∣ generator_nllloss : 5150.079297 ∣ generator_ganloss : 1146.531738 ∣     [  std_z : 0.99  real_sub_fake : 927.85 ]
[  epoch 0034/0040] 2790/4800, lr:1.3e-05 ∣ avg_100 : 31887.784301 ∣ critic_nllloss : 25887.285156 ∣ critic_ganloss : -228.256070 ∣ generator_nllloss : 5208.913867 ∣ generator_ganloss : 1160.409033 ∣     [  std_z : 0.99  real_sub_fake : 880.35 ]
[  epoch 0034/0040] 2800/4800, lr:1.3e-05 ∣ avg_100 : 31888.573968 ∣ critic_nllloss : 26025.802734 ∣ critic_ganloss : -294.260803 ∣ generator_nllloss : 5171.198633 ∣ generator_ganloss : 1178.118604 ∣     [  std_z : 0.99  real_sub_fake : 868.89 ]
[  epoch 0034/0040] 2810/4800, lr:1.3e-05 ∣ avg_100 : 31890.903709 ∣ critic_nllloss : 26073.252148 ∣ critic_ganloss : -342.228903 ∣ generator_nllloss : 5170.169727 ∣ generator_ganloss : 1163.056641 ∣     [  std_z : 1.00  real_sub_fake : 966.30 ]
[  epoch 0034/0040] 2820/4800, lr:1.3e-05 ∣ avg_100 : 31888.241697 ∣ critic_nllloss : 25747.566992 ∣ critic_ganloss : -257.148613 ∣ generator_nllloss : 5019.724414 ∣ generator_ganloss : 1162.655566 ∣     [  std_z : 1.00  real_sub_fake : 1071.39 ]
[  epoch 0034/0040] 2830/4800, lr:1.3e-05 ∣ avg_100 : 31887.903411 ∣ critic_nllloss : 25804.908203 ∣ critic_ganloss : -281.848097 ∣ generator_nllloss : 5148.334961 ∣ generator_ganloss : 1172.529004 ∣     [  std_z : 1.01  real_sub_fake : 1027.05 ]
[  epoch 0034/0040] 2840/4800, lr:1.3e-05 ∣ avg_100 : 31890.105482 ∣ critic_nllloss : 25933.505273 ∣ critic_ganloss : -264.516916 ∣ generator_nllloss : 5115.678320 ∣ generator_ganloss : 1187.309180 ∣     [  std_z : 1.00  real_sub_fake : 920.92 ]
[  epoch 0034/0040] 2850/4800, lr:1.3e-05 ∣ avg_100 : 31892.312910 ∣ critic_nllloss : 25980.679102 ∣ critic_ganloss : -182.240472 ∣ generator_nllloss : 5200.486133 ∣ generator_ganloss : 1171.874805 ∣     [  std_z : 0.99  real_sub_fake : 944.08 ]
[  epoch 0034/0040] 2860/4800, lr:1.3e-05 ∣ avg_100 : 31896.368178 ∣ critic_nllloss : 25941.025586 ∣ critic_ganloss : -109.000327 ∣ generator_nllloss : 5294.582812 ∣ generator_ganloss : 1124.786670 ∣     [  std_z : 0.99  real_sub_fake : 977.60 ]
[  epoch 0034/0040] 2870/4800, lr:1.3e-05 ∣ avg_100 : 31897.015283 ∣ critic_nllloss : 25762.998242 ∣ critic_ganloss : -165.195404 ∣ generator_nllloss : 5170.247852 ∣ generator_ganloss : 1135.296094 ∣     [  std_z : 0.99  real_sub_fake : 926.45 ]
[  epoch 0034/0040] 2880/4800, lr:1.3e-05 ∣ avg_100 : 31899.663925 ∣ critic_nllloss : 26000.664258 ∣ critic_ganloss : -238.534119 ∣ generator_nllloss : 5153.283398 ∣ generator_ganloss : 1176.381348 ∣     [  std_z : 0.99  real_sub_fake : 815.20 ]
[  epoch 0034/0040] 2890/4800, lr:1.3e-05 ∣ avg_100 : 31898.088602 ∣ critic_nllloss : 25699.515430 ∣ critic_ganloss : -207.847897 ∣ generator_nllloss : 5107.179688 ∣ generator_ganloss : 1178.188867 ∣     [  std_z : 1.00  real_sub_fake : 656.27 ]
[  epoch 0034/0040] 2900/4800, lr:1.3e-05 ∣ avg_100 : 31903.066320 ∣ critic_nllloss : 26023.526758 ∣ critic_ganloss : -304.954034 ∣ generator_nllloss : 5241.260156 ∣ generator_ganloss : 1164.225439 ∣     [  std_z : 1.00  real_sub_fake : 866.81 ]
[  epoch 0034/0040] 2910/4800, lr:1.3e-05 ∣ avg_100 : 31903.320507 ∣ critic_nllloss : 25752.032227 ∣ critic_ganloss : -274.401404 ∣ generator_nllloss : 5192.301953 ∣ generator_ganloss : 1145.829639 ∣     [  std_z : 1.00  real_sub_fake : 907.58 ]
[  epoch 0034/0040] 2920/4800, lr:1.3e-05 ∣ avg_100 : 31903.201026 ∣ critic_nllloss : 25845.486328 ∣ critic_ganloss : -359.827725 ∣ generator_nllloss : 5221.068359 ∣ generator_ganloss : 1153.013672 ∣     [  std_z : 1.00  real_sub_fake : 1061.92 ]
[  epoch 0034/0040] 2930/4800, lr:1.3e-05 ∣ avg_100 : 31899.898562 ∣ critic_nllloss : 25814.396094 ∣ critic_ganloss : -366.140756 ∣ generator_nllloss : 5053.092773 ∣ generator_ganloss : 1152.155078 ∣     [  std_z : 0.99  real_sub_fake : 1180.97 ]
[  epoch 0034/0040] 2940/4800, lr:1.3e-05 ∣ avg_100 : 31901.603923 ∣ critic_nllloss : 25933.355273 ∣ critic_ganloss : -347.557727 ∣ generator_nllloss : 5174.055078 ∣ generator_ganloss : 1154.911377 ∣     [  std_z : 0.99  real_sub_fake : 1203.89 ]
[  epoch 0034/0040] 2950/4800, lr:1.3e-05 ∣ avg_100 : 31901.129984 ∣ critic_nllloss : 25764.966797 ∣ critic_ganloss : -315.481296 ∣ generator_nllloss : 5146.970508 ∣ generator_ganloss : 1147.818555 ∣     [  std_z : 0.99  real_sub_fake : 1203.66 ]
[  epoch 0034/0040] 2960/4800, lr:1.3e-05 ∣ avg_100 : 31899.103820 ∣ critic_nllloss : 25796.701172 ∣ critic_ganloss : -365.528815 ∣ generator_nllloss : 5102.805664 ∣ generator_ganloss : 1147.592334 ∣     [  std_z : 1.00  real_sub_fake : 1217.31 ]
[  epoch 0034/0040] 2970/4800, lr:1.3e-05 ∣ avg_100 : 31899.826375 ∣ critic_nllloss : 25961.295508 ∣ critic_ganloss : -268.614856 ∣ generator_nllloss : 5102.897461 ∣ generator_ganloss : 1157.066699 ∣     [  std_z : 1.00  real_sub_fake : 1225.70 ]
[  epoch 0034/0040] 2980/4800, lr:1.3e-05 ∣ avg_100 : 31903.525796 ∣ critic_nllloss : 26030.585547 ∣ critic_ganloss : -366.085803 ∣ generator_nllloss : 5280.847266 ∣ generator_ganloss : 1171.446631 ∣     [  std_z : 1.00  real_sub_fake : 1196.46 ]
[  epoch 0034/0040] 2990/4800, lr:1.3e-05 ∣ avg_100 : 31901.668041 ∣ critic_nllloss : 25867.399414 ∣ critic_ganloss : -369.501129 ∣ generator_nllloss : 5162.169141 ∣ generator_ganloss : 1155.912744 ∣     [  std_z : 0.99  real_sub_fake : 1245.23 ]
[  epoch 0034/0040] 3000/4800, lr:1.3e-05 ∣ avg_100 : 31899.271644 ∣ critic_nllloss : 25790.899219 ∣ critic_ganloss : -424.098633 ∣ generator_nllloss : 5128.971094 ∣ generator_ganloss : 1172.709863 ∣     [  std_z : 0.99  real_sub_fake : 1348.53 ]
[  epoch 0034/0040] 3010/4800, lr:1.3e-05 ∣ avg_100 : 31901.493288 ∣ critic_nllloss : 25980.648438 ∣ critic_ganloss : -287.387015 ∣ generator_nllloss : 5139.157227 ∣ generator_ganloss : 1157.169971 ∣     [  std_z : 0.99  real_sub_fake : 1432.19 ]
[  epoch 0034/0040] 3020/4800, lr:1.3e-05 ∣ avg_100 : 31898.152076 ∣ critic_nllloss : 25747.662500 ∣ critic_ganloss : -337.227380 ∣ generator_nllloss : 5106.627734 ∣ generator_ganloss : 1166.984863 ∣     [  std_z : 0.99  real_sub_fake : 1248.37 ]
[  epoch 0034/0040] 3030/4800, lr:1.3e-05 ∣ avg_100 : 31900.758655 ∣ critic_nllloss : 25971.928906 ∣ critic_ganloss : -308.782730 ∣ generator_nllloss : 5207.058594 ∣ generator_ganloss : 1177.937939 ∣     [  std_z : 1.00  real_sub_fake : 1333.07 ]
[  epoch 0034/0040] 3040/4800, lr:1.3e-05 ∣ avg_100 : 31896.794696 ∣ critic_nllloss : 25908.662305 ∣ critic_ganloss : -435.822107 ∣ generator_nllloss : 5154.490820 ∣ generator_ganloss : 1157.012207 ∣     [  std_z : 1.00  real_sub_fake : 1305.14 ]
[  epoch 0034/0040] 3050/4800, lr:1.3e-05 ∣ avg_100 : 31896.649973 ∣ critic_nllloss : 26022.053320 ∣ critic_ganloss : -441.310312 ∣ generator_nllloss : 5126.499219 ∣ generator_ganloss : 1172.260010 ∣     [  std_z : 1.00  real_sub_fake : 1419.45 ]
[  epoch 0034/0040] 3060/4800, lr:1.3e-05 ∣ avg_100 : 31892.124851 ∣ critic_nllloss : 25710.937109 ∣ critic_ganloss : -336.289529 ∣ generator_nllloss : 5102.030078 ∣ generator_ganloss : 1173.268066 ∣     [  std_z : 1.00  real_sub_fake : 1412.05 ]
[  epoch 0034/0040] 3070/4800, lr:1.3e-05 ∣ avg_100 : 31891.106994 ∣ critic_nllloss : 25689.970508 ∣ critic_ganloss : -309.785037 ∣ generator_nllloss : 5138.100000 ∣ generator_ganloss : 1176.864648 ∣     [  std_z : 1.00  real_sub_fake : 1415.56 ]
[  epoch 0034/0040] 3080/4800, lr:1.3e-05 ∣ avg_100 : 31889.705710 ∣ critic_nllloss : 25875.092969 ∣ critic_ganloss : -332.776306 ∣ generator_nllloss : 5161.600781 ∣ generator_ganloss : 1189.963086 ∣     [  std_z : 1.00  real_sub_fake : 1299.27 ]
[  epoch 0034/0040] 3090/4800, lr:1.3e-05 ∣ avg_100 : 31887.597452 ∣ critic_nllloss : 25730.530273 ∣ critic_ganloss : -306.843079 ∣ generator_nllloss : 5211.650391 ∣ generator_ganloss : 1197.451953 ∣     [  std_z : 1.00  real_sub_fake : 1132.71 ]
[  epoch 0034/0040] 3100/4800, lr:1.3e-05 ∣ avg_100 : 31885.289006 ∣ critic_nllloss : 25610.863086 ∣ critic_ganloss : -219.437766 ∣ generator_nllloss : 5109.185547 ∣ generator_ganloss : 1185.427148 ∣     [  std_z : 0.99  real_sub_fake : 1133.17 ]
[  epoch 0034/0040] 3110/4800, lr:1.3e-05 ∣ avg_100 : 31889.206093 ∣ critic_nllloss : 25822.663672 ∣ critic_ganloss : -225.492133 ∣ generator_nllloss : 5215.083398 ∣ generator_ganloss : 1197.549170 ∣     [  std_z : 0.98  real_sub_fake : 1044.23 ]
[  epoch 0034/0040] 3120/4800, lr:1.3e-05 ∣ avg_100 : 31887.081080 ∣ critic_nllloss : 25905.439844 ∣ critic_ganloss : -305.546100 ∣ generator_nllloss : 5139.948047 ∣ generator_ganloss : 1183.270215 ∣     [  std_z : 0.99  real_sub_fake : 999.22 ]
[  epoch 0034/0040] 3130/4800, lr:1.3e-05 ∣ avg_100 : 31884.244026 ∣ critic_nllloss : 25794.901367 ∣ critic_ganloss : -323.394922 ∣ generator_nllloss : 5172.903125 ∣ generator_ganloss : 1177.455127 ∣     [  std_z : 0.99  real_sub_fake : 1144.06 ]
[  epoch 0034/0040] 3140/4800, lr:1.3e-05 ∣ avg_100 : 31884.340702 ∣ critic_nllloss : 25778.678516 ∣ critic_ganloss : -362.146582 ∣ generator_nllloss : 5204.086719 ∣ generator_ganloss : 1178.905078 ∣     [  std_z : 1.00  real_sub_fake : 1139.86 ]
[  epoch 0034/0040] 3150/4800, lr:1.3e-05 ∣ avg_100 : 31883.966733 ∣ critic_nllloss : 25940.360156 ∣ critic_ganloss : -342.671022 ∣ generator_nllloss : 5177.128516 ∣ generator_ganloss : 1181.432764 ∣     [  std_z : 1.00  real_sub_fake : 1130.88 ]
[  epoch 0034/0040] 3160/4800, lr:1.3e-05 ∣ avg_100 : 31885.040342 ∣ critic_nllloss : 25915.277148 ∣ critic_ganloss : -321.820755 ∣ generator_nllloss : 5246.286328 ∣ generator_ganloss : 1175.304004 ∣     [  std_z : 1.00  real_sub_fake : 1234.38 ]
[  epoch 0034/0040] 3170/4800, lr:1.3e-05 ∣ avg_100 : 31882.248789 ∣ critic_nllloss : 25940.633789 ∣ critic_ganloss : -433.924200 ∣ generator_nllloss : 5101.829102 ∣ generator_ganloss : 1161.141309 ∣     [  std_z : 1.00  real_sub_fake : 1378.78 ]
[  epoch 0034/0040] 3180/4800, lr:1.3e-05 ∣ avg_100 : 31889.041682 ∣ critic_nllloss : 26258.074609 ∣ critic_ganloss : -317.869064 ∣ generator_nllloss : 5285.527930 ∣ generator_ganloss : 1176.418018 ∣     [  std_z : 0.99  real_sub_fake : 1501.40 ]
[  epoch 0034/0040] 3190/4800, lr:1.3e-05 ∣ avg_100 : 31890.189753 ∣ critic_nllloss : 25963.614844 ∣ critic_ganloss : -262.108878 ∣ generator_nllloss : 5172.358008 ∣ generator_ganloss : 1181.140039 ∣     [  std_z : 0.99  real_sub_fake : 1286.48 ]
[  epoch 0034/0040] 3200/4800, lr:1.3e-05 ∣ avg_100 : 31890.219416 ∣ critic_nllloss : 25939.232617 ∣ critic_ganloss : -204.155084 ∣ generator_nllloss : 5247.158594 ∣ generator_ganloss : 1187.638477 ∣     [  std_z : 0.99  real_sub_fake : 1062.28 ]
[  epoch 0034/0040] 3210/4800, lr:1.3e-05 ∣ avg_100 : 31892.145609 ∣ critic_nllloss : 26015.738086 ∣ critic_ganloss : -252.706232 ∣ generator_nllloss : 5207.280859 ∣ generator_ganloss : 1170.214746 ∣     [  std_z : 0.99  real_sub_fake : 1039.18 ]
[  epoch 0034/0040] 3220/4800, lr:1.3e-05 ∣ avg_100 : 31894.419150 ∣ critic_nllloss : 25925.751367 ∣ critic_ganloss : -241.226352 ∣ generator_nllloss : 5165.784961 ∣ generator_ganloss : 1181.897070 ∣     [  std_z : 0.99  real_sub_fake : 970.52 ]
[  epoch 0034/0040] 3230/4800, lr:1.3e-05 ∣ avg_100 : 31895.578007 ∣ critic_nllloss : 25866.584570 ∣ critic_ganloss : -269.553958 ∣ generator_nllloss : 5212.527930 ∣ generator_ganloss : 1157.181055 ∣     [  std_z : 1.00  real_sub_fake : 1060.79 ]
[  epoch 0034/0040] 3240/4800, lr:1.3e-05 ∣ avg_100 : 31897.261261 ∣ critic_nllloss : 25717.992773 ∣ critic_ganloss : -265.789290 ∣ generator_nllloss : 5157.695312 ∣ generator_ganloss : 1168.964551 ∣     [  std_z : 0.99  real_sub_fake : 929.08 ]
[  epoch 0034/0040] 3250/4800, lr:1.3e-05 ∣ avg_100 : 31897.014189 ∣ critic_nllloss : 25843.382031 ∣ critic_ganloss : -208.754068 ∣ generator_nllloss : 5193.076758 ∣ generator_ganloss : 1177.847461 ∣     [  std_z : 0.99  real_sub_fake : 927.13 ]
[  epoch 0034/0040] 3260/4800, lr:1.3e-05 ∣ avg_100 : 31897.193424 ∣ critic_nllloss : 25756.967969 ∣ critic_ganloss : -214.197089 ∣ generator_nllloss : 5202.020312 ∣ generator_ganloss : 1172.678418 ∣     [  std_z : 0.99  real_sub_fake : 828.88 ]
[  epoch 0034/0040] 3270/4800, lr:1.3e-05 ∣ avg_100 : 31899.959729 ∣ critic_nllloss : 25793.326562 ∣ critic_ganloss : -256.656076 ∣ generator_nllloss : 5087.080664 ∣ generator_ganloss : 1191.587207 ∣     [  std_z : 0.99  real_sub_fake : 802.43 ]
[  epoch 0034/0040] 3280/4800, lr:1.3e-05 ∣ avg_100 : 31894.157976 ∣ critic_nllloss : 25601.708984 ∣ critic_ganloss : -287.308878 ∣ generator_nllloss : 5139.699609 ∣ generator_ganloss : 1189.896582 ∣     [  std_z : 1.00  real_sub_fake : 821.73 ]
[  epoch 0034/0040] 3290/4800, lr:1.3e-05 ∣ avg_100 : 31897.139087 ∣ critic_nllloss : 25968.182227 ∣ critic_ganloss : -299.594849 ∣ generator_nllloss : 5271.374023 ∣ generator_ganloss : 1167.265430 ∣     [  std_z : 0.99  real_sub_fake : 968.49 ]
[  epoch 0034/0040] 3300/4800, lr:1.3e-05 ∣ avg_100 : 31894.936468 ∣ critic_nllloss : 25701.441016 ∣ critic_ganloss : -350.363829 ∣ generator_nllloss : 5174.333398 ∣ generator_ganloss : 1153.155225 ∣     [  std_z : 0.99  real_sub_fake : 1161.97 ]
[  epoch 0034/0040] 3310/4800, lr:1.3e-05 ∣ avg_100 : 31898.185481 ∣ critic_nllloss : 26278.865039 ∣ critic_ganloss : -356.585880 ∣ generator_nllloss : 5215.197656 ∣ generator_ganloss : 1162.402637 ∣     [  std_z : 0.99  real_sub_fake : 1349.21 ]
[  epoch 0034/0040] 3320/4800, lr:1.3e-05 ∣ avg_100 : 31893.789387 ∣ critic_nllloss : 25742.087891 ∣ critic_ganloss : -365.728250 ∣ generator_nllloss : 5164.124219 ∣ generator_ganloss : 1170.550000 ∣     [  std_z : 0.99  real_sub_fake : 1290.67 ]
[  epoch 0034/0040] 3330/4800, lr:1.3e-05 ∣ avg_100 : 31896.508708 ∣ critic_nllloss : 25806.813672 ∣ critic_ganloss : -316.005042 ∣ generator_nllloss : 5202.780664 ∣ generator_ganloss : 1170.950098 ∣     [  std_z : 1.00  real_sub_fake : 1309.52 ]
[  epoch 0034/0040] 3340/4800, lr:1.3e-05 ∣ avg_100 : 31894.032478 ∣ critic_nllloss : 25815.903906 ∣ critic_ganloss : -355.451102 ∣ generator_nllloss : 5149.242383 ∣ generator_ganloss : 1166.286377 ∣     [  std_z : 1.00  real_sub_fake : 1241.06 ]
[  epoch 0034/0040] 3350/4800, lr:1.3e-05 ∣ avg_100 : 31896.609889 ∣ critic_nllloss : 26112.135937 ∣ critic_ganloss : -267.749417 ∣ generator_nllloss : 5237.485937 ∣ generator_ganloss : 1193.328711 ∣     [  std_z : 1.00  real_sub_fake : 1297.14 ]
[  epoch 0034/0040] 3360/4800, lr:1.3e-05 ∣ avg_100 : 31896.557390 ∣ critic_nllloss : 25948.036328 ∣ critic_ganloss : -214.428461 ∣ generator_nllloss : 5113.826953 ∣ generator_ganloss : 1211.339062 ∣     [  std_z : 0.99  real_sub_fake : 578.99 ]
[  epoch 0034/0040] 3370/4800, lr:1.3e-05 ∣ avg_100 : 31899.437234 ∣ critic_nllloss : 25874.938672 ∣ critic_ganloss : -107.559024 ∣ generator_nllloss : 5259.432031 ∣ generator_ganloss : 1184.330859 ∣     [  std_z : 0.99  real_sub_fake : 586.08 ]
[  epoch 0034/0040] 3380/4800, lr:1.3e-05 ∣ avg_100 : 31902.312237 ∣ critic_nllloss : 26072.906836 ∣ critic_ganloss : -238.642317 ∣ generator_nllloss : 5213.940625 ∣ generator_ganloss : 1156.488574 ∣     [  std_z : 0.99  real_sub_fake : 773.43 ]
[  epoch 0034/0040] 3390/4800, lr:1.3e-05 ∣ avg_100 : 31905.750562 ∣ critic_nllloss : 25917.724609 ∣ critic_ganloss : -146.226094 ∣ generator_nllloss : 5198.500781 ∣ generator_ganloss : 1149.118701 ∣     [  std_z : 0.99  real_sub_fake : 866.96 ]
[  epoch 0034/0040] 3400/4800, lr:1.3e-05 ∣ avg_100 : 31909.171408 ∣ critic_nllloss : 25908.639453 ∣ critic_ganloss : -234.767059 ∣ generator_nllloss : 5208.988477 ∣ generator_ganloss : 1136.981738 ∣     [  std_z : 1.00  real_sub_fake : 932.48 ]
[  epoch 0034/0040] 3410/4800, lr:1.3e-05 ∣ avg_100 : 31913.059418 ∣ critic_nllloss : 25997.753711 ∣ critic_ganloss : -233.173987 ∣ generator_nllloss : 5299.873633 ∣ generator_ganloss : 1153.775684 ∣     [  std_z : 1.00  real_sub_fake : 877.55 ]
[  epoch 0034/0040] 3420/4800, lr:1.3e-05 ∣ avg_100 : 31917.399733 ∣ critic_nllloss : 25932.316211 ∣ critic_ganloss : -221.200383 ∣ generator_nllloss : 5145.242578 ∣ generator_ganloss : 1155.906006 ∣     [  std_z : 0.99  real_sub_fake : 722.22 ]
[  epoch 0034/0040] 3430/4800, lr:1.3e-05 ∣ avg_100 : 31915.748472 ∣ critic_nllloss : 25817.315625 ∣ critic_ganloss : -244.493483 ∣ generator_nllloss : 5181.713281 ∣ generator_ganloss : 1150.419238 ∣     [  std_z : 0.99  real_sub_fake : 831.26 ]
[  epoch 0034/0040] 3440/4800, lr:1.3e-05 ∣ avg_100 : 31915.266383 ∣ critic_nllloss : 25705.393945 ∣ critic_ganloss : -164.800919 ∣ generator_nllloss : 5156.292383 ∣ generator_ganloss : 1141.447070 ∣     [  std_z : 0.99  real_sub_fake : 872.33 ]
[  epoch 0034/0040] 3450/4800, lr:1.3e-05 ∣ avg_100 : 31915.072640 ∣ critic_nllloss : 25750.095508 ∣ critic_ganloss : -152.901813 ∣ generator_nllloss : 5096.880078 ∣ generator_ganloss : 1136.601562 ∣     [  std_z : 0.99  real_sub_fake : 789.54 ]
[  epoch 0034/0040] 3460/4800, lr:1.3e-05 ∣ avg_100 : 31912.732015 ∣ critic_nllloss : 25783.432812 ∣ critic_ganloss : -180.582509 ∣ generator_nllloss : 5175.941016 ∣ generator_ganloss : 1126.180176 ∣     [  std_z : 0.99  real_sub_fake : 903.23 ]
[  epoch 0034/0040] 3470/4800, lr:1.3e-05 ∣ avg_100 : 31916.826844 ∣ critic_nllloss : 25973.355664 ∣ critic_ganloss : -208.344968 ∣ generator_nllloss : 5316.165039 ∣ generator_ganloss : 1116.934766 ∣     [  std_z : 1.00  real_sub_fake : 903.88 ]
[  epoch 0034/0040] 3480/4800, lr:1.3e-05 ∣ avg_100 : 31919.510211 ∣ critic_nllloss : 25999.726172 ∣ critic_ganloss : -284.324513 ∣ generator_nllloss : 5351.291797 ∣ generator_ganloss : 1125.919482 ∣     [  std_z : 1.00  real_sub_fake : 912.62 ]
[  epoch 0034/0040] 3490/4800, lr:1.3e-05 ∣ avg_100 : 31918.483961 ∣ critic_nllloss : 25840.828711 ∣ critic_ganloss : -279.903836 ∣ generator_nllloss : 5170.952148 ∣ generator_ganloss : 1136.487744 ∣     [  std_z : 1.00  real_sub_fake : 949.07 ]
[  epoch 0034/0040] 3500/4800, lr:1.3e-05 ∣ avg_100 : 31918.620156 ∣ critic_nllloss : 25966.805859 ∣ critic_ganloss : -265.747055 ∣ generator_nllloss : 5279.195898 ∣ generator_ganloss : 1134.670850 ∣     [  std_z : 0.99  real_sub_fake : 992.26 ]
[  epoch 0034/0040] 3510/4800, lr:1.3e-05 ∣ avg_100 : 31919.925326 ∣ critic_nllloss : 26094.989453 ∣ critic_ganloss : -305.829413 ∣ generator_nllloss : 5165.804688 ∣ generator_ganloss : 1135.919287 ∣     [  std_z : 0.99  real_sub_fake : 1117.91 ]
[  epoch 0034/0040] 3520/4800, lr:1.3e-05 ∣ avg_100 : 31921.576459 ∣ critic_nllloss : 26155.085938 ∣ critic_ganloss : -354.076956 ∣ generator_nllloss : 5213.446484 ∣ generator_ganloss : 1124.279297 ∣     [  std_z : 0.99  real_sub_fake : 1228.58 ]
[  epoch 0034/0040] 3530/4800, lr:1.3e-05 ∣ avg_100 : 31920.650576 ∣ critic_nllloss : 25739.609570 ∣ critic_ganloss : -343.177164 ∣ generator_nllloss : 5144.368359 ∣ generator_ganloss : 1142.697266 ∣     [  std_z : 1.00  real_sub_fake : 1169.67 ]
[  epoch 0034/0040] 3540/4800, lr:1.3e-05 ∣ avg_100 : 31918.247714 ∣ critic_nllloss : 25836.520117 ∣ critic_ganloss : -413.068201 ∣ generator_nllloss : 5169.441602 ∣ generator_ganloss : 1152.845020 ∣     [  std_z : 1.00  real_sub_fake : 1226.37 ]
[  epoch 0034/0040] 3550/4800, lr:1.3e-05 ∣ avg_100 : 31917.553660 ∣ critic_nllloss : 25767.696875 ∣ critic_ganloss : -333.536343 ∣ generator_nllloss : 5111.737500 ∣ generator_ganloss : 1154.474121 ∣     [  std_z : 1.00  real_sub_fake : 1345.04 ]
[  epoch 0034/0040] 3560/4800, lr:1.3e-05 ∣ avg_100 : 31921.258383 ∣ critic_nllloss : 25882.282031 ∣ critic_ganloss : -307.081424 ∣ generator_nllloss : 5290.652539 ∣ generator_ganloss : 1174.303027 ∣     [  std_z : 0.99  real_sub_fake : 1028.36 ]
[  epoch 0034/0040] 3570/4800, lr:1.3e-05 ∣ avg_100 : 31925.609897 ∣ critic_nllloss : 25965.199219 ∣ critic_ganloss : -213.920303 ∣ generator_nllloss : 5223.823438 ∣ generator_ganloss : 1162.758789 ∣     [  std_z : 0.99  real_sub_fake : 1111.77 ]
[  epoch 0034/0040] 3580/4800, lr:1.3e-05 ∣ avg_100 : 31926.518528 ∣ critic_nllloss : 26103.153711 ∣ critic_ganloss : -286.456781 ∣ generator_nllloss : 5146.865820 ∣ generator_ganloss : 1149.937451 ∣     [  std_z : 0.99  real_sub_fake : 1197.14 ]
[  epoch 0034/0040] 3590/4800, lr:1.3e-05 ∣ avg_100 : 31929.396996 ∣ critic_nllloss : 25928.144727 ∣ critic_ganloss : -263.619635 ∣ generator_nllloss : 5127.254102 ∣ generator_ganloss : 1154.196826 ∣     [  std_z : 0.99  real_sub_fake : 1111.36 ]
[  epoch 0034/0040] 3600/4800, lr:1.3e-05 ∣ avg_100 : 31924.559360 ∣ critic_nllloss : 25706.676563 ∣ critic_ganloss : -336.285355 ∣ generator_nllloss : 5079.681250 ∣ generator_ganloss : 1164.698242 ∣     [  std_z : 0.99  real_sub_fake : 1061.04 ]
[  epoch 0034/0040] 3610/4800, lr:1.3e-05 ∣ avg_100 : 31924.401511 ∣ critic_nllloss : 25854.822070 ∣ critic_ganloss : -373.017731 ∣ generator_nllloss : 5142.992188 ∣ generator_ganloss : 1162.140527 ∣     [  std_z : 1.00  real_sub_fake : 1195.60 ]
[  epoch 0034/0040] 3620/4800, lr:1.3e-05 ∣ avg_100 : 31929.156299 ∣ critic_nllloss : 25832.626953 ∣ critic_ganloss : -261.328433 ∣ generator_nllloss : 5158.701172 ∣ generator_ganloss : 1166.286865 ∣     [  std_z : 1.00  real_sub_fake : 1192.41 ]
[  epoch 0034/0040] 3630/4800, lr:1.3e-05 ∣ avg_100 : 31929.378403 ∣ critic_nllloss : 26002.389844 ∣ critic_ganloss : -359.626517 ∣ generator_nllloss : 5173.944922 ∣ generator_ganloss : 1164.203320 ∣     [  std_z : 1.00  real_sub_fake : 1284.67 ]
[  epoch 0034/0040] 3640/4800, lr:1.3e-05 ∣ avg_100 : 31931.888426 ∣ critic_nllloss : 25915.589062 ∣ critic_ganloss : -278.254037 ∣ generator_nllloss : 5169.042969 ∣ generator_ganloss : 1180.467920 ∣     [  std_z : 0.99  real_sub_fake : 1211.22 ]
[  epoch 0034/0040] 3650/4800, lr:1.3e-05 ∣ avg_100 : 31930.769792 ∣ critic_nllloss : 25892.246875 ∣ critic_ganloss : -254.976199 ∣ generator_nllloss : 5141.157227 ∣ generator_ganloss : 1184.926367 ∣     [  std_z : 0.99  real_sub_fake : 1108.74 ]
[  epoch 0034/0040] 3660/4800, lr:1.3e-05 ∣ avg_100 : 31928.293051 ∣ critic_nllloss : 25731.191211 ∣ critic_ganloss : -293.293539 ∣ generator_nllloss : 5135.313086 ∣ generator_ganloss : 1183.900488 ∣     [  std_z : 0.99  real_sub_fake : 1191.91 ]
[  epoch 0034/0040] 3670/4800, lr:1.3e-05 ∣ avg_100 : 31925.622717 ∣ critic_nllloss : 25625.559570 ∣ critic_ganloss : -323.241304 ∣ generator_nllloss : 5180.682813 ∣ generator_ganloss : 1183.058496 ∣     [  std_z : 0.99  real_sub_fake : 1128.40 ]
[  epoch 0034/0040] 3680/4800, lr:1.3e-05 ∣ avg_100 : 31929.475246 ∣ critic_nllloss : 25890.772070 ∣ critic_ganloss : -301.990079 ∣ generator_nllloss : 5184.432617 ∣ generator_ganloss : 1190.319775 ∣     [  std_z : 0.99  real_sub_fake : 1151.55 ]
[  epoch 0034/0040] 3690/4800, lr:1.3e-05 ∣ avg_100 : 31935.219427 ∣ critic_nllloss : 25936.900977 ∣ critic_ganloss : -387.030624 ∣ generator_nllloss : 5214.733594 ∣ generator_ganloss : 1169.855078 ∣     [  std_z : 0.99  real_sub_fake : 1367.07 ]
[  epoch 0034/0040] 3700/4800, lr:1.3e-05 ∣ avg_100 : 31935.515263 ∣ critic_nllloss : 25906.340039 ∣ critic_ganloss : -319.808331 ∣ generator_nllloss : 5199.300586 ∣ generator_ganloss : 1203.350098 ∣     [  std_z : 0.99  real_sub_fake : 1124.89 ]
[  epoch 0034/0040] 3710/4800, lr:1.3e-05 ∣ avg_100 : 31936.849315 ∣ critic_nllloss : 25698.393945 ∣ critic_ganloss : -251.220572 ∣ generator_nllloss : 5161.995508 ∣ generator_ganloss : 1149.618359 ∣     [  std_z : 1.00  real_sub_fake : 1271.43 ]
[  epoch 0034/0040] 3720/4800, lr:1.3e-05 ∣ avg_100 : 31940.253599 ∣ critic_nllloss : 26046.280273 ∣ critic_ganloss : -310.895044 ∣ generator_nllloss : 5251.662695 ∣ generator_ganloss : 1168.414648 ∣     [  std_z : 1.00  real_sub_fake : 1307.45 ]
[  epoch 0034/0040] 3730/4800, lr:1.3e-05 ∣ avg_100 : 31942.016669 ∣ critic_nllloss : 26217.313672 ∣ critic_ganloss : -385.334390 ∣ generator_nllloss : 5210.981641 ∣ generator_ganloss : 1154.745557 ∣     [  std_z : 0.99  real_sub_fake : 1240.95 ]
[  epoch 0034/0040] 3740/4800, lr:1.3e-05 ∣ avg_100 : 31944.512186 ∣ critic_nllloss : 25992.962305 ∣ critic_ganloss : -215.298465 ∣ generator_nllloss : 5166.467188 ∣ generator_ganloss : 1133.146533 ∣     [  std_z : 0.99  real_sub_fake : 1402.97 ]
[  epoch 0034/0040] 3750/4800, lr:1.3e-05 ∣ avg_100 : 31942.942088 ∣ critic_nllloss : 25909.037109 ∣ critic_ganloss : -331.347705 ∣ generator_nllloss : 5133.359766 ∣ generator_ganloss : 1171.176465 ∣     [  std_z : 0.99  real_sub_fake : 1045.35 ]
[  epoch 0034/0040] 3760/4800, lr:1.3e-05 ∣ avg_100 : 31943.908129 ∣ critic_nllloss : 25899.141602 ∣ critic_ganloss : -148.457629 ∣ generator_nllloss : 5141.168750 ∣ generator_ganloss : 1168.696680 ∣     [  std_z : 0.99  real_sub_fake : 915.18 ]
[  epoch 0034/0040] 3770/4800, lr:1.3e-05 ∣ avg_100 : 31943.015362 ∣ critic_nllloss : 25757.926367 ∣ critic_ganloss : -103.294183 ∣ generator_nllloss : 5233.394336 ∣ generator_ganloss : 1121.944971 ∣     [  std_z : 1.00  real_sub_fake : 935.99 ]
[  epoch 0034/0040] 3780/4800, lr:1.3e-05 ∣ avg_100 : 31941.961678 ∣ critic_nllloss : 25840.013281 ∣ critic_ganloss : -180.255553 ∣ generator_nllloss : 5128.757812 ∣ generator_ganloss : 1149.519238 ∣     [  std_z : 1.00  real_sub_fake : 766.32 ]
[  epoch 0034/0040] 3790/4800, lr:1.3e-05 ∣ avg_100 : 31940.971772 ∣ critic_nllloss : 25746.782227 ∣ critic_ganloss : -153.778729 ∣ generator_nllloss : 5172.618359 ∣ generator_ganloss : 1163.739551 ∣     [  std_z : 1.00  real_sub_fake : 659.08 ]
[  epoch 0034/0040] 3800/4800, lr:1.3e-05 ∣ avg_100 : 31940.616448 ∣ critic_nllloss : 25904.210742 ∣ critic_ganloss : -232.223846 ∣ generator_nllloss : 5210.793359 ∣ generator_ganloss : 1162.546533 ∣     [  std_z : 1.00  real_sub_fake : 709.61 ]
[  epoch 0034/0040] 3810/4800, lr:1.3e-05 ∣ avg_100 : 31939.199209 ∣ critic_nllloss : 25743.718359 ∣ critic_ganloss : -163.391486 ∣ generator_nllloss : 5174.533984 ∣ generator_ganloss : 1167.664795 ∣     [  std_z : 0.99  real_sub_fake : 674.63 ]
[  epoch 0034/0040] 3820/4800, lr:1.3e-05 ∣ avg_100 : 31942.838161 ∣ critic_nllloss : 25871.816211 ∣ critic_ganloss : -237.016377 ∣ generator_nllloss : 5216.306445 ∣ generator_ganloss : 1185.587305 ∣     [  std_z : 0.99  real_sub_fake : 782.52 ]
[  epoch 0034/0040] 3830/4800, lr:1.3e-05 ∣ avg_100 : 31945.957012 ∣ critic_nllloss : 26006.444141 ∣ critic_ganloss : -292.586313 ∣ generator_nllloss : 5251.878516 ∣ generator_ganloss : 1190.072852 ∣     [  std_z : 0.99  real_sub_fake : 827.17 ]
[  epoch 0034/0040] 3840/4800, lr:1.3e-05 ∣ avg_100 : 31945.001571 ∣ critic_nllloss : 25731.269141 ∣ critic_ganloss : -259.808058 ∣ generator_nllloss : 5218.892187 ∣ generator_ganloss : 1186.078467 ∣     [  std_z : 0.99  real_sub_fake : 876.62 ]
[  epoch 0034/0040] 3850/4800, lr:1.3e-05 ∣ avg_100 : 31941.082611 ∣ critic_nllloss : 25879.497461 ∣ critic_ganloss : -313.467261 ∣ generator_nllloss : 5027.742188 ∣ generator_ganloss : 1185.131152 ∣     [  std_z : 0.99  real_sub_fake : 1048.39 ]
[  epoch 0034/0040] 3860/4800, lr:1.3e-05 ∣ avg_100 : 31940.057300 ∣ critic_nllloss : 26117.210352 ∣ critic_ganloss : -350.030783 ∣ generator_nllloss : 5186.718164 ∣ generator_ganloss : 1194.965967 ∣     [  std_z : 1.00  real_sub_fake : 1077.37 ]
[  epoch 0034/0040] 3870/4800, lr:1.3e-05 ∣ avg_100 : 31938.906021 ∣ critic_nllloss : 25806.865039 ∣ critic_ganloss : -341.040121 ∣ generator_nllloss : 5131.214453 ∣ generator_ganloss : 1191.179492 ∣     [  std_z : 1.00  real_sub_fake : 1147.49 ]
[  epoch 0034/0040] 3880/4800, lr:1.3e-05 ∣ avg_100 : 31937.314213 ∣ critic_nllloss : 25888.974414 ∣ critic_ganloss : -281.116812 ∣ generator_nllloss : 5142.822656 ∣ generator_ganloss : 1181.933838 ∣     [  std_z : 1.00  real_sub_fake : 1131.71 ]
[  epoch 0034/0040] 3890/4800, lr:1.3e-05 ∣ avg_100 : 31941.275086 ∣ critic_nllloss : 26081.178906 ∣ critic_ganloss : -266.733553 ∣ generator_nllloss : 5174.006250 ∣ generator_ganloss : 1184.671826 ∣     [  std_z : 1.00  real_sub_fake : 998.68 ]
[  epoch 0034/0040] 3900/4800, lr:1.3e-05 ∣ avg_100 : 31940.544808 ∣ critic_nllloss : 25894.615234 ∣ critic_ganloss : -263.095355 ∣ generator_nllloss : 5241.789648 ∣ generator_ganloss : 1177.720947 ∣     [  std_z : 0.99  real_sub_fake : 858.09 ]
[  epoch 0034/0040] 3910/4800, lr:1.3e-05 ∣ avg_100 : 31943.322493 ∣ critic_nllloss : 25960.571094 ∣ critic_ganloss : -248.310289 ∣ generator_nllloss : 5231.995508 ∣ generator_ganloss : 1149.274609 ∣     [  std_z : 0.99  real_sub_fake : 980.74 ]
[  epoch 0034/0040] 3920/4800, lr:1.3e-05 ∣ avg_100 : 31944.839354 ∣ critic_nllloss : 26012.201758 ∣ critic_ganloss : -310.474034 ∣ generator_nllloss : 5155.132422 ∣ generator_ganloss : 1154.566602 ∣     [  std_z : 0.99  real_sub_fake : 1042.28 ]
[  epoch 0034/0040] 3930/4800, lr:1.3e-05 ∣ avg_100 : 31948.764576 ∣ critic_nllloss : 25934.792187 ∣ critic_ganloss : -159.498947 ∣ generator_nllloss : 5109.266797 ∣ generator_ganloss : 1161.465332 ∣     [  std_z : 0.99  real_sub_fake : 998.39 ]
[  epoch 0034/0040] 3940/4800, lr:1.3e-05 ∣ avg_100 : 31949.662094 ∣ critic_nllloss : 25874.140234 ∣ critic_ganloss : -274.193900 ∣ generator_nllloss : 5273.725195 ∣ generator_ganloss : 1130.844287 ∣     [  std_z : 0.99  real_sub_fake : 1128.71 ]
[  epoch 0034/0040] 3950/4800, lr:1.3e-05 ∣ avg_100 : 31949.696748 ∣ critic_nllloss : 25776.850781 ∣ critic_ganloss : -317.950351 ∣ generator_nllloss : 5156.845703 ∣ generator_ganloss : 1131.993848 ∣     [  std_z : 1.00  real_sub_fake : 1136.02 ]
[  epoch 0034/0040] 3960/4800, lr:1.3e-05 ∣ avg_100 : 31952.102693 ∣ critic_nllloss : 25945.973438 ∣ critic_ganloss : -347.264873 ∣ generator_nllloss : 5181.955273 ∣ generator_ganloss : 1141.500977 ∣     [  std_z : 1.00  real_sub_fake : 1107.08 ]
[  epoch 0034/0040] 3970/4800, lr:1.3e-05 ∣ avg_100 : 31949.643595 ∣ critic_nllloss : 25786.936523 ∣ critic_ganloss : -334.335687 ∣ generator_nllloss : 5108.044922 ∣ generator_ganloss : 1146.089258 ∣     [  std_z : 1.00  real_sub_fake : 1135.66 ]
[  epoch 0034/0040] 3980/4800, lr:1.3e-05 ∣ avg_100 : 31949.879348 ∣ critic_nllloss : 26105.164453 ∣ critic_ganloss : -309.872235 ∣ generator_nllloss : 5193.808984 ∣ generator_ganloss : 1151.267725 ∣     [  std_z : 1.00  real_sub_fake : 1192.42 ]
[  epoch 0034/0040] 3990/4800, lr:1.3e-05 ∣ avg_100 : 31950.359618 ∣ critic_nllloss : 25984.268750 ∣ critic_ganloss : -311.013983 ∣ generator_nllloss : 5046.602344 ∣ generator_ganloss : 1144.150098 ∣     [  std_z : 0.99  real_sub_fake : 1199.55 ]
[  epoch 0034/0040] 4000/4800, lr:1.3e-05 ∣ avg_100 : 31951.464100 ∣ critic_nllloss : 25829.543164 ∣ critic_ganloss : -328.902652 ∣ generator_nllloss : 5151.049219 ∣ generator_ganloss : 1127.239941 ∣     [  std_z : 0.99  real_sub_fake : 1224.92 ]
[  epoch 0034/0040] 4010/4800, lr:1.3e-05 ∣ avg_100 : 31948.276284 ∣ critic_nllloss : 25651.254688 ∣ critic_ganloss : -309.912137 ∣ generator_nllloss : 5196.316016 ∣ generator_ganloss : 1133.148535 ∣     [  std_z : 0.99  real_sub_fake : 1145.06 ]
[  epoch 0034/0040] 4020/4800, lr:1.3e-05 ∣ avg_100 : 31947.463377 ∣ critic_nllloss : 25710.498047 ∣ critic_ganloss : -360.678387 ∣ generator_nllloss : 5108.953711 ∣ generator_ganloss : 1143.983594 ∣     [  std_z : 0.99  real_sub_fake : 1168.97 ]
[  epoch 0034/0040] 4030/4800, lr:1.3e-05 ∣ avg_100 : 31943.793425 ∣ critic_nllloss : 25748.507812 ∣ critic_ganloss : -394.464908 ∣ generator_nllloss : 5184.126172 ∣ generator_ganloss : 1142.978418 ∣     [  std_z : 0.99  real_sub_fake : 1283.34 ]
[  epoch 0034/0040] 4040/4800, lr:1.3e-05 ∣ avg_100 : 31946.661613 ∣ critic_nllloss : 26141.885742 ∣ critic_ganloss : -423.841693 ∣ generator_nllloss : 5225.344727 ∣ generator_ganloss : 1127.773291 ∣     [  std_z : 1.00  real_sub_fake : 1388.68 ]
[  epoch 0034/0040] 4050/4800, lr:1.3e-05 ∣ avg_100 : 31947.106463 ∣ critic_nllloss : 25953.284180 ∣ critic_ganloss : -300.730518 ∣ generator_nllloss : 5134.368555 ∣ generator_ganloss : 1137.064990 ∣     [  std_z : 0.99  real_sub_fake : 1369.47 ]
[  epoch 0034/0040] 4060/4800, lr:1.3e-05 ∣ avg_100 : 31951.000782 ∣ critic_nllloss : 25932.607227 ∣ critic_ganloss : -211.590787 ∣ generator_nllloss : 5173.125000 ∣ generator_ganloss : 1145.236230 ∣     [  std_z : 1.00  real_sub_fake : 1208.39 ]
[  epoch 0034/0040] 4070/4800, lr:1.3e-05 ∣ avg_100 : 31951.344950 ∣ critic_nllloss : 25720.981641 ∣ critic_ganloss : -295.134520 ∣ generator_nllloss : 5136.996875 ∣ generator_ganloss : 1166.722949 ∣     [  std_z : 1.00  real_sub_fake : 993.17 ]
[  epoch 0034/0040] 4080/4800, lr:1.3e-05 ∣ avg_100 : 31952.235244 ∣ critic_nllloss : 25938.066602 ∣ critic_ganloss : -317.240677 ∣ generator_nllloss : 5194.395312 ∣ generator_ganloss : 1167.688672 ∣     [  std_z : 1.00  real_sub_fake : 1154.48 ]
[  epoch 0034/0040] 4090/4800, lr:1.3e-05 ∣ avg_100 : 31950.259972 ∣ critic_nllloss : 25803.640625 ∣ critic_ganloss : -398.549863 ∣ generator_nllloss : 5082.023828 ∣ generator_ganloss : 1148.147705 ∣     [  std_z : 1.00  real_sub_fake : 1313.14 ]
[  epoch 0034/0040] 4100/4800, lr:1.3e-05 ∣ avg_100 : 31952.314045 ∣ critic_nllloss : 25871.083984 ∣ critic_ganloss : -278.427048 ∣ generator_nllloss : 5144.704492 ∣ generator_ganloss : 1154.083887 ∣     [  std_z : 1.00  real_sub_fake : 1293.85 ]
[  epoch 0034/0040] 4110/4800, lr:1.3e-05 ∣ avg_100 : 31950.648723 ∣ critic_nllloss : 25754.908594 ∣ critic_ganloss : -240.359282 ∣ generator_nllloss : 5150.638867 ∣ generator_ganloss : 1178.083789 ∣     [  std_z : 0.99  real_sub_fake : 949.14 ]
[  epoch 0034/0040] 4120/4800, lr:1.3e-05 ∣ avg_100 : 31950.624643 ∣ critic_nllloss : 25852.440039 ∣ critic_ganloss : -251.769098 ∣ generator_nllloss : 5143.689844 ∣ generator_ganloss : 1176.343213 ∣     [  std_z : 0.99  real_sub_fake : 1030.01 ]
[  epoch 0034/0040] 4130/4800, lr:1.3e-05 ∣ avg_100 : 31950.965858 ∣ critic_nllloss : 25812.681641 ∣ critic_ganloss : -354.248596 ∣ generator_nllloss : 5234.022266 ∣ generator_ganloss : 1163.530859 ∣     [  std_z : 0.99  real_sub_fake : 1164.15 ]
[  epoch 0034/0040] 4140/4800, lr:1.3e-05 ∣ avg_100 : 31953.694396 ∣ critic_nllloss : 25982.276562 ∣ critic_ganloss : -326.597021 ∣ generator_nllloss : 5249.689844 ∣ generator_ganloss : 1167.008105 ∣     [  std_z : 0.99  real_sub_fake : 1224.47 ]
[  epoch 0034/0040] 4150/4800, lr:1.3e-05 ∣ avg_100 : 31952.894622 ∣ critic_nllloss : 25761.881836 ∣ critic_ganloss : -279.333932 ∣ generator_nllloss : 5236.569336 ∣ generator_ganloss : 1157.155762 ∣     [  std_z : 0.99  real_sub_fake : 1161.82 ]
[  epoch 0034/0040] 4160/4800, lr:1.3e-05 ∣ avg_100 : 31950.730549 ∣ critic_nllloss : 25822.437695 ∣ critic_ganloss : -331.215906 ∣ generator_nllloss : 5140.879492 ∣ generator_ganloss : 1166.538184 ∣     [  std_z : 0.99  real_sub_fake : 1243.60 ]
[  epoch 0034/0040] 4170/4800, lr:1.3e-05 ∣ avg_100 : 31949.459324 ∣ critic_nllloss : 25781.824609 ∣ critic_ganloss : -333.677563 ∣ generator_nllloss : 5028.072461 ∣ generator_ganloss : 1166.338037 ∣     [  std_z : 1.00  real_sub_fake : 1183.08 ]
[  epoch 0034/0040] 4180/4800, lr:1.3e-05 ∣ avg_100 : 31940.328802 ∣ critic_nllloss : 25532.152734 ∣ critic_ganloss : -301.507135 ∣ generator_nllloss : 5088.496875 ∣ generator_ganloss : 1169.956787 ∣     [  std_z : 1.00  real_sub_fake : 1177.33 ]
[  epoch 0034/0040] 4190/4800, lr:1.3e-05 ∣ avg_100 : 31941.155320 ∣ critic_nllloss : 25913.711914 ∣ critic_ganloss : -248.971848 ∣ generator_nllloss : 5300.543750 ∣ generator_ganloss : 1172.371973 ∣     [  std_z : 1.00  real_sub_fake : 1124.16 ]
[  epoch 0034/0040] 4200/4800, lr:1.3e-05 ∣ avg_100 : 31938.110902 ∣ critic_nllloss : 25839.206055 ∣ critic_ganloss : -257.078511 ∣ generator_nllloss : 5121.261133 ∣ generator_ganloss : 1162.044141 ∣     [  std_z : 1.00  real_sub_fake : 1108.49 ]
[  epoch 0034/0040] 4210/4800, lr:1.3e-05 ∣ avg_100 : 31935.186555 ∣ critic_nllloss : 25830.795508 ∣ critic_ganloss : -315.408862 ∣ generator_nllloss : 5161.778125 ∣ generator_ganloss : 1170.927979 ∣     [  std_z : 1.00  real_sub_fake : 1099.24 ]
[  epoch 0034/0040] 4220/4800, lr:1.3e-05 ∣ avg_100 : 31931.580181 ∣ critic_nllloss : 25721.996484 ∣ critic_ganloss : -349.204874 ∣ generator_nllloss : 5146.732422 ∣ generator_ganloss : 1152.045605 ∣     [  std_z : 1.00  real_sub_fake : 1208.65 ]
[  epoch 0034/0040] 4230/4800, lr:1.3e-05 ∣ avg_100 : 31928.784007 ∣ critic_nllloss : 25734.860352 ∣ critic_ganloss : -379.596683 ∣ generator_nllloss : 5186.799023 ∣ generator_ganloss : 1145.059570 ∣     [  std_z : 0.99  real_sub_fake : 1307.66 ]
[  epoch 0034/0040] 4240/4800, lr:1.3e-05 ∣ avg_100 : 31930.533660 ∣ critic_nllloss : 25759.890234 ∣ critic_ganloss : -238.952161 ∣ generator_nllloss : 5261.183008 ∣ generator_ganloss : 1171.707568 ∣     [  std_z : 0.99  real_sub_fake : 1160.51 ]
[  epoch 0034/0040] 4250/4800, lr:1.3e-05 ∣ avg_100 : 31927.175093 ∣ critic_nllloss : 25763.397070 ∣ critic_ganloss : -428.663007 ∣ generator_nllloss : 5156.190039 ∣ generator_ganloss : 1178.771338 ∣     [  std_z : 0.99  real_sub_fake : 1251.13 ]
[  epoch 0034/0040] 4260/4800, lr:1.3e-05 ∣ avg_100 : 31927.817989 ∣ critic_nllloss : 25963.469922 ∣ critic_ganloss : -344.664343 ∣ generator_nllloss : 5192.007422 ∣ generator_ganloss : 1170.946191 ∣     [  std_z : 0.99  real_sub_fake : 1355.97 ]
[  epoch 0034/0040] 4270/4800, lr:1.3e-05 ∣ avg_100 : 31928.324180 ∣ critic_nllloss : 25849.299609 ∣ critic_ganloss : -358.552682 ∣ generator_nllloss : 5187.063086 ∣ generator_ganloss : 1188.147461 ∣     [  std_z : 0.99  real_sub_fake : 1279.10 ]
[  epoch 0034/0040] 4280/4800, lr:1.3e-05 ∣ avg_100 : 31929.019392 ∣ critic_nllloss : 25715.022461 ∣ critic_ganloss : -337.925598 ∣ generator_nllloss : 5164.882031 ∣ generator_ganloss : 1171.538574 ∣     [  std_z : 1.00  real_sub_fake : 1364.10 ]
[  epoch 0034/0040] 4290/4800, lr:1.3e-05 ∣ avg_100 : 31924.020542 ∣ critic_nllloss : 25700.932422 ∣ critic_ganloss : -303.657336 ∣ generator_nllloss : 5047.607031 ∣ generator_ganloss : 1162.459717 ∣     [  std_z : 1.00  real_sub_fake : 1403.75 ]
[  epoch 0034/0040] 4300/4800, lr:1.3e-05 ∣ avg_100 : 31925.072319 ∣ critic_nllloss : 25711.798633 ∣ critic_ganloss : -283.065961 ∣ generator_nllloss : 5172.765430 ∣ generator_ganloss : 1182.245459 ∣     [  std_z : 1.00  real_sub_fake : 1146.14 ]
[  epoch 0034/0040] 4310/4800, lr:1.3e-05 ∣ avg_100 : 31920.541474 ∣ critic_nllloss : 25856.357812 ∣ critic_ganloss : -325.596909 ∣ generator_nllloss : 5142.430469 ∣ generator_ganloss : 1173.603516 ∣     [  std_z : 0.99  real_sub_fake : 1201.93 ]
[  epoch 0034/0040] 4320/4800, lr:1.3e-05 ∣ avg_100 : 31921.174011 ∣ critic_nllloss : 25614.956836 ∣ critic_ganloss : -232.974219 ∣ generator_nllloss : 5217.446094 ∣ generator_ganloss : 1174.858838 ∣     [  std_z : 0.99  real_sub_fake : 1035.52 ]
[  epoch 0034/0040] 4330/4800, lr:1.3e-05 ∣ avg_100 : 31921.534149 ∣ critic_nllloss : 25935.758789 ∣ critic_ganloss : -366.552429 ∣ generator_nllloss : 5168.918164 ∣ generator_ganloss : 1162.428760 ∣     [  std_z : 0.98  real_sub_fake : 1238.85 ]
[  epoch 0034/0040] 4340/4800, lr:1.3e-05 ∣ avg_100 : 31919.259474 ∣ critic_nllloss : 25617.017578 ∣ critic_ganloss : -349.463361 ∣ generator_nllloss : 5114.852344 ∣ generator_ganloss : 1166.107471 ∣     [  std_z : 0.99  real_sub_fake : 1245.42 ]
[  epoch 0034/0040] 4350/4800, lr:1.3e-05 ∣ avg_100 : 31911.553047 ∣ critic_nllloss : 25463.339258 ∣ critic_ganloss : -234.319196 ∣ generator_nllloss : 5107.266797 ∣ generator_ganloss : 1168.271582 ∣     [  std_z : 0.99  real_sub_fake : 1090.63 ]
[  epoch 0034/0040] 4360/4800, lr:1.3e-05 ∣ avg_100 : 31908.995200 ∣ critic_nllloss : 25844.601367 ∣ critic_ganloss : -311.327551 ∣ generator_nllloss : 5105.437500 ∣ generator_ganloss : 1164.277832 ∣     [  std_z : 1.00  real_sub_fake : 1240.09 ]
[  epoch 0034/0040] 4370/4800, lr:1.3e-05 ∣ avg_100 : 31904.901833 ∣ critic_nllloss : 25768.140430 ∣ critic_ganloss : -281.500076 ∣ generator_nllloss : 5137.383008 ∣ generator_ganloss : 1177.782568 ∣     [  std_z : 1.00  real_sub_fake : 1222.22 ]
[  epoch 0034/0040] 4380/4800, lr:1.3e-05 ∣ avg_100 : 31902.412225 ∣ critic_nllloss : 25893.462500 ∣ critic_ganloss : -301.781335 ∣ generator_nllloss : 5160.198438 ∣ generator_ganloss : 1203.853320 ∣     [  std_z : 1.00  real_sub_fake : 1034.07 ]
[  epoch 0034/0040] 4390/4800, lr:1.3e-05 ∣ avg_100 : 31900.915457 ∣ critic_nllloss : 25934.945312 ∣ critic_ganloss : -291.494830 ∣ generator_nllloss : 5143.546289 ∣ generator_ganloss : 1182.444336 ∣     [  std_z : 1.00  real_sub_fake : 1141.95 ]
[  epoch 0034/0040] 4400/4800, lr:1.3e-05 ∣ avg_100 : 31901.968883 ∣ critic_nllloss : 26004.887109 ∣ critic_ganloss : -283.863928 ∣ generator_nllloss : 5226.722070 ∣ generator_ganloss : 1177.439990 ∣     [  std_z : 0.99  real_sub_fake : 1266.47 ]
[  epoch 0034/0040] 4410/4800, lr:1.3e-05 ∣ avg_100 : 31902.464880 ∣ critic_nllloss : 26232.717383 ∣ critic_ganloss : -399.192822 ∣ generator_nllloss : 5226.709961 ∣ generator_ganloss : 1207.594238 ∣     [  std_z : 0.99  real_sub_fake : 1237.37 ]
[  epoch 0034/0040] 4420/4800, lr:1.3e-05 ∣ avg_100 : 31901.264096 ∣ critic_nllloss : 25759.353516 ∣ critic_ganloss : -317.029962 ∣ generator_nllloss : 5255.821875 ∣ generator_ganloss : 1194.040527 ∣     [  std_z : 0.98  real_sub_fake : 1188.93 ]
[  epoch 0034/0040] 4430/4800, lr:1.3e-05 ∣ avg_100 : 31900.979524 ∣ critic_nllloss : 25822.505859 ∣ critic_ganloss : -245.241522 ∣ generator_nllloss : 5103.021875 ∣ generator_ganloss : 1196.211328 ∣     [  std_z : 0.99  real_sub_fake : 1253.06 ]
[  epoch 0034/0040] 4440/4800, lr:1.3e-05 ∣ avg_100 : 31904.095180 ∣ critic_nllloss : 25875.015625 ∣ critic_ganloss : -103.399973 ∣ generator_nllloss : 5176.473242 ∣ generator_ganloss : 1201.809180 ∣     [  std_z : 0.99  real_sub_fake : 831.22 ]
[  epoch 0034/0040] 4450/4800, lr:1.3e-05 ∣ avg_100 : 31906.554795 ∣ critic_nllloss : 25962.735156 ∣ critic_ganloss : -272.256522 ∣ generator_nllloss : 5233.400586 ∣ generator_ganloss : 1152.757617 ∣     [  std_z : 1.00  real_sub_fake : 1044.27 ]
[  epoch 0034/0040] 4460/4800, lr:1.3e-05 ∣ avg_100 : 31907.061327 ∣ critic_nllloss : 25951.220898 ∣ critic_ganloss : -328.780389 ∣ generator_nllloss : 5173.250586 ∣ generator_ganloss : 1159.933545 ∣     [  std_z : 1.00  real_sub_fake : 1109.08 ]
[  epoch 0034/0040] 4470/4800, lr:1.3e-05 ∣ avg_100 : 31905.451616 ∣ critic_nllloss : 25925.375586 ∣ critic_ganloss : -277.086557 ∣ generator_nllloss : 5218.919922 ∣ generator_ganloss : 1169.930469 ∣     [  std_z : 0.99  real_sub_fake : 999.82 ]
[  epoch 0034/0040] 4480/4800, lr:1.3e-05 ∣ avg_100 : 31899.977252 ∣ critic_nllloss : 25680.752539 ∣ critic_ganloss : -360.843610 ∣ generator_nllloss : 5149.677344 ∣ generator_ganloss : 1175.590234 ∣     [  std_z : 0.99  real_sub_fake : 1115.94 ]
[  epoch 0034/0040] 4490/4800, lr:1.3e-05 ∣ avg_100 : 31901.919113 ∣ critic_nllloss : 26015.667578 ∣ critic_ganloss : -350.186621 ∣ generator_nllloss : 5232.724805 ∣ generator_ganloss : 1164.345166 ∣     [  std_z : 0.99  real_sub_fake : 1261.31 ]
[  epoch 0034/0040] 4500/4800, lr:1.3e-05 ∣ avg_100 : 31896.708602 ∣ critic_nllloss : 25753.429297 ∣ critic_ganloss : -420.624982 ∣ generator_nllloss : 5084.412891 ∣ generator_ganloss : 1176.657178 ∣     [  std_z : 0.99  real_sub_fake : 1284.71 ]
[  epoch 0034/0040] 4510/4800, lr:1.3e-05 ∣ avg_100 : 31893.011467 ∣ critic_nllloss : 25946.814844 ∣ critic_ganloss : -469.499783 ∣ generator_nllloss : 5077.290430 ∣ generator_ganloss : 1166.565039 ∣     [  std_z : 1.00  real_sub_fake : 1344.75 ]
[  epoch 0034/0040] 4520/4800, lr:1.3e-05 ∣ avg_100 : 31888.566993 ∣ critic_nllloss : 25717.582031 ∣ critic_ganloss : -312.459390 ∣ generator_nllloss : 5109.387109 ∣ generator_ganloss : 1179.777686 ∣     [  std_z : 1.00  real_sub_fake : 1369.77 ]
[  epoch 0034/0040] 4530/4800, lr:1.3e-05 ∣ avg_100 : 31888.783266 ∣ critic_nllloss : 25715.520703 ∣ critic_ganloss : -346.815860 ∣ generator_nllloss : 5157.007031 ∣ generator_ganloss : 1179.413428 ∣     [  std_z : 1.00  real_sub_fake : 1331.43 ]
[  epoch 0034/0040] 4540/4800, lr:1.3e-05 ∣ avg_100 : 31891.456868 ∣ critic_nllloss : 25993.858594 ∣ critic_ganloss : -306.688873 ∣ generator_nllloss : 5137.773438 ∣ generator_ganloss : 1188.155566 ∣     [  std_z : 0.99  real_sub_fake : 1386.07 ]
[  epoch 0034/0040] 4550/4800, lr:1.3e-05 ∣ avg_100 : 31894.045063 ∣ critic_nllloss : 25961.036133 ∣ critic_ganloss : -348.614880 ∣ generator_nllloss : 5168.201172 ∣ generator_ganloss : 1178.569238 ∣     [  std_z : 0.99  real_sub_fake : 1318.44 ]
[  epoch 0034/0040] 4560/4800, lr:1.3e-05 ∣ avg_100 : 31890.605657 ∣ critic_nllloss : 25749.007422 ∣ critic_ganloss : -382.561404 ∣ generator_nllloss : 5141.028516 ∣ generator_ganloss : 1188.741064 ∣     [  std_z : 0.99  real_sub_fake : 1323.22 ]
[  epoch 0034/0040] 4570/4800, lr:1.3e-05 ∣ avg_100 : 31889.477936 ∣ critic_nllloss : 25833.064648 ∣ critic_ganloss : -247.866364 ∣ generator_nllloss : 5251.539648 ∣ generator_ganloss : 1188.351074 ∣     [  std_z : 0.99  real_sub_fake : 1285.08 ]
[  epoch 0034/0040] 4580/4800, lr:1.3e-05 ∣ avg_100 : 31888.319340 ∣ critic_nllloss : 25857.876758 ∣ critic_ganloss : -267.201541 ∣ generator_nllloss : 5220.505859 ∣ generator_ganloss : 1186.459570 ∣     [  std_z : 0.99  real_sub_fake : 1168.49 ]
[  epoch 0034/0040] 4590/4800, lr:1.3e-05 ∣ avg_100 : 31891.545042 ∣ critic_nllloss : 26174.396289 ∣ critic_ganloss : -335.617798 ∣ generator_nllloss : 5251.742969 ∣ generator_ganloss : 1178.024707 ∣     [  std_z : 1.00  real_sub_fake : 1369.18 ]
[  epoch 0034/0040] 4600/4800, lr:1.3e-05 ∣ avg_100 : 31894.676845 ∣ critic_nllloss : 25815.154687 ∣ critic_ganloss : -347.515974 ∣ generator_nllloss : 5254.332031 ∣ generator_ganloss : 1205.980225 ∣     [  std_z : 1.00  real_sub_fake : 1101.24 ]
[  epoch 0034/0040] 4610/4800, lr:1.3e-05 ∣ avg_100 : 31895.076276 ∣ critic_nllloss : 25723.459180 ∣ critic_ganloss : -312.415796 ∣ generator_nllloss : 5228.873242 ∣ generator_ganloss : 1186.963574 ∣     [  std_z : 1.00  real_sub_fake : 1111.02 ]
[  epoch 0034/0040] 4620/4800, lr:1.3e-05 ∣ avg_100 : 31898.058002 ∣ critic_nllloss : 25977.812695 ∣ critic_ganloss : -268.194217 ∣ generator_nllloss : 5297.775781 ∣ generator_ganloss : 1187.064893 ∣     [  std_z : 1.00  real_sub_fake : 1203.15 ]
[  epoch 0034/0040] 4630/4800, lr:1.3e-05 ∣ avg_100 : 31897.879136 ∣ critic_nllloss : 25900.576953 ∣ critic_ganloss : -314.639609 ∣ generator_nllloss : 5205.815625 ∣ generator_ganloss : 1171.272021 ∣     [  std_z : 0.99  real_sub_fake : 1183.08 ]
[  epoch 0034/0040] 4640/4800, lr:1.3e-05 ∣ avg_100 : 31896.901881 ∣ critic_nllloss : 25802.562109 ∣ critic_ganloss : -246.057945 ∣ generator_nllloss : 5142.679297 ∣ generator_ganloss : 1189.936963 ∣     [  std_z : 0.99  real_sub_fake : 1106.79 ]
[  epoch 0034/0040] 4650/4800, lr:1.3e-05 ∣ avg_100 : 31896.100166 ∣ critic_nllloss : 25895.424805 ∣ critic_ganloss : -350.759735 ∣ generator_nllloss : 5142.219531 ∣ generator_ganloss : 1196.298145 ∣     [  std_z : 1.00  real_sub_fake : 1118.84 ]
[  epoch 0034/0040] 4660/4800, lr:1.3e-05 ∣ avg_100 : 31900.639693 ∣ critic_nllloss : 26221.860352 ∣ critic_ganloss : -381.083972 ∣ generator_nllloss : 5190.156445 ∣ generator_ganloss : 1180.131152 ∣     [  std_z : 1.00  real_sub_fake : 1239.63 ]
[  epoch 0034/0040] 4670/4800, lr:1.3e-05 ∣ avg_100 : 31901.269177 ∣ critic_nllloss : 25813.538086 ∣ critic_ganloss : -363.248660 ∣ generator_nllloss : 5100.315625 ∣ generator_ganloss : 1178.402881 ∣     [  std_z : 0.99  real_sub_fake : 1223.96 ]
[  epoch 0034/0040] 4680/4800, lr:1.3e-05 ∣ avg_100 : 31902.004702 ∣ critic_nllloss : 25996.967383 ∣ critic_ganloss : -349.830258 ∣ generator_nllloss : 5210.710938 ∣ generator_ganloss : 1179.238867 ∣     [  std_z : 0.99  real_sub_fake : 1362.73 ]
[  epoch 0034/0040] 4690/4800, lr:1.3e-05 ∣ avg_100 : 31899.271851 ∣ critic_nllloss : 25616.413672 ∣ critic_ganloss : -295.635977 ∣ generator_nllloss : 5157.538477 ∣ generator_ganloss : 1182.857715 ∣     [  std_z : 1.00  real_sub_fake : 1263.60 ]
[  epoch 0034/0040] 4700/4800, lr:1.3e-05 ∣ avg_100 : 31897.939151 ∣ critic_nllloss : 25914.147461 ∣ critic_ganloss : -372.736728 ∣ generator_nllloss : 5124.267969 ∣ generator_ganloss : 1190.233643 ∣     [  std_z : 1.00  real_sub_fake : 1242.68 ]
[  epoch 0034/0040] 4710/4800, lr:1.3e-05 ∣ avg_100 : 31900.957668 ∣ critic_nllloss : 25991.332227 ∣ critic_ganloss : -315.325443 ∣ generator_nllloss : 5199.563086 ∣ generator_ganloss : 1185.069141 ∣     [  std_z : 0.99  real_sub_fake : 1146.07 ]
[  epoch 0034/0040] 4720/4800, lr:1.3e-05 ∣ avg_100 : 31900.116101 ∣ critic_nllloss : 25944.563867 ∣ critic_ganloss : -324.676288 ∣ generator_nllloss : 5268.004297 ∣ generator_ganloss : 1183.413965 ∣     [  std_z : 0.99  real_sub_fake : 1126.62 ]
[  epoch 0034/0040] 4730/4800, lr:1.3e-05 ∣ avg_100 : 31900.816932 ∣ critic_nllloss : 26079.619141 ∣ critic_ganloss : -237.708594 ∣ generator_nllloss : 5269.819336 ∣ generator_ganloss : 1156.059668 ∣     [  std_z : 0.99  real_sub_fake : 1269.98 ]
[  epoch 0034/0040] 4740/4800, lr:1.3e-05 ∣ avg_100 : 31899.883786 ∣ critic_nllloss : 25831.757031 ∣ critic_ganloss : -186.602548 ∣ generator_nllloss : 5165.781250 ∣ generator_ganloss : 1173.027295 ∣     [  std_z : 0.99  real_sub_fake : 1150.22 ]
[  epoch 0034/0040] 4750/4800, lr:1.3e-05 ∣ avg_100 : 31899.158482 ∣ critic_nllloss : 25816.137109 ∣ critic_ganloss : -307.013293 ∣ generator_nllloss : 5118.534961 ∣ generator_ganloss : 1182.036426 ∣     [  std_z : 0.99  real_sub_fake : 946.16 ]
[  epoch 0034/0040] 4760/4800, lr:1.3e-05 ∣ avg_100 : 31896.483661 ∣ critic_nllloss : 25820.548633 ∣ critic_ganloss : -345.584900 ∣ generator_nllloss : 5155.773633 ∣ generator_ganloss : 1162.329932 ∣     [  std_z : 1.00  real_sub_fake : 1107.50 ]
[  epoch 0034/0040] 4770/4800, lr:1.3e-05 ∣ avg_100 : 31898.410944 ∣ critic_nllloss : 26120.622461 ∣ critic_ganloss : -301.437057 ∣ generator_nllloss : 5229.773828 ∣ generator_ganloss : 1153.740527 ∣     [  std_z : 1.00  real_sub_fake : 1235.90 ]
[  epoch 0034/0040] 4780/4800, lr:1.3e-05 ∣ avg_100 : 31895.102823 ∣ critic_nllloss : 25675.678906 ∣ critic_ganloss : -332.411798 ∣ generator_nllloss : 5098.458398 ∣ generator_ganloss : 1165.497217 ∣     [  std_z : 1.00  real_sub_fake : 1157.16 ]
[  epoch 0034/0040] 4790/4800, lr:1.3e-05 ∣ avg_100 : 31893.882595 ∣ critic_nllloss : 25827.087891 ∣ critic_ganloss : -318.466141 ∣ generator_nllloss : 5132.478906 ∣ generator_ganloss : 1166.237939 ∣     [  std_z : 1.00  real_sub_fake : 1082.47 ]
[  epoch 0034/0040] 4800/4800, lr:1.3e-05 ∣ avg_100 : 31891.808150 ∣ critic_nllloss : 25872.744727 ∣ critic_ganloss : -292.442490 ∣ generator_nllloss : 5130.705078 ∣ generator_ganloss : 1126.874951 ∣     [  std_z : 0.99  real_sub_fake : 1225.50 ]
[    val 034    ] Done! KLD: 0.027591: 0.0112007:48, total: 1 day, 3:32:02                  
[  epoch 0035/0040] 0010/4800, lr:1.3e-05 ∣ avg_100 : 31894.537950 ∣ critic_nllloss : 26049.097656 ∣ critic_ganloss : -186.882443 ∣ generator_nllloss : 5186.355273 ∣ generator_ganloss : 1146.935156 ∣     [  std_z : 0.99  real_sub_fake : 1150.38 ]
[  epoch 0035/0040] 0020/4800, lr:1.3e-05 ∣ avg_100 : 31891.342202 ∣ critic_nllloss : 25807.422656 ∣ critic_ganloss : -339.046111 ∣ generator_nllloss : 5104.406055 ∣ generator_ganloss : 1144.336230 ∣     [  std_z : 0.99  real_sub_fake : 943.08 ]
[  epoch 0035/0040] 0030/4800, lr:1.3e-05 ∣ avg_100 : 31886.757729 ∣ critic_nllloss : 25728.319336 ∣ critic_ganloss : -245.889333 ∣ generator_nllloss : 5074.862500 ∣ generator_ganloss : 1140.069385 ∣     [  std_z : 0.99  real_sub_fake : 969.72 ]
[  epoch 0035/0040] 0040/4800, lr:1.3e-05 ∣ avg_100 : 31886.057613 ∣ critic_nllloss : 25808.925977 ∣ critic_ganloss : -262.594653 ∣ generator_nllloss : 5120.685156 ∣ generator_ganloss : 1139.403613 ∣     [  std_z : 0.99  real_sub_fake : 1033.79 ]
[  epoch 0035/0040] 0050/4800, lr:1.3e-05 ∣ avg_100 : 31889.207439 ∣ critic_nllloss : 25952.265820 ∣ critic_ganloss : -234.170248 ∣ generator_nllloss : 5233.289062 ∣ generator_ganloss : 1142.501563 ∣     [  std_z : 1.00  real_sub_fake : 1073.41 ]
[  epoch 0035/0040] 0060/4800, lr:1.3e-05 ∣ avg_100 : 31886.414720 ∣ critic_nllloss : 25886.020898 ∣ critic_ganloss : -306.017389 ∣ generator_nllloss : 5137.280859 ∣ generator_ganloss : 1152.307373 ∣     [  std_z : 1.00  real_sub_fake : 1069.90 ]
[  epoch 0035/0040] 0070/4800, lr:1.3e-05 ∣ avg_100 : 31887.006686 ∣ critic_nllloss : 25800.007812 ∣ critic_ganloss : -277.559993 ∣ generator_nllloss : 5170.697852 ∣ generator_ganloss : 1154.269873 ∣     [  std_z : 1.00  real_sub_fake : 911.48 ]
[  epoch 0035/0040] 0080/4800, lr:1.3e-05 ∣ avg_100 : 31885.995648 ∣ critic_nllloss : 25883.844922 ∣ critic_ganloss : -334.743457 ∣ generator_nllloss : 5135.595117 ∣ generator_ganloss : 1146.813721 ∣     [  std_z : 0.99  real_sub_fake : 1169.44 ]
[  epoch 0035/0040] 0090/4800, lr:1.3e-05 ∣ avg_100 : 31882.822459 ∣ critic_nllloss : 25879.399609 ∣ critic_ganloss : -358.617087 ∣ generator_nllloss : 5186.396484 ∣ generator_ganloss : 1148.625488 ∣     [  std_z : 0.99  real_sub_fake : 1203.99 ]
[  epoch 0035/0040] 0100/4800, lr:1.3e-05 ∣ avg_100 : 31880.936067 ∣ critic_nllloss : 25851.532031 ∣ critic_ganloss : -347.821686 ∣ generator_nllloss : 5202.948242 ∣ generator_ganloss : 1155.732666 ∣     [  std_z : 1.00  real_sub_fake : 1228.00 ]
[  epoch 0035/0040] 0110/4800, lr:1.3e-05 ∣ avg_100 : 31875.504929 ∣ critic_nllloss : 25691.833203 ∣ critic_ganloss : -347.689325 ∣ generator_nllloss : 5053.331250 ∣ generator_ganloss : 1152.941992 ∣     [  std_z : 1.00  real_sub_fake : 1294.62 ]
[  epoch 0035/0040] 0120/4800, lr:1.3e-05 ∣ avg_100 : 31873.096176 ∣ critic_nllloss : 25714.335938 ∣ critic_ganloss : -340.611044 ∣ generator_nllloss : 5236.364258 ∣ generator_ganloss : 1160.462305 ∣     [  std_z : 1.00  real_sub_fake : 1151.78 ]
[  epoch 0035/0040] 0130/4800, lr:1.3e-05 ∣ avg_100 : 31869.679589 ∣ critic_nllloss : 25703.023828 ∣ critic_ganloss : -370.774612 ∣ generator_nllloss : 5204.123438 ∣ generator_ganloss : 1167.994043 ∣     [  std_z : 1.00  real_sub_fake : 1181.55 ]
[  epoch 0035/0040] 0140/4800, lr:1.3e-05 ∣ avg_100 : 31870.843770 ∣ critic_nllloss : 26035.517773 ∣ critic_ganloss : -296.065891 ∣ generator_nllloss : 5229.770508 ∣ generator_ganloss : 1151.711523 ∣     [  std_z : 0.99  real_sub_fake : 1362.92 ]
[  epoch 0035/0040] 0150/4800, lr:1.3e-05 ∣ avg_100 : 31872.700230 ∣ critic_nllloss : 25848.089648 ∣ critic_ganloss : -293.635666 ∣ generator_nllloss : 5221.805859 ∣ generator_ganloss : 1157.126074 ∣     [  std_z : 0.98  real_sub_fake : 1343.05 ]
[  epoch 0035/0040] 0160/4800, lr:1.3e-05 ∣ avg_100 : 31870.611079 ∣ critic_nllloss : 25774.358594 ∣ critic_ganloss : -359.610440 ∣ generator_nllloss : 5122.547852 ∣ generator_ganloss : 1175.953711 ∣     [  std_z : 0.99  real_sub_fake : 1279.86 ]
[  epoch 0035/0040] 0170/4800, lr:1.3e-05 ∣ avg_100 : 31870.941735 ∣ critic_nllloss : 25714.604492 ∣ critic_ganloss : -313.022302 ∣ generator_nllloss : 5166.880859 ∣ generator_ganloss : 1171.337598 ∣     [  std_z : 1.00  real_sub_fake : 1334.78 ]
[  epoch 0035/0040] 0180/4800, lr:1.3e-05 ∣ avg_100 : 31869.307619 ∣ critic_nllloss : 26029.786719 ∣ critic_ganloss : -393.545953 ∣ generator_nllloss : 5174.815234 ∣ generator_ganloss : 1165.901367 ∣     [  std_z : 1.00  real_sub_fake : 1430.25 ]
[  epoch 0035/0040] 0190/4800, lr:1.3e-05 ∣ avg_100 : 31868.994160 ∣ critic_nllloss : 25861.851758 ∣ critic_ganloss : -366.112979 ∣ generator_nllloss : 5163.325586 ∣ generator_ganloss : 1173.596875 ∣     [  std_z : 1.00  real_sub_fake : 1539.63 ]
[  epoch 0035/0040] 0200/4800, lr:1.3e-05 ∣ avg_100 : 31869.071574 ∣ critic_nllloss : 25820.305273 ∣ critic_ganloss : -407.454626 ∣ generator_nllloss : 5190.559375 ∣ generator_ganloss : 1183.261133 ∣     [  std_z : 0.99  real_sub_fake : 1411.67 ]
[  epoch 0035/0040] 0210/4800, lr:1.3e-05 ∣ avg_100 : 31875.511977 ∣ critic_nllloss : 25961.225977 ∣ critic_ganloss : -80.604947 ∣ generator_nllloss : 5252.858984 ∣ generator_ganloss : 1181.367334 ∣  [  std_z : 0.99  real_sub_fake : 1337.42 ]
[  epoch 0035/0040] 0220/4800, lr:1.3e-05 ∣ avg_100 : 31879.228248 ∣ critic_nllloss : 25862.515625 ∣ critic_ganloss : -242.575125 ∣ generator_nllloss : 5190.207617 ∣ generator_ganloss : 1164.235938 ∣     [  std_z : 0.99  real_sub_fake : 937.68 ]
[  epoch 0035/0040] 0230/4800, lr:1.3e-05 ∣ avg_100 : 31881.405326 ∣ critic_nllloss : 25778.594336 ∣ critic_ganloss : -199.785176 ∣ generator_nllloss : 5190.158789 ∣ generator_ganloss : 1129.887402 ∣     [  std_z : 0.99  real_sub_fake : 918.64 ]
[  epoch 0035/0040] 0240/4800, lr:1.3e-05 ∣ avg_100 : 31879.100093 ∣ critic_nllloss : 25856.255664 ∣ critic_ganloss : -298.296185 ∣ generator_nllloss : 5155.239453 ∣ generator_ganloss : 1127.439844 ∣     [  std_z : 0.99  real_sub_fake : 990.01 ]
[  epoch 0035/0040] 0250/4800, lr:1.3e-05 ∣ avg_100 : 31877.293204 ∣ critic_nllloss : 25695.921484 ∣ critic_ganloss : -264.048566 ∣ generator_nllloss : 5189.978711 ∣ generator_ganloss : 1121.446631 ∣     [  std_z : 1.00  real_sub_fake : 970.88 ]
[  epoch 0035/0040] 0260/4800, lr:1.3e-05 ∣ avg_100 : 31874.699342 ∣ critic_nllloss : 25850.318164 ∣ critic_ganloss : -288.340593 ∣ generator_nllloss : 5096.958203 ∣ generator_ganloss : 1121.055713 ∣     [  std_z : 1.00  real_sub_fake : 1025.59 ]
[  epoch 0035/0040] 0270/4800, lr:1.3e-05 ∣ avg_100 : 31877.270011 ∣ critic_nllloss : 25940.624414 ∣ critic_ganloss : -218.363426 ∣ generator_nllloss : 5139.389453 ∣ generator_ganloss : 1124.983350 ∣     [  std_z : 1.00  real_sub_fake : 1029.70 ]
[  epoch 0035/0040] 0280/4800, lr:1.3e-05 ∣ avg_100 : 31877.177595 ∣ critic_nllloss : 25909.665039 ∣ critic_ganloss : -270.598972 ∣ generator_nllloss : 5201.701563 ∣ generator_ganloss : 1132.900684 ∣     [  std_z : 0.99  real_sub_fake : 1037.19 ]
[  epoch 0035/0040] 0290/4800, lr:1.3e-05 ∣ avg_100 : 31879.011853 ∣ critic_nllloss : 25781.338086 ∣ critic_ganloss : -295.829883 ∣ generator_nllloss : 5196.706641 ∣ generator_ganloss : 1136.473242 ∣     [  std_z : 0.99  real_sub_fake : 998.40 ]
[  epoch 0035/0040] 0300/4800, lr:1.3e-05 ∣ avg_100 : 31879.012715 ∣ critic_nllloss : 25910.335352 ∣ critic_ganloss : -346.774866 ∣ generator_nllloss : 5197.072656 ∣ generator_ganloss : 1130.898389 ∣     [  std_z : 0.99  real_sub_fake : 1149.23 ]
[  epoch 0035/0040] 0310/4800, lr:1.3e-05 ∣ avg_100 : 31879.613460 ∣ critic_nllloss : 25870.363281 ∣ critic_ganloss : -288.086653 ∣ generator_nllloss : 5174.496289 ∣ generator_ganloss : 1146.573535 ∣     [  std_z : 0.99  real_sub_fake : 1124.96 ]
[  epoch 0035/0040] 0320/4800, lr:1.3e-05 ∣ avg_100 : 31878.895883 ∣ critic_nllloss : 25875.701953 ∣ critic_ganloss : -342.121617 ∣ generator_nllloss : 5168.605859 ∣ generator_ganloss : 1146.760156 ∣     [  std_z : 1.00  real_sub_fake : 1063.49 ]
[  epoch 0035/0040] 0330/4800, lr:1.3e-05 ∣ avg_100 : 31880.037744 ∣ critic_nllloss : 25938.078711 ∣ critic_ganloss : -284.913376 ∣ generator_nllloss : 5172.562109 ∣ generator_ganloss : 1144.444824 ∣     [  std_z : 1.00  real_sub_fake : 1153.47 ]
[  epoch 0035/0040] 0340/4800, lr:1.3e-05 ∣ avg_100 : 31875.553061 ∣ critic_nllloss : 25553.335156 ∣ critic_ganloss : -187.045169 ∣ generator_nllloss : 5106.123828 ∣ generator_ganloss : 1151.495410 ∣     [  std_z : 1.00  real_sub_fake : 1036.73 ]
[  epoch 0035/0040] 0350/4800, lr:1.3e-05 ∣ avg_100 : 31880.991665 ∣ critic_nllloss : 26079.482812 ∣ critic_ganloss : -130.718324 ∣ generator_nllloss : 5298.914648 ∣ generator_ganloss : 1172.454199 ∣     [  std_z : 1.00  real_sub_fake : 565.60 ]
[  epoch 0035/0040] 0360/4800, lr:1.3e-05 ∣ avg_100 : 31882.235456 ∣ critic_nllloss : 25819.904492 ∣ critic_ganloss : -161.670242 ∣ generator_nllloss : 5104.376562 ∣ generator_ganloss : 1160.407813 ∣     [  std_z : 1.00  real_sub_fake : 420.43 ]
[  epoch 0035/0040] 0370/4800, lr:1.3e-05 ∣ avg_100 : 31885.989782 ∣ critic_nllloss : 25899.020508 ∣ critic_ganloss : -180.652281 ∣ generator_nllloss : 5165.633984 ∣ generator_ganloss : 1133.987939 ∣     [  std_z : 0.99  real_sub_fake : 442.44 ]
[  epoch 0035/0040] 0380/4800, lr:1.3e-05 ∣ avg_100 : 31891.762204 ∣ critic_nllloss : 25965.159570 ∣ critic_ganloss : -206.525822 ∣ generator_nllloss : 5194.066211 ∣ generator_ganloss : 1113.641455 ∣     [  std_z : 0.99  real_sub_fake : 600.97 ]
[  epoch 0035/0040] 0390/4800, lr:1.3e-05 ∣ avg_100 : 31891.875161 ∣ critic_nllloss : 26065.860352 ∣ critic_ganloss : -254.767538 ∣ generator_nllloss : 5236.809961 ∣ generator_ganloss : 1101.048682 ∣     [  std_z : 0.99  real_sub_fake : 739.51 ]
[  epoch 0035/0040] 0400/4800, lr:1.3e-05 ∣ avg_100 : 31892.444606 ∣ critic_nllloss : 25766.214453 ∣ critic_ganloss : -84.444591 ∣ generator_nllloss : 5141.950000 ∣ generator_ganloss : 1098.657471 ∣  [  std_z : 0.99  real_sub_fake : 749.93 ]
[  epoch 0035/0040] 0410/4800, lr:1.3e-05 ∣ avg_100 : 31891.823212 ∣ critic_nllloss : 25803.810352 ∣ critic_ganloss : -205.671483 ∣ generator_nllloss : 5094.269922 ∣ generator_ganloss : 1093.544580 ∣     [  std_z : 0.99  real_sub_fake : 809.53 ]
[  epoch 0035/0040] 0420/4800, lr:1.3e-05 ∣ avg_100 : 31892.842158 ∣ critic_nllloss : 25723.341211 ∣ critic_ganloss : -170.068350 ∣ generator_nllloss : 5110.705859 ∣ generator_ganloss : 1109.485547 ∣     [  std_z : 1.00  real_sub_fake : 772.05 ]
[  epoch 0035/0040] 0430/4800, lr:1.3e-05 ∣ avg_100 : 31892.402291 ∣ critic_nllloss : 25626.968359 ∣ critic_ganloss : -260.351140 ∣ generator_nllloss : 5154.819531 ∣ generator_ganloss : 1121.698779 ∣     [  std_z : 1.00  real_sub_fake : 795.44 ]
[  epoch 0035/0040] 0440/4800, lr:1.3e-05 ∣ avg_100 : 31892.314338 ∣ critic_nllloss : 25876.002539 ∣ critic_ganloss : -238.260741 ∣ generator_nllloss : 5186.157812 ∣ generator_ganloss : 1121.133691 ∣     [  std_z : 1.00  real_sub_fake : 821.13 ]
[  epoch 0035/0040] 0450/4800, lr:1.3e-05 ∣ avg_100 : 31895.948895 ∣ critic_nllloss : 26039.267969 ∣ critic_ganloss : -286.403699 ∣ generator_nllloss : 5174.182031 ∣ generator_ganloss : 1106.104932 ∣     [  std_z : 1.00  real_sub_fake : 915.57 ]
[  epoch 0035/0040] 0460/4800, lr:1.3e-05 ∣ avg_100 : 31895.226752 ∣ critic_nllloss : 25899.286328 ∣ critic_ganloss : -223.166110 ∣ generator_nllloss : 5121.297461 ∣ generator_ganloss : 1112.127148 ∣     [  std_z : 0.99  real_sub_fake : 924.55 ]
[  epoch 0035/0040] 0470/4800, lr:1.3e-05 ∣ avg_100 : 31895.003336 ∣ critic_nllloss : 25824.590234 ∣ critic_ganloss : -264.458887 ∣ generator_nllloss : 5152.717578 ∣ generator_ganloss : 1130.766943 ∣     [  std_z : 0.99  real_sub_fake : 915.94 ]
[  epoch 0035/0040] 0480/4800, lr:1.3e-05 ∣ avg_100 : 31897.403871 ∣ critic_nllloss : 25795.609961 ∣ critic_ganloss : -183.387563 ∣ generator_nllloss : 5204.829102 ∣ generator_ganloss : 1136.519531 ∣     [  std_z : 0.99  real_sub_fake : 864.06 ]
[  epoch 0035/0040] 0490/4800, lr:1.3e-05 ∣ avg_100 : 31898.743834 ∣ critic_nllloss : 25682.527734 ∣ critic_ganloss : -195.269846 ∣ generator_nllloss : 5125.085938 ∣ generator_ganloss : 1128.994287 ∣     [  std_z : 0.99  real_sub_fake : 938.50 ]
[  epoch 0035/0040] 0500/4800, lr:1.3e-05 ∣ avg_100 : 31899.073747 ∣ critic_nllloss : 25753.109961 ∣ critic_ganloss : -219.875964 ∣ generator_nllloss : 5151.717773 ∣ generator_ganloss : 1131.783105 ∣     [  std_z : 0.99  real_sub_fake : 881.89 ]
[  epoch 0035/0040] 0510/4800, lr:1.3e-05 ∣ avg_100 : 31901.686209 ∣ critic_nllloss : 25960.710742 ∣ critic_ganloss : -230.486980 ∣ generator_nllloss : 5228.287305 ∣ generator_ganloss : 1149.529980 ∣     [  std_z : 0.99  real_sub_fake : 884.51 ]
[  epoch 0035/0040] 0520/4800, lr:1.3e-05 ∣ avg_100 : 31904.987390 ∣ critic_nllloss : 25946.857812 ∣ critic_ganloss : -206.513400 ∣ generator_nllloss : 5204.753320 ∣ generator_ganloss : 1159.307959 ∣     [  std_z : 0.99  real_sub_fake : 869.17 ]
[  epoch 0035/0040] 0530/4800, lr:1.3e-05 ∣ avg_100 : 31907.761571 ∣ critic_nllloss : 26006.675391 ∣ critic_ganloss : -235.831238 ∣ generator_nllloss : 5262.933984 ∣ generator_ganloss : 1144.193213 ∣     [  std_z : 0.99  real_sub_fake : 914.08 ]
[  epoch 0035/0040] 0540/4800, lr:1.3e-05 ∣ avg_100 : 31911.648917 ∣ critic_nllloss : 25940.567969 ∣ critic_ganloss : -284.698073 ∣ generator_nllloss : 5159.565039 ∣ generator_ganloss : 1121.813672 ∣     [  std_z : 0.99  real_sub_fake : 1004.05 ]
[  epoch 0035/0040] 0550/4800, lr:1.3e-05 ∣ avg_100 : 31916.684228 ∣ critic_nllloss : 25817.695312 ∣ critic_ganloss : -160.209203 ∣ generator_nllloss : 5203.773438 ∣ generator_ganloss : 1146.829980 ∣     [  std_z : 0.99  real_sub_fake : 904.77 ]
[  epoch 0035/0040] 0560/4800, lr:1.3e-05 ∣ avg_100 : 31920.810261 ∣ critic_nllloss : 26032.997266 ∣ critic_ganloss : -265.763164 ∣ generator_nllloss : 5281.234375 ∣ generator_ganloss : 1167.123975 ∣     [  std_z : 1.00  real_sub_fake : 834.79 ]
[  epoch 0035/0040] 0570/4800, lr:1.3e-05 ∣ avg_100 : 31924.151354 ∣ critic_nllloss : 26038.463281 ∣ critic_ganloss : -250.735463 ∣ generator_nllloss : 5196.296094 ∣ generator_ganloss : 1151.891309 ∣     [  std_z : 1.00  real_sub_fake : 886.60 ]
[  epoch 0035/0040] 0580/4800, lr:1.3e-05 ∣ avg_100 : 31922.091096 ∣ critic_nllloss : 25786.735156 ∣ critic_ganloss : -289.983200 ∣ generator_nllloss : 5113.422266 ∣ generator_ganloss : 1139.532910 ∣     [  std_z : 0.99  real_sub_fake : 936.31 ]
[  epoch 0035/0040] 0590/4800, lr:1.3e-05 ∣ avg_100 : 31920.051123 ∣ critic_nllloss : 25751.075391 ∣ critic_ganloss : -335.848370 ∣ generator_nllloss : 5209.101562 ∣ generator_ganloss : 1141.115283 ∣     [  std_z : 0.99  real_sub_fake : 992.65 ]
[  epoch 0035/0040] 0600/4800, lr:1.3e-05 ∣ avg_100 : 31916.293376 ∣ critic_nllloss : 25687.942578 ∣ critic_ganloss : -280.653256 ∣ generator_nllloss : 5200.652539 ∣ generator_ganloss : 1141.468652 ∣     [  std_z : 0.99  real_sub_fake : 1003.44 ]
[  epoch 0035/0040] 0610/4800, lr:1.3e-05 ∣ avg_100 : 31914.099907 ∣ critic_nllloss : 25932.200000 ∣ critic_ganloss : -272.291177 ∣ generator_nllloss : 5232.110937 ∣ generator_ganloss : 1156.462109 ∣     [  std_z : 1.00  real_sub_fake : 1015.98 ]
[  epoch 0035/0040] 0620/4800, lr:1.3e-05 ∣ avg_100 : 31916.078341 ∣ critic_nllloss : 25966.819922 ∣ critic_ganloss : -265.291977 ∣ generator_nllloss : 5250.094922 ∣ generator_ganloss : 1138.406494 ∣     [  std_z : 0.99  real_sub_fake : 1069.47 ]
[  epoch 0035/0040] 0630/4800, lr:1.3e-05 ∣ avg_100 : 31913.156084 ∣ critic_nllloss : 25629.140625 ∣ critic_ganloss : -276.306537 ∣ generator_nllloss : 5086.239844 ∣ generator_ganloss : 1145.197900 ∣     [  std_z : 0.98  real_sub_fake : 1021.88 ]
[  epoch 0035/0040] 0640/4800, lr:1.3e-05 ∣ avg_100 : 31911.160886 ∣ critic_nllloss : 25955.967773 ∣ critic_ganloss : -314.476048 ∣ generator_nllloss : 5148.588477 ∣ generator_ganloss : 1160.298096 ∣     [  std_z : 0.99  real_sub_fake : 1117.55 ]
[  epoch 0035/0040] 0650/4800, lr:1.3e-05 ∣ avg_100 : 31909.473133 ∣ critic_nllloss : 25950.528906 ∣ critic_ganloss : -326.928653 ∣ generator_nllloss : 5121.255078 ∣ generator_ganloss : 1163.006201 ∣     [  std_z : 1.00  real_sub_fake : 1134.46 ]
[  epoch 0035/0040] 0660/4800, lr:1.3e-05 ∣ avg_100 : 31908.596953 ∣ critic_nllloss : 25886.603711 ∣ critic_ganloss : -310.669380 ∣ generator_nllloss : 5128.926953 ∣ generator_ganloss : 1163.145361 ∣     [  std_z : 1.00  real_sub_fake : 1108.45 ]
[  epoch 0035/0040] 0670/4800, lr:1.3e-05 ∣ avg_100 : 31905.596613 ∣ critic_nllloss : 25801.878125 ∣ critic_ganloss : -270.791818 ∣ generator_nllloss : 5058.843555 ∣ generator_ganloss : 1147.175537 ∣     [  std_z : 1.00  real_sub_fake : 1130.56 ]
[  epoch 0035/0040] 0680/4800, lr:1.3e-05 ∣ avg_100 : 31905.243045 ∣ critic_nllloss : 25654.251563 ∣ critic_ganloss : -329.214227 ∣ generator_nllloss : 5129.430078 ∣ generator_ganloss : 1155.352246 ∣     [  std_z : 1.00  real_sub_fake : 1204.04 ]
[  epoch 0035/0040] 0690/4800, lr:1.3e-05 ∣ avg_100 : 31905.206873 ∣ critic_nllloss : 25943.653711 ∣ critic_ganloss : -294.148300 ∣ generator_nllloss : 5244.966797 ∣ generator_ganloss : 1164.461572 ∣     [  std_z : 0.99  real_sub_fake : 1061.16 ]
[  epoch 0035/0040] 0700/4800, lr:1.3e-05 ∣ avg_100 : 31907.859560 ∣ critic_nllloss : 25823.840820 ∣ critic_ganloss : -300.103336 ∣ generator_nllloss : 5168.338477 ∣ generator_ganloss : 1167.067090 ∣     [  std_z : 0.99  real_sub_fake : 1059.96 ]
[  epoch 0035/0040] 0710/4800, lr:1.3e-05 ∣ avg_100 : 31910.699478 ∣ critic_nllloss : 25871.331250 ∣ critic_ganloss : -171.631454 ∣ generator_nllloss : 5170.925000 ∣ generator_ganloss : 1134.537598 ∣     [  std_z : 0.99  real_sub_fake : 1175.64 ]
[  epoch 0035/0040] 0720/4800, lr:1.3e-05 ∣ avg_100 : 31914.201977 ∣ critic_nllloss : 25960.434375 ∣ critic_ganloss : -306.975632 ∣ generator_nllloss : 5236.008984 ∣ generator_ganloss : 1155.069580 ∣     [  std_z : 0.99  real_sub_fake : 1176.17 ]
[  epoch 0035/0040] 0730/4800, lr:1.3e-05 ∣ avg_100 : 31916.373277 ∣ critic_nllloss : 25885.350586 ∣ critic_ganloss : -298.815280 ∣ generator_nllloss : 5162.656836 ∣ generator_ganloss : 1173.063184 ∣     [  std_z : 0.99  real_sub_fake : 1026.29 ]
[  epoch 0035/0040] 0740/4800, lr:1.3e-05 ∣ avg_100 : 31915.681958 ∣ critic_nllloss : 25922.338281 ∣ critic_ganloss : -360.051294 ∣ generator_nllloss : 5213.104102 ∣ generator_ganloss : 1168.575684 ∣     [  std_z : 0.99  real_sub_fake : 1148.88 ]
[  epoch 0035/0040] 0750/4800, lr:1.3e-05 ∣ avg_100 : 31915.356029 ∣ critic_nllloss : 25860.535352 ∣ critic_ganloss : -257.293478 ∣ generator_nllloss : 5164.267578 ∣ generator_ganloss : 1159.089355 ∣     [  std_z : 0.99  real_sub_fake : 1222.31 ]
[  epoch 0035/0040] 0760/4800, lr:1.3e-05 ∣ avg_100 : 31920.924086 ∣ critic_nllloss : 26054.951758 ∣ critic_ganloss : -227.098935 ∣ generator_nllloss : 5265.326563 ∣ generator_ganloss : 1159.841895 ∣     [  std_z : 1.00  real_sub_fake : 1225.36 ]
[  epoch 0035/0040] 0770/4800, lr:1.3e-05 ∣ avg_100 : 31923.251040 ∣ critic_nllloss : 26066.873828 ∣ critic_ganloss : -272.813477 ∣ generator_nllloss : 5285.801562 ∣ generator_ganloss : 1177.922461 ∣     [  std_z : 1.00  real_sub_fake : 1157.56 ]
[  epoch 0035/0040] 0780/4800, lr:1.3e-05 ∣ avg_100 : 31923.189632 ∣ critic_nllloss : 25860.081055 ∣ critic_ganloss : -302.702942 ∣ generator_nllloss : 5256.463281 ∣ generator_ganloss : 1177.658496 ∣     [  std_z : 0.99  real_sub_fake : 1078.06 ]
[  epoch 0035/0040] 0790/4800, lr:1.3e-05 ∣ avg_100 : 31920.030970 ∣ critic_nllloss : 25905.741406 ∣ critic_ganloss : -319.744043 ∣ generator_nllloss : 5174.139844 ∣ generator_ganloss : 1192.542773 ∣     [  std_z : 0.99  real_sub_fake : 1099.34 ]
[  epoch 0035/0040] 0800/4800, lr:1.3e-05 ∣ avg_100 : 31918.614158 ∣ critic_nllloss : 25827.480273 ∣ critic_ganloss : -284.187198 ∣ generator_nllloss : 5061.462695 ∣ generator_ganloss : 1181.513965 ∣     [  std_z : 0.98  real_sub_fake : 1109.64 ]
[  epoch 0035/0040] 0810/4800, lr:1.3e-05 ∣ avg_100 : 31921.300402 ∣ critic_nllloss : 26056.621875 ∣ critic_ganloss : -323.459485 ∣ generator_nllloss : 5160.579297 ∣ generator_ganloss : 1201.762891 ∣     [  std_z : 0.99  real_sub_fake : 1155.01 ]
[  epoch 0035/0040] 0820/4800, lr:1.3e-05 ∣ avg_100 : 31921.344653 ∣ critic_nllloss : 25996.663281 ∣ critic_ganloss : -275.368512 ∣ generator_nllloss : 5287.290430 ∣ generator_ganloss : 1190.299121 ∣     [  std_z : 0.99  real_sub_fake : 1126.12 ]
[  epoch 0035/0040] 0830/4800, lr:1.3e-05 ∣ avg_100 : 31922.270962 ∣ critic_nllloss : 25995.185742 ∣ critic_ganloss : -381.630051 ∣ generator_nllloss : 5251.094922 ∣ generator_ganloss : 1191.005225 ∣     [  std_z : 0.99  real_sub_fake : 1253.86 ]
[  epoch 0035/0040] 0840/4800, lr:1.3e-05 ∣ avg_100 : 31922.957439 ∣ critic_nllloss : 25914.170898 ∣ critic_ganloss : -291.857919 ∣ generator_nllloss : 5150.942187 ∣ generator_ganloss : 1184.512988 ∣     [  std_z : 1.00  real_sub_fake : 1177.43 ]
[  epoch 0035/0040] 0850/4800, lr:1.3e-05 ∣ avg_100 : 31924.741994 ∣ critic_nllloss : 25907.434570 ∣ critic_ganloss : -311.508133 ∣ generator_nllloss : 5287.689453 ∣ generator_ganloss : 1178.022314 ∣     [  std_z : 1.00  real_sub_fake : 1289.92 ]
[  epoch 0035/0040] 0860/4800, lr:1.3e-05 ∣ avg_100 : 31920.173438 ∣ critic_nllloss : 25808.342187 ∣ critic_ganloss : -360.896130 ∣ generator_nllloss : 5110.112305 ∣ generator_ganloss : 1196.650049 ∣     [  std_z : 1.00  real_sub_fake : 1217.04 ]
[  epoch 0035/0040] 0870/4800, lr:1.3e-05 ∣ avg_100 : 31921.282010 ∣ critic_nllloss : 25827.596289 ∣ critic_ganloss : -326.527832 ∣ generator_nllloss : 5135.386328 ∣ generator_ganloss : 1203.410352 ∣     [  std_z : 1.00  real_sub_fake : 1224.49 ]
[  epoch 0035/0040] 0880/4800, lr:1.3e-05 ∣ avg_100 : 31919.841415 ∣ critic_nllloss : 25900.091016 ∣ critic_ganloss : -304.602823 ∣ generator_nllloss : 5100.602734 ∣ generator_ganloss : 1196.936523 ∣     [  std_z : 1.00  real_sub_fake : 1301.64 ]
[  epoch 0035/0040] 0890/4800, lr:1.3e-05 ∣ avg_100 : 31922.049701 ∣ critic_nllloss : 25820.876367 ∣ critic_ganloss : -350.966269 ∣ generator_nllloss : 5200.292188 ∣ generator_ganloss : 1211.800195 ∣     [  std_z : 0.99  real_sub_fake : 1115.54 ]
[  epoch 0035/0040] 0900/4800, lr:1.3e-05 ∣ avg_100 : 31922.998714 ∣ critic_nllloss : 25774.199609 ∣ critic_ganloss : -176.293069 ∣ generator_nllloss : 5160.278516 ∣ generator_ganloss : 1192.628564 ∣     [  std_z : 0.99  real_sub_fake : 975.52 ]
[  epoch 0035/0040] 0910/4800, lr:1.3e-05 ∣ avg_100 : 31922.718966 ∣ critic_nllloss : 26020.730273 ∣ critic_ganloss : -275.531656 ∣ generator_nllloss : 5098.604102 ∣ generator_ganloss : 1188.861426 ∣     [  std_z : 0.99  real_sub_fake : 1118.74 ]
[  epoch 0035/0040] 0920/4800, lr:1.3e-05 ∣ avg_100 : 31923.566257 ∣ critic_nllloss : 26061.768945 ∣ critic_ganloss : -318.221706 ∣ generator_nllloss : 5225.051562 ∣ generator_ganloss : 1187.436230 ∣     [  std_z : 0.99  real_sub_fake : 1145.04 ]
[  epoch 0035/0040] 0930/4800, lr:1.3e-05 ∣ avg_100 : 31919.137069 ∣ critic_nllloss : 25717.573242 ∣ critic_ganloss : -290.043146 ∣ generator_nllloss : 5209.352539 ∣ generator_ganloss : 1187.988037 ∣     [  std_z : 1.00  real_sub_fake : 1198.00 ]
[  epoch 0035/0040] 0940/4800, lr:1.3e-05 ∣ avg_100 : 31919.827430 ∣ critic_nllloss : 25965.779883 ∣ critic_ganloss : -347.224896 ∣ generator_nllloss : 5236.042383 ∣ generator_ganloss : 1198.401807 ∣     [  std_z : 1.00  real_sub_fake : 1096.51 ]
[  epoch 0035/0040] 0950/4800, lr:1.3e-05 ∣ avg_100 : 31919.953728 ∣ critic_nllloss : 25786.867578 ∣ critic_ganloss : -326.882385 ∣ generator_nllloss : 5175.875000 ∣ generator_ganloss : 1186.464795 ∣     [  std_z : 1.00  real_sub_fake : 1155.68 ]
[  epoch 0035/0040] 0960/4800, lr:1.3e-05 ∣ avg_100 : 31921.865454 ∣ critic_nllloss : 25912.239844 ∣ critic_ganloss : -286.441037 ∣ generator_nllloss : 5172.809180 ∣ generator_ganloss : 1185.631885 ∣     [  std_z : 1.00  real_sub_fake : 1193.94 ]
[  epoch 0035/0040] 0970/4800, lr:1.3e-05 ∣ avg_100 : 31917.987562 ∣ critic_nllloss : 25759.974219 ∣ critic_ganloss : -312.488989 ∣ generator_nllloss : 5190.802734 ∣ generator_ganloss : 1176.622656 ∣     [  std_z : 0.99  real_sub_fake : 1238.52 ]
[  epoch 0035/0040] 0980/4800, lr:1.3e-05 ∣ avg_100 : 31921.105096 ∣ critic_nllloss : 25951.176172 ∣ critic_ganloss : -357.850046 ∣ generator_nllloss : 5143.829102 ∣ generator_ganloss : 1181.820850 ∣     [  std_z : 0.99  real_sub_fake : 1268.33 ]
[  epoch 0035/0040] 0990/4800, lr:1.3e-05 ∣ avg_100 : 31921.030616 ∣ critic_nllloss : 25742.188477 ∣ critic_ganloss : -271.351328 ∣ generator_nllloss : 5131.713086 ∣ generator_ganloss : 1197.340332 ∣     [  std_z : 0.99  real_sub_fake : 982.28 ]
[  epoch 0035/0040] 1000/4800, lr:1.3e-05 ∣ avg_100 : 31921.852371 ∣ critic_nllloss : 25869.627148 ∣ critic_ganloss : -238.417206 ∣ generator_nllloss : 5120.302148 ∣ generator_ganloss : 1168.545703 ∣     [  std_z : 1.00  real_sub_fake : 1126.33 ]
[  epoch 0035/0040] 1010/4800, lr:1.3e-05 ∣ avg_100 : 31919.544721 ∣ critic_nllloss : 25843.602539 ∣ critic_ganloss : -260.661615 ∣ generator_nllloss : 5209.737695 ∣ generator_ganloss : 1172.062012 ∣     [  std_z : 1.00  real_sub_fake : 1107.02 ]
[  epoch 0035/0040] 1020/4800, lr:1.3e-05 ∣ avg_100 : 31922.154643 ∣ critic_nllloss : 26004.066211 ∣ critic_ganloss : -307.276257 ∣ generator_nllloss : 5093.441797 ∣ generator_ganloss : 1187.879346 ∣     [  std_z : 1.00  real_sub_fake : 1084.01 ]
[  epoch 0035/0040] 1030/4800, lr:1.3e-05 ∣ avg_100 : 31926.478684 ∣ critic_nllloss : 26113.741602 ∣ critic_ganloss : -401.774109 ∣ generator_nllloss : 5235.280469 ∣ generator_ganloss : 1182.517969 ∣     [  std_z : 1.00  real_sub_fake : 1222.73 ]
[  epoch 0035/0040] 1040/4800, lr:1.3e-05 ∣ avg_100 : 31927.246026 ∣ critic_nllloss : 25886.962695 ∣ critic_ganloss : -335.645026 ∣ generator_nllloss : 5160.596484 ∣ generator_ganloss : 1171.240137 ∣     [  std_z : 0.99  real_sub_fake : 1265.63 ]
[  epoch 0035/0040] 1050/4800, lr:1.3e-05 ∣ avg_100 : 31924.407394 ∣ critic_nllloss : 25838.785547 ∣ critic_ganloss : -361.441034 ∣ generator_nllloss : 5160.198242 ∣ generator_ganloss : 1172.480273 ∣     [  std_z : 0.99  real_sub_fake : 1408.61 ]
[  epoch 0035/0040] 1060/4800, lr:1.3e-05 ∣ avg_100 : 31924.822140 ∣ critic_nllloss : 25880.044531 ∣ critic_ganloss : -349.094788 ∣ generator_nllloss : 5186.465625 ∣ generator_ganloss : 1193.650977 ∣     [  std_z : 0.99  real_sub_fake : 1289.10 ]
[  epoch 0035/0040] 1070/4800, lr:1.3e-05 ∣ avg_100 : 31929.040113 ∣ critic_nllloss : 26153.173438 ∣ critic_ganloss : -353.983832 ∣ generator_nllloss : 5289.336328 ∣ generator_ganloss : 1180.686865 ∣     [  std_z : 1.00  real_sub_fake : 1378.97 ]
[  epoch 0035/0040] 1080/4800, lr:1.3e-05 ∣ avg_100 : 31928.914344 ∣ critic_nllloss : 25842.141797 ∣ critic_ganloss : -350.459933 ∣ generator_nllloss : 5148.174023 ∣ generator_ganloss : 1179.077588 ∣     [  std_z : 1.00  real_sub_fake : 1284.84 ]
[  epoch 0035/0040] 1090/4800, lr:1.3e-05 ∣ avg_100 : 31931.615933 ∣ critic_nllloss : 25989.915820 ∣ critic_ganloss : -381.050085 ∣ generator_nllloss : 5337.256641 ∣ generator_ganloss : 1179.840967 ∣     [  std_z : 1.00  real_sub_fake : 1447.94 ]
[  epoch 0035/0040] 1100/4800, lr:1.3e-05 ∣ avg_100 : 31932.948348 ∣ critic_nllloss : 25920.365625 ∣ critic_ganloss : -279.079279 ∣ generator_nllloss : 5173.004492 ∣ generator_ganloss : 1181.341895 ∣     [  std_z : 0.99  real_sub_fake : 1344.91 ]
[  epoch 0035/0040] 1110/4800, lr:1.3e-05 ∣ avg_100 : 31936.429336 ∣ critic_nllloss : 25855.202930 ∣ critic_ganloss : -350.081061 ∣ generator_nllloss : 5196.981250 ∣ generator_ganloss : 1196.412793 ∣     [  std_z : 1.00  real_sub_fake : 1242.85 ]
[  epoch 0035/0040] 1120/4800, lr:1.3e-05 ∣ avg_100 : 31940.303625 ∣ critic_nllloss : 26027.345313 ∣ critic_ganloss : -336.762729 ∣ generator_nllloss : 5276.065625 ∣ generator_ganloss : 1191.332227 ∣     [  std_z : 1.00  real_sub_fake : 1333.74 ]
[  epoch 0035/0040] 1130/4800, lr:1.3e-05 ∣ avg_100 : 31944.782580 ∣ critic_nllloss : 26016.590625 ∣ critic_ganloss : -324.757422 ∣ generator_nllloss : 5276.949805 ∣ generator_ganloss : 1183.479102 ∣     [  std_z : 1.00  real_sub_fake : 1141.57 ]
[  epoch 0035/0040] 1140/4800, lr:1.3e-05 ∣ avg_100 : 31941.858631 ∣ critic_nllloss : 25806.551953 ∣ critic_ganloss : -325.327194 ∣ generator_nllloss : 5164.476758 ∣ generator_ganloss : 1182.837500 ∣     [  std_z : 1.00  real_sub_fake : 1230.40 ]
[  epoch 0035/0040] 1150/4800, lr:1.3e-05 ∣ avg_100 : 31941.960326 ∣ critic_nllloss : 25892.666992 ∣ critic_ganloss : -291.608456 ∣ generator_nllloss : 5172.854297 ∣ generator_ganloss : 1169.642676 ∣     [  std_z : 1.00  real_sub_fake : 1236.24 ]
[  epoch 0035/0040] 1160/4800, lr:1.3e-05 ∣ avg_100 : 31941.424458 ∣ critic_nllloss : 25755.911133 ∣ critic_ganloss : -400.188115 ∣ generator_nllloss : 5121.650195 ∣ generator_ganloss : 1182.289697 ∣     [  std_z : 0.99  real_sub_fake : 1261.01 ]
[  epoch 0035/0040] 1170/4800, lr:1.3e-05 ∣ avg_100 : 31942.667960 ∣ critic_nllloss : 25974.756445 ∣ critic_ganloss : -442.041464 ∣ generator_nllloss : 5148.540430 ∣ generator_ganloss : 1182.895410 ∣     [  std_z : 0.99  real_sub_fake : 1329.46 ]
[  epoch 0035/0040] 1180/4800, lr:1.3e-05 ∣ avg_100 : 31943.119574 ∣ critic_nllloss : 25831.545312 ∣ critic_ganloss : -248.048581 ∣ generator_nllloss : 5265.281055 ∣ generator_ganloss : 1173.340918 ∣     [  std_z : 0.99  real_sub_fake : 1459.16 ]
[  epoch 0035/0040] 1190/4800, lr:1.3e-05 ∣ avg_100 : 31943.642141 ∣ critic_nllloss : 25943.820117 ∣ critic_ganloss : -438.923264 ∣ generator_nllloss : 5203.750391 ∣ generator_ganloss : 1176.270703 ∣     [  std_z : 0.99  real_sub_fake : 1376.35 ]
[  epoch 0035/0040] 1200/4800, lr:1.3e-05 ∣ avg_100 : 31945.616897 ∣ critic_nllloss : 25921.196875 ∣ critic_ganloss : -330.363651 ∣ generator_nllloss : 5231.580859 ∣ generator_ganloss : 1161.732715 ∣     [  std_z : 0.99  real_sub_fake : 1338.33 ]
[  epoch 0035/0040] 1210/4800, lr:1.3e-05 ∣ avg_100 : 31940.681497 ∣ critic_nllloss : 25793.552734 ∣ critic_ganloss : -357.455032 ∣ generator_nllloss : 5197.234961 ∣ generator_ganloss : 1187.974707 ∣     [  std_z : 0.99  real_sub_fake : 1186.78 ]
[  epoch 0035/0040] 1220/4800, lr:1.3e-05 ∣ avg_100 : 31936.930372 ∣ critic_nllloss : 25649.554102 ∣ critic_ganloss : -435.273779 ∣ generator_nllloss : 5206.406836 ∣ generator_ganloss : 1178.584326 ∣     [  std_z : 1.00  real_sub_fake : 1329.28 ]
[  epoch 0035/0040] 1230/4800, lr:1.3e-05 ∣ avg_100 : 31934.471959 ∣ critic_nllloss : 25792.307617 ∣ critic_ganloss : -471.060291 ∣ generator_nllloss : 5168.736523 ∣ generator_ganloss : 1163.030273 ∣     [  std_z : 1.00  real_sub_fake : 1535.92 ]
[  epoch 0035/0040] 1240/4800, lr:1.3e-05 ∣ avg_100 : 31934.547588 ∣ critic_nllloss : 25811.564648 ∣ critic_ganloss : -343.613803 ∣ generator_nllloss : 5212.842969 ∣ generator_ganloss : 1167.407861 ∣     [  std_z : 1.00  real_sub_fake : 1598.55 ]
[  epoch 0035/0040] 1250/4800, lr:1.3e-05 ∣ avg_100 : 31937.229756 ∣ critic_nllloss : 26036.795898 ∣ critic_ganloss : -379.501620 ∣ generator_nllloss : 5167.222266 ∣ generator_ganloss : 1186.998486 ∣     [  std_z : 1.00  real_sub_fake : 1511.96 ]
[  epoch 0035/0040] 1260/4800, lr:1.3e-05 ∣ avg_100 : 31939.784885 ∣ critic_nllloss : 26026.805664 ∣ critic_ganloss : -366.037463 ∣ generator_nllloss : 5204.065820 ∣ generator_ganloss : 1170.670410 ∣     [  std_z : 0.99  real_sub_fake : 1395.05 ]
[  epoch 0035/0040] 1270/4800, lr:1.3e-05 ∣ avg_100 : 31939.670013 ∣ critic_nllloss : 25782.067383 ∣ critic_ganloss : -213.915561 ∣ generator_nllloss : 5229.679102 ∣ generator_ganloss : 1177.315625 ∣     [  std_z : 0.99  real_sub_fake : 1347.77 ]
[  epoch 0035/0040] 1280/4800, lr:1.3e-05 ∣ avg_100 : 31939.406264 ∣ critic_nllloss : 25856.302734 ∣ critic_ganloss : -253.197150 ∣ generator_nllloss : 5126.367383 ∣ generator_ganloss : 1217.820410 ∣     [  std_z : 0.99  real_sub_fake : 676.27 ]
[  epoch 0035/0040] 1290/4800, lr:1.3e-05 ∣ avg_100 : 31942.348104 ∣ critic_nllloss : 25898.255664 ∣ critic_ganloss : -243.074142 ∣ generator_nllloss : 5253.360742 ∣ generator_ganloss : 1204.329834 ∣     [  std_z : 1.00  real_sub_fake : 706.13 ]
[  epoch 0035/0040] 1300/4800, lr:1.3e-05 ∣ avg_100 : 31944.462933 ∣ critic_nllloss : 25854.062109 ∣ critic_ganloss : -154.236722 ∣ generator_nllloss : 5244.451563 ∣ generator_ganloss : 1158.737500 ∣     [  std_z : 1.00  real_sub_fake : 875.73 ]
[  epoch 0035/0040] 1310/4800, lr:1.3e-05 ∣ avg_100 : 31947.448649 ∣ critic_nllloss : 25968.178125 ∣ critic_ganloss : -50.860513 ∣ generator_nllloss : 5153.051367 ∣ generator_ganloss : 1131.549072 ∣  [  std_z : 1.00  real_sub_fake : 934.80 ]
[  epoch 0035/0040] 1320/4800, lr:1.3e-05 ∣ avg_100 : 31948.684136 ∣ critic_nllloss : 25925.866406 ∣ critic_ganloss : -197.336131 ∣ generator_nllloss : 5100.747266 ∣ generator_ganloss : 1143.217480 ∣     [  std_z : 1.00  real_sub_fake : 801.67 ]
[  epoch 0035/0040] 1330/4800, lr:1.3e-05 ∣ avg_100 : 31950.310396 ∣ critic_nllloss : 26024.023242 ∣ critic_ganloss : -243.015120 ∣ generator_nllloss : 5190.533984 ∣ generator_ganloss : 1161.256152 ∣     [  std_z : 1.00  real_sub_fake : 760.50 ]
[  epoch 0035/0040] 1340/4800, lr:1.3e-05 ∣ avg_100 : 31950.805117 ∣ critic_nllloss : 25603.628516 ∣ critic_ganloss : -238.630206 ∣ generator_nllloss : 5144.217188 ∣ generator_ganloss : 1164.165918 ∣     [  std_z : 1.00  real_sub_fake : 786.03 ]
[  epoch 0035/0040] 1350/4800, lr:1.3e-05 ∣ avg_100 : 31946.130325 ∣ critic_nllloss : 25766.001758 ∣ critic_ganloss : -234.137366 ∣ generator_nllloss : 5266.583984 ∣ generator_ganloss : 1154.205762 ∣     [  std_z : 0.99  real_sub_fake : 870.53 ]
[  epoch 0035/0040] 1360/4800, lr:1.3e-05 ∣ avg_100 : 31948.306850 ∣ critic_nllloss : 26025.523047 ∣ critic_ganloss : -265.900552 ∣ generator_nllloss : 5223.381641 ∣ generator_ganloss : 1157.666943 ∣     [  std_z : 0.99  real_sub_fake : 962.33 ]
[  epoch 0035/0040] 1370/4800, lr:1.3e-05 ∣ avg_100 : 31944.781221 ∣ critic_nllloss : 25665.160352 ∣ critic_ganloss : -308.000958 ∣ generator_nllloss : 5159.589844 ∣ generator_ganloss : 1148.678027 ∣     [  std_z : 0.99  real_sub_fake : 978.14 ]
[  epoch 0035/0040] 1380/4800, lr:1.3e-05 ∣ avg_100 : 31945.628265 ∣ critic_nllloss : 26014.387109 ∣ critic_ganloss : -229.588412 ∣ generator_nllloss : 5209.294922 ∣ generator_ganloss : 1156.952148 ∣     [  std_z : 0.99  real_sub_fake : 1133.87 ]
[  epoch 0035/0040] 1390/4800, lr:1.3e-05 ∣ avg_100 : 31942.436818 ∣ critic_nllloss : 25846.356250 ∣ critic_ganloss : -264.656354 ∣ generator_nllloss : 5085.636719 ∣ generator_ganloss : 1162.470215 ∣     [  std_z : 1.00  real_sub_fake : 1096.92 ]
[  epoch 0035/0040] 1400/4800, lr:1.3e-05 ∣ avg_100 : 31942.697289 ∣ critic_nllloss : 25860.316016 ∣ critic_ganloss : -225.128107 ∣ generator_nllloss : 5136.177734 ∣ generator_ganloss : 1177.058789 ∣     [  std_z : 1.00  real_sub_fake : 1094.60 ]
[  epoch 0035/0040] 1410/4800, lr:1.3e-05 ∣ avg_100 : 31948.423153 ∣ critic_nllloss : 26183.885547 ∣ critic_ganloss : -218.368486 ∣ generator_nllloss : 5192.624609 ∣ generator_ganloss : 1200.398047 ∣     [  std_z : 1.00  real_sub_fake : 886.49 ]
[  epoch 0035/0040] 1420/4800, lr:1.3e-05 ∣ avg_100 : 31951.520800 ∣ critic_nllloss : 25886.121289 ∣ critic_ganloss : -228.377522 ∣ generator_nllloss : 5242.815234 ∣ generator_ganloss : 1182.669971 ∣     [  std_z : 1.00  real_sub_fake : 854.36 ]
[  epoch 0035/0040] 1430/4800, lr:1.3e-05 ∣ avg_100 : 31952.611443 ∣ critic_nllloss : 25753.584961 ∣ critic_ganloss : -287.314877 ∣ generator_nllloss : 5115.101367 ∣ generator_ganloss : 1170.828418 ∣     [  std_z : 0.99  real_sub_fake : 952.40 ]
[  epoch 0035/0040] 1440/4800, lr:1.3e-05 ∣ avg_100 : 31953.102111 ∣ critic_nllloss : 25841.169141 ∣ critic_ganloss : -249.041826 ∣ generator_nllloss : 5223.159570 ∣ generator_ganloss : 1178.813232 ∣     [  std_z : 0.99  real_sub_fake : 928.94 ]
[  epoch 0035/0040] 1450/4800, lr:1.3e-05 ∣ avg_100 : 31951.628017 ∣ critic_nllloss : 25882.492383 ∣ critic_ganloss : -343.804150 ∣ generator_nllloss : 5165.432227 ∣ generator_ganloss : 1181.621338 ∣     [  std_z : 0.99  real_sub_fake : 1025.28 ]
[  epoch 0035/0040] 1460/4800, lr:1.3e-05 ∣ avg_100 : 31952.592484 ∣ critic_nllloss : 26077.377930 ∣ critic_ganloss : -404.999332 ∣ generator_nllloss : 5170.202930 ∣ generator_ganloss : 1163.410010 ∣     [  std_z : 1.00  real_sub_fake : 1171.13 ]
[  epoch 0035/0040] 1470/4800, lr:1.3e-05 ∣ avg_100 : 31953.152882 ∣ critic_nllloss : 25991.152539 ∣ critic_ganloss : -449.444824 ∣ generator_nllloss : 5189.082617 ∣ generator_ganloss : 1168.865283 ∣     [  std_z : 1.00  real_sub_fake : 1322.38 ]
[  epoch 0035/0040] 1480/4800, lr:1.3e-05 ∣ avg_100 : 31952.217338 ∣ critic_nllloss : 25820.439648 ∣ critic_ganloss : -224.405814 ∣ generator_nllloss : 5089.740234 ∣ generator_ganloss : 1174.242578 ∣     [  std_z : 1.00  real_sub_fake : 1272.31 ]
[  epoch 0035/0040] 1490/4800, lr:1.3e-05 ∣ avg_100 : 31953.431773 ∣ critic_nllloss : 25720.832031 ∣ critic_ganloss : -247.552469 ∣ generator_nllloss : 5224.630078 ∣ generator_ganloss : 1164.871973 ∣     [  std_z : 0.99  real_sub_fake : 1142.71 ]
[  epoch 0035/0040] 1500/4800, lr:1.3e-05 ∣ avg_100 : 31954.682176 ∣ critic_nllloss : 25869.934180 ∣ critic_ganloss : -237.857437 ∣ generator_nllloss : 5151.460156 ∣ generator_ganloss : 1158.238330 ∣     [  std_z : 0.99  real_sub_fake : 1227.41 ]
[  epoch 0035/0040] 1510/4800, lr:1.3e-05 ∣ avg_100 : 31954.097291 ∣ critic_nllloss : 25948.897070 ∣ critic_ganloss : -285.881120 ∣ generator_nllloss : 5210.863281 ∣ generator_ganloss : 1175.673291 ∣     [  std_z : 0.99  real_sub_fake : 1093.25 ]
[  epoch 0035/0040] 1520/4800, lr:1.3e-05 ∣ avg_100 : 31952.258683 ∣ critic_nllloss : 25931.748437 ∣ critic_ganloss : -322.515137 ∣ generator_nllloss : 5131.014844 ∣ generator_ganloss : 1180.296729 ∣     [  std_z : 0.99  real_sub_fake : 1089.51 ]
[  epoch 0035/0040] 1530/4800, lr:1.3e-05 ∣ avg_100 : 31948.680284 ∣ critic_nllloss : 25793.311719 ∣ critic_ganloss : -297.903607 ∣ generator_nllloss : 5151.588672 ∣ generator_ganloss : 1173.134717 ∣     [  std_z : 1.00  real_sub_fake : 1108.22 ]
[  epoch 0035/0040] 1540/4800, lr:1.3e-05 ∣ avg_100 : 31947.575518 ∣ critic_nllloss : 25777.594922 ∣ critic_ganloss : -357.095441 ∣ generator_nllloss : 5242.605078 ∣ generator_ganloss : 1163.667432 ∣     [  std_z : 1.00  real_sub_fake : 1245.19 ]
[  epoch 0035/0040] 1550/4800, lr:1.3e-05 ∣ avg_100 : 31942.339273 ∣ critic_nllloss : 25531.750977 ∣ critic_ganloss : -314.902911 ∣ generator_nllloss : 5096.644141 ∣ generator_ganloss : 1170.972803 ∣     [  std_z : 1.00  real_sub_fake : 1186.73 ]
[  epoch 0035/0040] 1560/4800, lr:1.3e-05 ∣ avg_100 : 31939.656825 ∣ critic_nllloss : 25886.605859 ∣ critic_ganloss : -309.382986 ∣ generator_nllloss : 5186.368359 ∣ generator_ganloss : 1183.756396 ∣     [  std_z : 1.00  real_sub_fake : 1180.67 ]
[  epoch 0035/0040] 1570/4800, lr:1.3e-05 ∣ avg_100 : 31938.602319 ∣ critic_nllloss : 25924.595508 ∣ critic_ganloss : -322.752283 ∣ generator_nllloss : 5246.365039 ∣ generator_ganloss : 1182.256396 ∣     [  std_z : 1.00  real_sub_fake : 1321.51 ]
[  epoch 0035/0040] 1580/4800, lr:1.3e-05 ∣ avg_100 : 31939.981393 ∣ critic_nllloss : 25856.221484 ∣ critic_ganloss : -302.559436 ∣ generator_nllloss : 5155.864453 ∣ generator_ganloss : 1178.088037 ∣     [  std_z : 0.99  real_sub_fake : 1144.78 ]
[  epoch 0035/0040] 1590/4800, lr:1.3e-05 ∣ avg_100 : 31942.800795 ∣ critic_nllloss : 25908.548438 ∣ critic_ganloss : -293.284454 ∣ generator_nllloss : 5253.404102 ∣ generator_ganloss : 1178.715918 ∣     [  std_z : 0.99  real_sub_fake : 1150.75 ]
[  epoch 0035/0040] 1600/4800, lr:1.3e-05 ∣ avg_100 : 31944.569657 ∣ critic_nllloss : 25897.951562 ∣ critic_ganloss : -336.529047 ∣ generator_nllloss : 5176.018164 ∣ generator_ganloss : 1188.856104 ∣     [  std_z : 0.99  real_sub_fake : 1152.30 ]
[  epoch 0035/0040] 1610/4800, lr:1.3e-05 ∣ avg_100 : 31945.153040 ∣ critic_nllloss : 25924.128711 ∣ critic_ganloss : -275.519189 ∣ generator_nllloss : 5281.299219 ∣ generator_ganloss : 1176.911426 ∣     [  std_z : 0.99  real_sub_fake : 1121.49 ]
[  epoch 0035/0040] 1620/4800, lr:1.3e-05 ∣ avg_100 : 31944.612473 ∣ critic_nllloss : 25880.269727 ∣ critic_ganloss : -191.186920 ∣ generator_nllloss : 5176.387500 ∣ generator_ganloss : 1170.502295 ∣     [  std_z : 1.00  real_sub_fake : 1124.63 ]
[  epoch 0035/0040] 1630/4800, lr:1.3e-05 ∣ avg_100 : 31948.149314 ∣ critic_nllloss : 25811.815234 ∣ critic_ganloss : -212.719058 ∣ generator_nllloss : 5190.274219 ∣ generator_ganloss : 1148.585596 ∣     [  std_z : 1.00  real_sub_fake : 1019.92 ]
[  epoch 0035/0040] 1640/4800, lr:1.3e-05 ∣ avg_100 : 31946.885386 ∣ critic_nllloss : 25734.651172 ∣ critic_ganloss : -274.490584 ∣ generator_nllloss : 5197.027930 ∣ generator_ganloss : 1166.796973 ∣     [  std_z : 1.00  real_sub_fake : 880.02 ]
[  epoch 0035/0040] 1650/4800, lr:1.3e-05 ∣ avg_100 : 31948.377537 ∣ critic_nllloss : 25899.505273 ∣ critic_ganloss : -254.416463 ∣ generator_nllloss : 5238.927344 ∣ generator_ganloss : 1173.060498 ∣     [  std_z : 0.99  real_sub_fake : 907.48 ]
[  epoch 0035/0040] 1660/4800, lr:1.3e-05 ∣ avg_100 : 31948.187302 ∣ critic_nllloss : 25801.986133 ∣ critic_ganloss : -326.491316 ∣ generator_nllloss : 5186.824219 ∣ generator_ganloss : 1186.664111 ∣     [  std_z : 0.99  real_sub_fake : 935.15 ]
[  epoch 0035/0040] 1670/4800, lr:1.3e-05 ∣ avg_100 : 31950.893406 ∣ critic_nllloss : 25949.660156 ∣ critic_ganloss : -272.020218 ∣ generator_nllloss : 5148.767383 ∣ generator_ganloss : 1181.308447 ∣     [  std_z : 0.99  real_sub_fake : 910.62 ]
[  epoch 0035/0040] 1680/4800, lr:1.3e-05 ∣ avg_100 : 31948.683515 ∣ critic_nllloss : 25437.175391 ∣ critic_ganloss : -256.471716 ∣ generator_nllloss : 5027.272656 ∣ generator_ganloss : 1180.854199 ∣     [  std_z : 0.99  real_sub_fake : 982.53 ]
[  epoch 0035/0040] 1690/4800, lr:1.3e-05 ∣ avg_100 : 31948.196356 ∣ critic_nllloss : 25922.701562 ∣ critic_ganloss : -283.885088 ∣ generator_nllloss : 5188.185156 ∣ generator_ganloss : 1183.216309 ∣     [  std_z : 1.00  real_sub_fake : 981.21 ]
[  epoch 0035/0040] 1700/4800, lr:1.3e-05 ∣ avg_100 : 31952.340202 ∣ critic_nllloss : 26062.985547 ∣ critic_ganloss : -180.141202 ∣ generator_nllloss : 5203.608594 ∣ generator_ganloss : 1187.074658 ∣     [  std_z : 1.00  real_sub_fake : 1076.06 ]
[  epoch 0035/0040] 1710/4800, lr:1.3e-05 ∣ avg_100 : 31950.491965 ∣ critic_nllloss : 25803.810547 ∣ critic_ganloss : -364.755887 ∣ generator_nllloss : 5166.688281 ∣ generator_ganloss : 1214.595801 ∣     [  std_z : 1.00  real_sub_fake : 1030.17 ]
[  epoch 0035/0040] 1720/4800, lr:1.3e-05 ∣ avg_100 : 31949.611714 ∣ critic_nllloss : 25840.701758 ∣ critic_ganloss : -227.952763 ∣ generator_nllloss : 5148.752734 ∣ generator_ganloss : 1195.010400 ∣     [  std_z : 1.00  real_sub_fake : 853.95 ]
[  epoch 0035/0040] 1730/4800, lr:1.3e-05 ∣ avg_100 : 31950.397410 ∣ critic_nllloss : 25894.917578 ∣ critic_ganloss : -237.012955 ∣ generator_nllloss : 5172.194727 ∣ generator_ganloss : 1170.725586 ∣     [  std_z : 0.99  real_sub_fake : 989.83 ]
[  epoch 0035/0040] 1740/4800, lr:1.3e-05 ∣ avg_100 : 31951.375652 ∣ critic_nllloss : 25980.776953 ∣ critic_ganloss : -293.233975 ∣ generator_nllloss : 5185.222070 ∣ generator_ganloss : 1169.025977 ∣     [  std_z : 0.99  real_sub_fake : 999.27 ]
[  epoch 0035/0040] 1750/4800, lr:1.3e-05 ∣ avg_100 : 31949.424214 ∣ critic_nllloss : 25790.333789 ∣ critic_ganloss : -326.618497 ∣ generator_nllloss : 5126.355469 ∣ generator_ganloss : 1141.384180 ∣     [  std_z : 0.99  real_sub_fake : 1091.15 ]
[  epoch 0035/0040] 1760/4800, lr:1.3e-05 ∣ avg_100 : 31942.566349 ∣ critic_nllloss : 25669.878320 ∣ critic_ganloss : -283.779514 ∣ generator_nllloss : 5060.660742 ∣ generator_ganloss : 1120.475293 ∣     [  std_z : 0.99  real_sub_fake : 1205.78 ]
[  epoch 0035/0040] 1770/4800, lr:1.3e-05 ∣ avg_100 : 31940.092902 ∣ critic_nllloss : 25988.545312 ∣ critic_ganloss : -314.224713 ∣ generator_nllloss : 5187.532227 ∣ generator_ganloss : 1148.586865 ∣     [  std_z : 1.00  real_sub_fake : 1195.79 ]
[  epoch 0035/0040] 1780/4800, lr:1.3e-05 ∣ avg_100 : 31937.049663 ∣ critic_nllloss : 25709.717969 ∣ critic_ganloss : -299.277986 ∣ generator_nllloss : 5123.157422 ∣ generator_ganloss : 1153.578516 ∣     [  std_z : 1.00  real_sub_fake : 987.29 ]
[  epoch 0035/0040] 1790/4800, lr:1.3e-05 ∣ avg_100 : 31937.931074 ∣ critic_nllloss : 25988.214062 ∣ critic_ganloss : -342.246054 ∣ generator_nllloss : 5242.967969 ∣ generator_ganloss : 1151.885156 ∣     [  std_z : 1.00  real_sub_fake : 1187.37 ]
[  epoch 0035/0040] 1800/4800, lr:1.3e-05 ∣ avg_100 : 31939.110824 ∣ critic_nllloss : 25858.699414 ∣ critic_ganloss : -331.477087 ∣ generator_nllloss : 5224.246484 ∣ generator_ganloss : 1152.775879 ∣     [  std_z : 0.99  real_sub_fake : 1192.25 ]
[  epoch 0035/0040] 1810/4800, lr:1.3e-05 ∣ avg_100 : 31936.611963 ∣ critic_nllloss : 25833.913086 ∣ critic_ganloss : -342.776678 ∣ generator_nllloss : 5192.487109 ∣ generator_ganloss : 1161.994971 ∣     [  std_z : 0.99  real_sub_fake : 1255.28 ]
[  epoch 0035/0040] 1820/4800, lr:1.3e-05 ∣ avg_100 : 31933.250488 ∣ critic_nllloss : 25885.797461 ∣ critic_ganloss : -367.122534 ∣ generator_nllloss : 5173.881836 ∣ generator_ganloss : 1170.180078 ∣     [  std_z : 1.00  real_sub_fake : 1267.51 ]
[  epoch 0035/0040] 1830/4800, lr:1.3e-05 ∣ avg_100 : 31932.073649 ∣ critic_nllloss : 25833.109375 ∣ critic_ganloss : -278.615482 ∣ generator_nllloss : 5210.994727 ∣ generator_ganloss : 1172.483350 ∣     [  std_z : 1.00  real_sub_fake : 1256.59 ]
[  epoch 0035/0040] 1840/4800, lr:1.3e-05 ∣ avg_100 : 31931.426950 ∣ critic_nllloss : 25838.345508 ∣ critic_ganloss : -329.623486 ∣ generator_nllloss : 5227.076953 ∣ generator_ganloss : 1157.299268 ∣     [  std_z : 1.00  real_sub_fake : 1261.68 ]
[  epoch 0035/0040] 1850/4800, lr:1.3e-05 ∣ avg_100 : 31928.774783 ∣ critic_nllloss : 25781.201562 ∣ critic_ganloss : -341.819263 ∣ generator_nllloss : 5194.315430 ∣ generator_ganloss : 1162.723779 ∣     [  std_z : 0.99  real_sub_fake : 1288.94 ]
[  epoch 0035/0040] 1860/4800, lr:1.3e-05 ∣ avg_100 : 31931.940010 ∣ critic_nllloss : 25955.133594 ∣ critic_ganloss : -306.462708 ∣ generator_nllloss : 5236.543164 ∣ generator_ganloss : 1185.517041 ∣     [  std_z : 0.99  real_sub_fake : 1375.44 ]
[  epoch 0035/0040] 1870/4800, lr:1.3e-05 ∣ avg_100 : 31932.369083 ∣ critic_nllloss : 25783.412305 ∣ critic_ganloss : -193.722620 ∣ generator_nllloss : 5128.732813 ∣ generator_ganloss : 1164.349902 ∣     [  std_z : 0.99  real_sub_fake : 1234.07 ]
[  epoch 0035/0040] 1880/4800, lr:1.3e-05 ∣ avg_100 : 31932.690997 ∣ critic_nllloss : 25784.576953 ∣ critic_ganloss : -214.388956 ∣ generator_nllloss : 5184.501172 ∣ generator_ganloss : 1170.529687 ∣     [  std_z : 0.99  real_sub_fake : 1041.42 ]
[  epoch 0035/0040] 1890/4800, lr:1.3e-05 ∣ avg_100 : 31932.083383 ∣ critic_nllloss : 25791.291797 ∣ critic_ganloss : -308.896518 ∣ generator_nllloss : 5156.684766 ∣ generator_ganloss : 1182.161084 ∣     [  std_z : 0.99  real_sub_fake : 970.85 ]
[  epoch 0035/0040] 1900/4800, lr:1.3e-05 ∣ avg_100 : 31933.686041 ∣ critic_nllloss : 26087.911914 ∣ critic_ganloss : -348.258002 ∣ generator_nllloss : 5206.931250 ∣ generator_ganloss : 1164.494189 ∣     [  std_z : 1.00  real_sub_fake : 1206.32 ]
[  epoch 0035/0040] 1910/4800, lr:1.3e-05 ∣ avg_100 : 31933.181326 ∣ critic_nllloss : 25974.996484 ∣ critic_ganloss : -372.206567 ∣ generator_nllloss : 5208.003711 ∣ generator_ganloss : 1171.399023 ∣     [  std_z : 1.00  real_sub_fake : 1177.16 ]
[  epoch 0035/0040] 1920/4800, lr:1.3e-05 ∣ avg_100 : 31931.791524 ∣ critic_nllloss : 25909.296289 ∣ critic_ganloss : -262.600711 ∣ generator_nllloss : 5209.129102 ∣ generator_ganloss : 1161.230176 ∣     [  std_z : 1.00  real_sub_fake : 1137.26 ]
[  epoch 0035/0040] 1930/4800, lr:1.3e-05 ∣ avg_100 : 31928.297178 ∣ critic_nllloss : 25553.558789 ∣ critic_ganloss : -323.976038 ∣ generator_nllloss : 5119.202734 ∣ generator_ganloss : 1126.650586 ∣     [  std_z : 1.00  real_sub_fake : 1153.70 ]
[  epoch 0035/0040] 1940/4800, lr:1.3e-05 ∣ avg_100 : 31927.641513 ∣ critic_nllloss : 25882.809570 ∣ critic_ganloss : -309.473637 ∣ generator_nllloss : 5260.535742 ∣ generator_ganloss : 1153.561035 ∣     [  std_z : 0.99  real_sub_fake : 1216.78 ]
[  epoch 0035/0040] 1950/4800, lr:1.3e-05 ∣ avg_100 : 31926.191731 ∣ critic_nllloss : 25747.339453 ∣ critic_ganloss : -276.932751 ∣ generator_nllloss : 5059.669336 ∣ generator_ganloss : 1147.270703 ∣     [  std_z : 0.99  real_sub_fake : 1199.78 ]
[  epoch 0035/0040] 1960/4800, lr:1.3e-05 ∣ avg_100 : 31922.796116 ∣ critic_nllloss : 25652.885742 ∣ critic_ganloss : -229.592896 ∣ generator_nllloss : 5071.128516 ∣ generator_ganloss : 1150.257080 ∣     [  std_z : 0.99  real_sub_fake : 1097.63 ]
[  epoch 0035/0040] 1970/4800, lr:1.3e-05 ∣ avg_100 : 31923.263376 ∣ critic_nllloss : 25785.642969 ∣ critic_ganloss : -222.507585 ∣ generator_nllloss : 5129.975000 ∣ generator_ganloss : 1168.526172 ∣     [  std_z : 1.00  real_sub_fake : 1007.79 ]
[  epoch 0035/0040] 1980/4800, lr:1.3e-05 ∣ avg_100 : 31925.893912 ∣ critic_nllloss : 26023.411914 ∣ critic_ganloss : -296.888800 ∣ generator_nllloss : 5288.587695 ∣ generator_ganloss : 1166.918848 ∣     [  std_z : 1.00  real_sub_fake : 982.15 ]
[  epoch 0035/0040] 1990/4800, lr:1.3e-05 ∣ avg_100 : 31925.997189 ∣ critic_nllloss : 25730.397070 ∣ critic_ganloss : -259.319028 ∣ generator_nllloss : 5175.731445 ∣ generator_ganloss : 1163.408789 ∣     [  std_z : 1.00  real_sub_fake : 949.28 ]
[  epoch 0035/0040] 2000/4800, lr:1.3e-05 ∣ avg_100 : 31924.941239 ∣ critic_nllloss : 25908.063867 ∣ critic_ganloss : -270.733705 ∣ generator_nllloss : 5015.125391 ∣ generator_ganloss : 1162.007275 ∣     [  std_z : 1.00  real_sub_fake : 1033.06 ]
[  epoch 0035/0040] 2010/4800, lr:1.3e-05 ∣ avg_100 : 31922.500104 ∣ critic_nllloss : 25707.443750 ∣ critic_ganloss : -239.277438 ∣ generator_nllloss : 5080.296094 ∣ generator_ganloss : 1172.164746 ∣     [  std_z : 1.00  real_sub_fake : 977.93 ]
[  epoch 0035/0040] 2020/4800, lr:1.3e-05 ∣ avg_100 : 31924.152723 ∣ critic_nllloss : 26027.391211 ∣ critic_ganloss : -251.963652 ∣ generator_nllloss : 5178.784180 ∣ generator_ganloss : 1189.161279 ∣     [  std_z : 0.99  real_sub_fake : 1015.53 ]
[  epoch 0035/0040] 2030/4800, lr:1.3e-05 ∣ avg_100 : 31921.359236 ∣ critic_nllloss : 25753.213867 ∣ critic_ganloss : -326.830276 ∣ generator_nllloss : 5232.000391 ∣ generator_ganloss : 1192.033252 ∣     [  std_z : 0.99  real_sub_fake : 1045.69 ]
[  epoch 0035/0040] 2040/4800, lr:1.3e-05 ∣ avg_100 : 31922.324438 ∣ critic_nllloss : 25826.033594 ∣ critic_ganloss : -255.314725 ∣ generator_nllloss : 5220.484375 ∣ generator_ganloss : 1188.471240 ∣     [  std_z : 0.99  real_sub_fake : 1052.91 ]
[  epoch 0035/0040] 2050/4800, lr:1.3e-05 ∣ avg_100 : 31925.096070 ∣ critic_nllloss : 26008.743359 ∣ critic_ganloss : -286.151517 ∣ generator_nllloss : 5178.076758 ∣ generator_ganloss : 1186.517578 ∣     [  std_z : 0.99  real_sub_fake : 1056.04 ]
[  epoch 0035/0040] 2060/4800, lr:1.3e-05 ∣ avg_100 : 31926.739376 ∣ critic_nllloss : 25929.165625 ∣ critic_ganloss : -265.503328 ∣ generator_nllloss : 5219.303711 ∣ generator_ganloss : 1192.430957 ∣     [  std_z : 0.99  real_sub_fake : 1078.39 ]
[  epoch 0035/0040] 2070/4800, lr:1.3e-05 ∣ avg_100 : 31923.309427 ∣ critic_nllloss : 25868.442188 ∣ critic_ganloss : -340.805197 ∣ generator_nllloss : 5221.452734 ∣ generator_ganloss : 1177.128125 ∣     [  std_z : 1.00  real_sub_fake : 1123.14 ]
[  epoch 0035/0040] 2080/4800, lr:1.3e-05 ∣ avg_100 : 31925.786444 ∣ critic_nllloss : 25923.650977 ∣ critic_ganloss : -264.295689 ∣ generator_nllloss : 5221.052734 ∣ generator_ganloss : 1186.227148 ∣     [  std_z : 0.99  real_sub_fake : 1115.95 ]
[  epoch 0035/0040] 2090/4800, lr:1.3e-05 ∣ avg_100 : 31924.606163 ∣ critic_nllloss : 26016.971484 ∣ critic_ganloss : -370.063480 ∣ generator_nllloss : 5174.543164 ∣ generator_ganloss : 1186.484131 ∣     [  std_z : 0.99  real_sub_fake : 1144.11 ]
[  epoch 0035/0040] 2100/4800, lr:1.3e-05 ∣ avg_100 : 31923.410151 ∣ critic_nllloss : 25895.020898 ∣ critic_ganloss : -337.385010 ∣ generator_nllloss : 5133.946289 ∣ generator_ganloss : 1184.449316 ∣     [  std_z : 0.99  real_sub_fake : 1144.52 ]
[  epoch 0035/0040] 2110/4800, lr:1.3e-05 ∣ avg_100 : 31926.024779 ∣ critic_nllloss : 26063.723047 ∣ critic_ganloss : -405.196310 ∣ generator_nllloss : 5315.276953 ∣ generator_ganloss : 1186.175000 ∣     [  std_z : 1.00  real_sub_fake : 1351.68 ]
[  epoch 0035/0040] 2120/4800, lr:1.3e-05 ∣ avg_100 : 31926.690662 ∣ critic_nllloss : 26063.223828 ∣ critic_ganloss : -210.493811 ∣ generator_nllloss : 5183.785742 ∣ generator_ganloss : 1188.053027 ∣     [  std_z : 1.00  real_sub_fake : 1279.77 ]
[  epoch 0035/0040] 2130/4800, lr:1.3e-05 ∣ avg_100 : 31924.659093 ∣ critic_nllloss : 25836.508789 ∣ critic_ganloss : -223.406831 ∣ generator_nllloss : 5129.299219 ∣ generator_ganloss : 1206.704053 ∣     [  std_z : 1.00  real_sub_fake : 889.24 ]
[  epoch 0035/0040] 2140/4800, lr:1.3e-05 ∣ avg_100 : 31925.028888 ∣ critic_nllloss : 25819.068555 ∣ critic_ganloss : -254.255991 ∣ generator_nllloss : 5105.166406 ∣ generator_ganloss : 1195.539502 ∣     [  std_z : 1.00  real_sub_fake : 973.05 ]
[  epoch 0035/0040] 2150/4800, lr:1.3e-05 ∣ avg_100 : 31924.532393 ∣ critic_nllloss : 25784.872461 ∣ critic_ganloss : -294.723111 ∣ generator_nllloss : 5234.023633 ∣ generator_ganloss : 1169.733057 ∣     [  std_z : 1.00  real_sub_fake : 1105.16 ]
[  epoch 0035/0040] 2160/4800, lr:1.3e-05 ∣ avg_100 : 31926.349113 ∣ critic_nllloss : 25673.480078 ∣ critic_ganloss : -219.112720 ∣ generator_nllloss : 5217.963086 ∣ generator_ganloss : 1169.004443 ∣     [  std_z : 0.99  real_sub_fake : 1124.17 ]
[  epoch 0035/0040] 2170/4800, lr:1.3e-05 ∣ avg_100 : 31926.329209 ∣ critic_nllloss : 25939.825000 ∣ critic_ganloss : -328.620612 ∣ generator_nllloss : 5073.688477 ∣ generator_ganloss : 1177.267529 ∣     [  std_z : 0.99  real_sub_fake : 1115.15 ]
[  epoch 0035/0040] 2180/4800, lr:1.3e-05 ∣ avg_100 : 31924.936946 ∣ critic_nllloss : 25924.602539 ∣ critic_ganloss : -355.485901 ∣ generator_nllloss : 5141.469922 ∣ generator_ganloss : 1172.305908 ∣     [  std_z : 0.99  real_sub_fake : 1096.05 ]
[  epoch 0035/0040] 2190/4800, lr:1.3e-05 ∣ avg_100 : 31926.502930 ∣ critic_nllloss : 25979.410742 ∣ critic_ganloss : -322.872333 ∣ generator_nllloss : 5204.034766 ∣ generator_ganloss : 1180.943115 ∣     [  std_z : 1.00  real_sub_fake : 1139.79 ]
[  epoch 0035/0040] 2200/4800, lr:1.3e-05 ∣ avg_100 : 31927.099234 ∣ critic_nllloss : 25967.663867 ∣ critic_ganloss : -298.545313 ∣ generator_nllloss : 5202.317383 ∣ generator_ganloss : 1172.341309 ∣     [  std_z : 1.00  real_sub_fake : 1216.44 ]
[  epoch 0035/0040] 2210/4800, lr:1.3e-05 ∣ avg_100 : 31931.263139 ∣ critic_nllloss : 26128.828516 ∣ critic_ganloss : -271.596967 ∣ generator_nllloss : 5204.044336 ∣ generator_ganloss : 1176.421924 ∣     [  std_z : 1.00  real_sub_fake : 1288.46 ]
[  epoch 0035/0040] 2220/4800, lr:1.3e-05 ∣ avg_100 : 31931.512668 ∣ critic_nllloss : 25665.270508 ∣ critic_ganloss : -287.135803 ∣ generator_nllloss : 5057.680664 ∣ generator_ganloss : 1188.409033 ∣     [  std_z : 0.99  real_sub_fake : 1025.41 ]
[  epoch 0035/0040] 2230/4800, lr:1.3e-05 ∣ avg_100 : 31931.550665 ∣ critic_nllloss : 25727.471875 ∣ critic_ganloss : -260.648828 ∣ generator_nllloss : 5021.935156 ∣ generator_ganloss : 1168.055664 ∣     [  std_z : 1.00  real_sub_fake : 1210.20 ]
[  epoch 0035/0040] 2240/4800, lr:1.3e-05 ∣ avg_100 : 31931.693157 ∣ critic_nllloss : 25750.982812 ∣ critic_ganloss : -319.356122 ∣ generator_nllloss : 5250.122461 ∣ generator_ganloss : 1180.701758 ∣     [  std_z : 1.00  real_sub_fake : 1125.42 ]
[  epoch 0035/0040] 2250/4800, lr:1.3e-05 ∣ avg_100 : 31933.072120 ∣ critic_nllloss : 26026.921875 ∣ critic_ganloss : -287.111795 ∣ generator_nllloss : 5213.545703 ∣ generator_ganloss : 1196.055469 ∣     [  std_z : 1.00  real_sub_fake : 1046.70 ]
[  epoch 0035/0040] 2260/4800, lr:1.3e-05 ∣ avg_100 : 31933.802106 ∣ critic_nllloss : 26006.454102 ∣ critic_ganloss : -264.244946 ∣ generator_nllloss : 5190.828320 ∣ generator_ganloss : 1175.465625 ∣     [  std_z : 0.99  real_sub_fake : 1112.29 ]
[  epoch 0035/0040] 2270/4800, lr:1.3e-05 ∣ avg_100 : 31934.034603 ∣ critic_nllloss : 25927.069531 ∣ critic_ganloss : -292.417229 ∣ generator_nllloss : 5189.991211 ∣ generator_ganloss : 1173.752734 ∣     [  std_z : 0.99  real_sub_fake : 1060.40 ]
[  epoch 0035/0040] 2280/4800, lr:1.3e-05 ∣ avg_100 : 31935.838937 ∣ critic_nllloss : 26043.986328 ∣ critic_ganloss : -278.532257 ∣ generator_nllloss : 5200.906055 ∣ generator_ganloss : 1161.366650 ∣     [  std_z : 1.00  real_sub_fake : 1159.51 ]
[  epoch 0035/0040] 2290/4800, lr:1.3e-05 ∣ avg_100 : 31933.973099 ∣ critic_nllloss : 25873.589844 ∣ critic_ganloss : -363.169945 ∣ generator_nllloss : 5243.463281 ∣ generator_ganloss : 1172.405127 ∣     [  std_z : 0.99  real_sub_fake : 1136.57 ]
[  epoch 0035/0040] 2300/4800, lr:1.3e-05 ∣ avg_100 : 31929.407129 ∣ critic_nllloss : 25715.097852 ∣ critic_ganloss : -352.660718 ∣ generator_nllloss : 5111.209961 ∣ generator_ganloss : 1172.770313 ∣     [  std_z : 0.99  real_sub_fake : 1148.38 ]
[  epoch 0035/0040] 2310/4800, lr:1.3e-05 ∣ avg_100 : 31923.256566 ∣ critic_nllloss : 25669.196875 ∣ critic_ganloss : -348.721646 ∣ generator_nllloss : 5092.141211 ∣ generator_ganloss : 1174.245264 ∣     [  std_z : 0.99  real_sub_fake : 1223.59 ]
[  epoch 0035/0040] 2320/4800, lr:1.3e-05 ∣ avg_100 : 31921.042617 ∣ critic_nllloss : 25808.051367 ∣ critic_ganloss : -338.566367 ∣ generator_nllloss : 5098.929883 ∣ generator_ganloss : 1182.685254 ∣     [  std_z : 0.99  real_sub_fake : 1250.23 ]
[  epoch 0035/0040] 2330/4800, lr:1.3e-05 ∣ avg_100 : 31917.590889 ∣ critic_nllloss : 25749.194727 ∣ critic_ganloss : -305.174228 ∣ generator_nllloss : 5157.930469 ∣ generator_ganloss : 1185.674512 ∣     [  std_z : 1.00  real_sub_fake : 1251.62 ]
[  epoch 0035/0040] 2340/4800, lr:1.3e-05 ∣ avg_100 : 31918.877848 ∣ critic_nllloss : 25747.317188 ∣ critic_ganloss : -351.885855 ∣ generator_nllloss : 5223.439844 ∣ generator_ganloss : 1183.206152 ∣     [  std_z : 1.00  real_sub_fake : 1296.68 ]
[  epoch 0035/0040] 2350/4800, lr:1.3e-05 ∣ avg_100 : 31917.826680 ∣ critic_nllloss : 25866.292969 ∣ critic_ganloss : -354.561206 ∣ generator_nllloss : 5142.843750 ∣ generator_ganloss : 1192.961816 ∣     [  std_z : 1.00  real_sub_fake : 1238.52 ]
[  epoch 0035/0040] 2360/4800, lr:1.3e-05 ∣ avg_100 : 31912.287438 ∣ critic_nllloss : 25702.620508 ∣ critic_ganloss : -320.075882 ∣ generator_nllloss : 5021.744727 ∣ generator_ganloss : 1182.457568 ∣     [  std_z : 0.99  real_sub_fake : 1249.28 ]
[  epoch 0035/0040] 2370/4800, lr:1.3e-05 ∣ avg_100 : 31912.626268 ∣ critic_nllloss : 25685.646484 ∣ critic_ganloss : -240.333411 ∣ generator_nllloss : 5074.762500 ∣ generator_ganloss : 1179.234668 ∣     [  std_z : 0.99  real_sub_fake : 1297.21 ]
[  epoch 0035/0040] 2380/4800, lr:1.3e-05 ∣ avg_100 : 31910.229928 ∣ critic_nllloss : 25836.136523 ∣ critic_ganloss : -270.151045 ∣ generator_nllloss : 5137.296680 ∣ generator_ganloss : 1208.129639 ∣     [  std_z : 0.99  real_sub_fake : 1084.98 ]
[  epoch 0035/0040] 2390/4800, lr:1.3e-05 ∣ avg_100 : 31910.836784 ∣ critic_nllloss : 25780.835156 ∣ critic_ganloss : -293.367285 ∣ generator_nllloss : 5213.890234 ∣ generator_ganloss : 1189.134277 ∣     [  std_z : 0.99  real_sub_fake : 1037.23 ]
[  epoch 0035/0040] 2400/4800, lr:1.3e-05 ∣ avg_100 : 31909.722201 ∣ critic_nllloss : 25815.442578 ∣ critic_ganloss : -348.665414 ∣ generator_nllloss : 5166.724609 ∣ generator_ganloss : 1203.464355 ∣     [  std_z : 1.00  real_sub_fake : 1143.55 ]
[  epoch 0035/0040] 2410/4800, lr:1.3e-05 ∣ avg_100 : 31904.337740 ∣ critic_nllloss : 25845.210352 ∣ critic_ganloss : -283.700958 ∣ generator_nllloss : 5058.838477 ∣ generator_ganloss : 1199.745752 ∣     [  std_z : 1.00  real_sub_fake : 1084.76 ]
[  epoch 0035/0040] 2420/4800, lr:1.3e-05 ∣ avg_100 : 31902.501311 ∣ critic_nllloss : 25839.013672 ∣ critic_ganloss : -308.910809 ∣ generator_nllloss : 5165.892383 ∣ generator_ganloss : 1203.590820 ∣     [  std_z : 1.00  real_sub_fake : 1225.47 ]
[  epoch 0035/0040] 2430/4800, lr:1.3e-05 ∣ avg_100 : 31902.304863 ∣ critic_nllloss : 25719.108594 ∣ critic_ganloss : -305.059042 ∣ generator_nllloss : 5118.636719 ∣ generator_ganloss : 1199.868799 ∣     [  std_z : 0.99  real_sub_fake : 1154.21 ]
[  epoch 0035/0040] 2440/4800, lr:1.3e-05 ∣ avg_100 : 31903.059065 ∣ critic_nllloss : 25909.037500 ∣ critic_ganloss : -251.731915 ∣ generator_nllloss : 5214.168750 ∣ generator_ganloss : 1198.045996 ∣     [  std_z : 1.00  real_sub_fake : 1178.13 ]
[  epoch 0035/0040] 2450/4800, lr:1.3e-05 ∣ avg_100 : 31906.041002 ∣ critic_nllloss : 26069.066797 ∣ critic_ganloss : -336.881171 ∣ generator_nllloss : 5255.202539 ∣ generator_ganloss : 1196.547363 ∣     [  std_z : 0.99  real_sub_fake : 1164.85 ]
[  epoch 0035/0040] 2460/4800, lr:1.3e-05 ∣ avg_100 : 31905.340651 ∣ critic_nllloss : 25861.432617 ∣ critic_ganloss : -409.962939 ∣ generator_nllloss : 5294.091797 ∣ generator_ganloss : 1190.394922 ∣     [  std_z : 0.99  real_sub_fake : 1243.93 ]
[  epoch 0035/0040] 2470/4800, lr:1.3e-05 ∣ avg_100 : 31906.683548 ∣ critic_nllloss : 25935.259375 ∣ critic_ganloss : -268.217191 ∣ generator_nllloss : 5170.256250 ∣ generator_ganloss : 1196.646875 ∣     [  std_z : 0.99  real_sub_fake : 1236.03 ]
[  epoch 0035/0040] 2480/4800, lr:1.3e-05 ∣ avg_100 : 31907.348666 ∣ critic_nllloss : 25864.419531 ∣ critic_ganloss : -299.709476 ∣ generator_nllloss : 5171.242969 ∣ generator_ganloss : 1190.575391 ∣     [  std_z : 0.99  real_sub_fake : 1188.96 ]
[  epoch 0035/0040] 2490/4800, lr:1.3e-05 ∣ avg_100 : 31906.042705 ∣ critic_nllloss : 25832.387109 ∣ critic_ganloss : -408.605997 ∣ generator_nllloss : 5106.908984 ∣ generator_ganloss : 1201.495410 ∣     [  std_z : 0.99  real_sub_fake : 1165.79 ]
[  epoch 0035/0040] 2500/4800, lr:1.3e-05 ∣ avg_100 : 31908.230045 ∣ critic_nllloss : 26021.812109 ∣ critic_ganloss : -274.464441 ∣ generator_nllloss : 5230.308398 ∣ generator_ganloss : 1182.853223 ∣     [  std_z : 1.00  real_sub_fake : 1313.06 ]
[  epoch 0035/0040] 2510/4800, lr:1.3e-05 ∣ avg_100 : 31909.388181 ∣ critic_nllloss : 26029.563086 ∣ critic_ganloss : -274.586282 ∣ generator_nllloss : 5232.340625 ∣ generator_ganloss : 1178.048682 ∣     [  std_z : 1.00  real_sub_fake : 1318.31 ]
[  epoch 0035/0040] 2520/4800, lr:1.3e-05 ∣ avg_100 : 31909.335071 ∣ critic_nllloss : 25864.488086 ∣ critic_ganloss : -390.253082 ∣ generator_nllloss : 5238.130078 ∣ generator_ganloss : 1202.868750 ∣     [  std_z : 1.00  real_sub_fake : 1118.18 ]
[  epoch 0035/0040] 2530/4800, lr:1.3e-05 ∣ avg_100 : 31910.527402 ∣ critic_nllloss : 25938.315625 ∣ critic_ganloss : -374.023914 ∣ generator_nllloss : 5189.030273 ∣ generator_ganloss : 1186.042676 ∣     [  std_z : 1.00  real_sub_fake : 1347.42 ]
[  epoch 0035/0040] 2540/4800, lr:1.3e-05 ∣ avg_100 : 31911.396671 ∣ critic_nllloss : 25831.776367 ∣ critic_ganloss : -362.488593 ∣ generator_nllloss : 5264.147266 ∣ generator_ganloss : 1180.263818 ∣     [  std_z : 0.99  real_sub_fake : 1283.89 ]
[  epoch 0035/0040] 2550/4800, lr:1.3e-05 ∣ avg_100 : 31912.317916 ∣ critic_nllloss : 25629.823437 ∣ critic_ganloss : -347.007013 ∣ generator_nllloss : 5105.172656 ∣ generator_ganloss : 1188.600391 ∣     [  std_z : 0.99  real_sub_fake : 1263.72 ]
[  epoch 0035/0040] 2560/4800, lr:1.3e-05 ∣ avg_100 : 31911.206909 ∣ critic_nllloss : 25807.625977 ∣ critic_ganloss : -328.698657 ∣ generator_nllloss : 5167.579102 ∣ generator_ganloss : 1189.740527 ∣     [  std_z : 0.99  real_sub_fake : 1372.23 ]
[  epoch 0035/0040] 2570/4800, lr:1.3e-05 ∣ avg_100 : 31909.524279 ∣ critic_nllloss : 25813.036133 ∣ critic_ganloss : -323.826636 ∣ generator_nllloss : 5179.681445 ∣ generator_ganloss : 1193.310742 ∣     [  std_z : 0.99  real_sub_fake : 1363.34 ]
[  epoch 0035/0040] 2580/4800, lr:1.3e-05 ∣ avg_100 : 31909.733329 ∣ critic_nllloss : 25819.304297 ∣ critic_ganloss : -255.884787 ∣ generator_nllloss : 5132.743750 ∣ generator_ganloss : 1212.356299 ∣     [  std_z : 1.00  real_sub_fake : 1115.39 ]
[  epoch 0035/0040] 2590/4800, lr:1.3e-05 ∣ avg_100 : 31908.098753 ∣ critic_nllloss : 25737.083789 ∣ critic_ganloss : -189.078383 ∣ generator_nllloss : 5127.293750 ∣ generator_ganloss : 1208.627246 ∣     [  std_z : 1.00  real_sub_fake : 896.72 ]
[  epoch 0035/0040] 2600/4800, lr:1.3e-05 ∣ avg_100 : 31912.787311 ∣ critic_nllloss : 26044.903320 ∣ critic_ganloss : -94.138434 ∣ generator_nllloss : 5230.556250 ∣ generator_ganloss : 1213.831396 ∣  [  std_z : 1.00  real_sub_fake : 416.40 ]
[  epoch 0035/0040] 2610/4800, lr:1.3e-05 ∣ avg_100 : 31913.490589 ∣ critic_nllloss : 25952.264062 ∣ critic_ganloss : -120.063562 ∣ generator_nllloss : 5151.525977 ∣ generator_ganloss : 1193.421484 ∣     [  std_z : 1.00  real_sub_fake : 327.16 ]
[  epoch 0035/0040] 2620/4800, lr:1.3e-05 ∣ avg_100 : 31910.457996 ∣ critic_nllloss : 25618.537500 ∣ critic_ganloss : -184.092415 ∣ generator_nllloss : 5131.876562 ∣ generator_ganloss : 1166.391699 ∣     [  std_z : 0.99  real_sub_fake : 423.12 ]
[  epoch 0035/0040] 2630/4800, lr:1.3e-05 ∣ avg_100 : 31913.017578 ∣ critic_nllloss : 26025.435156 ∣ critic_ganloss : -150.406181 ∣ generator_nllloss : 5179.121680 ∣ generator_ganloss : 1139.763574 ∣     [  std_z : 1.00  real_sub_fake : 590.44 ]
[  epoch 0035/0040] 2640/4800, lr:1.3e-05 ∣ avg_100 : 31912.829788 ∣ critic_nllloss : 25739.757422 ∣ critic_ganloss : -169.380089 ∣ generator_nllloss : 5110.081445 ∣ generator_ganloss : 1124.747656 ∣     [  std_z : 1.00  real_sub_fake : 656.59 ]
[  epoch 0035/0040] 2650/4800, lr:1.3e-05 ∣ avg_100 : 31909.804519 ∣ critic_nllloss : 25674.122852 ∣ critic_ganloss : -173.749887 ∣ generator_nllloss : 5130.156836 ∣ generator_ganloss : 1124.019922 ∣     [  std_z : 1.00  real_sub_fake : 576.10 ]
[  epoch 0035/0040] 2660/4800, lr:1.3e-05 ∣ avg_100 : 31909.744193 ∣ critic_nllloss : 25809.603711 ∣ critic_ganloss : -188.499252 ∣ generator_nllloss : 5111.278125 ∣ generator_ganloss : 1110.568018 ∣     [  std_z : 1.00  real_sub_fake : 762.48 ]
[  epoch 0035/0040] 2670/4800, lr:1.3e-05 ∣ avg_100 : 31911.150060 ∣ critic_nllloss : 26131.826172 ∣ critic_ganloss : -245.376280 ∣ generator_nllloss : 5158.391016 ∣ generator_ganloss : 1103.461523 ∣     [  std_z : 0.99  real_sub_fake : 859.97 ]
[  epoch 0035/0040] 2680/4800, lr:1.3e-05 ∣ avg_100 : 31915.711928 ∣ critic_nllloss : 25877.553516 ∣ critic_ganloss : -280.255954 ∣ generator_nllloss : 5138.505469 ∣ generator_ganloss : 1109.214307 ∣     [  std_z : 0.99  real_sub_fake : 859.06 ]
[  epoch 0035/0040] 2690/4800, lr:1.3e-05 ∣ avg_100 : 31916.264571 ∣ critic_nllloss : 25873.805469 ∣ critic_ganloss : -210.788557 ∣ generator_nllloss : 5283.890234 ∣ generator_ganloss : 1118.575098 ∣     [  std_z : 0.99  real_sub_fake : 838.91 ]
[  epoch 0035/0040] 2700/4800, lr:1.3e-05 ∣ avg_100 : 31913.873175 ∣ critic_nllloss : 26073.241602 ∣ critic_ganloss : -286.698361 ∣ generator_nllloss : 5135.684375 ∣ generator_ganloss : 1112.160352 ∣     [  std_z : 0.99  real_sub_fake : 1030.40 ]
[  epoch 0035/0040] 2710/4800, lr:1.3e-05 ∣ avg_100 : 31913.593988 ∣ critic_nllloss : 25673.589258 ∣ critic_ganloss : -137.395569 ∣ generator_nllloss : 5128.701172 ∣ generator_ganloss : 1127.525244 ∣     [  std_z : 1.00  real_sub_fake : 848.43 ]
[  epoch 0035/0040] 2720/4800, lr:1.3e-05 ∣ avg_100 : 31913.379936 ∣ critic_nllloss : 25726.842383 ∣ critic_ganloss : -208.029247 ∣ generator_nllloss : 5268.291797 ∣ generator_ganloss : 1148.002002 ∣     [  std_z : 1.00  real_sub_fake : 682.29 ]
[  epoch 0035/0040] 2730/4800, lr:1.3e-05 ∣ avg_100 : 31915.227112 ∣ critic_nllloss : 26007.906055 ∣ critic_ganloss : -132.515060 ∣ generator_nllloss : 5176.045703 ∣ generator_ganloss : 1134.105811 ∣     [  std_z : 1.00  real_sub_fake : 716.67 ]
[  epoch 0035/0040] 2740/4800, lr:1.3e-05 ∣ avg_100 : 31914.550260 ∣ critic_nllloss : 25906.350391 ∣ critic_ganloss : -165.601837 ∣ generator_nllloss : 5107.908789 ∣ generator_ganloss : 1125.448486 ∣     [  std_z : 1.00  real_sub_fake : 816.22 ]
[  epoch 0035/0040] 2750/4800, lr:1.3e-05 ∣ avg_100 : 31915.326524 ∣ critic_nllloss : 25698.484180 ∣ critic_ganloss : -215.614102 ∣ generator_nllloss : 5201.721484 ∣ generator_ganloss : 1124.489746 ∣     [  std_z : 0.99  real_sub_fake : 818.81 ]
[  epoch 0035/0040] 2760/4800, lr:1.3e-05 ∣ avg_100 : 31920.938304 ∣ critic_nllloss : 26106.976367 ∣ critic_ganloss : -251.818121 ∣ generator_nllloss : 5172.600391 ∣ generator_ganloss : 1100.654199 ∣     [  std_z : 0.99  real_sub_fake : 796.58 ]
[  epoch 0035/0040] 2770/4800, lr:1.3e-05 ∣ avg_100 : 31919.635385 ∣ critic_nllloss : 25908.202148 ∣ critic_ganloss : -269.805818 ∣ generator_nllloss : 5142.914648 ∣ generator_ganloss : 1098.836816 ∣     [  std_z : 0.99  real_sub_fake : 901.04 ]
[  epoch 0035/0040] 2780/4800, lr:1.3e-05 ∣ avg_100 : 31923.138223 ∣ critic_nllloss : 26063.898047 ∣ critic_ganloss : -251.894170 ∣ generator_nllloss : 5130.458594 ∣ generator_ganloss : 1094.997314 ∣     [  std_z : 0.99  real_sub_fake : 938.70 ]
[  epoch 0035/0040] 2790/4800, lr:1.3e-05 ∣ avg_100 : 31920.680871 ∣ critic_nllloss : 25828.735742 ∣ critic_ganloss : -343.077695 ∣ generator_nllloss : 5209.125977 ∣ generator_ganloss : 1100.301855 ∣     [  std_z : 1.00  real_sub_fake : 1001.26 ]
[  epoch 0035/0040] 2800/4800, lr:1.3e-05 ∣ avg_100 : 31921.022020 ∣ critic_nllloss : 25980.478125 ∣ critic_ganloss : -350.074908 ∣ generator_nllloss : 5214.304688 ∣ generator_ganloss : 1093.651709 ∣     [  std_z : 1.00  real_sub_fake : 1098.71 ]
[  epoch 0035/0040] 2810/4800, lr:1.3e-05 ∣ avg_100 : 31920.044852 ∣ critic_nllloss : 25884.188672 ∣ critic_ganloss : -363.118735 ∣ generator_nllloss : 5119.915039 ∣ generator_ganloss : 1106.916699 ∣     [  std_z : 1.00  real_sub_fake : 1255.40 ]
[  epoch 0035/0040] 2820/4800, lr:1.3e-05 ∣ avg_100 : 31919.805688 ∣ critic_nllloss : 25812.483594 ∣ critic_ganloss : -250.810742 ∣ generator_nllloss : 5168.238086 ∣ generator_ganloss : 1108.909473 ∣     [  std_z : 0.99  real_sub_fake : 1166.32 ]
[  epoch 0035/0040] 2830/4800, lr:1.3e-05 ∣ avg_100 : 31916.604574 ∣ critic_nllloss : 25735.856836 ∣ critic_ganloss : -340.433826 ∣ generator_nllloss : 5080.564648 ∣ generator_ganloss : 1141.872998 ∣     [  std_z : 1.00  real_sub_fake : 1136.32 ]
[  epoch 0035/0040] 2840/4800, lr:1.3e-05 ∣ avg_100 : 31919.131801 ∣ critic_nllloss : 25903.610938 ∣ critic_ganloss : -71.404295 ∣ generator_nllloss : 5145.726758 ∣ generator_ganloss : 1167.887500 ∣  [  std_z : 1.00  real_sub_fake : 823.85 ]
[  epoch 0035/0040] 2850/4800, lr:1.3e-05 ∣ avg_100 : 31923.602437 ∣ critic_nllloss : 25828.976758 ∣ critic_ganloss : -71.711511 ∣ generator_nllloss : 5299.692969 ∣ generator_ganloss : 1186.526855 ∣  [  std_z : 1.00  real_sub_fake : 327.43 ]
[  epoch 0035/0040] 2860/4800, lr:1.3e-05 ∣ avg_100 : 31924.013302 ∣ critic_nllloss : 25821.522461 ∣ critic_ganloss : -46.763036 ∣ generator_nllloss : 5170.176562 ∣ generator_ganloss : 1166.881641 ∣  [  std_z : 0.99  real_sub_fake : 232.30 ]
[  epoch 0035/0040] 2870/4800, lr:1.3e-05 ∣ avg_100 : 31926.862356 ∣ critic_nllloss : 25954.109961 ∣ critic_ganloss : -77.735604 ∣ generator_nllloss : 5138.508789 ∣ generator_ganloss : 1152.794629 ∣  [  std_z : 0.99  real_sub_fake : 266.62 ]
[  epoch 0035/0040] 2880/4800, lr:1.3e-05 ∣ avg_100 : 31928.500157 ∣ critic_nllloss : 25840.496484 ∣ critic_ganloss : -50.506866 ∣ generator_nllloss : 5161.702344 ∣ generator_ganloss : 1137.307031 ∣  [  std_z : 1.00  real_sub_fake : 261.69 ]
[  epoch 0035/0040] 2890/4800, lr:1.3e-05 ∣ avg_100 : 31935.233708 ∣ critic_nllloss : 26143.344141 ∣ critic_ganloss : -80.699168 ∣ generator_nllloss : 5312.935352 ∣ generator_ganloss : 1119.015918 ∣  [  std_z : 0.99  real_sub_fake : 338.21 ]
[  epoch 0035/0040] 2900/4800, lr:1.3e-05 ∣ avg_100 : 31936.073663 ∣ critic_nllloss : 25953.339844 ∣ critic_ganloss : -97.902851 ∣ generator_nllloss : 5230.278906 ∣ generator_ganloss : 1109.358887 ∣  [  std_z : 0.99  real_sub_fake : 477.66 ]
[  epoch 0035/0040] 2910/4800, lr:1.3e-05 ∣ avg_100 : 31935.327839 ∣ critic_nllloss : 25770.349219 ∣ critic_ganloss : -142.633430 ∣ generator_nllloss : 5175.662109 ∣ generator_ganloss : 1104.232422 ∣     [  std_z : 0.99  real_sub_fake : 607.49 ]
[  epoch 0035/0040] 2920/4800, lr:1.3e-05 ∣ avg_100 : 31933.399211 ∣ critic_nllloss : 25695.947461 ∣ critic_ganloss : -90.743387 ∣ generator_nllloss : 5105.422656 ∣ generator_ganloss : 1113.565332 ∣  [  std_z : 0.99  real_sub_fake : 681.99 ]
[  epoch 0035/0040] 2930/4800, lr:1.3e-05 ∣ avg_100 : 31939.475739 ∣ critic_nllloss : 25911.967773 ∣ critic_ganloss : -164.375125 ∣ generator_nllloss : 5206.490039 ∣ generator_ganloss : 1129.006152 ∣     [  std_z : 0.99  real_sub_fake : 602.82 ]
[  epoch 0035/0040] 2940/4800, lr:1.3e-05 ∣ avg_100 : 31938.974994 ∣ critic_nllloss : 25890.342969 ∣ critic_ganloss : -201.510413 ∣ generator_nllloss : 5125.665430 ∣ generator_ganloss : 1122.860205 ∣     [  std_z : 1.00  real_sub_fake : 607.89 ]
[  epoch 0035/0040] 2950/4800, lr:1.3e-05 ∣ avg_100 : 31942.323059 ∣ critic_nllloss : 25905.111523 ∣ critic_ganloss : -219.668877 ∣ generator_nllloss : 5208.893555 ∣ generator_ganloss : 1117.817041 ∣     [  std_z : 0.99  real_sub_fake : 669.20 ]
[  epoch 0035/0040] 2960/4800, lr:1.3e-05 ∣ avg_100 : 31944.519666 ∣ critic_nllloss : 25725.377734 ∣ critic_ganloss : -135.769307 ∣ generator_nllloss : 5151.136719 ∣ generator_ganloss : 1123.594043 ∣     [  std_z : 1.00  real_sub_fake : 739.88 ]
[  epoch 0035/0040] 2970/4800, lr:1.3e-05 ∣ avg_100 : 31944.747528 ∣ critic_nllloss : 25827.222852 ∣ critic_ganloss : -254.645628 ∣ generator_nllloss : 5187.110937 ∣ generator_ganloss : 1124.734570 ∣     [  std_z : 0.99  real_sub_fake : 715.81 ]
[  epoch 0035/0040] 2980/4800, lr:1.3e-05 ∣ avg_100 : 31944.754936 ∣ critic_nllloss : 26052.990039 ∣ critic_ganloss : -200.609218 ∣ generator_nllloss : 5207.477930 ∣ generator_ganloss : 1122.911719 ∣     [  std_z : 0.99  real_sub_fake : 814.36 ]
[  epoch 0035/0040] 2990/4800, lr:1.3e-05 ∣ avg_100 : 31946.133538 ∣ critic_nllloss : 25862.814648 ∣ critic_ganloss : -211.887413 ∣ generator_nllloss : 5183.206641 ∣ generator_ganloss : 1113.944531 ∣     [  std_z : 1.00  real_sub_fake : 869.32 ]
[  epoch 0035/0040] 3000/4800, lr:1.3e-05 ∣ avg_100 : 31943.847242 ∣ critic_nllloss : 25664.881641 ∣ critic_ganloss : -308.409921 ∣ generator_nllloss : 5111.329687 ∣ generator_ganloss : 1118.031885 ∣     [  std_z : 0.99  real_sub_fake : 942.88 ]
[  epoch 0035/0040] 3010/4800, lr:1.3e-05 ∣ avg_100 : 31945.693179 ∣ critic_nllloss : 25825.911328 ∣ critic_ganloss : -295.644106 ∣ generator_nllloss : 5245.724609 ∣ generator_ganloss : 1129.229004 ∣     [  std_z : 0.99  real_sub_fake : 986.79 ]
[  epoch 0035/0040] 3020/4800, lr:1.3e-05 ∣ avg_100 : 31944.366902 ∣ critic_nllloss : 25916.161133 ∣ critic_ganloss : -272.188553 ∣ generator_nllloss : 5220.906836 ∣ generator_ganloss : 1145.865918 ∣     [  std_z : 0.99  real_sub_fake : 1099.28 ]
[  epoch 0035/0040] 3030/4800, lr:1.3e-05 ∣ avg_100 : 31946.408947 ∣ critic_nllloss : 25932.228711 ∣ critic_ganloss : -181.903313 ∣ generator_nllloss : 5173.539258 ∣ generator_ganloss : 1130.757080 ∣     [  std_z : 0.99  real_sub_fake : 996.79 ]
[  epoch 0035/0040] 3040/4800, lr:1.3e-05 ∣ avg_100 : 31943.466363 ∣ critic_nllloss : 25824.565039 ∣ critic_ganloss : -313.610597 ∣ generator_nllloss : 5041.995508 ∣ generator_ganloss : 1132.466162 ∣     [  std_z : 1.00  real_sub_fake : 1036.48 ]
[  epoch 0035/0040] 3050/4800, lr:1.3e-05 ∣ avg_100 : 31943.158141 ∣ critic_nllloss : 26055.170508 ∣ critic_ganloss : -265.885391 ∣ generator_nllloss : 5137.683203 ∣ generator_ganloss : 1129.395654 ∣     [  std_z : 1.00  real_sub_fake : 1017.83 ]
[  epoch 0035/0040] 3060/4800, lr:1.3e-05 ∣ avg_100 : 31941.898620 ∣ critic_nllloss : 25802.021680 ∣ critic_ganloss : -253.593045 ∣ generator_nllloss : 5262.469141 ∣ generator_ganloss : 1138.547021 ∣     [  std_z : 1.00  real_sub_fake : 1021.32 ]
[  epoch 0035/0040] 3070/4800, lr:1.3e-05 ∣ avg_100 : 31943.777915 ∣ critic_nllloss : 26019.651172 ∣ critic_ganloss : -271.741431 ∣ generator_nllloss : 5237.176562 ∣ generator_ganloss : 1129.061035 ∣     [  std_z : 1.00  real_sub_fake : 1045.39 ]
[  epoch 0035/0040] 3080/4800, lr:1.3e-05 ∣ avg_100 : 31940.675187 ∣ critic_nllloss : 25719.048047 ∣ critic_ganloss : -230.972321 ∣ generator_nllloss : 5136.667188 ∣ generator_ganloss : 1131.619531 ∣     [  std_z : 0.99  real_sub_fake : 1029.36 ]
[  epoch 0035/0040] 3090/4800, lr:1.3e-05 ∣ avg_100 : 31935.111116 ∣ critic_nllloss : 25473.483594 ∣ critic_ganloss : -320.816824 ∣ generator_nllloss : 5160.373242 ∣ generator_ganloss : 1138.488184 ∣     [  std_z : 0.99  real_sub_fake : 1070.84 ]
[  epoch 0035/0040] 3100/4800, lr:1.3e-05 ∣ avg_100 : 31936.298902 ∣ critic_nllloss : 25989.922266 ∣ critic_ganloss : -301.450577 ∣ generator_nllloss : 5165.292969 ∣ generator_ganloss : 1141.045410 ∣     [  std_z : 0.99  real_sub_fake : 1130.83 ]
[  epoch 0035/0040] 3110/4800, lr:1.3e-05 ∣ avg_100 : 31931.967439 ∣ critic_nllloss : 25742.488086 ∣ critic_ganloss : -284.459390 ∣ generator_nllloss : 5124.653516 ∣ generator_ganloss : 1144.150146 ∣     [  std_z : 0.99  real_sub_fake : 1114.10 ]
[  epoch 0035/0040] 3120/4800, lr:1.3e-05 ∣ avg_100 : 31928.527040 ∣ critic_nllloss : 25853.601172 ∣ critic_ganloss : -325.756204 ∣ generator_nllloss : 5197.022461 ∣ generator_ganloss : 1155.661523 ∣     [  std_z : 1.00  real_sub_fake : 1164.34 ]
[  epoch 0035/0040] 3130/4800, lr:1.3e-05 ∣ avg_100 : 31926.247388 ∣ critic_nllloss : 25735.669336 ∣ critic_ganloss : -265.181909 ∣ generator_nllloss : 5094.456836 ∣ generator_ganloss : 1156.195752 ∣     [  std_z : 1.00  real_sub_fake : 1088.91 ]
[  epoch 0035/0040] 3140/4800, lr:1.3e-05 ∣ avg_100 : 31925.470026 ∣ critic_nllloss : 25749.251367 ∣ critic_ganloss : -299.036755 ∣ generator_nllloss : 5184.311328 ∣ generator_ganloss : 1153.256348 ∣     [  std_z : 0.99  real_sub_fake : 1043.12 ]
[  epoch 0035/0040] 3150/4800, lr:1.3e-05 ∣ avg_100 : 31924.007828 ∣ critic_nllloss : 25819.104492 ∣ critic_ganloss : -340.684836 ∣ generator_nllloss : 5113.582617 ∣ generator_ganloss : 1155.683887 ∣     [  std_z : 0.99  real_sub_fake : 1175.46 ]
[  epoch 0035/0040] 3160/4800, lr:1.3e-05 ∣ avg_100 : 31926.305264 ∣ critic_nllloss : 26002.899414 ∣ critic_ganloss : -246.857394 ∣ generator_nllloss : 5152.552734 ∣ generator_ganloss : 1162.483789 ∣     [  std_z : 0.98  real_sub_fake : 1242.32 ]
[  epoch 0035/0040] 3170/4800, lr:1.3e-05 ∣ avg_100 : 31925.649687 ∣ critic_nllloss : 25786.690625 ∣ critic_ganloss : -307.937228 ∣ generator_nllloss : 5151.782422 ∣ generator_ganloss : 1166.066895 ∣     [  std_z : 0.99  real_sub_fake : 1096.97 ]
[  epoch 0035/0040] 3180/4800, lr:1.3e-05 ∣ avg_100 : 31925.208310 ∣ critic_nllloss : 25755.291797 ∣ critic_ganloss : -330.370520 ∣ generator_nllloss : 5264.545508 ∣ generator_ganloss : 1149.287939 ∣     [  std_z : 0.99  real_sub_fake : 1127.08 ]
[  epoch 0035/0040] 3190/4800, lr:1.3e-05 ∣ avg_100 : 31921.517693 ∣ critic_nllloss : 25749.468750 ∣ critic_ganloss : -338.222000 ∣ generator_nllloss : 5111.627148 ∣ generator_ganloss : 1149.580664 ∣     [  std_z : 1.00  real_sub_fake : 1176.21 ]
[  epoch 0035/0040] 3200/4800, lr:1.3e-05 ∣ avg_100 : 31920.156084 ∣ critic_nllloss : 25903.290234 ∣ critic_ganloss : -357.492087 ∣ generator_nllloss : 5206.304883 ∣ generator_ganloss : 1155.513379 ∣     [  std_z : 1.00  real_sub_fake : 1309.54 ]
[  epoch 0035/0040] 3210/4800, lr:1.3e-05 ∣ avg_100 : 31915.001071 ∣ critic_nllloss : 25719.396094 ∣ critic_ganloss : -388.112418 ∣ generator_nllloss : 5239.638672 ∣ generator_ganloss : 1151.274121 ∣     [  std_z : 0.99  real_sub_fake : 1353.12 ]
[  epoch 0035/0040] 3220/4800, lr:1.3e-05 ∣ avg_100 : 31918.486899 ∣ critic_nllloss : 25883.608594 ∣ critic_ganloss : -164.988110 ∣ generator_nllloss : 5098.381250 ∣ generator_ganloss : 1155.805469 ∣     [  std_z : 0.99  real_sub_fake : 1362.74 ]
[  epoch 0035/0040] 3230/4800, lr:1.3e-05 ∣ avg_100 : 31919.691271 ∣ critic_nllloss : 25776.759375 ∣ critic_ganloss : -270.257782 ∣ generator_nllloss : 5097.977344 ∣ generator_ganloss : 1172.772168 ∣     [  std_z : 0.99  real_sub_fake : 1123.47 ]
[  epoch 0035/0040] 3240/4800, lr:1.3e-05 ∣ avg_100 : 31923.078441 ∣ critic_nllloss : 26103.924414 ∣ critic_ganloss : -330.569597 ∣ generator_nllloss : 5246.849609 ∣ generator_ganloss : 1180.963477 ∣     [  std_z : 0.99  real_sub_fake : 1164.24 ]
[  epoch 0035/0040] 3250/4800, lr:1.3e-05 ∣ avg_100 : 31920.440033 ∣ critic_nllloss : 25836.820508 ∣ critic_ganloss : -322.212856 ∣ generator_nllloss : 5191.038086 ∣ generator_ganloss : 1179.924707 ∣     [  std_z : 1.00  real_sub_fake : 1107.98 ]
[  epoch 0035/0040] 3260/4800, lr:1.3e-05 ∣ avg_100 : 31919.834653 ∣ critic_nllloss : 25896.232812 ∣ critic_ganloss : -278.002701 ∣ generator_nllloss : 5228.831445 ∣ generator_ganloss : 1200.903564 ∣     [  std_z : 0.99  real_sub_fake : 1120.16 ]
[  epoch 0035/0040] 3270/4800, lr:1.3e-05 ∣ avg_100 : 31920.197749 ∣ critic_nllloss : 25993.515234 ∣ critic_ganloss : -291.217816 ∣ generator_nllloss : 5135.859375 ∣ generator_ganloss : 1196.548975 ∣     [  std_z : 0.99  real_sub_fake : 1084.13 ]
[  epoch 0035/0040] 3280/4800, lr:1.3e-05 ∣ avg_100 : 31917.878010 ∣ critic_nllloss : 25839.800586 ∣ critic_ganloss : -353.209268 ∣ generator_nllloss : 5221.658594 ∣ generator_ganloss : 1187.503027 ∣     [  std_z : 0.99  real_sub_fake : 1164.24 ]
[  epoch 0035/0040] 3290/4800, lr:1.3e-05 ∣ avg_100 : 31917.480736 ∣ critic_nllloss : 25903.036328 ∣ critic_ganloss : -402.649640 ∣ generator_nllloss : 5215.598047 ∣ generator_ganloss : 1170.576123 ∣     [  std_z : 0.99  real_sub_fake : 1330.39 ]
[  epoch 0035/0040] 3300/4800, lr:1.3e-05 ∣ avg_100 : 31919.812366 ∣ critic_nllloss : 25902.692969 ∣ critic_ganloss : -377.739645 ∣ generator_nllloss : 5171.217383 ∣ generator_ganloss : 1183.409717 ∣     [  std_z : 0.99  real_sub_fake : 1378.21 ]
[  epoch 0035/0040] 3310/4800, lr:1.3e-05 ∣ avg_100 : 31921.842254 ∣ critic_nllloss : 25713.865234 ∣ critic_ganloss : -272.028909 ∣ generator_nllloss : 5151.153516 ∣ generator_ganloss : 1196.860693 ∣     [  std_z : 0.99  real_sub_fake : 1271.45 ]
[  epoch 0035/0040] 3320/4800, lr:1.3e-05 ∣ avg_100 : 31922.665730 ∣ critic_nllloss : 25889.208594 ∣ critic_ganloss : -369.912384 ∣ generator_nllloss : 5109.736523 ∣ generator_ganloss : 1204.415039 ∣     [  std_z : 1.00  real_sub_fake : 1241.43 ]
[  epoch 0035/0040] 3330/4800, lr:1.3e-05 ∣ avg_100 : 31924.841811 ∣ critic_nllloss : 25890.206445 ∣ critic_ganloss : -258.202963 ∣ generator_nllloss : 5183.068750 ∣ generator_ganloss : 1190.161328 ∣     [  std_z : 1.00  real_sub_fake : 1313.54 ]
[  epoch 0035/0040] 3340/4800, lr:1.3e-05 ∣ avg_100 : 31930.662504 ∣ critic_nllloss : 26014.103906 ∣ critic_ganloss : -66.145218 ∣ generator_nllloss : 5214.809961 ∣ generator_ganloss : 1221.377979 ∣  [  std_z : 0.99  real_sub_fake : 933.41 ]
[  epoch 0035/0040] 3350/4800, lr:1.3e-05 ∣ avg_100 : 31934.218399 ∣ critic_nllloss : 25832.111719 ∣ critic_ganloss : 9.996366 ∣ generator_nllloss : 5121.650391 ∣ generator_ganloss : 1239.368359 ∣    [  std_z : 0.99  real_sub_fake : 183.55 ]
[  epoch 0035/0040] 3360/4800, lr:1.3e-05 ∣ avg_100 : 31940.954002 ∣ critic_nllloss : 25903.816797 ∣ critic_ganloss : -41.864509 ∣ generator_nllloss : 5175.954492 ∣ generator_ganloss : 1222.400391 ∣  [  std_z : 0.99  real_sub_fake : 192.03 ]
[  epoch 0035/0040] 3370/4800, lr:1.3e-05 ∣ avg_100 : 31946.939212 ∣ critic_nllloss : 25884.700391 ∣ critic_ganloss : -56.094761 ∣ generator_nllloss : 5261.477734 ∣ generator_ganloss : 1207.747900 ∣  [  std_z : 1.00  real_sub_fake : 260.39 ]
[  epoch 0035/0040] 3380/4800, lr:1.3e-05 ∣ avg_100 : 31949.711376 ∣ critic_nllloss : 25906.525586 ∣ critic_ganloss : -53.366404 ∣ generator_nllloss : 5136.009375 ∣ generator_ganloss : 1199.459668 ∣  [  std_z : 1.00  real_sub_fake : 290.71 ]
[  epoch 0035/0040] 3390/4800, lr:1.3e-05 ∣ avg_100 : 31950.184395 ∣ critic_nllloss : 25687.090820 ∣ critic_ganloss : -81.469299 ∣ generator_nllloss : 5137.139063 ∣ generator_ganloss : 1195.033691 ∣  [  std_z : 1.00  real_sub_fake : 280.67 ]
[  epoch 0035/0040] 3400/4800, lr:1.3e-05 ∣ avg_100 : 31952.710823 ∣ critic_nllloss : 25875.993945 ∣ critic_ganloss : -69.404790 ∣ generator_nllloss : 5093.396289 ∣ generator_ganloss : 1189.623437 ∣  [  std_z : 1.00  real_sub_fake : 357.95 ]
[  epoch 0035/0040] 3410/4800, lr:1.3e-05 ∣ avg_100 : 31956.254241 ∣ critic_nllloss : 25906.502148 ∣ critic_ganloss : -104.570217 ∣ generator_nllloss : 5194.164844 ∣ generator_ganloss : 1178.338672 ∣     [  std_z : 0.99  real_sub_fake : 406.85 ]
[  epoch 0035/0040] 3420/4800, lr:1.3e-05 ∣ avg_100 : 31959.871633 ∣ critic_nllloss : 25999.321875 ∣ critic_ganloss : -137.143600 ∣ generator_nllloss : 5223.309375 ∣ generator_ganloss : 1175.837646 ∣     [  std_z : 0.99  real_sub_fake : 467.30 ]
[  epoch 0035/0040] 3430/4800, lr:1.3e-05 ∣ avg_100 : 31962.252605 ∣ critic_nllloss : 25791.810742 ∣ critic_ganloss : -103.441219 ∣ generator_nllloss : 5114.955469 ∣ generator_ganloss : 1167.327246 ∣     [  std_z : 0.99  real_sub_fake : 463.00 ]
[  epoch 0035/0040] 3440/4800, lr:1.3e-05 ∣ avg_100 : 31962.920255 ∣ critic_nllloss : 25880.584180 ∣ critic_ganloss : -131.632459 ∣ generator_nllloss : 5223.590039 ∣ generator_ganloss : 1163.743604 ∣     [  std_z : 0.99  real_sub_fake : 516.41 ]
[  epoch 0035/0040] 3450/4800, lr:1.3e-05 ∣ avg_100 : 31960.855604 ∣ critic_nllloss : 25849.022461 ∣ critic_ganloss : -181.025861 ∣ generator_nllloss : 5151.571680 ∣ generator_ganloss : 1157.902148 ∣     [  std_z : 0.99  real_sub_fake : 632.91 ]
[  epoch 0035/0040] 3460/4800, lr:1.3e-05 ∣ avg_100 : 31959.092117 ∣ critic_nllloss : 25555.281250 ∣ critic_ganloss : -175.518492 ∣ generator_nllloss : 5216.123828 ∣ generator_ganloss : 1163.721094 ∣     [  std_z : 1.00  real_sub_fake : 578.26 ]
[  epoch 0035/0040] 3470/4800, lr:1.3e-05 ∣ avg_100 : 31956.818057 ∣ critic_nllloss : 25704.302930 ∣ critic_ganloss : -178.566583 ∣ generator_nllloss : 5125.427148 ∣ generator_ganloss : 1155.375830 ∣     [  std_z : 1.00  real_sub_fake : 617.58 ]
[  epoch 0035/0040] 3480/4800, lr:1.3e-05 ∣ avg_100 : 31959.066739 ∣ critic_nllloss : 25943.765820 ∣ critic_ganloss : -213.391647 ∣ generator_nllloss : 5256.379297 ∣ generator_ganloss : 1164.643066 ∣     [  std_z : 1.00  real_sub_fake : 689.39 ]
[  epoch 0035/0040] 3490/4800, lr:1.3e-05 ∣ avg_100 : 31959.183363 ∣ critic_nllloss : 25792.370508 ∣ critic_ganloss : -210.328969 ∣ generator_nllloss : 4999.942773 ∣ generator_ganloss : 1161.863623 ∣     [  std_z : 0.99  real_sub_fake : 699.47 ]
[  epoch 0035/0040] 3500/4800, lr:1.3e-05 ∣ avg_100 : 31956.421685 ∣ critic_nllloss : 25726.109180 ∣ critic_ganloss : -185.206038 ∣ generator_nllloss : 5184.802148 ∣ generator_ganloss : 1158.636230 ∣     [  std_z : 0.99  real_sub_fake : 766.30 ]
[  epoch 0035/0040] 3510/4800, lr:1.3e-05 ∣ avg_100 : 31955.457673 ∣ critic_nllloss : 25913.569727 ∣ critic_ganloss : -205.812997 ∣ generator_nllloss : 5208.198438 ∣ generator_ganloss : 1153.009766 ∣     [  std_z : 1.00  real_sub_fake : 840.60 ]
[  epoch 0035/0040] 3520/4800, lr:1.3e-05 ∣ avg_100 : 31957.718359 ∣ critic_nllloss : 26001.955469 ∣ critic_ganloss : -187.379913 ∣ generator_nllloss : 5160.820312 ∣ generator_ganloss : 1165.906543 ∣     [  std_z : 1.00  real_sub_fake : 830.93 ]
[  epoch 0035/0040] 3530/4800, lr:1.3e-05 ∣ avg_100 : 31959.123601 ∣ critic_nllloss : 25922.935156 ∣ critic_ganloss : -171.286261 ∣ generator_nllloss : 5143.321680 ∣ generator_ganloss : 1184.918262 ∣     [  std_z : 1.00  real_sub_fake : 739.83 ]
[  epoch 0035/0040] 3540/4800, lr:1.3e-05 ∣ avg_100 : 31960.929370 ∣ critic_nllloss : 25894.971094 ∣ critic_ganloss : -227.057854 ∣ generator_nllloss : 5249.175195 ∣ generator_ganloss : 1177.187354 ∣     [  std_z : 1.00  real_sub_fake : 655.25 ]
[  epoch 0035/0040] 3550/4800, lr:1.3e-05 ∣ avg_100 : 31964.856983 ∣ critic_nllloss : 25808.209570 ∣ critic_ganloss : -272.486058 ∣ generator_nllloss : 5287.379687 ∣ generator_ganloss : 1146.247510 ∣     [  std_z : 0.99  real_sub_fake : 808.24 ]
[  epoch 0035/0040] 3560/4800, lr:1.3e-05 ∣ avg_100 : 31966.575868 ∣ critic_nllloss : 26005.647070 ∣ critic_ganloss : -196.776994 ∣ generator_nllloss : 5057.780078 ∣ generator_ganloss : 1141.485352 ∣     [  std_z : 0.99  real_sub_fake : 888.91 ]
[  epoch 0035/0040] 3570/4800, lr:1.3e-05 ∣ avg_100 : 31967.568521 ∣ critic_nllloss : 25768.187109 ∣ critic_ganloss : -153.103021 ∣ generator_nllloss : 5178.284961 ∣ generator_ganloss : 1168.097900 ∣     [  std_z : 1.00  real_sub_fake : 765.15 ]
[  epoch 0035/0040] 3580/4800, lr:1.3e-05 ∣ avg_100 : 31966.374645 ∣ critic_nllloss : 25635.147656 ∣ critic_ganloss : -158.692284 ∣ generator_nllloss : 5148.706641 ∣ generator_ganloss : 1163.969971 ∣     [  std_z : 1.00  real_sub_fake : 704.15 ]
[  epoch 0035/0040] 3590/4800, lr:1.3e-05 ∣ avg_100 : 31966.981294 ∣ critic_nllloss : 25864.596289 ∣ critic_ganloss : -268.908804 ∣ generator_nllloss : 5193.920703 ∣ generator_ganloss : 1154.983105 ∣     [  std_z : 1.00  real_sub_fake : 802.48 ]
[  epoch 0035/0040] 3600/4800, lr:1.3e-05 ∣ avg_100 : 31964.745062 ∣ critic_nllloss : 26030.167383 ∣ critic_ganloss : -249.207925 ∣ generator_nllloss : 5245.013477 ∣ generator_ganloss : 1145.556445 ∣     [  std_z : 0.99  real_sub_fake : 967.60 ]
[  epoch 0035/0040] 3610/4800, lr:1.3e-05 ∣ avg_100 : 31963.512148 ∣ critic_nllloss : 25951.579102 ∣ critic_ganloss : -291.119275 ∣ generator_nllloss : 5239.536719 ∣ generator_ganloss : 1153.860010 ∣     [  std_z : 0.99  real_sub_fake : 964.80 ]
[  epoch 0035/0040] 3620/4800, lr:1.3e-05 ∣ avg_100 : 31965.453733 ∣ critic_nllloss : 25914.597656 ∣ critic_ganloss : -236.783421 ∣ generator_nllloss : 5090.423047 ∣ generator_ganloss : 1158.634521 ∣     [  std_z : 0.99  real_sub_fake : 1008.91 ]
[  epoch 0035/0040] 3630/4800, lr:1.3e-05 ∣ avg_100 : 31965.928965 ∣ critic_nllloss : 26029.394727 ∣ critic_ganloss : -201.550294 ∣ generator_nllloss : 5253.754687 ∣ generator_ganloss : 1159.838281 ∣     [  std_z : 1.00  real_sub_fake : 969.27 ]
[  epoch 0035/0040] 3640/4800, lr:1.3e-05 ∣ avg_100 : 31969.217354 ∣ critic_nllloss : 25963.443750 ∣ critic_ganloss : -259.866103 ∣ generator_nllloss : 5266.757812 ∣ generator_ganloss : 1163.709863 ∣     [  std_z : 1.00  real_sub_fake : 929.30 ]
[  epoch 0035/0040] 3650/4800, lr:1.3e-05 ∣ avg_100 : 31973.317529 ∣ critic_nllloss : 26015.583594 ∣ critic_ganloss : -300.737637 ∣ generator_nllloss : 5285.392773 ∣ generator_ganloss : 1164.328564 ∣     [  std_z : 1.00  real_sub_fake : 1026.99 ]
[  epoch 0035/0040] 3660/4800, lr:1.3e-05 ∣ avg_100 : 31977.656207 ∣ critic_nllloss : 26031.114844 ∣ critic_ganloss : -163.407022 ∣ generator_nllloss : 5217.279492 ∣ generator_ganloss : 1191.831055 ∣     [  std_z : 1.00  real_sub_fake : 924.06 ]
[  epoch 0035/0040] 3670/4800, lr:1.3e-05 ∣ avg_100 : 31976.377021 ∣ critic_nllloss : 25891.070312 ∣ critic_ganloss : -205.999948 ∣ generator_nllloss : 5143.446680 ∣ generator_ganloss : 1191.866797 ∣     [  std_z : 0.99  real_sub_fake : 839.18 ]
[  epoch 0035/0040] 3680/4800, lr:1.3e-05 ∣ avg_100 : 31976.829308 ∣ critic_nllloss : 25769.384375 ∣ critic_ganloss : -258.365506 ∣ generator_nllloss : 5200.446875 ∣ generator_ganloss : 1178.780322 ∣     [  std_z : 0.99  real_sub_fake : 823.27 ]
[  epoch 0035/0040] 3690/4800, lr:1.3e-05 ∣ avg_100 : 31975.496525 ∣ critic_nllloss : 25780.079297 ∣ critic_ganloss : -234.977005 ∣ generator_nllloss : 5214.795117 ∣ generator_ganloss : 1172.306494 ∣     [  std_z : 0.99  real_sub_fake : 879.13 ]
[  epoch 0035/0040] 3700/4800, lr:1.3e-05 ∣ avg_100 : 31972.809827 ∣ critic_nllloss : 25690.503125 ∣ critic_ganloss : -243.136392 ∣ generator_nllloss : 5163.751367 ∣ generator_ganloss : 1154.600049 ∣     [  std_z : 0.99  real_sub_fake : 967.23 ]
[  epoch 0035/0040] 3710/4800, lr:1.3e-05 ∣ avg_100 : 31972.791228 ∣ critic_nllloss : 25873.669141 ∣ critic_ganloss : -332.476556 ∣ generator_nllloss : 5085.893359 ∣ generator_ganloss : 1163.474316 ∣     [  std_z : 1.00  real_sub_fake : 991.03 ]
[  epoch 0035/0040] 3720/4800, lr:1.3e-05 ∣ avg_100 : 31972.341284 ∣ critic_nllloss : 25809.074023 ∣ critic_ganloss : -282.584109 ∣ generator_nllloss : 5224.972266 ∣ generator_ganloss : 1138.650293 ∣     [  std_z : 1.00  real_sub_fake : 1186.30 ]
[  epoch 0035/0040] 3730/4800, lr:1.3e-05 ∣ avg_100 : 31968.386460 ∣ critic_nllloss : 25808.028711 ∣ critic_ganloss : -280.859402 ∣ generator_nllloss : 5121.962109 ∣ generator_ganloss : 1140.928760 ∣     [  std_z : 1.00  real_sub_fake : 1177.04 ]
[  epoch 0035/0040] 3740/4800, lr:1.3e-05 ∣ avg_100 : 31969.920243 ∣ critic_nllloss : 25944.100391 ∣ critic_ganloss : -213.307385 ∣ generator_nllloss : 5247.897070 ∣ generator_ganloss : 1148.794043 ∣     [  std_z : 1.00  real_sub_fake : 1133.79 ]
[  epoch 0035/0040] 3750/4800, lr:1.3e-05 ∣ avg_100 : 31969.011263 ∣ critic_nllloss : 25809.126367 ∣ critic_ganloss : -355.022198 ∣ generator_nllloss : 5116.212305 ∣ generator_ganloss : 1147.866846 ∣     [  std_z : 0.99  real_sub_fake : 1113.65 ]
[  epoch 0035/0040] 3760/4800, lr:1.3e-05 ∣ avg_100 : 31966.998893 ∣ critic_nllloss : 25897.999805 ∣ critic_ganloss : -331.464133 ∣ generator_nllloss : 5201.434570 ∣ generator_ganloss : 1159.205566 ∣     [  std_z : 0.98  real_sub_fake : 1147.42 ]
[  epoch 0035/0040] 3770/4800, lr:1.3e-05 ∣ avg_100 : 31965.998143 ∣ critic_nllloss : 25826.821680 ∣ critic_ganloss : -376.414044 ∣ generator_nllloss : 5184.771875 ∣ generator_ganloss : 1144.893262 ∣     [  std_z : 0.98  real_sub_fake : 1192.37 ]
[  epoch 0035/0040] 3780/4800, lr:1.3e-05 ∣ avg_100 : 31964.082069 ∣ critic_nllloss : 25840.832227 ∣ critic_ganloss : -312.801727 ∣ generator_nllloss : 5165.581250 ∣ generator_ganloss : 1152.240625 ∣     [  std_z : 0.98  real_sub_fake : 1294.41 ]
[  epoch 0035/0040] 3790/4800, lr:1.3e-05 ∣ avg_100 : 31961.228142 ∣ critic_nllloss : 25672.927930 ∣ critic_ganloss : -404.810236 ∣ generator_nllloss : 5090.267187 ∣ generator_ganloss : 1151.308350 ∣     [  std_z : 0.99  real_sub_fake : 1250.79 ]
[  epoch 0035/0040] 3800/4800, lr:1.3e-05 ∣ avg_100 : 31959.249138 ∣ critic_nllloss : 25680.666211 ∣ critic_ganloss : -285.948712 ∣ generator_nllloss : 5170.101562 ∣ generator_ganloss : 1175.640137 ∣     [  std_z : 1.00  real_sub_fake : 1375.28 ]
[  epoch 0035/0040] 3810/4800, lr:1.3e-05 ∣ avg_100 : 31958.942093 ∣ critic_nllloss : 25707.393164 ∣ critic_ganloss : -265.864648 ∣ generator_nllloss : 5125.058984 ∣ generator_ganloss : 1150.609668 ∣     [  std_z : 1.00  real_sub_fake : 1287.49 ]
[  epoch 0035/0040] 3820/4800, lr:1.3e-05 ∣ avg_100 : 31961.629581 ∣ critic_nllloss : 25960.939258 ∣ critic_ganloss : -261.142116 ∣ generator_nllloss : 5220.441211 ∣ generator_ganloss : 1187.330859 ∣     [  std_z : 1.00  real_sub_fake : 1159.50 ]
[  epoch 0035/0040] 3830/4800, lr:1.3e-05 ∣ avg_100 : 31964.805574 ∣ critic_nllloss : 25870.813672 ∣ critic_ganloss : -274.571072 ∣ generator_nllloss : 5150.612109 ∣ generator_ganloss : 1188.605273 ∣     [  std_z : 1.00  real_sub_fake : 935.02 ]
[  epoch 0035/0040] 3840/4800, lr:1.3e-05 ∣ avg_100 : 31961.692422 ∣ critic_nllloss : 25803.023047 ∣ critic_ganloss : -298.362991 ∣ generator_nllloss : 5170.947461 ∣ generator_ganloss : 1158.898193 ∣     [  std_z : 1.00  real_sub_fake : 1088.61 ]
[  epoch 0035/0040] 3850/4800, lr:1.3e-05 ∣ avg_100 : 31957.941104 ∣ critic_nllloss : 25866.381836 ∣ critic_ganloss : -311.405453 ∣ generator_nllloss : 5145.947852 ∣ generator_ganloss : 1167.428955 ∣     [  std_z : 0.99  real_sub_fake : 1111.41 ]
[  epoch 0035/0040] 3860/4800, lr:1.3e-05 ∣ avg_100 : 31957.515533 ∣ critic_nllloss : 25983.816016 ∣ critic_ganloss : -204.207480 ∣ generator_nllloss : 5132.134375 ∣ generator_ganloss : 1157.517676 ∣     [  std_z : 0.99  real_sub_fake : 945.60 ]
[  epoch 0035/0040] 3870/4800, lr:1.3e-05 ∣ avg_100 : 31953.633630 ∣ critic_nllloss : 25852.189844 ∣ critic_ganloss : -287.340494 ∣ generator_nllloss : 5092.448047 ∣ generator_ganloss : 1122.190039 ∣     [  std_z : 0.99  real_sub_fake : 1159.64 ]
[  epoch 0035/0040] 3880/4800, lr:1.3e-05 ∣ avg_100 : 31951.023431 ∣ critic_nllloss : 25816.174023 ∣ critic_ganloss : -250.764868 ∣ generator_nllloss : 5108.051953 ∣ generator_ganloss : 1154.517969 ∣     [  std_z : 0.99  real_sub_fake : 1150.60 ]
[  epoch 0035/0040] 3890/4800, lr:1.3e-05 ∣ avg_100 : 31946.910867 ∣ critic_nllloss : 25806.630078 ∣ critic_ganloss : -166.014136 ∣ generator_nllloss : 5229.708984 ∣ generator_ganloss : 1213.014941 ∣     [  std_z : 1.00  real_sub_fake : 738.02 ]
[  epoch 0035/0040] 3900/4800, lr:1.3e-05 ∣ avg_100 : 31945.578365 ∣ critic_nllloss : 25936.252539 ∣ critic_ganloss : -246.088718 ∣ generator_nllloss : 5181.567969 ∣ generator_ganloss : 1190.092822 ∣     [  std_z : 1.00  real_sub_fake : 732.19 ]
[  epoch 0035/0040] 3910/4800, lr:1.3e-05 ∣ avg_100 : 31947.666264 ∣ critic_nllloss : 25914.477539 ∣ critic_ganloss : -203.060893 ∣ generator_nllloss : 5225.454297 ∣ generator_ganloss : 1179.529297 ∣     [  std_z : 1.00  real_sub_fake : 868.42 ]
[  epoch 0035/0040] 3920/4800, lr:1.3e-05 ∣ avg_100 : 31949.631999 ∣ critic_nllloss : 25953.791016 ∣ critic_ganloss : -274.445741 ∣ generator_nllloss : 5169.569336 ∣ generator_ganloss : 1171.850879 ∣     [  std_z : 1.00  real_sub_fake : 887.71 ]
[  epoch 0035/0040] 3930/4800, lr:1.3e-05 ∣ avg_100 : 31946.397034 ∣ critic_nllloss : 25774.710352 ∣ critic_ganloss : -327.364380 ∣ generator_nllloss : 5142.856250 ∣ generator_ganloss : 1169.390137 ∣     [  std_z : 1.00  real_sub_fake : 1070.64 ]
[  epoch 0035/0040] 3940/4800, lr:1.3e-05 ∣ avg_100 : 31947.360748 ∣ critic_nllloss : 25913.199219 ∣ critic_ganloss : -221.426251 ∣ generator_nllloss : 5159.331055 ∣ generator_ganloss : 1182.625586 ∣     [  std_z : 0.99  real_sub_fake : 1066.13 ]
[  epoch 0035/0040] 3950/4800, lr:1.3e-05 ∣ avg_100 : 31944.579278 ∣ critic_nllloss : 25689.494336 ∣ critic_ganloss : -228.058202 ∣ generator_nllloss : 5103.943750 ∣ generator_ganloss : 1168.626318 ∣     [  std_z : 0.99  real_sub_fake : 1060.49 ]
[  epoch 0035/0040] 3960/4800, lr:1.3e-05 ∣ avg_100 : 31946.058522 ∣ critic_nllloss : 25993.826172 ∣ critic_ganloss : -330.169702 ∣ generator_nllloss : 5151.960938 ∣ generator_ganloss : 1196.646240 ∣     [  std_z : 0.99  real_sub_fake : 1062.00 ]
[  epoch 0035/0040] 3970/4800, lr:1.3e-05 ∣ avg_100 : 31947.198953 ∣ critic_nllloss : 25800.784961 ∣ critic_ganloss : -207.146619 ∣ generator_nllloss : 5197.971875 ∣ generator_ganloss : 1206.855615 ∣     [  std_z : 0.99  real_sub_fake : 914.56 ]
[  epoch 0035/0040] 3980/4800, lr:1.3e-05 ∣ avg_100 : 31945.645269 ∣ critic_nllloss : 25917.662500 ∣ critic_ganloss : -276.796375 ∣ generator_nllloss : 5203.344336 ∣ generator_ganloss : 1183.191602 ∣     [  std_z : 0.99  real_sub_fake : 1073.63 ]
[  epoch 0035/0040] 3990/4800, lr:1.3e-05 ∣ avg_100 : 31945.558817 ∣ critic_nllloss : 25851.183008 ∣ critic_ganloss : -343.662854 ∣ generator_nllloss : 5243.043359 ∣ generator_ganloss : 1188.869629 ∣     [  std_z : 1.00  real_sub_fake : 1127.10 ]
[  epoch 0035/0040] 4000/4800, lr:1.3e-05 ∣ avg_100 : 31951.451064 ∣ critic_nllloss : 26114.082422 ∣ critic_ganloss : -357.131335 ∣ generator_nllloss : 5208.698633 ∣ generator_ganloss : 1209.408350 ∣     [  std_z : 1.00  real_sub_fake : 1170.03 ]
[  epoch 0035/0040] 4010/4800, lr:1.3e-05 ∣ avg_100 : 31948.285064 ∣ critic_nllloss : 25626.560156 ∣ critic_ganloss : -323.116852 ∣ generator_nllloss : 5095.932227 ∣ generator_ganloss : 1189.245264 ∣     [  std_z : 1.00  real_sub_fake : 1072.68 ]
[  epoch 0035/0040] 4020/4800, lr:1.3e-05 ∣ avg_100 : 31948.483576 ∣ critic_nllloss : 25920.425977 ∣ critic_ganloss : -346.683957 ∣ generator_nllloss : 5258.411133 ∣ generator_ganloss : 1198.443359 ∣     [  std_z : 1.00  real_sub_fake : 1300.22 ]
[  epoch 0035/0040] 4030/4800, lr:1.3e-05 ∣ avg_100 : 31944.883490 ∣ critic_nllloss : 25687.361133 ∣ critic_ganloss : -320.346021 ∣ generator_nllloss : 5135.192969 ∣ generator_ganloss : 1192.405078 ∣     [  std_z : 0.99  real_sub_fake : 1217.82 ]
[  epoch 0035/0040] 4040/4800, lr:1.3e-05 ∣ avg_100 : 31947.387432 ∣ critic_nllloss : 25896.535742 ∣ critic_ganloss : -384.359601 ∣ generator_nllloss : 5225.852148 ∣ generator_ganloss : 1197.781982 ∣     [  std_z : 0.99  real_sub_fake : 1268.58 ]
[  epoch 0035/0040] 4050/4800, lr:1.3e-05 ∣ avg_100 : 31947.382048 ∣ critic_nllloss : 26073.889453 ∣ critic_ganloss : -384.663599 ∣ generator_nllloss : 5165.611719 ∣ generator_ganloss : 1200.988086 ∣     [  std_z : 0.99  real_sub_fake : 1300.31 ]
[  epoch 0035/0040] 4060/4800, lr:1.3e-05 ∣ avg_100 : 31945.348045 ∣ critic_nllloss : 25853.797070 ∣ critic_ganloss : -378.413577 ∣ generator_nllloss : 5076.597070 ∣ generator_ganloss : 1194.063867 ∣     [  std_z : 0.99  real_sub_fake : 1441.17 ]
[  epoch 0035/0040] 4070/4800, lr:1.3e-05 ∣ avg_100 : 31945.783049 ∣ critic_nllloss : 25903.730859 ∣ critic_ganloss : -132.329407 ∣ generator_nllloss : 5164.997852 ∣ generator_ganloss : 1221.248437 ∣     [  std_z : 1.00  real_sub_fake : 1183.30 ]
[  epoch 0035/0040] 4080/4800, lr:1.3e-05 ∣ avg_100 : 31947.010675 ∣ critic_nllloss : 25877.907422 ∣ critic_ganloss : -346.918874 ∣ generator_nllloss : 5159.345508 ∣ generator_ganloss : 1188.791016 ∣     [  std_z : 0.99  real_sub_fake : 1065.49 ]
[  epoch 0035/0040] 4090/4800, lr:1.3e-05 ∣ avg_100 : 31953.311403 ∣ critic_nllloss : 25936.462500 ∣ critic_ganloss : -302.367514 ∣ generator_nllloss : 5291.616992 ∣ generator_ganloss : 1155.889014 ∣     [  std_z : 1.00  real_sub_fake : 1158.17 ]
[  epoch 0035/0040] 4100/4800, lr:1.3e-05 ∣ avg_100 : 31952.934611 ∣ critic_nllloss : 25906.186719 ∣ critic_ganloss : -281.578165 ∣ generator_nllloss : 5180.712109 ∣ generator_ganloss : 1151.810205 ∣     [  std_z : 0.99  real_sub_fake : 1241.04 ]
[  epoch 0035/0040] 4110/4800, lr:1.3e-05 ∣ avg_100 : 31953.853961 ∣ critic_nllloss : 25834.498437 ∣ critic_ganloss : -299.551920 ∣ generator_nllloss : 5115.496094 ∣ generator_ganloss : 1168.324707 ∣     [  std_z : 0.99  real_sub_fake : 1050.58 ]
[  epoch 0035/0040] 4120/4800, lr:1.3e-05 ∣ avg_100 : 31952.458744 ∣ critic_nllloss : 25736.510937 ∣ critic_ganloss : -400.387335 ∣ generator_nllloss : 5227.943164 ∣ generator_ganloss : 1176.940527 ∣     [  std_z : 1.00  real_sub_fake : 1148.99 ]
[  epoch 0035/0040] 4130/4800, lr:1.3e-05 ∣ avg_100 : 31955.929183 ∣ critic_nllloss : 26032.840039 ∣ critic_ganloss : -280.553049 ∣ generator_nllloss : 5155.794336 ∣ generator_ganloss : 1160.102588 ∣     [  std_z : 1.00  real_sub_fake : 1229.05 ]
[  epoch 0035/0040] 4140/4800, lr:1.3e-05 ∣ avg_100 : 31953.793443 ∣ critic_nllloss : 25662.871875 ∣ critic_ganloss : -352.230609 ∣ generator_nllloss : 5096.422656 ∣ generator_ganloss : 1167.144336 ∣     [  std_z : 1.00  real_sub_fake : 1228.75 ]
[  epoch 0035/0040] 4150/4800, lr:1.3e-05 ∣ avg_100 : 31955.784503 ∣ critic_nllloss : 25903.109570 ∣ critic_ganloss : -275.742191 ∣ generator_nllloss : 5148.968945 ∣ generator_ganloss : 1170.455859 ∣     [  std_z : 0.99  real_sub_fake : 1101.80 ]
[  epoch 0035/0040] 4160/4800, lr:1.3e-05 ∣ avg_100 : 31956.405873 ∣ critic_nllloss : 25981.276172 ∣ critic_ganloss : -291.751721 ∣ generator_nllloss : 5277.619531 ∣ generator_ganloss : 1166.071582 ∣     [  std_z : 0.99  real_sub_fake : 1142.78 ]
[  epoch 0035/0040] 4170/4800, lr:1.3e-05 ∣ avg_100 : 31958.852343 ∣ critic_nllloss : 25963.839453 ∣ critic_ganloss : -321.764932 ∣ generator_nllloss : 5223.689844 ∣ generator_ganloss : 1175.485352 ∣     [  std_z : 0.99  real_sub_fake : 1233.10 ]
[  epoch 0035/0040] 4180/4800, lr:1.3e-05 ∣ avg_100 : 31960.060132 ∣ critic_nllloss : 25824.105273 ∣ critic_ganloss : -250.186697 ∣ generator_nllloss : 5210.454687 ∣ generator_ganloss : 1175.160352 ∣     [  std_z : 0.99  real_sub_fake : 1178.60 ]
[  epoch 0035/0040] 4190/4800, lr:1.3e-05 ∣ avg_100 : 31962.856293 ∣ critic_nllloss : 25889.703711 ∣ critic_ganloss : -330.652521 ∣ generator_nllloss : 5222.852734 ∣ generator_ganloss : 1170.166699 ∣     [  std_z : 1.00  real_sub_fake : 1188.25 ]
[  epoch 0035/0040] 4200/4800, lr:1.3e-05 ∣ avg_100 : 31961.435653 ∣ critic_nllloss : 25780.798438 ∣ critic_ganloss : -331.838367 ∣ generator_nllloss : 5128.755078 ∣ generator_ganloss : 1187.837305 ∣     [  std_z : 1.00  real_sub_fake : 1109.54 ]
[  epoch 0035/0040] 4210/4800, lr:1.3e-05 ∣ avg_100 : 31960.802967 ∣ critic_nllloss : 25663.008398 ∣ critic_ganloss : -290.628247 ∣ generator_nllloss : 5096.309961 ∣ generator_ganloss : 1190.237744 ∣     [  std_z : 1.00  real_sub_fake : 1215.88 ]
[  epoch 0035/0040] 4220/4800, lr:1.3e-05 ∣ avg_100 : 31959.267570 ∣ critic_nllloss : 25766.128906 ∣ critic_ganloss : -300.006396 ∣ generator_nllloss : 5172.413477 ∣ generator_ganloss : 1180.731494 ∣     [  std_z : 1.00  real_sub_fake : 1306.24 ]
[  epoch 0035/0040] 4230/4800, lr:1.3e-05 ∣ avg_100 : 31960.427317 ∣ critic_nllloss : 25859.963477 ∣ critic_ganloss : -303.668933 ∣ generator_nllloss : 5147.416211 ∣ generator_ganloss : 1189.515039 ∣     [  std_z : 1.00  real_sub_fake : 1224.67 ]
[  epoch 0035/0040] 4240/4800, lr:1.3e-05 ∣ avg_100 : 31956.486778 ∣ critic_nllloss : 25857.757617 ∣ critic_ganloss : -393.169852 ∣ generator_nllloss : 5151.129687 ∣ generator_ganloss : 1191.396582 ∣     [  std_z : 0.99  real_sub_fake : 1180.76 ]
[  epoch 0035/0040] 4250/4800, lr:1.3e-05 ∣ avg_100 : 31953.903810 ∣ critic_nllloss : 25666.015234 ∣ critic_ganloss : -321.113504 ∣ generator_nllloss : 5097.657812 ∣ generator_ganloss : 1184.714062 ∣     [  std_z : 1.00  real_sub_fake : 1152.97 ]
[  epoch 0035/0040] 4260/4800, lr:1.3e-05 ∣ avg_100 : 31955.390891 ∣ critic_nllloss : 26032.078906 ∣ critic_ganloss : -252.624815 ∣ generator_nllloss : 5216.107617 ∣ generator_ganloss : 1201.111572 ∣     [  std_z : 0.99  real_sub_fake : 1136.41 ]
[  epoch 0035/0040] 4270/4800, lr:1.3e-05 ∣ avg_100 : 31953.526510 ∣ critic_nllloss : 25895.182031 ∣ critic_ganloss : -365.117813 ∣ generator_nllloss : 5142.113672 ∣ generator_ganloss : 1176.089795 ∣     [  std_z : 1.00  real_sub_fake : 1257.14 ]
[  epoch 0035/0040] 4280/4800, lr:1.3e-05 ∣ avg_100 : 31951.677234 ∣ critic_nllloss : 25700.510352 ∣ critic_ganloss : -230.206915 ∣ generator_nllloss : 5060.235156 ∣ generator_ganloss : 1180.286670 ∣     [  std_z : 1.00  real_sub_fake : 1108.23 ]
[  epoch 0035/0040] 4290/4800, lr:1.3e-05 ∣ avg_100 : 31953.420157 ∣ critic_nllloss : 25926.970898 ∣ critic_ganloss : -326.323856 ∣ generator_nllloss : 5260.080469 ∣ generator_ganloss : 1200.125684 ∣     [  std_z : 1.00  real_sub_fake : 1032.09 ]
[  epoch 0035/0040] 4300/4800, lr:1.3e-05 ∣ avg_100 : 31949.910742 ∣ critic_nllloss : 25649.826562 ∣ critic_ganloss : -278.859619 ∣ generator_nllloss : 5002.851367 ∣ generator_ganloss : 1154.820605 ∣     [  std_z : 1.00  real_sub_fake : 1098.89 ]
[  epoch 0035/0040] 4310/4800, lr:1.3e-05 ∣ avg_100 : 31951.245521 ∣ critic_nllloss : 25740.264062 ∣ critic_ganloss : -211.189774 ∣ generator_nllloss : 5230.133398 ∣ generator_ganloss : 1164.120801 ∣     [  std_z : 1.00  real_sub_fake : 1108.55 ]
[  epoch 0035/0040] 4320/4800, lr:1.3e-05 ∣ avg_100 : 31951.614676 ∣ critic_nllloss : 25950.686328 ∣ critic_ganloss : -383.781735 ∣ generator_nllloss : 5128.202148 ∣ generator_ganloss : 1175.256445 ∣     [  std_z : 1.00  real_sub_fake : 1175.94 ]
[  epoch 0035/0040] 4330/4800, lr:1.3e-05 ∣ avg_100 : 31951.374576 ∣ critic_nllloss : 25955.676758 ∣ critic_ganloss : -300.691290 ∣ generator_nllloss : 5148.533789 ∣ generator_ganloss : 1177.704297 ∣     [  std_z : 1.00  real_sub_fake : 1167.62 ]
[  epoch 0035/0040] 4340/4800, lr:1.3e-05 ∣ avg_100 : 31947.248190 ∣ critic_nllloss : 25870.365820 ∣ critic_ganloss : -282.768433 ∣ generator_nllloss : 5206.359375 ∣ generator_ganloss : 1177.551318 ∣     [  std_z : 1.00  real_sub_fake : 1145.54 ]
[  epoch 0035/0040] 4350/4800, lr:1.3e-05 ∣ avg_100 : 31944.304105 ∣ critic_nllloss : 25937.555469 ∣ critic_ganloss : -357.138910 ∣ generator_nllloss : 5162.882617 ∣ generator_ganloss : 1165.419141 ∣     [  std_z : 1.00  real_sub_fake : 1264.72 ]
[  epoch 0035/0040] 4360/4800, lr:1.3e-05 ∣ avg_100 : 31942.057533 ∣ critic_nllloss : 25932.166992 ∣ critic_ganloss : -304.184708 ∣ generator_nllloss : 5224.089258 ∣ generator_ganloss : 1183.578418 ∣     [  std_z : 0.99  real_sub_fake : 1229.09 ]
[  epoch 0035/0040] 4370/4800, lr:1.3e-05 ∣ avg_100 : 31941.526343 ∣ critic_nllloss : 25994.355078 ∣ critic_ganloss : -248.651862 ∣ generator_nllloss : 5291.329102 ∣ generator_ganloss : 1207.679932 ∣     [  std_z : 0.99  real_sub_fake : 1159.50 ]
[  epoch 0035/0040] 4380/4800, lr:1.3e-05 ∣ avg_100 : 31935.160857 ∣ critic_nllloss : 25547.114648 ∣ critic_ganloss : -247.131615 ∣ generator_nllloss : 5061.018945 ∣ generator_ganloss : 1191.077637 ∣     [  std_z : 0.99  real_sub_fake : 998.93 ]
[  epoch 0035/0040] 4390/4800, lr:1.3e-05 ∣ avg_100 : 31936.275266 ∣ critic_nllloss : 25899.015625 ∣ critic_ganloss : -191.055093 ∣ generator_nllloss : 5149.529492 ∣ generator_ganloss : 1191.745215 ∣     [  std_z : 0.99  real_sub_fake : 994.86 ]
[  epoch 0035/0040] 4400/4800, lr:1.3e-05 ∣ avg_100 : 31935.537676 ∣ critic_nllloss : 25801.250586 ∣ critic_ganloss : -189.089897 ∣ generator_nllloss : 5208.203711 ∣ generator_ganloss : 1195.485498 ∣     [  std_z : 1.00  real_sub_fake : 890.48 ]
[  epoch 0035/0040] 4410/4800, lr:1.3e-05 ∣ avg_100 : 31935.883428 ∣ critic_nllloss : 26072.035156 ∣ critic_ganloss : -242.209088 ∣ generator_nllloss : 5185.606641 ∣ generator_ganloss : 1193.577930 ∣     [  std_z : 1.00  real_sub_fake : 910.70 ]
[  epoch 0035/0040] 4420/4800, lr:1.3e-05 ∣ avg_100 : 31934.581343 ∣ critic_nllloss : 26045.647852 ∣ critic_ganloss : -287.112817 ∣ generator_nllloss : 5162.845117 ∣ generator_ganloss : 1209.736670 ∣     [  std_z : 1.00  real_sub_fake : 809.33 ]
[  epoch 0035/0040] 4430/4800, lr:1.3e-05 ∣ avg_100 : 31934.990251 ∣ critic_nllloss : 25942.753516 ∣ critic_ganloss : -346.153491 ∣ generator_nllloss : 5225.056836 ∣ generator_ganloss : 1189.886133 ∣     [  std_z : 1.00  real_sub_fake : 989.50 ]
[  epoch 0035/0040] 4440/4800, lr:1.3e-05 ∣ avg_100 : 31934.935050 ∣ critic_nllloss : 25986.226172 ∣ critic_ganloss : -304.202771 ∣ generator_nllloss : 5277.537305 ∣ generator_ganloss : 1171.204590 ∣     [  std_z : 0.99  real_sub_fake : 1125.41 ]
[  epoch 0035/0040] 4450/4800, lr:1.3e-05 ∣ avg_100 : 31934.985088 ∣ critic_nllloss : 25943.396094 ∣ critic_ganloss : -248.884305 ∣ generator_nllloss : 5123.657227 ∣ generator_ganloss : 1164.305127 ∣     [  std_z : 0.99  real_sub_fake : 1201.94 ]
[  epoch 0035/0040] 4460/4800, lr:1.3e-05 ∣ avg_100 : 31938.517982 ∣ critic_nllloss : 25916.935742 ∣ critic_ganloss : -148.639124 ∣ generator_nllloss : 5194.398633 ∣ generator_ganloss : 1150.201855 ∣     [  std_z : 0.99  real_sub_fake : 1148.89 ]
[  epoch 0035/0040] 4470/4800, lr:1.3e-05 ∣ avg_100 : 31941.411175 ∣ critic_nllloss : 25996.366211 ∣ critic_ganloss : -257.633508 ∣ generator_nllloss : 5167.602734 ∣ generator_ganloss : 1189.523242 ∣     [  std_z : 1.00  real_sub_fake : 959.40 ]
[  epoch 0035/0040] 4480/4800, lr:1.3e-05 ∣ avg_100 : 31938.609180 ∣ critic_nllloss : 25769.034570 ∣ critic_ganloss : -259.754391 ∣ generator_nllloss : 5177.310547 ∣ generator_ganloss : 1184.606299 ∣     [  std_z : 1.00  real_sub_fake : 717.76 ]
[  epoch 0035/0040] 4490/4800, lr:1.3e-05 ∣ avg_100 : 31941.084694 ∣ critic_nllloss : 25935.371875 ∣ critic_ganloss : -344.884430 ∣ generator_nllloss : 5237.911523 ∣ generator_ganloss : 1163.000342 ∣     [  std_z : 1.00  real_sub_fake : 1014.81 ]
[  epoch 0035/0040] 4500/4800, lr:1.3e-05 ∣ avg_100 : 31941.246388 ∣ critic_nllloss : 25773.413867 ∣ critic_ganloss : -246.033020 ∣ generator_nllloss : 5213.919922 ∣ generator_ganloss : 1159.210205 ∣     [  std_z : 1.00  real_sub_fake : 991.05 ]
[  epoch 0035/0040] 4510/4800, lr:1.3e-05 ∣ avg_100 : 31939.505726 ∣ critic_nllloss : 25783.036133 ∣ critic_ganloss : -254.082507 ∣ generator_nllloss : 5198.647656 ∣ generator_ganloss : 1167.297363 ∣     [  std_z : 0.99  real_sub_fake : 972.08 ]
[  epoch 0035/0040] 4520/4800, lr:1.3e-05 ∣ avg_100 : 31936.190622 ∣ critic_nllloss : 25797.304688 ∣ critic_ganloss : -376.477463 ∣ generator_nllloss : 5248.305273 ∣ generator_ganloss : 1140.659521 ∣     [  std_z : 0.98  real_sub_fake : 1222.53 ]
[  epoch 0035/0040] 4530/4800, lr:1.3e-05 ∣ avg_100 : 31935.989948 ∣ critic_nllloss : 26088.144141 ∣ critic_ganloss : -358.093521 ∣ generator_nllloss : 5172.390820 ∣ generator_ganloss : 1157.379980 ∣     [  std_z : 0.99  real_sub_fake : 1321.40 ]
[  epoch 0035/0040] 4540/4800, lr:1.3e-05 ∣ avg_100 : 31933.562807 ∣ critic_nllloss : 25867.133398 ∣ critic_ganloss : -375.337689 ∣ generator_nllloss : 5204.129297 ∣ generator_ganloss : 1155.636768 ∣     [  std_z : 1.00  real_sub_fake : 1291.84 ]
[  epoch 0035/0040] 4550/4800, lr:1.3e-05 ∣ avg_100 : 31934.996851 ∣ critic_nllloss : 26072.919922 ∣ critic_ganloss : -330.220505 ∣ generator_nllloss : 5218.700781 ∣ generator_ganloss : 1151.354834 ∣     [  std_z : 1.00  real_sub_fake : 1327.79 ]
[  epoch 0035/0040] 4560/4800, lr:1.3e-05 ∣ avg_100 : 31935.588727 ∣ critic_nllloss : 26043.358398 ∣ critic_ganloss : -321.160553 ∣ generator_nllloss : 5159.699023 ∣ generator_ganloss : 1185.426318 ∣     [  std_z : 1.00  real_sub_fake : 1205.80 ]
[  epoch 0035/0040] 4570/4800, lr:1.3e-05 ∣ avg_100 : 31935.231024 ∣ critic_nllloss : 25938.427148 ∣ critic_ganloss : -298.988416 ∣ generator_nllloss : 5096.207422 ∣ generator_ganloss : 1190.050439 ∣     [  std_z : 1.00  real_sub_fake : 1215.43 ]
[  epoch 0035/0040] 4580/4800, lr:1.3e-05 ∣ avg_100 : 31935.239686 ∣ critic_nllloss : 25857.218945 ∣ critic_ganloss : -306.575720 ∣ generator_nllloss : 5056.658789 ∣ generator_ganloss : 1182.696143 ∣     [  std_z : 1.00  real_sub_fake : 1199.47 ]
[  epoch 0035/0040] 4590/4800, lr:1.3e-05 ∣ avg_100 : 31935.746256 ∣ critic_nllloss : 25876.919922 ∣ critic_ganloss : -322.086172 ∣ generator_nllloss : 5237.223437 ∣ generator_ganloss : 1203.191162 ∣     [  std_z : 1.00  real_sub_fake : 1087.57 ]
[  epoch 0035/0040] 4600/4800, lr:1.3e-05 ∣ avg_100 : 31931.823016 ∣ critic_nllloss : 25771.649414 ∣ critic_ganloss : -339.976236 ∣ generator_nllloss : 5177.383984 ∣ generator_ganloss : 1170.148242 ∣     [  std_z : 0.99  real_sub_fake : 1213.25 ]
[  epoch 0035/0040] 4610/4800, lr:1.3e-05 ∣ avg_100 : 31932.713903 ∣ critic_nllloss : 26000.375977 ∣ critic_ganloss : -284.073865 ∣ generator_nllloss : 5246.721289 ∣ generator_ganloss : 1179.921777 ∣     [  std_z : 0.99  real_sub_fake : 1216.53 ]
[  epoch 0035/0040] 4620/4800, lr:1.3e-05 ∣ avg_100 : 31936.622271 ∣ critic_nllloss : 26166.518359 ∣ critic_ganloss : -341.368298 ∣ generator_nllloss : 5300.511328 ∣ generator_ganloss : 1192.047217 ∣     [  std_z : 0.99  real_sub_fake : 1141.22 ]
[  epoch 0035/0040] 4630/4800, lr:1.3e-05 ∣ avg_100 : 31934.410063 ∣ critic_nllloss : 25946.533203 ∣ critic_ganloss : -293.926584 ∣ generator_nllloss : 5179.352344 ∣ generator_ganloss : 1188.257715 ∣     [  std_z : 0.99  real_sub_fake : 1161.85 ]
[  epoch 0035/0040] 4640/4800, lr:1.3e-05 ∣ avg_100 : 31933.688633 ∣ critic_nllloss : 25806.320703 ∣ critic_ganloss : -178.938297 ∣ generator_nllloss : 5247.118164 ∣ generator_ganloss : 1187.401758 ∣     [  std_z : 0.99  real_sub_fake : 997.33 ]
[  epoch 0035/0040] 4650/4800, lr:1.3e-05 ∣ avg_100 : 31927.743766 ∣ critic_nllloss : 25589.494727 ∣ critic_ganloss : -279.636673 ∣ generator_nllloss : 5084.187500 ∣ generator_ganloss : 1176.034961 ∣     [  std_z : 0.99  real_sub_fake : 1131.24 ]
[  epoch 0035/0040] 4660/4800, lr:1.3e-05 ∣ avg_100 : 31922.831413 ∣ critic_nllloss : 25761.442969 ∣ critic_ganloss : -320.840915 ∣ generator_nllloss : 5163.425391 ∣ generator_ganloss : 1181.555615 ∣     [  std_z : 0.99  real_sub_fake : 1107.16 ]
[  epoch 0035/0040] 4670/4800, lr:1.3e-05 ∣ avg_100 : 31920.522093 ∣ critic_nllloss : 25834.340430 ∣ critic_ganloss : -292.319341 ∣ generator_nllloss : 5057.778516 ∣ generator_ganloss : 1189.652295 ∣     [  std_z : 1.00  real_sub_fake : 1018.16 ]
[  epoch 0035/0040] 4680/4800, lr:1.3e-05 ∣ avg_100 : 31919.799697 ∣ critic_nllloss : 25786.541211 ∣ critic_ganloss : -258.940524 ∣ generator_nllloss : 5120.738086 ∣ generator_ganloss : 1169.667627 ∣     [  std_z : 1.00  real_sub_fake : 1150.40 ]
[  epoch 0035/0040] 4690/4800, lr:1.3e-05 ∣ avg_100 : 31921.781634 ∣ critic_nllloss : 26072.044922 ∣ critic_ganloss : -348.814923 ∣ generator_nllloss : 5231.973242 ∣ generator_ganloss : 1175.194385 ∣     [  std_z : 1.00  real_sub_fake : 1236.69 ]
[  epoch 0035/0040] 4700/4800, lr:1.3e-05 ∣ avg_100 : 31924.454198 ∣ critic_nllloss : 25937.923242 ∣ critic_ganloss : -316.911157 ∣ generator_nllloss : 5213.987109 ∣ generator_ganloss : 1197.975391 ∣     [  std_z : 1.00  real_sub_fake : 1143.68 ]
[  epoch 0035/0040] 4710/4800, lr:1.3e-05 ∣ avg_100 : 31929.666023 ∣ critic_nllloss : 26177.468359 ∣ critic_ganloss : -365.639825 ∣ generator_nllloss : 5326.242578 ∣ generator_ganloss : 1173.671631 ∣     [  std_z : 0.99  real_sub_fake : 1270.19 ]
[  epoch 0035/0040] 4720/4800, lr:1.3e-05 ∣ avg_100 : 31928.331689 ∣ critic_nllloss : 25733.734766 ∣ critic_ganloss : -340.301010 ∣ generator_nllloss : 5177.305078 ∣ generator_ganloss : 1185.940234 ∣     [  std_z : 0.99  real_sub_fake : 1252.36 ]
[  epoch 0035/0040] 4730/4800, lr:1.3e-05 ∣ avg_100 : 31925.818877 ∣ critic_nllloss : 25575.832617 ∣ critic_ganloss : -327.994437 ∣ generator_nllloss : 5105.623828 ∣ generator_ganloss : 1185.316992 ∣     [  std_z : 0.99  real_sub_fake : 1176.50 ]
[  epoch 0035/0040] 4740/4800, lr:1.3e-05 ∣ avg_100 : 31923.177018 ∣ critic_nllloss : 25906.568945 ∣ critic_ganloss : -347.410605 ∣ generator_nllloss : 5113.366211 ∣ generator_ganloss : 1190.773633 ∣     [  std_z : 1.00  real_sub_fake : 1318.70 ]
[  epoch 0035/0040] 4750/4800, lr:1.3e-05 ∣ avg_100 : 31925.306795 ∣ critic_nllloss : 25951.686133 ∣ critic_ganloss : -356.204901 ∣ generator_nllloss : 5134.028320 ∣ generator_ganloss : 1201.651465 ∣     [  std_z : 1.00  real_sub_fake : 1168.99 ]
[  epoch 0035/0040] 4760/4800, lr:1.3e-05 ∣ avg_100 : 31927.962660 ∣ critic_nllloss : 26204.945312 ∣ critic_ganloss : -420.396875 ∣ generator_nllloss : 5221.433203 ∣ generator_ganloss : 1186.780713 ∣     [  std_z : 1.00  real_sub_fake : 1375.26 ]
[  epoch 0035/0040] 4770/4800, lr:1.3e-05 ∣ avg_100 : 31929.646231 ∣ critic_nllloss : 25803.346680 ∣ critic_ganloss : -224.337805 ∣ generator_nllloss : 5198.693750 ∣ generator_ganloss : 1170.727246 ∣     [  std_z : 1.00  real_sub_fake : 1398.14 ]
[  epoch 0035/0040] 4780/4800, lr:1.3e-05 ∣ avg_100 : 31929.954162 ∣ critic_nllloss : 25805.013867 ∣ critic_ganloss : -289.264246 ∣ generator_nllloss : 5177.906055 ∣ generator_ganloss : 1182.989795 ∣     [  std_z : 0.99  real_sub_fake : 1356.07 ]
[  epoch 0035/0040] 4790/4800, lr:1.3e-05 ∣ avg_100 : 31934.024490 ∣ critic_nllloss : 25855.532422 ∣ critic_ganloss : -222.302957 ∣ generator_nllloss : 5114.068164 ∣ generator_ganloss : 1169.428369 ∣     [  std_z : 0.99  real_sub_fake : 1124.86 ]
[  epoch 0035/0040] 4800/4800, lr:1.3e-05 ∣ avg_100 : 31933.087194 ∣ critic_nllloss : 25664.874609 ∣ critic_ganloss : -285.055191 ∣ generator_nllloss : 5090.022656 ∣ generator_ganloss : 1176.887500 ∣     [  std_z : 0.99  real_sub_fake : 1062.18 ]
[    val 035    ] Done! KLD: 0.025385: 0.008088g: 3:26:31, total: 1 day, 3:32:09                    
[  epoch 0036/0040] 0010/4800, lr:1.3e-05 ∣ avg_100 : 31936.942593 ∣ critic_nllloss : 26023.375586 ∣ critic_ganloss : -271.358484 ∣ generator_nllloss : 5145.045313 ∣ generator_ganloss : 1205.674707 ∣     [  std_z : 1.00  real_sub_fake : 1026.22 ]
[  epoch 0036/0040] 0020/4800, lr:1.3e-05 ∣ avg_100 : 31936.830990 ∣ critic_nllloss : 25962.627930 ∣ critic_ganloss : -324.168094 ∣ generator_nllloss : 5257.204883 ∣ generator_ganloss : 1200.744141 ∣     [  std_z : 1.00  real_sub_fake : 981.39 ]
[  epoch 0036/0040] 0030/4800, lr:1.3e-05 ∣ avg_100 : 31936.270708 ∣ critic_nllloss : 25878.772852 ∣ critic_ganloss : -325.798367 ∣ generator_nllloss : 5150.124023 ∣ generator_ganloss : 1176.333350 ∣     [  std_z : 1.00  real_sub_fake : 1164.06 ]
[  epoch 0036/0040] 0040/4800, lr:1.3e-05 ∣ avg_100 : 31938.702512 ∣ critic_nllloss : 25901.088086 ∣ critic_ganloss : -239.903299 ∣ generator_nllloss : 5235.180273 ∣ generator_ganloss : 1181.321045 ∣     [  std_z : 0.99  real_sub_fake : 1061.63 ]
[  epoch 0036/0040] 0050/4800, lr:1.3e-05 ∣ avg_100 : 31939.015318 ∣ critic_nllloss : 25884.003125 ∣ critic_ganloss : -350.129648 ∣ generator_nllloss : 5190.764258 ∣ generator_ganloss : 1174.995996 ∣     [  std_z : 1.00  real_sub_fake : 1143.38 ]
[  epoch 0036/0040] 0060/4800, lr:1.3e-05 ∣ avg_100 : 31937.670198 ∣ critic_nllloss : 25923.779492 ∣ critic_ganloss : -347.507047 ∣ generator_nllloss : 5181.814844 ∣ generator_ganloss : 1176.661279 ∣     [  std_z : 0.99  real_sub_fake : 1126.83 ]
[  epoch 0036/0040] 0070/4800, lr:1.3e-05 ∣ avg_100 : 31940.423384 ∣ critic_nllloss : 26065.671680 ∣ critic_ganloss : -359.458417 ∣ generator_nllloss : 5186.190234 ∣ generator_ganloss : 1162.402588 ∣     [  std_z : 1.00  real_sub_fake : 1339.62 ]
[  epoch 0036/0040] 0080/4800, lr:1.3e-05 ∣ avg_100 : 31938.082287 ∣ critic_nllloss : 25712.273633 ∣ critic_ganloss : -310.794958 ∣ generator_nllloss : 5027.769336 ∣ generator_ganloss : 1164.621387 ∣     [  std_z : 1.00  real_sub_fake : 1229.68 ]
[  epoch 0036/0040] 0090/4800, lr:1.3e-05 ∣ avg_100 : 31935.986008 ∣ critic_nllloss : 25942.749609 ∣ critic_ganloss : -382.670844 ∣ generator_nllloss : 5146.910156 ∣ generator_ganloss : 1166.722998 ∣     [  std_z : 1.00  real_sub_fake : 1314.67 ]
[  epoch 0036/0040] 0100/4800, lr:1.3e-05 ∣ avg_100 : 31934.325793 ∣ critic_nllloss : 25831.119336 ∣ critic_ganloss : -293.536200 ∣ generator_nllloss : 5197.527734 ∣ generator_ganloss : 1160.692236 ∣     [  std_z : 0.99  real_sub_fake : 1336.18 ]
[  epoch 0036/0040] 0110/4800, lr:1.3e-05 ∣ avg_100 : 31931.478975 ∣ critic_nllloss : 25717.976562 ∣ critic_ganloss : -267.426392 ∣ generator_nllloss : 5184.650195 ∣ generator_ganloss : 1196.518066 ∣     [  std_z : 0.99  real_sub_fake : 1074.71 ]
[  epoch 0036/0040] 0120/4800, lr:1.3e-05 ∣ avg_100 : 31931.564916 ∣ critic_nllloss : 26072.839844 ∣ critic_ganloss : -340.199808 ∣ generator_nllloss : 5121.789062 ∣ generator_ganloss : 1174.930566 ∣     [  std_z : 0.99  real_sub_fake : 1016.97 ]
[  epoch 0036/0040] 0130/4800, lr:1.3e-05 ∣ avg_100 : 31936.133185 ∣ critic_nllloss : 26107.244336 ∣ critic_ganloss : -232.978745 ∣ generator_nllloss : 5200.689648 ∣ generator_ganloss : 1141.464014 ∣     [  std_z : 1.00  real_sub_fake : 1201.81 ]
[  epoch 0036/0040] 0140/4800, lr:1.3e-05 ∣ avg_100 : 31933.287259 ∣ critic_nllloss : 25802.141992 ∣ critic_ganloss : -289.580170 ∣ generator_nllloss : 5093.383008 ∣ generator_ganloss : 1143.192139 ∣     [  std_z : 1.00  real_sub_fake : 1087.42 ]
[  epoch 0036/0040] 0150/4800, lr:1.3e-05 ∣ avg_100 : 31933.043000 ∣ critic_nllloss : 25773.508203 ∣ critic_ganloss : -374.915265 ∣ generator_nllloss : 5132.047656 ∣ generator_ganloss : 1178.939697 ∣     [  std_z : 1.00  real_sub_fake : 1094.19 ]
[  epoch 0036/0040] 0160/4800, lr:1.3e-05 ∣ avg_100 : 31932.644929 ∣ critic_nllloss : 25929.241992 ∣ critic_ganloss : -330.154813 ∣ generator_nllloss : 5208.966992 ∣ generator_ganloss : 1164.402393 ∣     [  std_z : 1.00  real_sub_fake : 1231.48 ]
[  epoch 0036/0040] 0170/4800, lr:1.3e-05 ∣ avg_100 : 31933.251391 ∣ critic_nllloss : 25970.087891 ∣ critic_ganloss : -311.540460 ∣ generator_nllloss : 5238.365625 ∣ generator_ganloss : 1162.199023 ∣     [  std_z : 1.00  real_sub_fake : 1253.79 ]
[  epoch 0036/0040] 0180/4800, lr:1.3e-05 ∣ avg_100 : 31931.130744 ∣ critic_nllloss : 25802.102930 ∣ critic_ganloss : -360.494138 ∣ generator_nllloss : 5199.282031 ∣ generator_ganloss : 1174.446484 ∣     [  std_z : 0.99  real_sub_fake : 1149.36 ]
[  epoch 0036/0040] 0190/4800, lr:1.3e-05 ∣ avg_100 : 31932.374947 ∣ critic_nllloss : 25968.449805 ∣ critic_ganloss : -276.759586 ∣ generator_nllloss : 5195.437695 ∣ generator_ganloss : 1176.725586 ∣     [  std_z : 0.99  real_sub_fake : 1236.60 ]
[  epoch 0036/0040] 0200/4800, lr:1.3e-05 ∣ avg_100 : 31929.298672 ∣ critic_nllloss : 25831.811133 ∣ critic_ganloss : -316.526227 ∣ generator_nllloss : 5167.727344 ∣ generator_ganloss : 1184.418262 ∣     [  std_z : 0.99  real_sub_fake : 1171.92 ]
[  epoch 0036/0040] 0210/4800, lr:1.3e-05 ∣ avg_100 : 31934.334365 ∣ critic_nllloss : 26045.537891 ∣ critic_ganloss : -261.957178 ∣ generator_nllloss : 5141.543750 ∣ generator_ganloss : 1167.065674 ∣     [  std_z : 0.99  real_sub_fake : 1232.12 ]
[  epoch 0036/0040] 0220/4800, lr:1.3e-05 ∣ avg_100 : 31936.528787 ∣ critic_nllloss : 26097.537891 ∣ critic_ganloss : -274.948190 ∣ generator_nllloss : 5228.369141 ∣ generator_ganloss : 1199.079883 ∣     [  std_z : 1.00  real_sub_fake : 939.34 ]
[  epoch 0036/0040] 0230/4800, lr:1.3e-05 ∣ avg_100 : 31938.642690 ∣ critic_nllloss : 25836.120312 ∣ critic_ganloss : -225.717278 ∣ generator_nllloss : 5108.144922 ∣ generator_ganloss : 1187.455469 ∣     [  std_z : 1.00  real_sub_fake : 984.20 ]
[  epoch 0036/0040] 0240/4800, lr:1.3e-05 ∣ avg_100 : 31939.084724 ∣ critic_nllloss : 25774.010156 ∣ critic_ganloss : -214.198895 ∣ generator_nllloss : 5234.775000 ∣ generator_ganloss : 1185.427441 ∣     [  std_z : 1.00  real_sub_fake : 1014.35 ]
[  epoch 0036/0040] 0250/4800, lr:1.3e-05 ∣ avg_100 : 31938.818115 ∣ critic_nllloss : 25887.097461 ∣ critic_ganloss : -247.649924 ∣ generator_nllloss : 5199.802930 ∣ generator_ganloss : 1189.914258 ∣     [  std_z : 1.00  real_sub_fake : 958.28 ]
[  epoch 0036/0040] 0260/4800, lr:1.3e-05 ∣ avg_100 : 31942.396182 ∣ critic_nllloss : 25994.939063 ∣ critic_ganloss : -297.625883 ∣ generator_nllloss : 5221.689453 ∣ generator_ganloss : 1184.848486 ∣     [  std_z : 0.99  real_sub_fake : 1042.27 ]
[  epoch 0036/0040] 0270/4800, lr:1.3e-05 ∣ avg_100 : 31938.901290 ∣ critic_nllloss : 25793.877148 ∣ critic_ganloss : -338.486197 ∣ generator_nllloss : 5184.925781 ∣ generator_ganloss : 1167.841797 ∣     [  std_z : 0.99  real_sub_fake : 1109.31 ]
[  epoch 0036/0040] 0280/4800, lr:1.3e-05 ∣ avg_100 : 31941.552935 ∣ critic_nllloss : 26004.257812 ∣ critic_ganloss : -300.029442 ∣ generator_nllloss : 5267.985742 ∣ generator_ganloss : 1172.075439 ∣     [  std_z : 0.99  real_sub_fake : 1210.22 ]
[  epoch 0036/0040] 0290/4800, lr:1.3e-05 ∣ avg_100 : 31937.978147 ∣ critic_nllloss : 25830.815039 ∣ critic_ganloss : -346.122353 ∣ generator_nllloss : 5057.578711 ∣ generator_ganloss : 1181.850781 ∣     [  std_z : 0.99  real_sub_fake : 1055.50 ]
[  epoch 0036/0040] 0300/4800, lr:1.3e-05 ∣ avg_100 : 31936.579447 ∣ critic_nllloss : 25782.410742 ∣ critic_ganloss : -274.302243 ∣ generator_nllloss : 5143.155469 ∣ generator_ganloss : 1165.996973 ∣     [  std_z : 0.99  real_sub_fake : 1175.48 ]
[  epoch 0036/0040] 0310/4800, lr:1.3e-05 ∣ avg_100 : 31942.540067 ∣ critic_nllloss : 26273.124414 ∣ critic_ganloss : -254.061877 ∣ generator_nllloss : 5247.441602 ∣ generator_ganloss : 1148.325146 ∣     [  std_z : 1.00  real_sub_fake : 1417.52 ]
[  epoch 0036/0040] 0320/4800, lr:1.3e-05 ∣ avg_100 : 31946.807363 ∣ critic_nllloss : 26022.259180 ∣ critic_ganloss : -305.081155 ∣ generator_nllloss : 5262.743555 ∣ generator_ganloss : 1187.815283 ∣     [  std_z : 1.00  real_sub_fake : 1108.45 ]
[  epoch 0036/0040] 0330/4800, lr:1.3e-05 ∣ avg_100 : 31945.571275 ∣ critic_nllloss : 25834.707813 ∣ critic_ganloss : -239.584995 ∣ generator_nllloss : 5152.955859 ∣ generator_ganloss : 1196.496436 ∣     [  std_z : 1.00  real_sub_fake : 1008.01 ]
[  epoch 0036/0040] 0340/4800, lr:1.3e-05 ∣ avg_100 : 31947.690560 ∣ critic_nllloss : 25808.862109 ∣ critic_ganloss : -303.745456 ∣ generator_nllloss : 5105.805859 ∣ generator_ganloss : 1175.214258 ∣     [  std_z : 1.00  real_sub_fake : 953.81 ]
[  epoch 0036/0040] 0350/4800, lr:1.3e-05 ∣ avg_100 : 31947.054619 ∣ critic_nllloss : 25815.681836 ∣ critic_ganloss : -235.265256 ∣ generator_nllloss : 5129.160937 ∣ generator_ganloss : 1173.620605 ∣     [  std_z : 0.99  real_sub_fake : 977.90 ]
[  epoch 0036/0040] 0360/4800, lr:1.3e-05 ∣ avg_100 : 31942.986855 ∣ critic_nllloss : 25723.858398 ∣ critic_ganloss : -358.478922 ∣ generator_nllloss : 5178.885156 ∣ generator_ganloss : 1182.174561 ∣     [  std_z : 0.99  real_sub_fake : 1084.95 ]
[  epoch 0036/0040] 0370/4800, lr:1.3e-05 ∣ avg_100 : 31943.096318 ∣ critic_nllloss : 25962.513281 ∣ critic_ganloss : -252.237042 ∣ generator_nllloss : 5180.341602 ∣ generator_ganloss : 1161.578125 ∣     [  std_z : 0.99  real_sub_fake : 1216.89 ]
[  epoch 0036/0040] 0380/4800, lr:1.3e-05 ∣ avg_100 : 31941.328836 ∣ critic_nllloss : 25751.712695 ∣ critic_ganloss : -315.978186 ∣ generator_nllloss : 5174.513672 ∣ generator_ganloss : 1172.537256 ∣     [  std_z : 0.99  real_sub_fake : 1130.24 ]
[  epoch 0036/0040] 0390/4800, lr:1.3e-05 ∣ avg_100 : 31940.551357 ∣ critic_nllloss : 25727.934375 ∣ critic_ganloss : -268.984964 ∣ generator_nllloss : 5221.081250 ∣ generator_ganloss : 1194.292041 ∣     [  std_z : 1.00  real_sub_fake : 1022.00 ]
[  epoch 0036/0040] 0400/4800, lr:1.3e-05 ∣ avg_100 : 31942.751191 ∣ critic_nllloss : 25962.737500 ∣ critic_ganloss : -309.372629 ∣ generator_nllloss : 5156.277734 ∣ generator_ganloss : 1175.893213 ∣     [  std_z : 1.00  real_sub_fake : 1112.58 ]
[  epoch 0036/0040] 0410/4800, lr:1.3e-05 ∣ avg_100 : 31946.651448 ∣ critic_nllloss : 25912.846289 ∣ critic_ganloss : -277.519684 ∣ generator_nllloss : 5233.629102 ∣ generator_ganloss : 1179.997852 ∣     [  std_z : 1.00  real_sub_fake : 1113.49 ]
[  epoch 0036/0040] 0420/4800, lr:1.3e-05 ∣ avg_100 : 31947.247286 ∣ critic_nllloss : 25860.551953 ∣ critic_ganloss : -306.981079 ∣ generator_nllloss : 5148.452734 ∣ generator_ganloss : 1176.827734 ∣     [  std_z : 1.00  real_sub_fake : 1097.93 ]
[  epoch 0036/0040] 0430/4800, lr:1.3e-05 ∣ avg_100 : 31943.629975 ∣ critic_nllloss : 25652.118164 ∣ critic_ganloss : -357.239362 ∣ generator_nllloss : 5060.516992 ∣ generator_ganloss : 1176.098877 ∣     [  std_z : 0.99  real_sub_fake : 1215.86 ]
[  epoch 0036/0040] 0440/4800, lr:1.3e-05 ∣ avg_100 : 31944.703857 ∣ critic_nllloss : 25809.468750 ∣ critic_ganloss : -320.065344 ∣ generator_nllloss : 5253.594531 ∣ generator_ganloss : 1171.504346 ∣     [  std_z : 0.99  real_sub_fake : 1271.69 ]
[  epoch 0036/0040] 0450/4800, lr:1.3e-05 ∣ avg_100 : 31944.013694 ∣ critic_nllloss : 25505.751758 ∣ critic_ganloss : -232.579276 ∣ generator_nllloss : 5099.878906 ∣ generator_ganloss : 1185.205908 ∣     [  std_z : 0.99  real_sub_fake : 1170.61 ]
[  epoch 0036/0040] 0460/4800, lr:1.3e-05 ∣ avg_100 : 31938.836410 ∣ critic_nllloss : 25609.302539 ∣ critic_ganloss : -286.219748 ∣ generator_nllloss : 5159.453711 ∣ generator_ganloss : 1196.408301 ∣     [  std_z : 0.99  real_sub_fake : 1032.50 ]
[  epoch 0036/0040] 0470/4800, lr:1.3e-05 ∣ avg_100 : 31939.690064 ∣ critic_nllloss : 26020.950586 ∣ critic_ganloss : -375.414737 ∣ generator_nllloss : 5112.905859 ∣ generator_ganloss : 1175.191406 ∣     [  std_z : 0.99  real_sub_fake : 1203.53 ]
[  epoch 0036/0040] 0480/4800, lr:1.3e-05 ∣ avg_100 : 31943.300746 ∣ critic_nllloss : 26055.902734 ∣ critic_ganloss : -414.376447 ∣ generator_nllloss : 5252.700000 ∣ generator_ganloss : 1177.667187 ∣     [  std_z : 1.00  real_sub_fake : 1326.07 ]
[  epoch 0036/0040] 0490/4800, lr:1.3e-05 ∣ avg_100 : 31942.784793 ∣ critic_nllloss : 25971.522852 ∣ critic_ganloss : -366.583145 ∣ generator_nllloss : 5227.690234 ∣ generator_ganloss : 1176.627979 ∣     [  std_z : 1.00  real_sub_fake : 1295.47 ]
[  epoch 0036/0040] 0500/4800, lr:1.3e-05 ∣ avg_100 : 31946.380199 ∣ critic_nllloss : 25914.476562 ∣ critic_ganloss : -363.789890 ∣ generator_nllloss : 5194.370313 ∣ generator_ganloss : 1143.122510 ∣     [  std_z : 1.00  real_sub_fake : 1487.00 ]
[  epoch 0036/0040] 0510/4800, lr:1.3e-05 ∣ avg_100 : 31948.367552 ∣ critic_nllloss : 25894.001172 ∣ critic_ganloss : -177.347165 ∣ generator_nllloss : 5236.001562 ∣ generator_ganloss : 1169.408252 ∣     [  std_z : 1.00  real_sub_fake : 1264.54 ]
[  epoch 0036/0040] 0520/4800, lr:1.3e-05 ∣ avg_100 : 31948.553888 ∣ critic_nllloss : 25768.899609 ∣ critic_ganloss : -281.798056 ∣ generator_nllloss : 5210.954297 ∣ generator_ganloss : 1190.940869 ∣     [  std_z : 1.00  real_sub_fake : 1034.53 ]
[  epoch 0036/0040] 0530/4800, lr:1.3e-05 ∣ avg_100 : 31950.368915 ∣ critic_nllloss : 26150.291211 ∣ critic_ganloss : -299.328995 ∣ generator_nllloss : 5126.521484 ∣ generator_ganloss : 1185.242627 ∣     [  std_z : 1.00  real_sub_fake : 1125.23 ]
[  epoch 0036/0040] 0540/4800, lr:1.3e-05 ∣ avg_100 : 31950.905992 ∣ critic_nllloss : 25904.921875 ∣ critic_ganloss : -248.407639 ∣ generator_nllloss : 5196.298828 ∣ generator_ganloss : 1172.402637 ∣     [  std_z : 0.99  real_sub_fake : 1024.31 ]
[  epoch 0036/0040] 0550/4800, lr:1.3e-05 ∣ avg_100 : 31952.826381 ∣ critic_nllloss : 26001.052539 ∣ critic_ganloss : -272.875290 ∣ generator_nllloss : 5221.826563 ∣ generator_ganloss : 1150.753467 ∣     [  std_z : 0.99  real_sub_fake : 1164.15 ]
[  epoch 0036/0040] 0560/4800, lr:1.3e-05 ∣ avg_100 : 31954.032182 ∣ critic_nllloss : 26068.392188 ∣ critic_ganloss : -274.775955 ∣ generator_nllloss : 5191.674023 ∣ generator_ganloss : 1170.939746 ∣     [  std_z : 0.99  real_sub_fake : 1056.87 ]
[  epoch 0036/0040] 0570/4800, lr:1.3e-05 ∣ avg_100 : 31951.311383 ∣ critic_nllloss : 25853.472266 ∣ critic_ganloss : -214.326480 ∣ generator_nllloss : 5168.826953 ∣ generator_ganloss : 1164.659619 ∣     [  std_z : 0.99  real_sub_fake : 999.81 ]
[  epoch 0036/0040] 0580/4800, lr:1.3e-05 ∣ avg_100 : 31954.086200 ∣ critic_nllloss : 25848.171484 ∣ critic_ganloss : -263.398102 ∣ generator_nllloss : 5092.209180 ∣ generator_ganloss : 1152.578760 ∣     [  std_z : 1.00  real_sub_fake : 984.76 ]
[  epoch 0036/0040] 0590/4800, lr:1.3e-05 ∣ avg_100 : 31953.181242 ∣ critic_nllloss : 25857.366406 ∣ critic_ganloss : -274.709155 ∣ generator_nllloss : 5216.283398 ∣ generator_ganloss : 1159.798828 ∣     [  std_z : 1.00  real_sub_fake : 970.64 ]
[  epoch 0036/0040] 0600/4800, lr:1.3e-05 ∣ avg_100 : 31952.953308 ∣ critic_nllloss : 26009.335156 ∣ critic_ganloss : -341.995229 ∣ generator_nllloss : 5158.216016 ∣ generator_ganloss : 1167.500488 ∣     [  std_z : 1.00  real_sub_fake : 1103.72 ]
[  epoch 0036/0040] 0610/4800, lr:1.3e-05 ∣ avg_100 : 31950.793620 ∣ critic_nllloss : 25866.702539 ∣ critic_ganloss : -283.075328 ∣ generator_nllloss : 5211.064648 ∣ generator_ganloss : 1198.350000 ∣     [  std_z : 1.00  real_sub_fake : 1081.99 ]
[  epoch 0036/0040] 0620/4800, lr:1.3e-05 ∣ avg_100 : 31951.468946 ∣ critic_nllloss : 26028.827344 ∣ critic_ganloss : -248.554553 ∣ generator_nllloss : 5229.849414 ∣ generator_ganloss : 1188.527197 ∣     [  std_z : 0.99  real_sub_fake : 1065.74 ]
[  epoch 0036/0040] 0630/4800, lr:1.3e-05 ∣ avg_100 : 31949.632309 ∣ critic_nllloss : 25864.281055 ∣ critic_ganloss : -363.954480 ∣ generator_nllloss : 5150.911719 ∣ generator_ganloss : 1176.641064 ∣     [  std_z : 0.99  real_sub_fake : 1107.51 ]
[  epoch 0036/0040] 0640/4800, lr:1.3e-05 ∣ avg_100 : 31947.342698 ∣ critic_nllloss : 25966.360352 ∣ critic_ganloss : -406.882291 ∣ generator_nllloss : 5173.239453 ∣ generator_ganloss : 1169.086621 ∣     [  std_z : 0.99  real_sub_fake : 1261.51 ]
[  epoch 0036/0040] 0650/4800, lr:1.3e-05 ∣ avg_100 : 31946.689352 ∣ critic_nllloss : 25927.087891 ∣ critic_ganloss : -391.692645 ∣ generator_nllloss : 5215.102734 ∣ generator_ganloss : 1166.641602 ∣     [  std_z : 0.99  real_sub_fake : 1357.26 ]
[  epoch 0036/0040] 0660/4800, lr:1.3e-05 ∣ avg_100 : 31943.771915 ∣ critic_nllloss : 25697.936719 ∣ critic_ganloss : -300.031503 ∣ generator_nllloss : 5254.683984 ∣ generator_ganloss : 1168.564160 ∣     [  std_z : 0.99  real_sub_fake : 1283.41 ]
[  epoch 0036/0040] 0670/4800, lr:1.3e-05 ∣ avg_100 : 31940.220161 ∣ critic_nllloss : 25757.801563 ∣ critic_ganloss : -320.906754 ∣ generator_nllloss : 5116.946875 ∣ generator_ganloss : 1186.841602 ∣     [  std_z : 0.99  real_sub_fake : 1150.08 ]
[  epoch 0036/0040] 0680/4800, lr:1.3e-05 ∣ avg_100 : 31941.075477 ∣ critic_nllloss : 25819.392969 ∣ critic_ganloss : -273.349243 ∣ generator_nllloss : 5233.291211 ∣ generator_ganloss : 1177.393750 ∣     [  std_z : 1.00  real_sub_fake : 1249.01 ]
[  epoch 0036/0040] 0690/4800, lr:1.3e-05 ∣ avg_100 : 31936.717996 ∣ critic_nllloss : 25651.981445 ∣ critic_ganloss : -305.069449 ∣ generator_nllloss : 5023.649219 ∣ generator_ganloss : 1185.089941 ∣     [  std_z : 1.00  real_sub_fake : 1241.31 ]
[  epoch 0036/0040] 0700/4800, lr:1.3e-05 ∣ avg_100 : 31937.244269 ∣ critic_nllloss : 25805.974609 ∣ critic_ganloss : -298.079852 ∣ generator_nllloss : 5249.694531 ∣ generator_ganloss : 1195.549023 ∣     [  std_z : 1.00  real_sub_fake : 1215.79 ]
[  epoch 0036/0040] 0710/4800, lr:1.3e-05 ∣ avg_100 : 31939.982107 ∣ critic_nllloss : 25979.159570 ∣ critic_ganloss : -240.428757 ∣ generator_nllloss : 5231.425781 ∣ generator_ganloss : 1198.525879 ∣     [  std_z : 1.00  real_sub_fake : 1089.59 ]
[  epoch 0036/0040] 0720/4800, lr:1.3e-05 ∣ avg_100 : 31941.135482 ∣ critic_nllloss : 25878.569531 ∣ critic_ganloss : -335.347906 ∣ generator_nllloss : 5208.127344 ∣ generator_ganloss : 1173.780566 ∣     [  std_z : 0.99  real_sub_fake : 1186.90 ]
[  epoch 0036/0040] 0730/4800, lr:1.3e-05 ∣ avg_100 : 31940.047939 ∣ critic_nllloss : 25916.392773 ∣ critic_ganloss : -289.941418 ∣ generator_nllloss : 5129.363867 ∣ generator_ganloss : 1195.251855 ∣     [  std_z : 0.99  real_sub_fake : 1116.62 ]
[  epoch 0036/0040] 0740/4800, lr:1.3e-05 ∣ avg_100 : 31940.208077 ∣ critic_nllloss : 25776.554688 ∣ critic_ganloss : -207.463651 ∣ generator_nllloss : 5126.991602 ∣ generator_ganloss : 1171.492920 ∣     [  std_z : 0.99  real_sub_fake : 1088.98 ]
[  epoch 0036/0040] 0750/4800, lr:1.3e-05 ∣ avg_100 : 31936.157317 ∣ critic_nllloss : 25797.253711 ∣ critic_ganloss : -358.297891 ∣ generator_nllloss : 5107.113672 ∣ generator_ganloss : 1161.609570 ∣     [  std_z : 0.99  real_sub_fake : 1160.01 ]
[  epoch 0036/0040] 0760/4800, lr:1.3e-05 ∣ avg_100 : 31933.681996 ∣ critic_nllloss : 25910.293359 ∣ critic_ganloss : -312.442880 ∣ generator_nllloss : 5030.589258 ∣ generator_ganloss : 1191.351367 ∣     [  std_z : 0.99  real_sub_fake : 1041.75 ]
[  epoch 0036/0040] 0770/4800, lr:1.3e-05 ∣ avg_100 : 31934.531931 ∣ critic_nllloss : 25873.533398 ∣ critic_ganloss : -327.477260 ∣ generator_nllloss : 5281.075000 ∣ generator_ganloss : 1183.558887 ∣     [  std_z : 0.99  real_sub_fake : 1111.04 ]
[  epoch 0036/0040] 0780/4800, lr:1.3e-05 ∣ avg_100 : 31933.981391 ∣ critic_nllloss : 25739.201562 ∣ critic_ganloss : -317.054285 ∣ generator_nllloss : 5137.915430 ∣ generator_ganloss : 1174.881445 ∣     [  std_z : 1.00  real_sub_fake : 1073.84 ]
[  epoch 0036/0040] 0790/4800, lr:1.3e-05 ∣ avg_100 : 31930.943117 ∣ critic_nllloss : 25581.964844 ∣ critic_ganloss : -292.123770 ∣ generator_nllloss : 5209.478516 ∣ generator_ganloss : 1192.101367 ∣     [  std_z : 1.00  real_sub_fake : 992.27 ]
[  epoch 0036/0040] 0800/4800, lr:1.3e-05 ∣ avg_100 : 31933.364052 ∣ critic_nllloss : 25880.966406 ∣ critic_ganloss : -159.076263 ∣ generator_nllloss : 5144.245898 ∣ generator_ganloss : 1155.162939 ∣     [  std_z : 1.00  real_sub_fake : 1120.70 ]
[  epoch 0036/0040] 0810/4800, lr:1.3e-05 ∣ avg_100 : 31928.753727 ∣ critic_nllloss : 25685.814844 ∣ critic_ganloss : -269.964935 ∣ generator_nllloss : 5107.725586 ∣ generator_ganloss : 1158.337109 ∣     [  std_z : 1.00  real_sub_fake : 1050.01 ]
[  epoch 0036/0040] 0820/4800, lr:1.3e-05 ∣ avg_100 : 31926.140450 ∣ critic_nllloss : 25868.688281 ∣ critic_ganloss : -210.977121 ∣ generator_nllloss : 5233.410156 ∣ generator_ganloss : 1165.259619 ∣     [  std_z : 0.99  real_sub_fake : 931.92 ]
[  epoch 0036/0040] 0830/4800, lr:1.3e-05 ∣ avg_100 : 31927.247579 ∣ critic_nllloss : 25982.422656 ∣ critic_ganloss : -289.401260 ∣ generator_nllloss : 5267.358008 ∣ generator_ganloss : 1170.550195 ∣     [  std_z : 0.99  real_sub_fake : 985.25 ]
[  epoch 0036/0040] 0840/4800, lr:1.3e-05 ∣ avg_100 : 31924.805648 ∣ critic_nllloss : 25776.367383 ∣ critic_ganloss : -297.576077 ∣ generator_nllloss : 5171.151563 ∣ generator_ganloss : 1167.766357 ∣     [  std_z : 0.99  real_sub_fake : 982.81 ]
[  epoch 0036/0040] 0850/4800, lr:1.3e-05 ∣ avg_100 : 31924.779881 ∣ critic_nllloss : 25625.953125 ∣ critic_ganloss : -306.967566 ∣ generator_nllloss : 5070.996094 ∣ generator_ganloss : 1177.522119 ∣     [  std_z : 0.99  real_sub_fake : 1051.82 ]
[  epoch 0036/0040] 0860/4800, lr:1.3e-05 ∣ avg_100 : 31927.783516 ∣ critic_nllloss : 25904.838867 ∣ critic_ganloss : -235.301874 ∣ generator_nllloss : 5231.036523 ∣ generator_ganloss : 1185.373047 ∣     [  std_z : 1.00  real_sub_fake : 1141.37 ]
[  epoch 0036/0040] 0870/4800, lr:1.3e-05 ∣ avg_100 : 31930.730200 ∣ critic_nllloss : 25983.002344 ∣ critic_ganloss : -287.436169 ∣ generator_nllloss : 5205.290430 ∣ generator_ganloss : 1183.263672 ∣     [  std_z : 1.00  real_sub_fake : 1136.01 ]
[  epoch 0036/0040] 0880/4800, lr:1.3e-05 ∣ avg_100 : 31932.168659 ∣ critic_nllloss : 25916.269141 ∣ critic_ganloss : -299.212787 ∣ generator_nllloss : 5160.868359 ∣ generator_ganloss : 1183.927588 ∣     [  std_z : 1.00  real_sub_fake : 1049.10 ]
[  epoch 0036/0040] 0890/4800, lr:1.3e-05 ∣ avg_100 : 31928.456773 ∣ critic_nllloss : 25712.883008 ∣ critic_ganloss : -311.103433 ∣ generator_nllloss : 5182.348828 ∣ generator_ganloss : 1175.080664 ∣     [  std_z : 0.99  real_sub_fake : 1118.47 ]
[  epoch 0036/0040] 0900/4800, lr:1.3e-05 ∣ avg_100 : 31931.335729 ∣ critic_nllloss : 26185.524609 ∣ critic_ganloss : -351.082523 ∣ generator_nllloss : 5307.553320 ∣ generator_ganloss : 1178.874805 ∣     [  std_z : 0.99  real_sub_fake : 1155.45 ]
[  epoch 0036/0040] 0910/4800, lr:1.3e-05 ∣ avg_100 : 31923.713795 ∣ critic_nllloss : 25639.267188 ∣ critic_ganloss : -394.023550 ∣ generator_nllloss : 5135.146094 ∣ generator_ganloss : 1169.159570 ∣     [  std_z : 0.99  real_sub_fake : 1121.68 ]
[  epoch 0036/0040] 0920/4800, lr:1.3e-05 ∣ avg_100 : 31921.541407 ∣ critic_nllloss : 25714.996875 ∣ critic_ganloss : -437.977490 ∣ generator_nllloss : 5090.586133 ∣ generator_ganloss : 1171.834766 ∣     [  std_z : 0.99  real_sub_fake : 1350.47 ]
[  epoch 0036/0040] 0930/4800, lr:1.3e-05 ∣ avg_100 : 31925.886263 ∣ critic_nllloss : 25909.224609 ∣ critic_ganloss : -326.705496 ∣ generator_nllloss : 5211.773242 ∣ generator_ganloss : 1178.972266 ∣     [  std_z : 0.99  real_sub_fake : 1373.56 ]
[  epoch 0036/0040] 0940/4800, lr:1.3e-05 ∣ avg_100 : 31927.302816 ∣ critic_nllloss : 25843.296289 ∣ critic_ganloss : -186.341800 ∣ generator_nllloss : 5169.817578 ∣ generator_ganloss : 1178.181396 ∣     [  std_z : 1.00  real_sub_fake : 1276.12 ]
[  epoch 0036/0040] 0950/4800, lr:1.3e-05 ∣ avg_100 : 31926.102152 ∣ critic_nllloss : 25771.056055 ∣ critic_ganloss : -259.713467 ∣ generator_nllloss : 5120.412500 ∣ generator_ganloss : 1179.339502 ∣     [  std_z : 0.99  real_sub_fake : 1148.48 ]
[  epoch 0036/0040] 0960/4800, lr:1.3e-05 ∣ avg_100 : 31923.364114 ∣ critic_nllloss : 25955.033594 ∣ critic_ganloss : -326.850500 ∣ generator_nllloss : 5099.054492 ∣ generator_ganloss : 1191.721045 ∣     [  std_z : 1.00  real_sub_fake : 1123.01 ]
[  epoch 0036/0040] 0970/4800, lr:1.3e-05 ∣ avg_100 : 31924.460602 ∣ critic_nllloss : 25943.159375 ∣ critic_ganloss : -307.093774 ∣ generator_nllloss : 5227.318555 ∣ generator_ganloss : 1194.694434 ∣     [  std_z : 1.00  real_sub_fake : 1136.33 ]
[  epoch 0036/0040] 0980/4800, lr:1.3e-05 ∣ avg_100 : 31927.043269 ∣ critic_nllloss : 26019.962500 ∣ critic_ganloss : -266.086246 ∣ generator_nllloss : 5193.561133 ∣ generator_ganloss : 1187.474854 ∣     [  std_z : 0.99  real_sub_fake : 1157.63 ]
[  epoch 0036/0040] 0990/4800, lr:1.3e-05 ∣ avg_100 : 31928.820148 ∣ critic_nllloss : 26009.246484 ∣ critic_ganloss : -329.586276 ∣ generator_nllloss : 5237.329102 ∣ generator_ganloss : 1177.424561 ∣     [  std_z : 1.00  real_sub_fake : 1142.87 ]
[  epoch 0036/0040] 1000/4800, lr:1.3e-05 ∣ avg_100 : 31930.117617 ∣ critic_nllloss : 25721.958398 ∣ critic_ganloss : -288.329907 ∣ generator_nllloss : 5169.231836 ∣ generator_ganloss : 1173.616162 ∣     [  std_z : 0.99  real_sub_fake : 1144.11 ]
[  epoch 0036/0040] 1010/4800, lr:1.3e-05 ∣ avg_100 : 31928.097305 ∣ critic_nllloss : 25828.368359 ∣ critic_ganloss : -322.091577 ∣ generator_nllloss : 5210.053125 ∣ generator_ganloss : 1184.375977 ∣     [  std_z : 0.99  real_sub_fake : 1164.51 ]
[  epoch 0036/0040] 1020/4800, lr:1.3e-05 ∣ avg_100 : 31924.462570 ∣ critic_nllloss : 25696.115234 ∣ critic_ganloss : -257.765909 ∣ generator_nllloss : 5112.440234 ∣ generator_ganloss : 1182.145850 ∣     [  std_z : 0.99  real_sub_fake : 1045.48 ]
[  epoch 0036/0040] 1030/4800, lr:1.3e-05 ∣ avg_100 : 31925.995555 ∣ critic_nllloss : 25940.652539 ∣ critic_ganloss : -346.703946 ∣ generator_nllloss : 5259.862891 ∣ generator_ganloss : 1178.918848 ∣     [  std_z : 1.00  real_sub_fake : 1194.28 ]
[  epoch 0036/0040] 1040/4800, lr:1.3e-05 ∣ avg_100 : 31921.530152 ∣ critic_nllloss : 25655.622656 ∣ critic_ganloss : -285.134509 ∣ generator_nllloss : 5075.764648 ∣ generator_ganloss : 1184.892969 ∣     [  std_z : 0.99  real_sub_fake : 1120.87 ]
[  epoch 0036/0040] 1050/4800, lr:1.3e-05 ∣ avg_100 : 31917.523610 ∣ critic_nllloss : 25689.883008 ∣ critic_ganloss : -410.505472 ∣ generator_nllloss : 5037.869336 ∣ generator_ganloss : 1181.732666 ∣     [  std_z : 1.00  real_sub_fake : 1200.76 ]
[  epoch 0036/0040] 1060/4800, lr:1.3e-05 ∣ avg_100 : 31917.734427 ∣ critic_nllloss : 25996.469336 ∣ critic_ganloss : -377.303430 ∣ generator_nllloss : 5168.018359 ∣ generator_ganloss : 1168.646045 ∣     [  std_z : 0.99  real_sub_fake : 1365.92 ]
[  epoch 0036/0040] 1070/4800, lr:1.3e-05 ∣ avg_100 : 31917.091821 ∣ critic_nllloss : 25830.191406 ∣ critic_ganloss : -230.488235 ∣ generator_nllloss : 5200.634375 ∣ generator_ganloss : 1190.207910 ∣     [  std_z : 0.99  real_sub_fake : 1225.63 ]
[  epoch 0036/0040] 1080/4800, lr:1.3e-05 ∣ avg_100 : 31920.980204 ∣ critic_nllloss : 25785.759570 ∣ critic_ganloss : -206.605542 ∣ generator_nllloss : 5235.581641 ∣ generator_ganloss : 1167.972070 ∣     [  std_z : 0.99  real_sub_fake : 1158.28 ]
[  epoch 0036/0040] 1090/4800, lr:1.3e-05 ∣ avg_100 : 31920.393672 ∣ critic_nllloss : 25791.283789 ∣ critic_ganloss : -311.507962 ∣ generator_nllloss : 5125.222461 ∣ generator_ganloss : 1210.060449 ∣     [  std_z : 0.99  real_sub_fake : 884.05 ]
[  epoch 0036/0040] 1100/4800, lr:1.3e-05 ∣ avg_100 : 31919.990217 ∣ critic_nllloss : 25818.755859 ∣ critic_ganloss : -288.075964 ∣ generator_nllloss : 5130.707812 ∣ generator_ganloss : 1194.069873 ∣     [  std_z : 0.99  real_sub_fake : 939.77 ]
[  epoch 0036/0040] 1110/4800, lr:1.3e-05 ∣ avg_100 : 31919.810026 ∣ critic_nllloss : 25869.981445 ∣ critic_ganloss : -374.642380 ∣ generator_nllloss : 5158.585156 ∣ generator_ganloss : 1159.775049 ∣     [  std_z : 0.99  real_sub_fake : 1205.98 ]
[  epoch 0036/0040] 1120/4800, lr:1.3e-05 ∣ avg_100 : 31917.323342 ∣ critic_nllloss : 25722.199023 ∣ critic_ganloss : -272.008148 ∣ generator_nllloss : 5161.949805 ∣ generator_ganloss : 1168.550635 ∣     [  std_z : 0.99  real_sub_fake : 1166.03 ]
[  epoch 0036/0040] 1130/4800, lr:1.3e-05 ∣ avg_100 : 31914.688493 ∣ critic_nllloss : 25950.842383 ∣ critic_ganloss : -342.932312 ∣ generator_nllloss : 5160.527344 ∣ generator_ganloss : 1184.496973 ∣     [  std_z : 0.99  real_sub_fake : 1196.71 ]
[  epoch 0036/0040] 1140/4800, lr:1.3e-05 ∣ avg_100 : 31915.086703 ∣ critic_nllloss : 25819.875586 ∣ critic_ganloss : -380.209012 ∣ generator_nllloss : 5180.841797 ∣ generator_ganloss : 1168.449512 ∣     [  std_z : 1.00  real_sub_fake : 1288.35 ]
[  epoch 0036/0040] 1150/4800, lr:1.3e-05 ∣ avg_100 : 31919.151441 ∣ critic_nllloss : 26030.880273 ∣ critic_ganloss : -258.153314 ∣ generator_nllloss : 5162.642969 ∣ generator_ganloss : 1180.684180 ∣     [  std_z : 1.00  real_sub_fake : 1289.33 ]
[  epoch 0036/0040] 1160/4800, lr:1.3e-05 ∣ avg_100 : 31919.062176 ∣ critic_nllloss : 25975.126367 ∣ critic_ganloss : -411.480704 ∣ generator_nllloss : 5225.888477 ∣ generator_ganloss : 1173.995996 ∣     [  std_z : 0.99  real_sub_fake : 1454.04 ]
[  epoch 0036/0040] 1170/4800, lr:1.3e-05 ∣ avg_100 : 31918.407309 ∣ critic_nllloss : 25931.490039 ∣ critic_ganloss : -274.329413 ∣ generator_nllloss : 5152.493164 ∣ generator_ganloss : 1183.971533 ∣     [  std_z : 0.99  real_sub_fake : 1210.49 ]
[  epoch 0036/0040] 1180/4800, lr:1.3e-05 ∣ avg_100 : 31920.991039 ∣ critic_nllloss : 25973.157227 ∣ critic_ganloss : -346.313708 ∣ generator_nllloss : 5244.121680 ∣ generator_ganloss : 1202.745166 ∣     [  std_z : 0.99  real_sub_fake : 1066.59 ]
[  epoch 0036/0040] 1190/4800, lr:1.3e-05 ∣ avg_100 : 31919.718363 ∣ critic_nllloss : 25778.027734 ∣ critic_ganloss : -231.335590 ∣ generator_nllloss : 5193.420703 ∣ generator_ganloss : 1196.473047 ∣     [  std_z : 0.99  real_sub_fake : 1168.59 ]
[  epoch 0036/0040] 1200/4800, lr:1.3e-05 ∣ avg_100 : 31922.827635 ∣ critic_nllloss : 26009.556250 ∣ critic_ganloss : -218.008806 ∣ generator_nllloss : 5209.939844 ∣ generator_ganloss : 1176.870410 ∣     [  std_z : 1.00  real_sub_fake : 1035.56 ]
[  epoch 0036/0040] 1210/4800, lr:1.3e-05 ∣ avg_100 : 31917.051539 ∣ critic_nllloss : 25556.773633 ∣ critic_ganloss : -321.512076 ∣ generator_nllloss : 5135.665039 ∣ generator_ganloss : 1143.653955 ∣     [  std_z : 1.00  real_sub_fake : 1133.78 ]
[  epoch 0036/0040] 1220/4800, lr:1.3e-05 ∣ avg_100 : 31915.289723 ∣ critic_nllloss : 26023.950000 ∣ critic_ganloss : -314.884946 ∣ generator_nllloss : 5210.124023 ∣ generator_ganloss : 1154.667969 ∣     [  std_z : 1.00  real_sub_fake : 1211.16 ]
[  epoch 0036/0040] 1230/4800, lr:1.3e-05 ∣ avg_100 : 31916.798571 ∣ critic_nllloss : 25807.693945 ∣ critic_ganloss : -231.828033 ∣ generator_nllloss : 5308.501562 ∣ generator_ganloss : 1172.520752 ∣     [  std_z : 0.99  real_sub_fake : 1152.28 ]
[  epoch 0036/0040] 1240/4800, lr:1.3e-05 ∣ avg_100 : 31916.289437 ∣ critic_nllloss : 25852.383398 ∣ critic_ganloss : -271.594345 ∣ generator_nllloss : 5168.443359 ∣ generator_ganloss : 1179.867969 ∣     [  std_z : 0.99  real_sub_fake : 1078.75 ]
[  epoch 0036/0040] 1250/4800, lr:1.3e-05 ∣ avg_100 : 31918.071836 ∣ critic_nllloss : 25957.375586 ∣ critic_ganloss : -189.743768 ∣ generator_nllloss : 5251.963477 ∣ generator_ganloss : 1187.809277 ∣     [  std_z : 0.99  real_sub_fake : 1011.35 ]
[  epoch 0036/0040] 1260/4800, lr:1.3e-05 ∣ avg_100 : 31918.569212 ∣ critic_nllloss : 25926.379883 ∣ critic_ganloss : -140.206161 ∣ generator_nllloss : 5183.901563 ∣ generator_ganloss : 1183.513428 ∣     [  std_z : 0.99  real_sub_fake : 902.10 ]
[  epoch 0036/0040] 1270/4800, lr:1.3e-05 ∣ avg_100 : 31922.893958 ∣ critic_nllloss : 26117.436523 ∣ critic_ganloss : -294.171542 ∣ generator_nllloss : 5225.651953 ∣ generator_ganloss : 1191.716260 ∣     [  std_z : 0.99  real_sub_fake : 890.18 ]
[  epoch 0036/0040] 1280/4800, lr:1.3e-05 ∣ avg_100 : 31919.987265 ∣ critic_nllloss : 25807.819336 ∣ critic_ganloss : -262.904530 ∣ generator_nllloss : 5117.082617 ∣ generator_ganloss : 1191.622754 ∣     [  std_z : 1.00  real_sub_fake : 841.02 ]
[  epoch 0036/0040] 1290/4800, lr:1.3e-05 ∣ avg_100 : 31919.748086 ∣ critic_nllloss : 25688.027734 ∣ critic_ganloss : -289.395685 ∣ generator_nllloss : 5123.119141 ∣ generator_ganloss : 1178.453076 ∣     [  std_z : 1.00  real_sub_fake : 917.94 ]
[  epoch 0036/0040] 1300/4800, lr:1.3e-05 ∣ avg_100 : 31924.556009 ∣ critic_nllloss : 26186.613477 ∣ critic_ganloss : -304.399612 ∣ generator_nllloss : 5240.443359 ∣ generator_ganloss : 1175.396045 ∣     [  std_z : 1.00  real_sub_fake : 1068.16 ]
[  epoch 0036/0040] 1310/4800, lr:1.3e-05 ∣ avg_100 : 31919.549632 ∣ critic_nllloss : 25898.135352 ∣ critic_ganloss : -310.723013 ∣ generator_nllloss : 5152.748047 ∣ generator_ganloss : 1174.031201 ∣     [  std_z : 1.00  real_sub_fake : 1051.15 ]
[  epoch 0036/0040] 1320/4800, lr:1.3e-05 ∣ avg_100 : 31916.407979 ∣ critic_nllloss : 25685.352344 ∣ critic_ganloss : -232.692293 ∣ generator_nllloss : 5218.779883 ∣ generator_ganloss : 1182.131592 ∣     [  std_z : 1.00  real_sub_fake : 1064.73 ]
[  epoch 0036/0040] 1330/4800, lr:1.3e-05 ∣ avg_100 : 31916.049470 ∣ critic_nllloss : 25734.676563 ∣ critic_ganloss : -266.837949 ∣ generator_nllloss : 5247.796875 ∣ generator_ganloss : 1193.088818 ∣     [  std_z : 1.00  real_sub_fake : 945.83 ]
[  epoch 0036/0040] 1340/4800, lr:1.3e-05 ∣ avg_100 : 31913.182296 ∣ critic_nllloss : 25543.576367 ∣ critic_ganloss : -330.842773 ∣ generator_nllloss : 5109.066797 ∣ generator_ganloss : 1177.618945 ∣     [  std_z : 0.99  real_sub_fake : 1124.39 ]
[  epoch 0036/0040] 1350/4800, lr:1.3e-05 ∣ avg_100 : 31910.268815 ∣ critic_nllloss : 25610.265625 ∣ critic_ganloss : -334.040405 ∣ generator_nllloss : 5138.579687 ∣ generator_ganloss : 1177.045117 ∣     [  std_z : 1.00  real_sub_fake : 1240.27 ]
[  epoch 0036/0040] 1360/4800, lr:1.3e-05 ∣ avg_100 : 31914.066032 ∣ critic_nllloss : 26007.040430 ∣ critic_ganloss : -295.022635 ∣ generator_nllloss : 5214.080078 ∣ generator_ganloss : 1180.063037 ∣     [  std_z : 1.00  real_sub_fake : 1253.25 ]
[  epoch 0036/0040] 1370/4800, lr:1.3e-05 ∣ avg_100 : 31916.310630 ∣ critic_nllloss : 26121.474609 ∣ critic_ganloss : -167.649564 ∣ generator_nllloss : 5164.532812 ∣ generator_ganloss : 1158.297900 ∣     [  std_z : 1.00  real_sub_fake : 1233.73 ]
[  epoch 0036/0040] 1380/4800, lr:1.3e-05 ∣ avg_100 : 31919.858367 ∣ critic_nllloss : 25857.054492 ∣ critic_ganloss : -134.165988 ∣ generator_nllloss : 5232.669141 ∣ generator_ganloss : 1182.001514 ∣     [  std_z : 0.99  real_sub_fake : 798.61 ]
[  epoch 0036/0040] 1390/4800, lr:1.3e-05 ∣ avg_100 : 31924.366885 ∣ critic_nllloss : 26036.667969 ∣ critic_ganloss : -136.366891 ∣ generator_nllloss : 5232.098437 ∣ generator_ganloss : 1192.774902 ∣     [  std_z : 0.99  real_sub_fake : 698.48 ]
[  epoch 0036/0040] 1400/4800, lr:1.3e-05 ∣ avg_100 : 31928.025619 ∣ critic_nllloss : 26080.363477 ∣ critic_ganloss : -154.369601 ∣ generator_nllloss : 5227.691211 ∣ generator_ganloss : 1197.724219 ∣     [  std_z : 0.99  real_sub_fake : 697.32 ]
[  epoch 0036/0040] 1410/4800, lr:1.3e-05 ∣ avg_100 : 31927.845317 ∣ critic_nllloss : 25904.143164 ∣ critic_ganloss : -177.741866 ∣ generator_nllloss : 5107.533984 ∣ generator_ganloss : 1196.987988 ∣     [  std_z : 1.00  real_sub_fake : 630.55 ]
[  epoch 0036/0040] 1420/4800, lr:1.3e-05 ∣ avg_100 : 31931.540611 ∣ critic_nllloss : 26030.547852 ∣ critic_ganloss : -178.986992 ∣ generator_nllloss : 5182.887109 ∣ generator_ganloss : 1213.932812 ∣     [  std_z : 1.00  real_sub_fake : 677.25 ]
[  epoch 0036/0040] 1430/4800, lr:1.3e-05 ∣ avg_100 : 31937.269911 ∣ critic_nllloss : 25889.191992 ∣ critic_ganloss : -140.443355 ∣ generator_nllloss : 5141.456250 ∣ generator_ganloss : 1214.219824 ∣     [  std_z : 1.00  real_sub_fake : 595.64 ]
[  epoch 0036/0040] 1440/4800, lr:1.3e-05 ∣ avg_100 : 31939.738342 ∣ critic_nllloss : 25900.033594 ∣ critic_ganloss : -199.167772 ∣ generator_nllloss : 5239.395898 ∣ generator_ganloss : 1221.083643 ∣     [  std_z : 0.99  real_sub_fake : 666.63 ]
[  epoch 0036/0040] 1450/4800, lr:1.3e-05 ∣ avg_100 : 31944.028481 ∣ critic_nllloss : 25739.234766 ∣ critic_ganloss : -160.093629 ∣ generator_nllloss : 5178.272266 ∣ generator_ganloss : 1229.857812 ∣     [  std_z : 0.99  real_sub_fake : 584.76 ]
[  epoch 0036/0040] 1460/4800, lr:1.3e-05 ∣ avg_100 : 31947.330831 ∣ critic_nllloss : 25803.983984 ∣ critic_ganloss : -203.118359 ∣ generator_nllloss : 5182.279297 ∣ generator_ganloss : 1226.034863 ∣     [  std_z : 0.99  real_sub_fake : 641.78 ]
[  epoch 0036/0040] 1470/4800, lr:1.3e-05 ∣ avg_100 : 31945.590182 ∣ critic_nllloss : 25712.033203 ∣ critic_ganloss : -223.458481 ∣ generator_nllloss : 5045.359766 ∣ generator_ganloss : 1225.633691 ∣     [  std_z : 0.99  real_sub_fake : 684.82 ]
[  epoch 0036/0040] 1480/4800, lr:1.3e-05 ∣ avg_100 : 31943.444378 ∣ critic_nllloss : 25869.218945 ∣ critic_ganloss : -274.562993 ∣ generator_nllloss : 5050.169922 ∣ generator_ganloss : 1212.487256 ∣     [  std_z : 1.00  real_sub_fake : 842.73 ]
[  epoch 0036/0040] 1490/4800, lr:1.3e-05 ∣ avg_100 : 31944.856032 ∣ critic_nllloss : 25999.414453 ∣ critic_ganloss : -257.657904 ∣ generator_nllloss : 5205.497461 ∣ generator_ganloss : 1203.169287 ∣     [  std_z : 1.00  real_sub_fake : 973.83 ]
[  epoch 0036/0040] 1500/4800, lr:1.3e-05 ∣ avg_100 : 31945.112304 ∣ critic_nllloss : 25817.033008 ∣ critic_ganloss : -302.840335 ∣ generator_nllloss : 5201.339844 ∣ generator_ganloss : 1198.274170 ∣     [  std_z : 0.99  real_sub_fake : 1045.02 ]
[  epoch 0036/0040] 1510/4800, lr:1.3e-05 ∣ avg_100 : 31940.098404 ∣ critic_nllloss : 25646.915820 ∣ critic_ganloss : -332.163495 ∣ generator_nllloss : 5108.341602 ∣ generator_ganloss : 1197.579932 ∣     [  std_z : 0.99  real_sub_fake : 1035.02 ]
[  epoch 0036/0040] 1520/4800, lr:1.3e-05 ∣ avg_100 : 31939.686860 ∣ critic_nllloss : 25859.592969 ∣ critic_ganloss : -314.973087 ∣ generator_nllloss : 5105.844727 ∣ generator_ganloss : 1197.377637 ∣     [  std_z : 0.99  real_sub_fake : 1151.63 ]
[  epoch 0036/0040] 1530/4800, lr:1.3e-05 ∣ avg_100 : 31935.040535 ∣ critic_nllloss : 25809.536133 ∣ critic_ganloss : -377.160468 ∣ generator_nllloss : 5078.044727 ∣ generator_ganloss : 1187.673486 ∣     [  std_z : 0.99  real_sub_fake : 1216.32 ]
[  epoch 0036/0040] 1540/4800, lr:1.3e-05 ∣ avg_100 : 31934.058118 ∣ critic_nllloss : 25957.585938 ∣ critic_ganloss : -358.793335 ∣ generator_nllloss : 5148.748438 ∣ generator_ganloss : 1179.432959 ∣     [  std_z : 0.99  real_sub_fake : 1287.68 ]
[  epoch 0036/0040] 1550/4800, lr:1.3e-05 ∣ avg_100 : 31932.649883 ∣ critic_nllloss : 25947.433594 ∣ critic_ganloss : -295.869070 ∣ generator_nllloss : 5114.063867 ∣ generator_ganloss : 1194.305322 ∣     [  std_z : 1.00  real_sub_fake : 1178.82 ]
[  epoch 0036/0040] 1560/4800, lr:1.3e-05 ∣ avg_100 : 31928.229955 ∣ critic_nllloss : 25710.353125 ∣ critic_ganloss : -255.173376 ∣ generator_nllloss : 5088.909766 ∣ generator_ganloss : 1170.147754 ∣     [  std_z : 1.00  real_sub_fake : 1099.60 ]
[  epoch 0036/0040] 1570/4800, lr:1.3e-05 ∣ avg_100 : 31928.223959 ∣ critic_nllloss : 25924.904102 ∣ critic_ganloss : -297.665329 ∣ generator_nllloss : 5185.947070 ∣ generator_ganloss : 1158.846924 ∣     [  std_z : 1.00  real_sub_fake : 1126.88 ]
[  epoch 0036/0040] 1580/4800, lr:1.3e-05 ∣ avg_100 : 31926.788490 ∣ critic_nllloss : 25655.549219 ∣ critic_ganloss : -283.672681 ∣ generator_nllloss : 5153.013086 ∣ generator_ganloss : 1161.124756 ∣     [  std_z : 1.00  real_sub_fake : 1042.87 ]
[  epoch 0036/0040] 1590/4800, lr:1.3e-05 ∣ avg_100 : 31926.154202 ∣ critic_nllloss : 25847.238867 ∣ critic_ganloss : -292.761174 ∣ generator_nllloss : 5170.683203 ∣ generator_ganloss : 1170.149805 ∣     [  std_z : 0.99  real_sub_fake : 999.10 ]
[  epoch 0036/0040] 1600/4800, lr:1.3e-05 ∣ avg_100 : 31926.016443 ∣ critic_nllloss : 25921.238086 ∣ critic_ganloss : -332.677530 ∣ generator_nllloss : 5224.013281 ∣ generator_ganloss : 1166.706641 ∣     [  std_z : 0.99  real_sub_fake : 1050.54 ]
[  epoch 0036/0040] 1610/4800, lr:1.3e-05 ∣ avg_100 : 31922.856527 ∣ critic_nllloss : 25682.300586 ∣ critic_ganloss : -277.350177 ∣ generator_nllloss : 5128.764844 ∣ generator_ganloss : 1143.335010 ∣     [  std_z : 0.99  real_sub_fake : 1127.97 ]
[  epoch 0036/0040] 1620/4800, lr:1.3e-05 ∣ avg_100 : 31916.702408 ∣ critic_nllloss : 25699.895117 ∣ critic_ganloss : -329.365540 ∣ generator_nllloss : 5049.306445 ∣ generator_ganloss : 1163.401514 ∣     [  std_z : 0.99  real_sub_fake : 1101.60 ]
[  epoch 0036/0040] 1630/4800, lr:1.3e-05 ∣ avg_100 : 31914.781154 ∣ critic_nllloss : 25732.771680 ∣ critic_ganloss : -376.940753 ∣ generator_nllloss : 5127.713477 ∣ generator_ganloss : 1152.209570 ∣     [  std_z : 1.00  real_sub_fake : 1186.40 ]
[  epoch 0036/0040] 1640/4800, lr:1.3e-05 ∣ avg_100 : 31911.402430 ∣ critic_nllloss : 25617.296094 ∣ critic_ganloss : -279.589658 ∣ generator_nllloss : 5085.946680 ∣ generator_ganloss : 1140.278613 ∣     [  std_z : 0.99  real_sub_fake : 1169.85 ]
[  epoch 0036/0040] 1650/4800, lr:1.3e-05 ∣ avg_100 : 31914.767996 ∣ critic_nllloss : 26209.531250 ∣ critic_ganloss : -296.126718 ∣ generator_nllloss : 5203.009180 ∣ generator_ganloss : 1137.282422 ∣     [  std_z : 1.00  real_sub_fake : 1402.52 ]
[  epoch 0036/0040] 1660/4800, lr:1.3e-05 ∣ avg_100 : 31914.899924 ∣ critic_nllloss : 25789.873437 ∣ critic_ganloss : -295.807358 ∣ generator_nllloss : 5178.106250 ∣ generator_ganloss : 1162.173828 ∣     [  std_z : 1.00  real_sub_fake : 1093.95 ]
[  epoch 0036/0040] 1670/4800, lr:1.3e-05 ∣ avg_100 : 31919.133059 ∣ critic_nllloss : 25986.219141 ∣ critic_ganloss : -349.052371 ∣ generator_nllloss : 5362.467188 ∣ generator_ganloss : 1164.362842 ∣     [  std_z : 1.00  real_sub_fake : 1120.60 ]
[  epoch 0036/0040] 1680/4800, lr:1.3e-05 ∣ avg_100 : 31916.201537 ∣ critic_nllloss : 25697.114063 ∣ critic_ganloss : -307.668350 ∣ generator_nllloss : 5132.331250 ∣ generator_ganloss : 1141.799609 ∣     [  std_z : 1.00  real_sub_fake : 1192.81 ]
[  epoch 0036/0040] 1690/4800, lr:1.3e-05 ∣ avg_100 : 31917.784002 ∣ critic_nllloss : 25826.293164 ∣ critic_ganloss : -349.217377 ∣ generator_nllloss : 5106.666602 ∣ generator_ganloss : 1130.155225 ∣     [  std_z : 0.99  real_sub_fake : 1261.28 ]
[  epoch 0036/0040] 1700/4800, lr:1.3e-05 ∣ avg_100 : 31917.314941 ∣ critic_nllloss : 25961.242969 ∣ critic_ganloss : -329.217593 ∣ generator_nllloss : 5125.448438 ∣ generator_ganloss : 1148.758350 ∣     [  std_z : 0.99  real_sub_fake : 1294.03 ]
[  epoch 0036/0040] 1710/4800, lr:1.3e-05 ∣ avg_100 : 31914.458595 ∣ critic_nllloss : 25794.870508 ∣ critic_ganloss : -221.622827 ∣ generator_nllloss : 5148.444922 ∣ generator_ganloss : 1161.355322 ∣     [  std_z : 0.99  real_sub_fake : 1165.33 ]
[  epoch 0036/0040] 1720/4800, lr:1.3e-05 ∣ avg_100 : 31914.290450 ∣ critic_nllloss : 25890.391992 ∣ critic_ganloss : -330.184067 ∣ generator_nllloss : 5190.139648 ∣ generator_ganloss : 1157.967480 ∣     [  std_z : 0.99  real_sub_fake : 1272.64 ]
[  epoch 0036/0040] 1730/4800, lr:1.3e-05 ∣ avg_100 : 31915.359928 ∣ critic_nllloss : 25954.703906 ∣ critic_ganloss : -248.331473 ∣ generator_nllloss : 5199.714063 ∣ generator_ganloss : 1151.928369 ∣     [  std_z : 0.99  real_sub_fake : 1172.99 ]
[  epoch 0036/0040] 1740/4800, lr:1.3e-05 ∣ avg_100 : 31914.756429 ∣ critic_nllloss : 25672.948047 ∣ critic_ganloss : -251.550232 ∣ generator_nllloss : 5208.528320 ∣ generator_ganloss : 1177.299512 ∣     [  std_z : 1.00  real_sub_fake : 983.95 ]
[  epoch 0036/0040] 1750/4800, lr:1.3e-05 ∣ avg_100 : 31917.665929 ∣ critic_nllloss : 26043.527930 ∣ critic_ganloss : -306.509760 ∣ generator_nllloss : 5080.008203 ∣ generator_ganloss : 1181.602734 ∣     [  std_z : 0.99  real_sub_fake : 1094.64 ]
[  epoch 0036/0040] 1760/4800, lr:1.3e-05 ∣ avg_100 : 31917.837864 ∣ critic_nllloss : 25845.160352 ∣ critic_ganloss : -341.937531 ∣ generator_nllloss : 5165.187305 ∣ generator_ganloss : 1168.574463 ∣     [  std_z : 0.99  real_sub_fake : 1157.31 ]
[  epoch 0036/0040] 1770/4800, lr:1.3e-05 ∣ avg_100 : 31916.836691 ∣ critic_nllloss : 25891.010352 ∣ critic_ganloss : -295.764877 ∣ generator_nllloss : 5147.875781 ∣ generator_ganloss : 1167.451416 ∣     [  std_z : 0.99  real_sub_fake : 1155.06 ]
[  epoch 0036/0040] 1780/4800, lr:1.3e-05 ∣ avg_100 : 31916.766367 ∣ critic_nllloss : 25789.777148 ∣ critic_ganloss : -297.870180 ∣ generator_nllloss : 5061.706250 ∣ generator_ganloss : 1174.298535 ∣     [  std_z : 0.99  real_sub_fake : 1066.78 ]
[  epoch 0036/0040] 1790/4800, lr:1.3e-05 ∣ avg_100 : 31921.611743 ∣ critic_nllloss : 26031.208398 ∣ critic_ganloss : -195.161523 ∣ generator_nllloss : 5157.709570 ∣ generator_ganloss : 1182.202148 ∣     [  std_z : 1.00  real_sub_fake : 1101.62 ]
[  epoch 0036/0040] 1800/4800, lr:1.3e-05 ∣ avg_100 : 31917.880277 ∣ critic_nllloss : 25746.320508 ∣ critic_ganloss : -342.660474 ∣ generator_nllloss : 5075.063672 ∣ generator_ganloss : 1169.428662 ∣     [  std_z : 1.00  real_sub_fake : 1087.50 ]
[  epoch 0036/0040] 1810/4800, lr:1.3e-05 ∣ avg_100 : 31923.453476 ∣ critic_nllloss : 26058.190820 ∣ critic_ganloss : -239.312648 ∣ generator_nllloss : 5241.800195 ∣ generator_ganloss : 1178.554102 ∣     [  std_z : 1.00  real_sub_fake : 1159.22 ]
[  epoch 0036/0040] 1820/4800, lr:1.3e-05 ∣ avg_100 : 31919.113748 ∣ critic_nllloss : 25579.552148 ∣ critic_ganloss : -264.892975 ∣ generator_nllloss : 5139.516602 ∣ generator_ganloss : 1168.232373 ∣     [  std_z : 1.00  real_sub_fake : 1012.01 ]
[  epoch 0036/0040] 1830/4800, lr:1.3e-05 ∣ avg_100 : 31913.662806 ∣ critic_nllloss : 25575.713281 ∣ critic_ganloss : -240.740086 ∣ generator_nllloss : 5109.151367 ∣ generator_ganloss : 1141.710889 ∣     [  std_z : 0.99  real_sub_fake : 1019.40 ]
[  epoch 0036/0040] 1840/4800, lr:1.3e-05 ∣ avg_100 : 31914.537694 ∣ critic_nllloss : 25817.969531 ∣ critic_ganloss : -227.866405 ∣ generator_nllloss : 5141.817383 ∣ generator_ganloss : 1173.277441 ∣     [  std_z : 0.99  real_sub_fake : 949.97 ]
[  epoch 0036/0040] 1850/4800, lr:1.3e-05 ∣ avg_100 : 31919.932677 ∣ critic_nllloss : 26031.321289 ∣ critic_ganloss : -266.427106 ∣ generator_nllloss : 5154.873047 ∣ generator_ganloss : 1187.234863 ∣     [  std_z : 0.99  real_sub_fake : 921.34 ]
[  epoch 0036/0040] 1860/4800, lr:1.3e-05 ∣ avg_100 : 31916.572014 ∣ critic_nllloss : 25692.351367 ∣ critic_ganloss : -287.569949 ∣ generator_nllloss : 5177.696484 ∣ generator_ganloss : 1167.402344 ∣     [  std_z : 1.00  real_sub_fake : 935.53 ]
[  epoch 0036/0040] 1870/4800, lr:1.3e-05 ∣ avg_100 : 31915.473468 ∣ critic_nllloss : 26019.928516 ∣ critic_ganloss : -360.194962 ∣ generator_nllloss : 5146.622656 ∣ generator_ganloss : 1167.909473 ∣     [  std_z : 1.00  real_sub_fake : 1082.65 ]
[  epoch 0036/0040] 1880/4800, lr:1.3e-05 ∣ avg_100 : 31911.752107 ∣ critic_nllloss : 25590.794531 ∣ critic_ganloss : -343.278101 ∣ generator_nllloss : 5164.425195 ∣ generator_ganloss : 1177.774609 ∣     [  std_z : 1.00  real_sub_fake : 1117.72 ]
[  epoch 0036/0040] 1890/4800, lr:1.3e-05 ∣ avg_100 : 31911.616200 ∣ critic_nllloss : 25700.140625 ∣ critic_ganloss : -327.700977 ∣ generator_nllloss : 5194.416211 ∣ generator_ganloss : 1178.762549 ∣     [  std_z : 1.00  real_sub_fake : 1136.55 ]
[  epoch 0036/0040] 1900/4800, lr:1.3e-05 ∣ avg_100 : 31904.952775 ∣ critic_nllloss : 25732.588672 ∣ critic_ganloss : -347.595599 ∣ generator_nllloss : 5111.916406 ∣ generator_ganloss : 1157.618164 ∣     [  std_z : 0.99  real_sub_fake : 1346.26 ]
[  epoch 0036/0040] 1910/4800, lr:1.3e-05 ∣ avg_100 : 31912.341062 ∣ critic_nllloss : 26203.764844 ∣ critic_ganloss : -383.948639 ∣ generator_nllloss : 5290.125195 ∣ generator_ganloss : 1178.436621 ∣     [  std_z : 0.99  real_sub_fake : 1302.75 ]
[  epoch 0036/0040] 1920/4800, lr:1.3e-05 ∣ avg_100 : 31914.727807 ∣ critic_nllloss : 25895.383398 ∣ critic_ganloss : -402.418246 ∣ generator_nllloss : 5113.363477 ∣ generator_ganloss : 1171.786182 ∣     [  std_z : 0.99  real_sub_fake : 1357.36 ]
[  epoch 0036/0040] 1930/4800, lr:1.3e-05 ∣ avg_100 : 31913.274854 ∣ critic_nllloss : 25951.821289 ∣ critic_ganloss : -356.506586 ∣ generator_nllloss : 5071.898828 ∣ generator_ganloss : 1160.755811 ∣     [  std_z : 0.99  real_sub_fake : 1430.94 ]
[  epoch 0036/0040] 1940/4800, lr:1.3e-05 ∣ avg_100 : 31911.388695 ∣ critic_nllloss : 25768.060547 ∣ critic_ganloss : -236.816257 ∣ generator_nllloss : 5124.588867 ∣ generator_ganloss : 1160.504395 ∣     [  std_z : 1.00  real_sub_fake : 1381.27 ]
[  epoch 0036/0040] 1950/4800, lr:1.3e-05 ∣ avg_100 : 31912.313363 ∣ critic_nllloss : 25937.139844 ∣ critic_ganloss : -380.734845 ∣ generator_nllloss : 5179.186328 ∣ generator_ganloss : 1167.970068 ∣     [  std_z : 1.00  real_sub_fake : 1356.41 ]
[  epoch 0036/0040] 1960/4800, lr:1.3e-05 ∣ avg_100 : 31913.148771 ∣ critic_nllloss : 25975.614453 ∣ critic_ganloss : -351.663712 ∣ generator_nllloss : 5206.031445 ∣ generator_ganloss : 1172.517236 ∣     [  std_z : 1.00  real_sub_fake : 1360.08 ]
[  epoch 0036/0040] 1970/4800, lr:1.3e-05 ∣ avg_100 : 31910.548878 ∣ critic_nllloss : 25763.871875 ∣ critic_ganloss : -321.943042 ∣ generator_nllloss : 5189.038672 ∣ generator_ganloss : 1167.121777 ∣     [  std_z : 1.00  real_sub_fake : 1282.85 ]
[  epoch 0036/0040] 1980/4800, lr:1.3e-05 ∣ avg_100 : 31907.624908 ∣ critic_nllloss : 25899.245508 ∣ critic_ganloss : -373.098004 ∣ generator_nllloss : 5153.940430 ∣ generator_ganloss : 1162.427246 ∣     [  std_z : 1.00  real_sub_fake : 1298.11 ]
[  epoch 0036/0040] 1990/4800, lr:1.3e-05 ∣ avg_100 : 31903.105850 ∣ critic_nllloss : 25663.825195 ∣ critic_ganloss : -336.123080 ∣ generator_nllloss : 5142.936328 ∣ generator_ganloss : 1171.869629 ∣     [  std_z : 0.99  real_sub_fake : 1186.03 ]
[  epoch 0036/0040] 2000/4800, lr:1.3e-05 ∣ avg_100 : 31905.925851 ∣ critic_nllloss : 26028.191016 ∣ critic_ganloss : -347.522098 ∣ generator_nllloss : 5229.041797 ∣ generator_ganloss : 1148.765869 ∣     [  std_z : 0.99  real_sub_fake : 1412.11 ]
[  epoch 0036/0040] 2010/4800, lr:1.3e-05 ∣ avg_100 : 31904.004571 ∣ critic_nllloss : 25747.244336 ∣ critic_ganloss : -369.162537 ∣ generator_nllloss : 5164.734961 ∣ generator_ganloss : 1165.761133 ∣     [  std_z : 0.99  real_sub_fake : 1272.20 ]
[  epoch 0036/0040] 2020/4800, lr:1.3e-05 ∣ avg_100 : 31909.262829 ∣ critic_nllloss : 26116.229492 ∣ critic_ganloss : -275.119568 ∣ generator_nllloss : 5262.330859 ∣ generator_ganloss : 1155.320410 ∣     [  std_z : 0.99  real_sub_fake : 1316.17 ]
[  epoch 0036/0040] 2030/4800, lr:1.3e-05 ∣ avg_100 : 31907.544667 ∣ critic_nllloss : 25890.497266 ∣ critic_ganloss : -345.408362 ∣ generator_nllloss : 5156.090039 ∣ generator_ganloss : 1159.735254 ∣     [  std_z : 0.99  real_sub_fake : 1258.41 ]
[  epoch 0036/0040] 2040/4800, lr:1.3e-05 ∣ avg_100 : 31910.925128 ∣ critic_nllloss : 26016.858008 ∣ critic_ganloss : -349.143170 ∣ generator_nllloss : 5138.041211 ∣ generator_ganloss : 1163.435840 ∣     [  std_z : 0.99  real_sub_fake : 1199.30 ]
[  epoch 0036/0040] 2050/4800, lr:1.3e-05 ∣ avg_100 : 31913.675057 ∣ critic_nllloss : 25805.861914 ∣ critic_ganloss : -306.309930 ∣ generator_nllloss : 5114.051953 ∣ generator_ganloss : 1160.368408 ∣     [  std_z : 1.00  real_sub_fake : 1236.09 ]
[  epoch 0036/0040] 2060/4800, lr:1.3e-05 ∣ avg_100 : 31913.518398 ∣ critic_nllloss : 25905.696289 ∣ critic_ganloss : -393.624268 ∣ generator_nllloss : 5259.293359 ∣ generator_ganloss : 1168.799072 ∣     [  std_z : 1.00  real_sub_fake : 1158.18 ]
[  epoch 0036/0040] 2070/4800, lr:1.3e-05 ∣ avg_100 : 31907.586481 ∣ critic_nllloss : 25445.207227 ∣ critic_ganloss : -294.193689 ∣ generator_nllloss : 5094.048437 ∣ generator_ganloss : 1152.291797 ∣     [  std_z : 1.00  real_sub_fake : 1081.03 ]
[  epoch 0036/0040] 2080/4800, lr:1.3e-05 ∣ avg_100 : 31905.874514 ∣ critic_nllloss : 25854.384570 ∣ critic_ganloss : -363.246698 ∣ generator_nllloss : 5155.833008 ∣ generator_ganloss : 1164.540186 ∣     [  std_z : 0.99  real_sub_fake : 1217.04 ]
[  epoch 0036/0040] 2090/4800, lr:1.3e-05 ∣ avg_100 : 31905.840028 ∣ critic_nllloss : 25807.060742 ∣ critic_ganloss : -262.191037 ∣ generator_nllloss : 5099.639258 ∣ generator_ganloss : 1167.101123 ∣     [  std_z : 0.99  real_sub_fake : 1192.67 ]
[  epoch 0036/0040] 2100/4800, lr:1.3e-05 ∣ avg_100 : 31908.351830 ∣ critic_nllloss : 25972.792578 ∣ critic_ganloss : -244.164905 ∣ generator_nllloss : 5203.547461 ∣ generator_ganloss : 1174.462646 ∣     [  std_z : 0.99  real_sub_fake : 1118.18 ]
[  epoch 0036/0040] 2110/4800, lr:1.3e-05 ∣ avg_100 : 31911.935955 ∣ critic_nllloss : 25974.680078 ∣ critic_ganloss : -218.858536 ∣ generator_nllloss : 5239.791992 ∣ generator_ganloss : 1176.498291 ∣     [  std_z : 0.99  real_sub_fake : 938.67 ]
[  epoch 0036/0040] 2120/4800, lr:1.3e-05 ∣ avg_100 : 31911.660668 ∣ critic_nllloss : 25799.384180 ∣ critic_ganloss : -292.049768 ∣ generator_nllloss : 5091.516992 ∣ generator_ganloss : 1154.311182 ∣     [  std_z : 1.00  real_sub_fake : 968.87 ]
[  epoch 0036/0040] 2130/4800, lr:1.3e-05 ∣ avg_100 : 31909.938064 ∣ critic_nllloss : 25693.169531 ∣ critic_ganloss : -284.317691 ∣ generator_nllloss : 5201.505469 ∣ generator_ganloss : 1170.316650 ∣     [  std_z : 1.00  real_sub_fake : 1079.91 ]
[  epoch 0036/0040] 2140/4800, lr:1.3e-05 ∣ avg_100 : 31914.323938 ∣ critic_nllloss : 26096.507812 ∣ critic_ganloss : -299.467783 ∣ generator_nllloss : 5265.798437 ∣ generator_ganloss : 1164.706787 ∣     [  std_z : 1.00  real_sub_fake : 1081.04 ]
[  epoch 0036/0040] 2150/4800, lr:1.3e-05 ∣ avg_100 : 31910.170801 ∣ critic_nllloss : 25626.033203 ∣ critic_ganloss : -295.171416 ∣ generator_nllloss : 5200.693359 ∣ generator_ganloss : 1169.185352 ∣     [  std_z : 1.00  real_sub_fake : 1091.08 ]
[  epoch 0036/0040] 2160/4800, lr:1.3e-05 ∣ avg_100 : 31910.852940 ∣ critic_nllloss : 26047.400977 ∣ critic_ganloss : -402.037503 ∣ generator_nllloss : 5201.653711 ∣ generator_ganloss : 1184.726758 ∣     [  std_z : 0.99  real_sub_fake : 1205.17 ]
[  epoch 0036/0040] 2170/4800, lr:1.3e-05 ∣ avg_100 : 31910.724452 ∣ critic_nllloss : 25929.608398 ∣ critic_ganloss : -333.840915 ∣ generator_nllloss : 5211.604297 ∣ generator_ganloss : 1173.404785 ∣     [  std_z : 0.99  real_sub_fake : 1265.72 ]
[  epoch 0036/0040] 2180/4800, lr:1.3e-05 ∣ avg_100 : 31910.470745 ∣ critic_nllloss : 25975.800000 ∣ critic_ganloss : -325.743054 ∣ generator_nllloss : 5210.842773 ∣ generator_ganloss : 1187.439941 ∣     [  std_z : 0.99  real_sub_fake : 1415.30 ]
[  epoch 0036/0040] 2190/4800, lr:1.3e-05 ∣ avg_100 : 31915.019704 ∣ critic_nllloss : 26146.299414 ∣ critic_ganloss : -242.709259 ∣ generator_nllloss : 5269.199023 ∣ generator_ganloss : 1218.692627 ∣     [  std_z : 0.99  real_sub_fake : 1050.81 ]
[  epoch 0036/0040] 2200/4800, lr:1.3e-05 ∣ avg_100 : 31914.008970 ∣ critic_nllloss : 25833.220313 ∣ critic_ganloss : -162.742453 ∣ generator_nllloss : 5189.057813 ∣ generator_ganloss : 1217.748584 ∣     [  std_z : 0.99  real_sub_fake : 759.80 ]
[  epoch 0036/0040] 2210/4800, lr:1.3e-05 ∣ avg_100 : 31918.217961 ∣ critic_nllloss : 25832.932031 ∣ critic_ganloss : -248.909250 ∣ generator_nllloss : 5157.903320 ∣ generator_ganloss : 1193.553613 ∣     [  std_z : 1.00  real_sub_fake : 910.61 ]
[  epoch 0036/0040] 2220/4800, lr:1.3e-05 ∣ avg_100 : 31917.836775 ∣ critic_nllloss : 25943.969922 ∣ critic_ganloss : -264.900070 ∣ generator_nllloss : 5178.012891 ∣ generator_ganloss : 1178.655713 ∣     [  std_z : 1.00  real_sub_fake : 980.85 ]
[  epoch 0036/0040] 2230/4800, lr:1.3e-05 ∣ avg_100 : 31917.293277 ∣ critic_nllloss : 25950.939844 ∣ critic_ganloss : -262.225424 ∣ generator_nllloss : 5139.576563 ∣ generator_ganloss : 1174.247363 ∣     [  std_z : 1.01  real_sub_fake : 896.46 ]
[  epoch 0036/0040] 2240/4800, lr:1.3e-05 ∣ avg_100 : 31918.683362 ∣ critic_nllloss : 25999.320703 ∣ critic_ganloss : -235.613623 ∣ generator_nllloss : 5129.602539 ∣ generator_ganloss : 1174.799268 ∣     [  std_z : 1.00  real_sub_fake : 1032.25 ]
[  epoch 0036/0040] 2250/4800, lr:1.3e-05 ∣ avg_100 : 31917.292501 ∣ critic_nllloss : 26032.101172 ∣ critic_ganloss : -305.574814 ∣ generator_nllloss : 5180.420703 ∣ generator_ganloss : 1161.371484 ∣     [  std_z : 0.99  real_sub_fake : 1036.26 ]
[  epoch 0036/0040] 2260/4800, lr:1.3e-05 ∣ avg_100 : 31914.800149 ∣ critic_nllloss : 25876.965234 ∣ critic_ganloss : -325.224103 ∣ generator_nllloss : 5187.785547 ∣ generator_ganloss : 1164.826807 ∣     [  std_z : 0.99  real_sub_fake : 953.08 ]
[  epoch 0036/0040] 2270/4800, lr:1.3e-05 ∣ avg_100 : 31912.534882 ∣ critic_nllloss : 26006.707031 ∣ critic_ganloss : -326.103525 ∣ generator_nllloss : 5168.974219 ∣ generator_ganloss : 1164.528760 ∣     [  std_z : 0.99  real_sub_fake : 1071.77 ]
[  epoch 0036/0040] 2280/4800, lr:1.3e-05 ∣ avg_100 : 31916.561929 ∣ critic_nllloss : 26130.885937 ∣ critic_ganloss : -249.739465 ∣ generator_nllloss : 5228.049609 ∣ generator_ganloss : 1147.128809 ∣     [  std_z : 0.99  real_sub_fake : 1114.14 ]
[  epoch 0036/0040] 2290/4800, lr:1.3e-05 ∣ avg_100 : 31921.351610 ∣ critic_nllloss : 26045.783984 ∣ critic_ganloss : -225.030927 ∣ generator_nllloss : 5193.510742 ∣ generator_ganloss : 1164.908545 ∣     [  std_z : 0.99  real_sub_fake : 972.88 ]
[  epoch 0036/0040] 2300/4800, lr:1.3e-05 ∣ avg_100 : 31917.400637 ∣ critic_nllloss : 25897.163281 ∣ critic_ganloss : -279.286024 ∣ generator_nllloss : 5133.137305 ∣ generator_ganloss : 1151.941455 ∣     [  std_z : 1.00  real_sub_fake : 1046.91 ]
[  epoch 0036/0040] 2310/4800, lr:1.3e-05 ∣ avg_100 : 31917.047944 ∣ critic_nllloss : 25751.946484 ∣ critic_ganloss : -204.065964 ∣ generator_nllloss : 5173.303320 ∣ generator_ganloss : 1157.738379 ∣     [  std_z : 0.99  real_sub_fake : 1075.21 ]
[  epoch 0036/0040] 2320/4800, lr:1.3e-05 ∣ avg_100 : 31917.248920 ∣ critic_nllloss : 25867.153125 ∣ critic_ganloss : -315.446149 ∣ generator_nllloss : 5160.227734 ∣ generator_ganloss : 1161.734424 ∣     [  std_z : 0.99  real_sub_fake : 1026.51 ]
[  epoch 0036/0040] 2330/4800, lr:1.3e-05 ∣ avg_100 : 31917.797560 ∣ critic_nllloss : 25946.623242 ∣ critic_ganloss : -294.823724 ∣ generator_nllloss : 5152.500391 ∣ generator_ganloss : 1159.288428 ∣     [  std_z : 0.99  real_sub_fake : 979.78 ]
[  epoch 0036/0040] 2340/4800, lr:1.3e-05 ∣ avg_100 : 31922.308614 ∣ critic_nllloss : 25814.269141 ∣ critic_ganloss : -251.054642 ∣ generator_nllloss : 5226.279492 ∣ generator_ganloss : 1161.030762 ∣     [  std_z : 0.99  real_sub_fake : 985.46 ]
[  epoch 0036/0040] 2350/4800, lr:1.3e-05 ∣ avg_100 : 31924.012228 ∣ critic_nllloss : 25729.505859 ∣ critic_ganloss : -321.008670 ∣ generator_nllloss : 5189.082227 ∣ generator_ganloss : 1164.632031 ∣     [  std_z : 0.99  real_sub_fake : 948.55 ]
[  epoch 0036/0040] 2360/4800, lr:1.3e-05 ∣ avg_100 : 31921.837913 ∣ critic_nllloss : 25802.300977 ∣ critic_ganloss : -236.155411 ∣ generator_nllloss : 5162.565234 ∣ generator_ganloss : 1160.018555 ∣     [  std_z : 0.99  real_sub_fake : 1031.59 ]
[  epoch 0036/0040] 2370/4800, lr:1.3e-05 ∣ avg_100 : 31917.194529 ∣ critic_nllloss : 25801.509570 ∣ critic_ganloss : -291.129605 ∣ generator_nllloss : 5151.291211 ∣ generator_ganloss : 1150.646143 ∣     [  std_z : 0.99  real_sub_fake : 998.79 ]
[  epoch 0036/0040] 2380/4800, lr:1.3e-05 ∣ avg_100 : 31916.694441 ∣ critic_nllloss : 25964.657031 ∣ critic_ganloss : -214.294498 ∣ generator_nllloss : 5178.626758 ∣ generator_ganloss : 1158.561133 ∣     [  std_z : 0.99  real_sub_fake : 1054.91 ]
[  epoch 0036/0040] 2390/4800, lr:1.3e-05 ∣ avg_100 : 31913.990957 ∣ critic_nllloss : 26046.417773 ∣ critic_ganloss : -333.721510 ∣ generator_nllloss : 5187.690625 ∣ generator_ganloss : 1154.439063 ∣     [  std_z : 1.00  real_sub_fake : 1016.33 ]
[  epoch 0036/0040] 2400/4800, lr:1.3e-05 ∣ avg_100 : 31908.839118 ∣ critic_nllloss : 25834.463867 ∣ critic_ganloss : -355.634854 ∣ generator_nllloss : 5201.562305 ∣ generator_ganloss : 1155.834180 ∣     [  std_z : 1.00  real_sub_fake : 1027.29 ]
[  epoch 0036/0040] 2410/4800, lr:1.3e-05 ∣ avg_100 : 31910.667929 ∣ critic_nllloss : 26062.150977 ∣ critic_ganloss : -238.439325 ∣ generator_nllloss : 5239.614844 ∣ generator_ganloss : 1150.477783 ∣     [  std_z : 1.00  real_sub_fake : 1119.70 ]
[  epoch 0036/0040] 2420/4800, lr:1.3e-05 ∣ avg_100 : 31906.627720 ∣ critic_nllloss : 25852.426563 ∣ critic_ganloss : -243.433887 ∣ generator_nllloss : 5083.564648 ∣ generator_ganloss : 1151.802588 ∣     [  std_z : 0.99  real_sub_fake : 1104.98 ]
[  epoch 0036/0040] 2430/4800, lr:1.3e-05 ∣ avg_100 : 31904.958901 ∣ critic_nllloss : 25923.907227 ∣ critic_ganloss : -346.545645 ∣ generator_nllloss : 5211.795508 ∣ generator_ganloss : 1148.385693 ∣     [  std_z : 0.99  real_sub_fake : 1203.34 ]
[  epoch 0036/0040] 2440/4800, lr:1.3e-05 ∣ avg_100 : 31900.847696 ∣ critic_nllloss : 25712.791211 ∣ critic_ganloss : -222.044394 ∣ generator_nllloss : 5092.325000 ∣ generator_ganloss : 1167.153125 ∣     [  std_z : 0.99  real_sub_fake : 1022.22 ]
[  epoch 0036/0040] 2450/4800, lr:1.3e-05 ∣ avg_100 : 31897.711187 ∣ critic_nllloss : 25649.201367 ∣ critic_ganloss : -237.192853 ∣ generator_nllloss : 5099.149805 ∣ generator_ganloss : 1162.462012 ∣     [  std_z : 1.00  real_sub_fake : 1056.92 ]
[  epoch 0036/0040] 2460/4800, lr:1.3e-05 ∣ avg_100 : 31897.473235 ∣ critic_nllloss : 25992.272656 ∣ critic_ganloss : -310.982616 ∣ generator_nllloss : 5145.784961 ∣ generator_ganloss : 1158.309521 ∣     [  std_z : 1.00  real_sub_fake : 1139.10 ]
[  epoch 0036/0040] 2470/4800, lr:1.3e-05 ∣ avg_100 : 31899.189487 ∣ critic_nllloss : 25858.335938 ∣ critic_ganloss : -328.404202 ∣ generator_nllloss : 5238.858008 ∣ generator_ganloss : 1162.403662 ∣     [  std_z : 1.00  real_sub_fake : 1111.74 ]
[  epoch 0036/0040] 2480/4800, lr:1.3e-05 ∣ avg_100 : 31896.705779 ∣ critic_nllloss : 25708.654492 ∣ critic_ganloss : -374.697617 ∣ generator_nllloss : 5111.008594 ∣ generator_ganloss : 1163.976855 ∣     [  std_z : 0.99  real_sub_fake : 1097.36 ]
[  epoch 0036/0040] 2490/4800, lr:1.3e-05 ∣ avg_100 : 31895.491702 ∣ critic_nllloss : 25924.776562 ∣ critic_ganloss : -284.734760 ∣ generator_nllloss : 5225.261719 ∣ generator_ganloss : 1163.712061 ∣     [  std_z : 0.99  real_sub_fake : 1276.35 ]
[  epoch 0036/0040] 2500/4800, lr:1.3e-05 ∣ avg_100 : 31895.335772 ∣ critic_nllloss : 25771.074805 ∣ critic_ganloss : -303.182022 ∣ generator_nllloss : 5252.069531 ∣ generator_ganloss : 1178.251367 ∣     [  std_z : 0.99  real_sub_fake : 1284.78 ]
[  epoch 0036/0040] 2510/4800, lr:1.3e-05 ∣ avg_100 : 31900.142809 ∣ critic_nllloss : 25899.790625 ∣ critic_ganloss : -245.181094 ∣ generator_nllloss : 5251.404102 ∣ generator_ganloss : 1195.363965 ∣     [  std_z : 0.99  real_sub_fake : 1161.52 ]
[  epoch 0036/0040] 2520/4800, lr:1.3e-05 ∣ avg_100 : 31903.055291 ∣ critic_nllloss : 25924.413477 ∣ critic_ganloss : -212.216843 ∣ generator_nllloss : 5214.655273 ∣ generator_ganloss : 1212.238477 ∣     [  std_z : 0.99  real_sub_fake : 889.20 ]
[  epoch 0036/0040] 2530/4800, lr:1.3e-05 ∣ avg_100 : 31903.393487 ∣ critic_nllloss : 25730.173242 ∣ critic_ganloss : -312.158881 ∣ generator_nllloss : 5121.704492 ∣ generator_ganloss : 1192.194678 ∣     [  std_z : 1.00  real_sub_fake : 946.84 ]
[  epoch 0036/0040] 2540/4800, lr:1.3e-05 ∣ avg_100 : 31905.060417 ∣ critic_nllloss : 25945.712109 ∣ critic_ganloss : -241.612933 ∣ generator_nllloss : 5191.658594 ∣ generator_ganloss : 1197.909180 ∣     [  std_z : 1.00  real_sub_fake : 967.83 ]
[  epoch 0036/0040] 2550/4800, lr:1.3e-05 ∣ avg_100 : 31903.418334 ∣ critic_nllloss : 25744.255859 ∣ critic_ganloss : -254.791850 ∣ generator_nllloss : 5108.707812 ∣ generator_ganloss : 1197.553662 ∣     [  std_z : 1.00  real_sub_fake : 852.97 ]
[  epoch 0036/0040] 2560/4800, lr:1.3e-05 ∣ avg_100 : 31904.070488 ∣ critic_nllloss : 25813.324609 ∣ critic_ganloss : -335.290811 ∣ generator_nllloss : 5131.960938 ∣ generator_ganloss : 1169.457910 ∣     [  std_z : 1.00  real_sub_fake : 1014.38 ]
[  epoch 0036/0040] 2570/4800, lr:1.3e-05 ∣ avg_100 : 31904.783020 ∣ critic_nllloss : 26046.027930 ∣ critic_ganloss : -297.037082 ∣ generator_nllloss : 5153.599219 ∣ generator_ganloss : 1140.695898 ∣     [  std_z : 1.00  real_sub_fake : 1245.01 ]
[  epoch 0036/0040] 2580/4800, lr:1.3e-05 ∣ avg_100 : 31908.824371 ∣ critic_nllloss : 25974.419141 ∣ critic_ganloss : -287.805212 ∣ generator_nllloss : 5237.703906 ∣ generator_ganloss : 1165.831641 ∣     [  std_z : 1.00  real_sub_fake : 1174.70 ]
[  epoch 0036/0040] 2590/4800, lr:1.3e-05 ∣ avg_100 : 31907.783668 ∣ critic_nllloss : 25709.921875 ∣ critic_ganloss : -269.891060 ∣ generator_nllloss : 5163.329297 ∣ generator_ganloss : 1187.880322 ∣     [  std_z : 0.99  real_sub_fake : 963.11 ]
[  epoch 0036/0040] 2600/4800, lr:1.3e-05 ∣ avg_100 : 31905.425263 ∣ critic_nllloss : 25690.091016 ∣ critic_ganloss : -327.206647 ∣ generator_nllloss : 5198.927930 ∣ generator_ganloss : 1181.627686 ∣     [  std_z : 0.99  real_sub_fake : 1059.16 ]
[  epoch 0036/0040] 2610/4800, lr:1.3e-05 ∣ avg_100 : 31907.017297 ∣ critic_nllloss : 25901.930859 ∣ critic_ganloss : -334.306226 ∣ generator_nllloss : 5098.072656 ∣ generator_ganloss : 1170.556348 ∣     [  std_z : 0.99  real_sub_fake : 1207.87 ]
[  epoch 0036/0040] 2620/4800, lr:1.3e-05 ∣ avg_100 : 31909.949717 ∣ critic_nllloss : 25821.244336 ∣ critic_ganloss : -393.326755 ∣ generator_nllloss : 5272.867383 ∣ generator_ganloss : 1175.694580 ∣     [  std_z : 1.00  real_sub_fake : 1308.05 ]
[  epoch 0036/0040] 2630/4800, lr:1.3e-05 ∣ avg_100 : 31912.023903 ∣ critic_nllloss : 25739.150195 ∣ critic_ganloss : -258.491714 ∣ generator_nllloss : 5168.990039 ∣ generator_ganloss : 1193.524023 ∣     [  std_z : 1.00  real_sub_fake : 1158.02 ]
[  epoch 0036/0040] 2640/4800, lr:1.3e-05 ∣ avg_100 : 31914.871008 ∣ critic_nllloss : 25846.774609 ∣ critic_ganloss : -346.419431 ∣ generator_nllloss : 5171.966797 ∣ generator_ganloss : 1176.320215 ∣     [  std_z : 1.00  real_sub_fake : 1194.33 ]
[  epoch 0036/0040] 2650/4800, lr:1.3e-05 ∣ avg_100 : 31910.287806 ∣ critic_nllloss : 25672.894336 ∣ critic_ganloss : -273.175836 ∣ generator_nllloss : 5207.703516 ∣ generator_ganloss : 1187.953906 ∣     [  std_z : 0.99  real_sub_fake : 1192.06 ]
[  epoch 0036/0040] 2660/4800, lr:1.3e-05 ∣ avg_100 : 31908.618419 ∣ critic_nllloss : 25747.615430 ∣ critic_ganloss : -418.072186 ∣ generator_nllloss : 5157.327539 ∣ generator_ganloss : 1180.536719 ∣     [  std_z : 0.99  real_sub_fake : 1290.70 ]
[  epoch 0036/0040] 2670/4800, lr:1.3e-05 ∣ avg_100 : 31906.990736 ∣ critic_nllloss : 25858.511719 ∣ critic_ganloss : -227.458078 ∣ generator_nllloss : 5180.954492 ∣ generator_ganloss : 1189.220410 ∣     [  std_z : 0.99  real_sub_fake : 1335.74 ]
[  epoch 0036/0040] 2680/4800, lr:1.3e-05 ∣ avg_100 : 31907.212072 ∣ critic_nllloss : 25698.000781 ∣ critic_ganloss : -284.018503 ∣ generator_nllloss : 5068.270117 ∣ generator_ganloss : 1203.457764 ∣     [  std_z : 1.00  real_sub_fake : 1186.85 ]
[  epoch 0036/0040] 2690/4800, lr:1.3e-05 ∣ avg_100 : 31907.506760 ∣ critic_nllloss : 25752.881641 ∣ critic_ganloss : -322.118027 ∣ generator_nllloss : 5113.433984 ∣ generator_ganloss : 1199.168750 ∣     [  std_z : 1.00  real_sub_fake : 1070.81 ]
[  epoch 0036/0040] 2700/4800, lr:1.3e-05 ∣ avg_100 : 31905.899971 ∣ critic_nllloss : 25692.549219 ∣ critic_ganloss : -332.183041 ∣ generator_nllloss : 5195.205859 ∣ generator_ganloss : 1189.981250 ∣     [  std_z : 1.00  real_sub_fake : 1118.64 ]
[  epoch 0036/0040] 2710/4800, lr:1.3e-05 ∣ avg_100 : 31907.350126 ∣ critic_nllloss : 25908.030859 ∣ critic_ganloss : -275.516251 ∣ generator_nllloss : 5202.731836 ∣ generator_ganloss : 1192.816992 ∣     [  std_z : 1.01  real_sub_fake : 1192.39 ]
[  epoch 0036/0040] 2720/4800, lr:1.3e-05 ∣ avg_100 : 31906.415135 ∣ critic_nllloss : 25755.651758 ∣ critic_ganloss : -262.494614 ∣ generator_nllloss : 5115.950586 ∣ generator_ganloss : 1205.708252 ∣     [  std_z : 1.00  real_sub_fake : 1095.43 ]
[  epoch 0036/0040] 2730/4800, lr:1.3e-05 ∣ avg_100 : 31905.878934 ∣ critic_nllloss : 25928.569336 ∣ critic_ganloss : -281.898248 ∣ generator_nllloss : 5148.264258 ∣ generator_ganloss : 1209.459375 ∣     [  std_z : 0.99  real_sub_fake : 1116.24 ]
[  epoch 0036/0040] 2740/4800, lr:1.3e-05 ∣ avg_100 : 31905.970157 ∣ critic_nllloss : 25769.838281 ∣ critic_ganloss : -330.525119 ∣ generator_nllloss : 5171.561328 ∣ generator_ganloss : 1205.473486 ∣     [  std_z : 0.99  real_sub_fake : 1093.04 ]
[  epoch 0036/0040] 2750/4800, lr:1.3e-05 ∣ avg_100 : 31906.012104 ∣ critic_nllloss : 25902.262109 ∣ critic_ganloss : -280.402780 ∣ generator_nllloss : 5197.664453 ∣ generator_ganloss : 1183.300000 ∣     [  std_z : 0.99  real_sub_fake : 1275.61 ]
[  epoch 0036/0040] 2760/4800, lr:1.3e-05 ∣ avg_100 : 31905.717960 ∣ critic_nllloss : 25905.146680 ∣ critic_ganloss : -406.608109 ∣ generator_nllloss : 5106.497266 ∣ generator_ganloss : 1202.534375 ∣     [  std_z : 1.00  real_sub_fake : 1236.85 ]
[  epoch 0036/0040] 2770/4800, lr:1.3e-05 ∣ avg_100 : 31906.719611 ∣ critic_nllloss : 26020.320312 ∣ critic_ganloss : -423.539706 ∣ generator_nllloss : 5213.342188 ∣ generator_ganloss : 1200.614941 ∣     [  std_z : 1.00  real_sub_fake : 1259.15 ]
[  epoch 0036/0040] 2780/4800, lr:1.3e-05 ∣ avg_100 : 31907.789253 ∣ critic_nllloss : 25923.383008 ∣ critic_ganloss : -414.476428 ∣ generator_nllloss : 5131.544531 ∣ generator_ganloss : 1194.424902 ∣     [  std_z : 0.99  real_sub_fake : 1328.50 ]
[  epoch 0036/0040] 2790/4800, lr:1.3e-05 ∣ avg_100 : 31906.171560 ∣ critic_nllloss : 25816.945312 ∣ critic_ganloss : -277.672870 ∣ generator_nllloss : 5285.389648 ∣ generator_ganloss : 1189.527197 ∣     [  std_z : 0.99  real_sub_fake : 1466.81 ]
[  epoch 0036/0040] 2800/4800, lr:1.3e-05 ∣ avg_100 : 31910.600892 ∣ critic_nllloss : 25987.501172 ∣ critic_ganloss : -327.067700 ∣ generator_nllloss : 5208.033984 ∣ generator_ganloss : 1222.618115 ∣     [  std_z : 1.00  real_sub_fake : 1177.54 ]
[  epoch 0036/0040] 2810/4800, lr:1.3e-05 ∣ avg_100 : 31908.558199 ∣ critic_nllloss : 25794.563477 ∣ critic_ganloss : -236.946054 ∣ generator_nllloss : 5246.178906 ∣ generator_ganloss : 1231.166797 ∣     [  std_z : 0.99  real_sub_fake : 913.64 ]
[  epoch 0036/0040] 2820/4800, lr:1.3e-05 ∣ avg_100 : 31914.948386 ∣ critic_nllloss : 26058.098242 ∣ critic_ganloss : -242.704779 ∣ generator_nllloss : 5225.534375 ∣ generator_ganloss : 1220.499072 ∣     [  std_z : 0.99  real_sub_fake : 679.65 ]
[  epoch 0036/0040] 2830/4800, lr:1.3e-05 ∣ avg_100 : 31917.638849 ∣ critic_nllloss : 25887.490625 ∣ critic_ganloss : -338.586314 ∣ generator_nllloss : 5134.676562 ∣ generator_ganloss : 1171.300830 ∣     [  std_z : 1.00  real_sub_fake : 1057.45 ]
[  epoch 0036/0040] 2840/4800, lr:1.3e-05 ∣ avg_100 : 31918.877435 ∣ critic_nllloss : 25942.912305 ∣ critic_ganloss : -203.756396 ∣ generator_nllloss : 5129.984961 ∣ generator_ganloss : 1159.915674 ∣     [  std_z : 1.00  real_sub_fake : 1157.15 ]
[  epoch 0036/0040] 2850/4800, lr:1.3e-05 ∣ avg_100 : 31919.726674 ∣ critic_nllloss : 25988.773633 ∣ critic_ganloss : -254.430547 ∣ generator_nllloss : 5280.142578 ∣ generator_ganloss : 1177.440332 ∣     [  std_z : 1.00  real_sub_fake : 900.80 ]
[  epoch 0036/0040] 2860/4800, lr:1.3e-05 ∣ avg_100 : 31920.336734 ∣ critic_nllloss : 25777.706641 ∣ critic_ganloss : -273.432208 ∣ generator_nllloss : 5129.594922 ∣ generator_ganloss : 1177.016943 ∣     [  std_z : 1.00  real_sub_fake : 1001.34 ]
[  epoch 0036/0040] 2870/4800, lr:1.3e-05 ∣ avg_100 : 31919.673449 ∣ critic_nllloss : 25816.159766 ∣ critic_ganloss : -231.518497 ∣ generator_nllloss : 5161.242383 ∣ generator_ganloss : 1162.053467 ∣     [  std_z : 0.99  real_sub_fake : 1090.31 ]
[  epoch 0036/0040] 2880/4800, lr:1.3e-05 ∣ avg_100 : 31926.884571 ∣ critic_nllloss : 26125.844141 ∣ critic_ganloss : -259.036388 ∣ generator_nllloss : 5272.989648 ∣ generator_ganloss : 1171.031055 ∣     [  std_z : 0.99  real_sub_fake : 1137.20 ]
[  epoch 0036/0040] 2890/4800, lr:1.3e-05 ∣ avg_100 : 31928.890898 ∣ critic_nllloss : 25880.593945 ∣ critic_ganloss : -321.742268 ∣ generator_nllloss : 5220.116797 ∣ generator_ganloss : 1167.282666 ∣     [  std_z : 0.99  real_sub_fake : 1135.23 ]
[  epoch 0036/0040] 2900/4800, lr:1.3e-05 ∣ avg_100 : 31928.044634 ∣ critic_nllloss : 25583.004883 ∣ critic_ganloss : -345.263708 ∣ generator_nllloss : 5156.504102 ∣ generator_ganloss : 1175.655957 ∣     [  std_z : 0.99  real_sub_fake : 1078.31 ]
[  epoch 0036/0040] 2910/4800, lr:1.3e-05 ∣ avg_100 : 31925.803281 ∣ critic_nllloss : 25884.056641 ∣ critic_ganloss : -151.549600 ∣ generator_nllloss : 5170.991797 ∣ generator_ganloss : 1160.743848 ∣     [  std_z : 0.99  real_sub_fake : 1124.40 ]
[  epoch 0036/0040] 2920/4800, lr:1.3e-05 ∣ avg_100 : 31928.059870 ∣ critic_nllloss : 25932.949023 ∣ critic_ganloss : -318.641141 ∣ generator_nllloss : 5207.275000 ∣ generator_ganloss : 1182.190820 ∣     [  std_z : 0.99  real_sub_fake : 1167.16 ]
[  epoch 0036/0040] 2930/4800, lr:1.3e-05 ∣ avg_100 : 31927.377996 ∣ critic_nllloss : 25877.116992 ∣ critic_ganloss : -355.099994 ∣ generator_nllloss : 5083.480469 ∣ generator_ganloss : 1154.284473 ∣     [  std_z : 0.99  real_sub_fake : 1087.02 ]
[  epoch 0036/0040] 2940/4800, lr:1.3e-05 ∣ avg_100 : 31929.260908 ∣ critic_nllloss : 25921.383789 ∣ critic_ganloss : -302.640555 ∣ generator_nllloss : 5231.119531 ∣ generator_ganloss : 1154.766016 ∣     [  std_z : 1.00  real_sub_fake : 1054.18 ]
[  epoch 0036/0040] 2950/4800, lr:1.3e-05 ∣ avg_100 : 31929.564006 ∣ critic_nllloss : 25834.149219 ∣ critic_ganloss : -244.320961 ∣ generator_nllloss : 5154.382227 ∣ generator_ganloss : 1189.660742 ∣     [  std_z : 1.00  real_sub_fake : 1021.18 ]
[  epoch 0036/0040] 2960/4800, lr:1.3e-05 ∣ avg_100 : 31931.037579 ∣ critic_nllloss : 25995.806055 ∣ critic_ganloss : -236.445273 ∣ generator_nllloss : 5219.444141 ∣ generator_ganloss : 1171.051758 ∣     [  std_z : 1.00  real_sub_fake : 915.61 ]
[  epoch 0036/0040] 2970/4800, lr:1.3e-05 ∣ avg_100 : 31933.092286 ∣ critic_nllloss : 26041.188281 ∣ critic_ganloss : -364.119121 ∣ generator_nllloss : 5168.482031 ∣ generator_ganloss : 1158.008838 ∣     [  std_z : 0.99  real_sub_fake : 1043.63 ]
[  epoch 0036/0040] 2980/4800, lr:1.3e-05 ∣ avg_100 : 31936.671848 ∣ critic_nllloss : 26199.208203 ∣ critic_ganloss : -320.898608 ∣ generator_nllloss : 5163.965234 ∣ generator_ganloss : 1158.196533 ∣     [  std_z : 0.99  real_sub_fake : 1297.37 ]
[  epoch 0036/0040] 2990/4800, lr:1.3e-05 ∣ avg_100 : 31938.846151 ∣ critic_nllloss : 25828.872852 ∣ critic_ganloss : -326.313980 ∣ generator_nllloss : 5197.424609 ∣ generator_ganloss : 1159.954834 ∣     [  std_z : 0.99  real_sub_fake : 1205.18 ]
[  epoch 0036/0040] 3000/4800, lr:1.3e-05 ∣ avg_100 : 31939.491153 ∣ critic_nllloss : 26028.562500 ∣ critic_ganloss : -354.955017 ∣ generator_nllloss : 5268.981055 ∣ generator_ganloss : 1180.388281 ∣     [  std_z : 0.99  real_sub_fake : 1327.29 ]
[  epoch 0036/0040] 3010/4800, lr:1.3e-05 ∣ avg_100 : 31938.151742 ∣ critic_nllloss : 25681.948047 ∣ critic_ganloss : -378.582611 ∣ generator_nllloss : 5078.964258 ∣ generator_ganloss : 1192.307129 ∣     [  std_z : 0.99  real_sub_fake : 1367.65 ]
[  epoch 0036/0040] 3020/4800, lr:1.3e-05 ∣ avg_100 : 31934.096312 ∣ critic_nllloss : 25739.720898 ∣ critic_ganloss : -297.854349 ∣ generator_nllloss : 5217.505859 ∣ generator_ganloss : 1193.845801 ∣     [  std_z : 1.00  real_sub_fake : 1306.12 ]
[  epoch 0036/0040] 3030/4800, lr:1.3e-05 ∣ avg_100 : 31937.793358 ∣ critic_nllloss : 26008.179297 ∣ critic_ganloss : -177.814815 ∣ generator_nllloss : 5175.724414 ∣ generator_ganloss : 1224.529834 ∣     [  std_z : 1.00  real_sub_fake : 932.17 ]
[  epoch 0036/0040] 3040/4800, lr:1.3e-05 ∣ avg_100 : 31937.845426 ∣ critic_nllloss : 25722.730078 ∣ critic_ganloss : -166.908168 ∣ generator_nllloss : 5201.843359 ∣ generator_ganloss : 1216.733447 ∣     [  std_z : 1.00  real_sub_fake : 616.81 ]
[  epoch 0036/0040] 3050/4800, lr:1.3e-05 ∣ avg_100 : 31941.796068 ∣ critic_nllloss : 25985.166602 ∣ critic_ganloss : -199.213553 ∣ generator_nllloss : 5189.459375 ∣ generator_ganloss : 1193.624072 ∣     [  std_z : 1.00  real_sub_fake : 628.12 ]
[  epoch 0036/0040] 3060/4800, lr:1.3e-05 ∣ avg_100 : 31941.972083 ∣ critic_nllloss : 25878.864258 ∣ critic_ganloss : -158.734659 ∣ generator_nllloss : 5054.391406 ∣ generator_ganloss : 1183.245020 ∣     [  std_z : 0.99  real_sub_fake : 726.29 ]
[  epoch 0036/0040] 3070/4800, lr:1.3e-05 ∣ avg_100 : 31947.341309 ∣ critic_nllloss : 25898.542773 ∣ critic_ganloss : -229.226077 ∣ generator_nllloss : 5107.429688 ∣ generator_ganloss : 1157.529980 ∣     [  std_z : 0.99  real_sub_fake : 894.70 ]
[  epoch 0036/0040] 3080/4800, lr:1.3e-05 ∣ avg_100 : 31952.021497 ∣ critic_nllloss : 26015.009570 ∣ critic_ganloss : -151.310547 ∣ generator_nllloss : 5273.674805 ∣ generator_ganloss : 1142.156006 ∣     [  std_z : 0.99  real_sub_fake : 1041.51 ]
[  epoch 0036/0040] 3090/4800, lr:1.3e-05 ∣ avg_100 : 31952.308514 ∣ critic_nllloss : 25830.687500 ∣ critic_ganloss : -245.519908 ∣ generator_nllloss : 5086.251562 ∣ generator_ganloss : 1168.892676 ∣     [  std_z : 1.00  real_sub_fake : 957.14 ]
[  epoch 0036/0040] 3100/4800, lr:1.3e-05 ∣ avg_100 : 31950.006431 ∣ critic_nllloss : 25790.667383 ∣ critic_ganloss : -217.306892 ∣ generator_nllloss : 5111.966992 ∣ generator_ganloss : 1191.101953 ∣     [  std_z : 1.00  real_sub_fake : 860.03 ]
[  epoch 0036/0040] 3110/4800, lr:1.3e-05 ∣ avg_100 : 31948.033743 ∣ critic_nllloss : 25804.537109 ∣ critic_ganloss : -227.163162 ∣ generator_nllloss : 5208.887500 ∣ generator_ganloss : 1188.581543 ∣     [  std_z : 1.00  real_sub_fake : 819.60 ]
[  epoch 0036/0040] 3120/4800, lr:1.3e-05 ∣ avg_100 : 31949.983382 ∣ critic_nllloss : 25826.104492 ∣ critic_ganloss : -244.011609 ∣ generator_nllloss : 5181.833008 ∣ generator_ganloss : 1184.200635 ∣     [  std_z : 1.00  real_sub_fake : 893.76 ]
[  epoch 0036/0040] 3130/4800, lr:1.3e-05 ∣ avg_100 : 31950.375136 ∣ critic_nllloss : 25831.040820 ∣ critic_ganloss : -324.194070 ∣ generator_nllloss : 5126.461523 ∣ generator_ganloss : 1186.541064 ∣     [  std_z : 0.99  real_sub_fake : 986.14 ]
[  epoch 0036/0040] 3140/4800, lr:1.3e-05 ∣ avg_100 : 31946.276498 ∣ critic_nllloss : 25789.491602 ∣ critic_ganloss : -311.006778 ∣ generator_nllloss : 5154.877344 ∣ generator_ganloss : 1184.319336 ∣     [  std_z : 0.99  real_sub_fake : 1008.90 ]
[  epoch 0036/0040] 3150/4800, lr:1.3e-05 ∣ avg_100 : 31946.687558 ∣ critic_nllloss : 25734.678320 ∣ critic_ganloss : -321.334158 ∣ generator_nllloss : 5147.534766 ∣ generator_ganloss : 1180.967529 ∣     [  std_z : 0.99  real_sub_fake : 1089.39 ]
[  epoch 0036/0040] 3160/4800, lr:1.3e-05 ∣ avg_100 : 31945.671816 ∣ critic_nllloss : 25938.426172 ∣ critic_ganloss : -364.373727 ∣ generator_nllloss : 5175.214258 ∣ generator_ganloss : 1180.903076 ∣     [  std_z : 0.99  real_sub_fake : 1194.86 ]
[  epoch 0036/0040] 3170/4800, lr:1.3e-05 ∣ avg_100 : 31943.990926 ∣ critic_nllloss : 25826.646484 ∣ critic_ganloss : -328.954956 ∣ generator_nllloss : 5126.241016 ∣ generator_ganloss : 1188.755029 ∣     [  std_z : 1.00  real_sub_fake : 1261.84 ]
[  epoch 0036/0040] 3180/4800, lr:1.3e-05 ∣ avg_100 : 31940.126077 ∣ critic_nllloss : 25684.734570 ∣ critic_ganloss : -329.776846 ∣ generator_nllloss : 5111.143359 ∣ generator_ganloss : 1195.753662 ∣     [  std_z : 1.00  real_sub_fake : 1204.91 ]
[  epoch 0036/0040] 3190/4800, lr:1.3e-05 ∣ avg_100 : 31935.062358 ∣ critic_nllloss : 25815.922852 ∣ critic_ganloss : -232.013705 ∣ generator_nllloss : 5118.628516 ∣ generator_ganloss : 1182.572266 ∣     [  std_z : 1.00  real_sub_fake : 1313.42 ]
[  epoch 0036/0040] 3200/4800, lr:1.3e-05 ∣ avg_100 : 31934.779620 ∣ critic_nllloss : 25918.403906 ∣ critic_ganloss : -269.331769 ∣ generator_nllloss : 5194.553516 ∣ generator_ganloss : 1205.384766 ∣     [  std_z : 0.99  real_sub_fake : 1179.41 ]
[  epoch 0036/0040] 3210/4800, lr:1.3e-05 ∣ avg_100 : 31934.869500 ∣ critic_nllloss : 25774.194141 ∣ critic_ganloss : -255.652823 ∣ generator_nllloss : 5205.643164 ∣ generator_ganloss : 1220.283252 ∣     [  std_z : 0.99  real_sub_fake : 977.01 ]
[  epoch 0036/0040] 3220/4800, lr:1.3e-05 ∣ avg_100 : 31935.729550 ∣ critic_nllloss : 26014.819141 ∣ critic_ganloss : -336.407669 ∣ generator_nllloss : 5237.555859 ∣ generator_ganloss : 1205.776074 ∣     [  std_z : 0.99  real_sub_fake : 1069.47 ]
[  epoch 0036/0040] 3230/4800, lr:1.3e-05 ∣ avg_100 : 31934.316584 ∣ critic_nllloss : 25847.869922 ∣ critic_ganloss : -340.408447 ∣ generator_nllloss : 5173.879492 ∣ generator_ganloss : 1179.900781 ∣     [  std_z : 0.99  real_sub_fake : 1187.17 ]
[  epoch 0036/0040] 3240/4800, lr:1.3e-05 ∣ avg_100 : 31932.676573 ∣ critic_nllloss : 25924.412891 ∣ critic_ganloss : -355.438428 ∣ generator_nllloss : 5134.516016 ∣ generator_ganloss : 1200.617383 ∣     [  std_z : 1.00  real_sub_fake : 1189.20 ]
[  epoch 0036/0040] 3250/4800, lr:1.3e-05 ∣ avg_100 : 31930.377209 ∣ critic_nllloss : 25798.027344 ∣ critic_ganloss : -267.965430 ∣ generator_nllloss : 5120.155469 ∣ generator_ganloss : 1188.164746 ∣     [  std_z : 1.00  real_sub_fake : 1275.23 ]
[  epoch 0036/0040] 3260/4800, lr:1.3e-05 ∣ avg_100 : 31927.268925 ∣ critic_nllloss : 25665.712695 ∣ critic_ganloss : -306.624002 ∣ generator_nllloss : 5049.489648 ∣ generator_ganloss : 1184.946680 ∣     [  std_z : 1.00  real_sub_fake : 1294.57 ]
[  epoch 0036/0040] 3270/4800, lr:1.3e-05 ∣ avg_100 : 31923.559543 ∣ critic_nllloss : 25691.864063 ∣ critic_ganloss : -332.213489 ∣ generator_nllloss : 5081.913672 ∣ generator_ganloss : 1201.604053 ∣     [  std_z : 0.99  real_sub_fake : 1182.47 ]
[  epoch 0036/0040] 3280/4800, lr:1.3e-05 ∣ avg_100 : 31918.005726 ∣ critic_nllloss : 25658.546680 ∣ critic_ganloss : -326.182278 ∣ generator_nllloss : 5164.938477 ∣ generator_ganloss : 1203.640332 ∣     [  std_z : 0.98  real_sub_fake : 1210.17 ]
[  epoch 0036/0040] 3290/4800, lr:1.3e-05 ∣ avg_100 : 31916.007320 ∣ critic_nllloss : 25938.502539 ∣ critic_ganloss : -371.694366 ∣ generator_nllloss : 5204.097070 ∣ generator_ganloss : 1208.426465 ∣     [  std_z : 0.98  real_sub_fake : 1294.08 ]
[  epoch 0036/0040] 3300/4800, lr:1.3e-05 ∣ avg_100 : 31915.055131 ∣ critic_nllloss : 25751.122461 ∣ critic_ganloss : -262.654251 ∣ generator_nllloss : 5111.243359 ∣ generator_ganloss : 1208.025635 ∣     [  std_z : 0.99  real_sub_fake : 1186.97 ]
[  epoch 0036/0040] 3310/4800, lr:1.3e-05 ∣ avg_100 : 31914.649488 ∣ critic_nllloss : 25662.402539 ∣ critic_ganloss : -132.179352 ∣ generator_nllloss : 5099.615039 ∣ generator_ganloss : 1208.519678 ∣     [  std_z : 1.00  real_sub_fake : 883.82 ]
[  epoch 0036/0040] 3320/4800, lr:1.3e-05 ∣ avg_100 : 31917.961710 ∣ critic_nllloss : 25846.354492 ∣ critic_ganloss : -116.078313 ∣ generator_nllloss : 5276.764063 ∣ generator_ganloss : 1197.851025 ∣     [  std_z : 1.00  real_sub_fake : 521.97 ]
[  epoch 0036/0040] 3330/4800, lr:1.3e-05 ∣ avg_100 : 31919.270593 ∣ critic_nllloss : 25947.081250 ∣ critic_ganloss : -151.941710 ∣ generator_nllloss : 5126.338867 ∣ generator_ganloss : 1172.998242 ∣     [  std_z : 1.00  real_sub_fake : 474.34 ]
[  epoch 0036/0040] 3340/4800, lr:1.3e-05 ∣ avg_100 : 31916.407110 ∣ critic_nllloss : 25601.512109 ∣ critic_ganloss : -180.790676 ∣ generator_nllloss : 5093.157422 ∣ generator_ganloss : 1150.297656 ∣     [  std_z : 0.99  real_sub_fake : 615.49 ]
[  epoch 0036/0040] 3350/4800, lr:1.3e-05 ∣ avg_100 : 31919.479769 ∣ critic_nllloss : 25893.835156 ∣ critic_ganloss : -177.504826 ∣ generator_nllloss : 5213.178906 ∣ generator_ganloss : 1139.968115 ∣     [  std_z : 0.99  real_sub_fake : 758.60 ]
[  epoch 0036/0040] 3360/4800, lr:1.3e-05 ∣ avg_100 : 31917.149976 ∣ critic_nllloss : 25685.752539 ∣ critic_ganloss : -260.215567 ∣ generator_nllloss : 5097.874609 ∣ generator_ganloss : 1132.338428 ∣     [  std_z : 0.99  real_sub_fake : 823.09 ]
[  epoch 0036/0040] 3370/4800, lr:1.3e-05 ∣ avg_100 : 31916.345035 ∣ critic_nllloss : 25681.166211 ∣ critic_ganloss : -212.213672 ∣ generator_nllloss : 5121.194922 ∣ generator_ganloss : 1141.675781 ∣     [  std_z : 0.99  real_sub_fake : 825.28 ]
[  epoch 0036/0040] 3380/4800, lr:1.3e-05 ∣ avg_100 : 31914.586357 ∣ critic_nllloss : 25715.920898 ∣ critic_ganloss : -123.570323 ∣ generator_nllloss : 5173.422266 ∣ generator_ganloss : 1145.909766 ∣     [  std_z : 0.99  real_sub_fake : 906.89 ]
[  epoch 0036/0040] 3390/4800, lr:1.3e-05 ∣ avg_100 : 31916.176238 ∣ critic_nllloss : 26088.730078 ∣ critic_ganloss : -253.599275 ∣ generator_nllloss : 5238.681836 ∣ generator_ganloss : 1140.001367 ∣     [  std_z : 1.00  real_sub_fake : 927.56 ]
[  epoch 0036/0040] 3400/4800, lr:1.3e-05 ∣ avg_100 : 31915.638896 ∣ critic_nllloss : 25715.204492 ∣ critic_ganloss : -265.148849 ∣ generator_nllloss : 5175.590820 ∣ generator_ganloss : 1156.844922 ∣     [  std_z : 1.00  real_sub_fake : 938.35 ]
[  epoch 0036/0040] 3410/4800, lr:1.3e-05 ∣ avg_100 : 31913.655507 ∣ critic_nllloss : 25921.561328 ∣ critic_ganloss : -236.522031 ∣ generator_nllloss : 5176.593164 ∣ generator_ganloss : 1153.832861 ∣     [  std_z : 1.00  real_sub_fake : 1010.37 ]
[  epoch 0036/0040] 3420/4800, lr:1.3e-05 ∣ avg_100 : 31914.351531 ∣ critic_nllloss : 25903.048438 ∣ critic_ganloss : -321.082410 ∣ generator_nllloss : 5170.294141 ∣ generator_ganloss : 1161.702148 ∣     [  std_z : 0.99  real_sub_fake : 1120.55 ]
[  epoch 0036/0040] 3430/4800, lr:1.3e-05 ∣ avg_100 : 31910.967222 ∣ critic_nllloss : 25586.195117 ∣ critic_ganloss : -269.272447 ∣ generator_nllloss : 5106.235352 ∣ generator_ganloss : 1175.953906 ∣     [  std_z : 0.98  real_sub_fake : 1025.57 ]
[  epoch 0036/0040] 3440/4800, lr:1.3e-05 ∣ avg_100 : 31912.362407 ∣ critic_nllloss : 25778.911914 ∣ critic_ganloss : -314.641180 ∣ generator_nllloss : 5260.095508 ∣ generator_ganloss : 1165.377197 ∣     [  std_z : 0.99  real_sub_fake : 1190.32 ]
[  epoch 0036/0040] 3450/4800, lr:1.3e-05 ∣ avg_100 : 31914.365735 ∣ critic_nllloss : 25912.035547 ∣ critic_ganloss : -335.138763 ∣ generator_nllloss : 5116.435156 ∣ generator_ganloss : 1180.621191 ∣     [  std_z : 0.99  real_sub_fake : 1212.45 ]
[  epoch 0036/0040] 3460/4800, lr:1.3e-05 ∣ avg_100 : 31913.638449 ∣ critic_nllloss : 25943.883984 ∣ critic_ganloss : -344.726634 ∣ generator_nllloss : 5123.519336 ∣ generator_ganloss : 1189.979199 ∣     [  std_z : 1.00  real_sub_fake : 1204.45 ]
[  epoch 0036/0040] 3470/4800, lr:1.3e-05 ∣ avg_100 : 31913.123902 ∣ critic_nllloss : 25907.575586 ∣ critic_ganloss : -345.695270 ∣ generator_nllloss : 5148.330078 ∣ generator_ganloss : 1169.528271 ∣     [  std_z : 1.00  real_sub_fake : 1285.19 ]
[  epoch 0036/0040] 3480/4800, lr:1.3e-05 ∣ avg_100 : 31916.041115 ∣ critic_nllloss : 25839.659766 ∣ critic_ganloss : -238.580469 ∣ generator_nllloss : 5110.500977 ∣ generator_ganloss : 1189.083350 ∣     [  std_z : 1.00  real_sub_fake : 1175.38 ]
[  epoch 0036/0040] 3490/4800, lr:1.3e-05 ∣ avg_100 : 31916.214502 ∣ critic_nllloss : 25837.763477 ∣ critic_ganloss : -172.513268 ∣ generator_nllloss : 5176.769727 ∣ generator_ganloss : 1204.334375 ∣     [  std_z : 1.00  real_sub_fake : 880.84 ]
[  epoch 0036/0040] 3500/4800, lr:1.3e-05 ∣ avg_100 : 31916.315233 ∣ critic_nllloss : 25855.934766 ∣ critic_ganloss : -284.675716 ∣ generator_nllloss : 5148.419141 ∣ generator_ganloss : 1188.608594 ∣     [  std_z : 1.00  real_sub_fake : 891.39 ]
[  epoch 0036/0040] 3510/4800, lr:1.3e-05 ∣ avg_100 : 31915.021461 ∣ critic_nllloss : 25821.772461 ∣ critic_ganloss : -241.142233 ∣ generator_nllloss : 5210.775781 ∣ generator_ganloss : 1180.594385 ∣     [  std_z : 0.99  real_sub_fake : 832.54 ]
[  epoch 0036/0040] 3520/4800, lr:1.3e-05 ∣ avg_100 : 31913.838724 ∣ critic_nllloss : 25942.579297 ∣ critic_ganloss : -321.026901 ∣ generator_nllloss : 5236.015820 ∣ generator_ganloss : 1163.248486 ∣     [  std_z : 0.99  real_sub_fake : 1063.89 ]
[  epoch 0036/0040] 3530/4800, lr:1.3e-05 ∣ avg_100 : 31917.361926 ∣ critic_nllloss : 26014.364063 ∣ critic_ganloss : -375.037515 ∣ generator_nllloss : 5297.408594 ∣ generator_ganloss : 1147.498584 ∣     [  std_z : 0.99  real_sub_fake : 1163.70 ]
[  epoch 0036/0040] 3540/4800, lr:1.3e-05 ∣ avg_100 : 31918.502260 ∣ critic_nllloss : 26081.801758 ∣ critic_ganloss : -293.732312 ∣ generator_nllloss : 5259.315039 ∣ generator_ganloss : 1160.315918 ∣     [  std_z : 0.99  real_sub_fake : 1086.73 ]
[  epoch 0036/0040] 3550/4800, lr:1.3e-05 ∣ avg_100 : 31921.425009 ∣ critic_nllloss : 26086.819336 ∣ critic_ganloss : -378.491193 ∣ generator_nllloss : 5219.255859 ∣ generator_ganloss : 1160.416309 ∣     [  std_z : 1.00  real_sub_fake : 1197.63 ]
[  epoch 0036/0040] 3560/4800, lr:1.3e-05 ∣ avg_100 : 31922.754616 ∣ critic_nllloss : 25875.310937 ∣ critic_ganloss : -229.298013 ∣ generator_nllloss : 5108.376367 ∣ generator_ganloss : 1158.024121 ∣     [  std_z : 0.99  real_sub_fake : 1220.99 ]
[  epoch 0036/0040] 3570/4800, lr:1.3e-05 ∣ avg_100 : 31921.591873 ∣ critic_nllloss : 25912.544336 ∣ critic_ganloss : -327.993149 ∣ generator_nllloss : 5163.634180 ∣ generator_ganloss : 1178.826221 ∣     [  std_z : 0.99  real_sub_fake : 1206.73 ]
[  epoch 0036/0040] 3580/4800, lr:1.3e-05 ∣ avg_100 : 31923.099637 ∣ critic_nllloss : 26046.788086 ∣ critic_ganloss : -295.760681 ∣ generator_nllloss : 5292.630469 ∣ generator_ganloss : 1197.268066 ∣     [  std_z : 0.99  real_sub_fake : 904.32 ]
[  epoch 0036/0040] 3590/4800, lr:1.3e-05 ∣ avg_100 : 31923.391763 ∣ critic_nllloss : 25875.277930 ∣ critic_ganloss : -330.360318 ∣ generator_nllloss : 5112.136328 ∣ generator_ganloss : 1163.399072 ∣     [  std_z : 0.99  real_sub_fake : 1143.37 ]
[  epoch 0036/0040] 3600/4800, lr:1.3e-05 ∣ avg_100 : 31924.058268 ∣ critic_nllloss : 25801.361133 ∣ critic_ganloss : -290.149683 ∣ generator_nllloss : 5155.228906 ∣ generator_ganloss : 1143.650098 ∣     [  std_z : 0.99  real_sub_fake : 1312.78 ]
[  epoch 0036/0040] 3610/4800, lr:1.3e-05 ∣ avg_100 : 31925.047922 ∣ critic_nllloss : 25796.039062 ∣ critic_ganloss : -319.489407 ∣ generator_nllloss : 5271.882227 ∣ generator_ganloss : 1186.787207 ∣     [  std_z : 1.00  real_sub_fake : 1133.91 ]
[  epoch 0036/0040] 3620/4800, lr:1.3e-05 ∣ avg_100 : 31924.397192 ∣ critic_nllloss : 25820.286133 ∣ critic_ganloss : -335.178244 ∣ generator_nllloss : 5145.809180 ∣ generator_ganloss : 1180.489404 ∣     [  std_z : 1.00  real_sub_fake : 1067.12 ]
[  epoch 0036/0040] 3630/4800, lr:1.3e-05 ∣ avg_100 : 31923.378716 ∣ critic_nllloss : 25815.253906 ∣ critic_ganloss : -239.603720 ∣ generator_nllloss : 5003.655469 ∣ generator_ganloss : 1162.019287 ∣     [  std_z : 1.00  real_sub_fake : 1267.45 ]
[  epoch 0036/0040] 3640/4800, lr:1.3e-05 ∣ avg_100 : 31924.588112 ∣ critic_nllloss : 25890.041406 ∣ critic_ganloss : -266.682535 ∣ generator_nllloss : 5196.976367 ∣ generator_ganloss : 1149.246582 ∣     [  std_z : 0.99  real_sub_fake : 1271.05 ]
[  epoch 0036/0040] 3650/4800, lr:1.3e-05 ∣ avg_100 : 31926.508038 ∣ critic_nllloss : 26097.051758 ∣ critic_ganloss : -422.276059 ∣ generator_nllloss : 5137.745313 ∣ generator_ganloss : 1174.847559 ∣     [  std_z : 0.99  real_sub_fake : 1242.63 ]
[  epoch 0036/0040] 3660/4800, lr:1.3e-05 ∣ avg_100 : 31930.850436 ∣ critic_nllloss : 26032.600000 ∣ critic_ganloss : -298.995953 ∣ generator_nllloss : 5184.484961 ∣ generator_ganloss : 1183.558301 ∣     [  std_z : 0.99  real_sub_fake : 1150.95 ]
[  epoch 0036/0040] 3670/4800, lr:1.3e-05 ∣ avg_100 : 31929.421348 ∣ critic_nllloss : 25909.417969 ∣ critic_ganloss : -367.360034 ∣ generator_nllloss : 5160.712500 ∣ generator_ganloss : 1155.549219 ∣     [  std_z : 0.99  real_sub_fake : 1341.75 ]
[  epoch 0036/0040] 3680/4800, lr:1.3e-05 ∣ avg_100 : 31928.533335 ∣ critic_nllloss : 25643.950195 ∣ critic_ganloss : -316.636777 ∣ generator_nllloss : 5092.095703 ∣ generator_ganloss : 1177.499805 ∣     [  std_z : 0.99  real_sub_fake : 1184.52 ]
[  epoch 0036/0040] 3690/4800, lr:1.3e-05 ∣ avg_100 : 31931.084637 ∣ critic_nllloss : 25927.192773 ∣ critic_ganloss : -280.828793 ∣ generator_nllloss : 5172.001172 ∣ generator_ganloss : 1180.131348 ∣     [  std_z : 1.00  real_sub_fake : 1168.22 ]
[  epoch 0036/0040] 3700/4800, lr:1.3e-05 ∣ avg_100 : 31932.895066 ∣ critic_nllloss : 25862.211133 ∣ critic_ganloss : -264.601587 ∣ generator_nllloss : 5170.062305 ∣ generator_ganloss : 1158.924316 ∣     [  std_z : 1.00  real_sub_fake : 1288.71 ]
[  epoch 0036/0040] 3710/4800, lr:1.3e-05 ∣ avg_100 : 31930.256001 ∣ critic_nllloss : 25788.936133 ∣ critic_ganloss : -339.027902 ∣ generator_nllloss : 5142.472656 ∣ generator_ganloss : 1171.776123 ∣     [  std_z : 1.00  real_sub_fake : 1191.94 ]
[  epoch 0036/0040] 3720/4800, lr:1.3e-05 ∣ avg_100 : 31930.372173 ∣ critic_nllloss : 25860.282422 ∣ critic_ganloss : -323.671414 ∣ generator_nllloss : 5108.632227 ∣ generator_ganloss : 1181.189941 ∣     [  std_z : 0.99  real_sub_fake : 1136.76 ]
[  epoch 0036/0040] 3730/4800, lr:1.3e-05 ∣ avg_100 : 31931.016175 ∣ critic_nllloss : 25997.180469 ∣ critic_ganloss : -296.810886 ∣ generator_nllloss : 5201.181055 ∣ generator_ganloss : 1167.244287 ∣     [  std_z : 0.99  real_sub_fake : 1199.43 ]
[  epoch 0036/0040] 3740/4800, lr:1.3e-05 ∣ avg_100 : 31932.483408 ∣ critic_nllloss : 25906.887305 ∣ critic_ganloss : -379.897440 ∣ generator_nllloss : 5252.362695 ∣ generator_ganloss : 1183.718652 ∣     [  std_z : 0.99  real_sub_fake : 1193.43 ]
[  epoch 0036/0040] 3750/4800, lr:1.3e-05 ∣ avg_100 : 31932.570415 ∣ critic_nllloss : 25918.294727 ∣ critic_ganloss : -309.951930 ∣ generator_nllloss : 5224.115820 ∣ generator_ganloss : 1179.065918 ∣     [  std_z : 0.99  real_sub_fake : 1230.44 ]
[  epoch 0036/0040] 3760/4800, lr:1.3e-05 ∣ avg_100 : 31933.802810 ∣ critic_nllloss : 25837.159570 ∣ critic_ganloss : -220.160583 ∣ generator_nllloss : 5144.324023 ∣ generator_ganloss : 1169.486670 ∣     [  std_z : 0.99  real_sub_fake : 1234.19 ]
[  epoch 0036/0040] 3770/4800, lr:1.3e-05 ∣ avg_100 : 31933.422519 ∣ critic_nllloss : 25886.318359 ∣ critic_ganloss : -284.016394 ∣ generator_nllloss : 5191.188281 ∣ generator_ganloss : 1179.218408 ∣     [  std_z : 0.99  real_sub_fake : 1228.76 ]
[  epoch 0036/0040] 3780/4800, lr:1.3e-05 ∣ avg_100 : 31934.906212 ∣ critic_nllloss : 25838.420117 ∣ critic_ganloss : -282.964145 ∣ generator_nllloss : 5245.274414 ∣ generator_ganloss : 1182.514941 ∣     [  std_z : 0.99  real_sub_fake : 1101.61 ]
[  epoch 0036/0040] 3790/4800, lr:1.3e-05 ∣ avg_100 : 31931.957872 ∣ critic_nllloss : 25727.549219 ∣ critic_ganloss : -307.608493 ∣ generator_nllloss : 5130.471875 ∣ generator_ganloss : 1168.942676 ∣     [  std_z : 1.00  real_sub_fake : 1059.68 ]
[  epoch 0036/0040] 3800/4800, lr:1.3e-05 ∣ avg_100 : 31927.678237 ∣ critic_nllloss : 25745.911914 ∣ critic_ganloss : -322.510565 ∣ generator_nllloss : 5063.910547 ∣ generator_ganloss : 1175.810205 ∣     [  std_z : 1.00  real_sub_fake : 1116.36 ]
[  epoch 0036/0040] 3810/4800, lr:1.3e-05 ∣ avg_100 : 31926.026908 ∣ critic_nllloss : 25858.732031 ∣ critic_ganloss : -319.917404 ∣ generator_nllloss : 5144.847070 ∣ generator_ganloss : 1186.168506 ∣     [  std_z : 1.00  real_sub_fake : 1048.29 ]
[  epoch 0036/0040] 3820/4800, lr:1.3e-05 ∣ avg_100 : 31923.242331 ∣ critic_nllloss : 25913.937891 ∣ critic_ganloss : -196.572865 ∣ generator_nllloss : 5079.322461 ∣ generator_ganloss : 1186.281738 ∣     [  std_z : 1.00  real_sub_fake : 970.97 ]
[  epoch 0036/0040] 3830/4800, lr:1.3e-05 ∣ avg_100 : 31923.239995 ∣ critic_nllloss : 25672.885937 ∣ critic_ganloss : -263.798001 ∣ generator_nllloss : 5271.283594 ∣ generator_ganloss : 1174.276514 ∣     [  std_z : 1.00  real_sub_fake : 938.59 ]
[  epoch 0036/0040] 3840/4800, lr:1.3e-05 ∣ avg_100 : 31922.925232 ∣ critic_nllloss : 26014.469922 ∣ critic_ganloss : -350.954953 ∣ generator_nllloss : 5161.839258 ∣ generator_ganloss : 1172.226025 ∣     [  std_z : 0.99  real_sub_fake : 1084.48 ]
[  epoch 0036/0040] 3850/4800, lr:1.3e-05 ∣ avg_100 : 31921.144670 ∣ critic_nllloss : 25902.280469 ∣ critic_ganloss : -294.485431 ∣ generator_nllloss : 5231.241602 ∣ generator_ganloss : 1174.833203 ∣     [  std_z : 0.99  real_sub_fake : 1094.90 ]
[  epoch 0036/0040] 3860/4800, lr:1.3e-05 ∣ avg_100 : 31922.826893 ∣ critic_nllloss : 26010.290039 ∣ critic_ganloss : -375.183049 ∣ generator_nllloss : 5165.958203 ∣ generator_ganloss : 1178.043408 ∣     [  std_z : 0.99  real_sub_fake : 1218.15 ]
[  epoch 0036/0040] 3870/4800, lr:1.3e-05 ∣ avg_100 : 31924.120819 ∣ critic_nllloss : 26020.557227 ∣ critic_ganloss : -327.711234 ∣ generator_nllloss : 5157.910352 ∣ generator_ganloss : 1186.573340 ∣     [  std_z : 1.00  real_sub_fake : 1229.62 ]
[  epoch 0036/0040] 3880/4800, lr:1.3e-05 ∣ avg_100 : 31923.365069 ∣ critic_nllloss : 26116.056055 ∣ critic_ganloss : -246.052420 ∣ generator_nllloss : 5169.214844 ∣ generator_ganloss : 1196.034961 ∣     [  std_z : 0.99  real_sub_fake : 1109.40 ]
[  epoch 0036/0040] 3890/4800, lr:1.3e-05 ∣ avg_100 : 31921.511588 ∣ critic_nllloss : 25602.536914 ∣ critic_ganloss : -255.160764 ∣ generator_nllloss : 5205.890820 ∣ generator_ganloss : 1207.636133 ∣     [  std_z : 0.99  real_sub_fake : 884.90 ]
[  epoch 0036/0040] 3900/4800, lr:1.3e-05 ∣ avg_100 : 31927.471631 ∣ critic_nllloss : 25866.002734 ∣ critic_ganloss : -186.578876 ∣ generator_nllloss : 5292.326758 ∣ generator_ganloss : 1194.154834 ∣     [  std_z : 0.99  real_sub_fake : 830.78 ]
[  epoch 0036/0040] 3910/4800, lr:1.3e-05 ∣ avg_100 : 31928.604317 ∣ critic_nllloss : 26077.579102 ∣ critic_ganloss : -261.242474 ∣ generator_nllloss : 5196.796875 ∣ generator_ganloss : 1164.377832 ∣     [  std_z : 0.99  real_sub_fake : 949.48 ]
[  epoch 0036/0040] 3920/4800, lr:1.3e-05 ∣ avg_100 : 31926.124935 ∣ critic_nllloss : 25798.622656 ∣ critic_ganloss : -247.387506 ∣ generator_nllloss : 5062.315430 ∣ generator_ganloss : 1142.284961 ∣     [  std_z : 1.00  real_sub_fake : 1098.17 ]
[  epoch 0036/0040] 3930/4800, lr:1.3e-05 ∣ avg_100 : 31929.872362 ∣ critic_nllloss : 26025.670898 ∣ critic_ganloss : -167.180020 ∣ generator_nllloss : 5118.304688 ∣ generator_ganloss : 1157.729004 ∣     [  std_z : 1.00  real_sub_fake : 1138.49 ]
[  epoch 0036/0040] 3940/4800, lr:1.3e-05 ∣ avg_100 : 31927.902646 ∣ critic_nllloss : 25683.013867 ∣ critic_ganloss : -178.642612 ∣ generator_nllloss : 5118.984180 ∣ generator_ganloss : 1184.301758 ∣     [  std_z : 1.00  real_sub_fake : 831.23 ]
[  epoch 0036/0040] 3950/4800, lr:1.3e-05 ∣ avg_100 : 31928.725516 ∣ critic_nllloss : 25952.845313 ∣ critic_ganloss : -304.443904 ∣ generator_nllloss : 5194.503125 ∣ generator_ganloss : 1173.253711 ∣     [  std_z : 1.00  real_sub_fake : 925.43 ]
[  epoch 0036/0040] 3960/4800, lr:1.3e-05 ∣ avg_100 : 31928.630775 ∣ critic_nllloss : 26024.000586 ∣ critic_ganloss : -324.161490 ∣ generator_nllloss : 5279.599219 ∣ generator_ganloss : 1160.944287 ∣     [  std_z : 0.99  real_sub_fake : 1009.29 ]
[  epoch 0036/0040] 3970/4800, lr:1.3e-05 ∣ avg_100 : 31925.853840 ∣ critic_nllloss : 25739.194727 ∣ critic_ganloss : -312.737488 ∣ generator_nllloss : 5136.931055 ∣ generator_ganloss : 1162.478223 ∣     [  std_z : 0.99  real_sub_fake : 1002.91 ]
[  epoch 0036/0040] 3980/4800, lr:1.3e-05 ∣ avg_100 : 31922.557966 ∣ critic_nllloss : 25806.129688 ∣ critic_ganloss : -323.626765 ∣ generator_nllloss : 5210.675586 ∣ generator_ganloss : 1177.705469 ∣     [  std_z : 0.99  real_sub_fake : 1112.41 ]
[  epoch 0036/0040] 3990/4800, lr:1.3e-05 ∣ avg_100 : 31919.251044 ∣ critic_nllloss : 25667.838086 ∣ critic_ganloss : -376.024521 ∣ generator_nllloss : 5059.399805 ∣ generator_ganloss : 1178.032715 ∣     [  std_z : 0.99  real_sub_fake : 1197.47 ]
[  epoch 0036/0040] 4000/4800, lr:1.3e-05 ∣ avg_100 : 31918.614924 ∣ critic_nllloss : 25946.594141 ∣ critic_ganloss : -325.119476 ∣ generator_nllloss : 5262.411133 ∣ generator_ganloss : 1175.479053 ∣     [  std_z : 1.00  real_sub_fake : 1265.06 ]
[  epoch 0036/0040] 4010/4800, lr:1.3e-05 ∣ avg_100 : 31926.207874 ∣ critic_nllloss : 26218.537695 ∣ critic_ganloss : -379.596280 ∣ generator_nllloss : 5301.359180 ∣ generator_ganloss : 1193.631201 ∣     [  std_z : 1.00  real_sub_fake : 1426.61 ]
[  epoch 0036/0040] 4020/4800, lr:1.3e-05 ∣ avg_100 : 31924.782270 ∣ critic_nllloss : 25762.612695 ∣ critic_ganloss : -319.708218 ∣ generator_nllloss : 5079.954102 ∣ generator_ganloss : 1187.799268 ∣     [  std_z : 1.00  real_sub_fake : 1168.89 ]
[  epoch 0036/0040] 4030/4800, lr:1.3e-05 ∣ avg_100 : 31920.914833 ∣ critic_nllloss : 25864.005078 ∣ critic_ganloss : -354.934982 ∣ generator_nllloss : 5143.525781 ∣ generator_ganloss : 1191.279150 ∣     [  std_z : 1.00  real_sub_fake : 1305.86 ]
[  epoch 0036/0040] 4040/4800, lr:1.3e-05 ∣ avg_100 : 31921.906080 ∣ critic_nllloss : 25987.731250 ∣ critic_ganloss : -283.034024 ∣ generator_nllloss : 5171.722656 ∣ generator_ganloss : 1197.103516 ∣     [  std_z : 1.00  real_sub_fake : 1239.18 ]
[  epoch 0036/0040] 4050/4800, lr:1.3e-05 ∣ avg_100 : 31920.203117 ∣ critic_nllloss : 26036.736719 ∣ critic_ganloss : -373.900693 ∣ generator_nllloss : 5147.239062 ∣ generator_ganloss : 1188.665088 ∣     [  std_z : 0.99  real_sub_fake : 1297.55 ]
[  epoch 0036/0040] 4060/4800, lr:1.3e-05 ∣ avg_100 : 31920.190051 ∣ critic_nllloss : 25977.697852 ∣ critic_ganloss : -457.200342 ∣ generator_nllloss : 5230.990820 ∣ generator_ganloss : 1204.971094 ∣     [  std_z : 0.99  real_sub_fake : 1334.78 ]
[  epoch 0036/0040] 4070/4800, lr:1.3e-05 ∣ avg_100 : 31923.598160 ∣ critic_nllloss : 26140.433789 ∣ critic_ganloss : -334.044595 ∣ generator_nllloss : 5270.421875 ∣ generator_ganloss : 1198.276221 ∣     [  std_z : 0.99  real_sub_fake : 1240.94 ]
[  epoch 0036/0040] 4080/4800, lr:1.3e-05 ∣ avg_100 : 31918.787026 ∣ critic_nllloss : 25702.878320 ∣ critic_ganloss : -242.482654 ∣ generator_nllloss : 5141.034766 ∣ generator_ganloss : 1196.985986 ∣     [  std_z : 0.99  real_sub_fake : 1193.27 ]
[  epoch 0036/0040] 4090/4800, lr:1.3e-05 ∣ avg_100 : 31921.921608 ∣ critic_nllloss : 25929.014648 ∣ critic_ganloss : -204.854225 ∣ generator_nllloss : 5241.457422 ∣ generator_ganloss : 1188.152148 ∣     [  std_z : 1.00  real_sub_fake : 935.26 ]
[  epoch 0036/0040] 4100/4800, lr:1.3e-05 ∣ avg_100 : 31921.276270 ∣ critic_nllloss : 25791.264844 ∣ critic_ganloss : -318.271405 ∣ generator_nllloss : 5187.330859 ∣ generator_ganloss : 1151.571387 ∣     [  std_z : 0.99  real_sub_fake : 1067.50 ]
[  epoch 0036/0040] 4110/4800, lr:1.3e-05 ∣ avg_100 : 31923.145924 ∣ critic_nllloss : 26000.897266 ∣ critic_ganloss : -282.140591 ∣ generator_nllloss : 5300.998828 ∣ generator_ganloss : 1142.052881 ∣     [  std_z : 0.99  real_sub_fake : 1229.68 ]
[  epoch 0036/0040] 4120/4800, lr:1.3e-05 ∣ avg_100 : 31924.219008 ∣ critic_nllloss : 26001.738672 ∣ critic_ganloss : -349.308844 ∣ generator_nllloss : 5232.803320 ∣ generator_ganloss : 1170.201807 ∣     [  std_z : 1.00  real_sub_fake : 1203.77 ]
[  epoch 0036/0040] 4130/4800, lr:1.3e-05 ∣ avg_100 : 31927.820310 ∣ critic_nllloss : 26118.415234 ∣ critic_ganloss : -326.520996 ∣ generator_nllloss : 5218.917188 ∣ generator_ganloss : 1169.168066 ∣     [  std_z : 1.00  real_sub_fake : 1245.84 ]
[  epoch 0036/0040] 4140/4800, lr:1.3e-05 ∣ avg_100 : 31930.788776 ∣ critic_nllloss : 26031.380664 ∣ critic_ganloss : -314.096985 ∣ generator_nllloss : 5228.689453 ∣ generator_ganloss : 1168.554980 ∣     [  std_z : 1.00  real_sub_fake : 1281.03 ]
[  epoch 0036/0040] 4150/4800, lr:1.3e-05 ∣ avg_100 : 31930.711218 ∣ critic_nllloss : 25736.022266 ∣ critic_ganloss : -269.737933 ∣ generator_nllloss : 5092.157227 ∣ generator_ganloss : 1175.649072 ∣     [  std_z : 0.99  real_sub_fake : 1104.24 ]
[  epoch 0036/0040] 4160/4800, lr:1.3e-05 ∣ avg_100 : 31929.328911 ∣ critic_nllloss : 25779.422656 ∣ critic_ganloss : -375.574344 ∣ generator_nllloss : 5205.995703 ∣ generator_ganloss : 1182.095117 ∣     [  std_z : 0.99  real_sub_fake : 1157.18 ]
[  epoch 0036/0040] 4170/4800, lr:1.3e-05 ∣ avg_100 : 31928.984663 ∣ critic_nllloss : 25746.759375 ∣ critic_ganloss : -292.118658 ∣ generator_nllloss : 5139.100000 ∣ generator_ganloss : 1184.522070 ∣     [  std_z : 1.00  real_sub_fake : 1246.75 ]
[  epoch 0036/0040] 4180/4800, lr:1.3e-05 ∣ avg_100 : 31930.497010 ∣ critic_nllloss : 25761.488867 ∣ critic_ganloss : -341.905591 ∣ generator_nllloss : 5198.833008 ∣ generator_ganloss : 1194.673096 ∣     [  std_z : 1.00  real_sub_fake : 1151.54 ]
[  epoch 0036/0040] 4190/4800, lr:1.3e-05 ∣ avg_100 : 31929.717833 ∣ critic_nllloss : 25652.228711 ∣ critic_ganloss : -235.848944 ∣ generator_nllloss : 5210.545313 ∣ generator_ganloss : 1180.267139 ∣     [  std_z : 0.99  real_sub_fake : 1089.60 ]
[  epoch 0036/0040] 4200/4800, lr:1.3e-05 ∣ avg_100 : 31928.845776 ∣ critic_nllloss : 25974.172461 ∣ critic_ganloss : -353.096393 ∣ generator_nllloss : 5174.791992 ∣ generator_ganloss : 1165.936670 ∣     [  std_z : 1.00  real_sub_fake : 1219.66 ]
[  epoch 0036/0040] 4210/4800, lr:1.3e-05 ∣ avg_100 : 31926.366046 ∣ critic_nllloss : 25737.950195 ∣ critic_ganloss : -346.163672 ∣ generator_nllloss : 5121.042773 ∣ generator_ganloss : 1183.665430 ∣     [  std_z : 0.99  real_sub_fake : 1256.53 ]
[  epoch 0036/0040] 4220/4800, lr:1.3e-05 ∣ avg_100 : 31922.715715 ∣ critic_nllloss : 25799.306055 ∣ critic_ganloss : -451.388809 ∣ generator_nllloss : 5219.716211 ∣ generator_ganloss : 1189.076855 ∣     [  std_z : 0.99  real_sub_fake : 1274.09 ]
[  epoch 0036/0040] 4230/4800, lr:1.3e-05 ∣ avg_100 : 31924.455500 ∣ critic_nllloss : 25980.582813 ∣ critic_ganloss : -286.512885 ∣ generator_nllloss : 5173.764063 ∣ generator_ganloss : 1167.386230 ∣     [  std_z : 0.99  real_sub_fake : 1424.82 ]
[  epoch 0036/0040] 4240/4800, lr:1.3e-05 ∣ avg_100 : 31924.825473 ∣ critic_nllloss : 25947.178516 ∣ critic_ganloss : -280.124164 ∣ generator_nllloss : 5102.761719 ∣ generator_ganloss : 1171.289160 ∣     [  std_z : 0.99  real_sub_fake : 1390.42 ]
[  epoch 0036/0040] 4250/4800, lr:1.3e-05 ∣ avg_100 : 31927.169456 ∣ critic_nllloss : 25879.812695 ∣ critic_ganloss : -172.319879 ∣ generator_nllloss : 5158.118164 ∣ generator_ganloss : 1207.169434 ∣     [  std_z : 0.99  real_sub_fake : 1042.16 ]
[  epoch 0036/0040] 4260/4800, lr:1.3e-05 ∣ avg_100 : 31929.755959 ∣ critic_nllloss : 25792.606836 ∣ critic_ganloss : -229.719518 ∣ generator_nllloss : 5108.135938 ∣ generator_ganloss : 1181.152051 ∣     [  std_z : 0.99  real_sub_fake : 943.79 ]
[  epoch 0036/0040] 4270/4800, lr:1.3e-05 ∣ avg_100 : 31933.498805 ∣ critic_nllloss : 25912.174219 ∣ critic_ganloss : -240.293491 ∣ generator_nllloss : 5185.175977 ∣ generator_ganloss : 1160.396191 ∣     [  std_z : 1.00  real_sub_fake : 1126.16 ]
[  epoch 0036/0040] 4280/4800, lr:1.3e-05 ∣ avg_100 : 31937.273642 ∣ critic_nllloss : 25968.172656 ∣ critic_ganloss : -323.883907 ∣ generator_nllloss : 5255.336523 ∣ generator_ganloss : 1178.801660 ∣     [  std_z : 1.00  real_sub_fake : 1069.40 ]
[  epoch 0036/0040] 4290/4800, lr:1.3e-05 ∣ avg_100 : 31937.425492 ∣ critic_nllloss : 25881.659766 ∣ critic_ganloss : -288.186606 ∣ generator_nllloss : 5224.742773 ∣ generator_ganloss : 1176.300781 ∣     [  std_z : 0.99  real_sub_fake : 1059.77 ]
[  epoch 0036/0040] 4300/4800, lr:1.3e-05 ∣ avg_100 : 31939.178793 ∣ critic_nllloss : 25960.446875 ∣ critic_ganloss : -374.856476 ∣ generator_nllloss : 5229.382812 ∣ generator_ganloss : 1168.094092 ∣     [  std_z : 0.99  real_sub_fake : 1142.24 ]
[  epoch 0036/0040] 4310/4800, lr:1.3e-05 ∣ avg_100 : 31939.182459 ∣ critic_nllloss : 25750.905273 ∣ critic_ganloss : -347.726599 ∣ generator_nllloss : 5259.011719 ∣ generator_ganloss : 1176.534082 ∣     [  std_z : 0.99  real_sub_fake : 1213.69 ]
[  epoch 0036/0040] 4320/4800, lr:1.3e-05 ∣ avg_100 : 31936.220157 ∣ critic_nllloss : 25879.612109 ∣ critic_ganloss : -306.932642 ∣ generator_nllloss : 5136.664453 ∣ generator_ganloss : 1199.317139 ∣     [  std_z : 0.99  real_sub_fake : 1181.81 ]
[  epoch 0036/0040] 4330/4800, lr:1.3e-05 ∣ avg_100 : 31934.089972 ∣ critic_nllloss : 25742.732422 ∣ critic_ganloss : -225.287050 ∣ generator_nllloss : 5160.675195 ∣ generator_ganloss : 1203.337598 ∣     [  std_z : 1.00  real_sub_fake : 818.29 ]
[  epoch 0036/0040] 4340/4800, lr:1.3e-05 ∣ avg_100 : 31936.741154 ∣ critic_nllloss : 25709.535352 ∣ critic_ganloss : -21.190842 ∣ generator_nllloss : 5103.370313 ∣ generator_ganloss : 1137.579883 ∣  [  std_z : 1.00  real_sub_fake : 973.83 ]
[  epoch 0036/0040] 4350/4800, lr:1.3e-05 ∣ avg_100 : 31936.658114 ∣ critic_nllloss : 25800.428906 ∣ critic_ganloss : -57.383771 ∣ generator_nllloss : 5239.378516 ∣ generator_ganloss : 1078.749707 ∣  [  std_z : 1.00  real_sub_fake : 976.95 ]
[  epoch 0036/0040] 4360/4800, lr:1.3e-05 ∣ avg_100 : 31940.672682 ∣ critic_nllloss : 25955.029102 ∣ critic_ganloss : -121.518178 ∣ generator_nllloss : 5090.505078 ∣ generator_ganloss : 1133.190771 ∣     [  std_z : 0.99  real_sub_fake : 688.98 ]
[  epoch 0036/0040] 4370/4800, lr:1.3e-05 ∣ avg_100 : 31944.101348 ∣ critic_nllloss : 25866.636719 ∣ critic_ganloss : -121.410487 ∣ generator_nllloss : 5174.392969 ∣ generator_ganloss : 1155.070703 ∣     [  std_z : 0.99  real_sub_fake : 601.78 ]
[  epoch 0036/0040] 4380/4800, lr:1.3e-05 ∣ avg_100 : 31945.331015 ∣ critic_nllloss : 25836.297656 ∣ critic_ganloss : -185.507893 ∣ generator_nllloss : 5224.147656 ∣ generator_ganloss : 1159.711865 ∣     [  std_z : 0.99  real_sub_fake : 630.67 ]
[  epoch 0036/0040] 4390/4800, lr:1.3e-05 ∣ avg_100 : 31940.914819 ∣ critic_nllloss : 25734.344727 ∣ critic_ganloss : -145.339751 ∣ generator_nllloss : 5017.820508 ∣ generator_ganloss : 1165.368945 ∣     [  std_z : 0.99  real_sub_fake : 611.21 ]
[  epoch 0036/0040] 4400/4800, lr:1.3e-05 ∣ avg_100 : 31941.574307 ∣ critic_nllloss : 25729.949023 ∣ critic_ganloss : -204.467850 ∣ generator_nllloss : 5160.457422 ∣ generator_ganloss : 1162.501611 ∣     [  std_z : 0.99  real_sub_fake : 656.84 ]
[  epoch 0036/0040] 4410/4800, lr:1.3e-05 ∣ avg_100 : 31940.124860 ∣ critic_nllloss : 25801.330859 ∣ critic_ganloss : -231.944322 ∣ generator_nllloss : 5129.169922 ∣ generator_ganloss : 1171.964160 ∣     [  std_z : 1.00  real_sub_fake : 688.17 ]
[  epoch 0036/0040] 4420/4800, lr:1.3e-05 ∣ avg_100 : 31941.955920 ∣ critic_nllloss : 25976.918164 ∣ critic_ganloss : -201.083951 ∣ generator_nllloss : 5149.961719 ∣ generator_ganloss : 1171.272314 ∣     [  std_z : 1.00  real_sub_fake : 732.99 ]
[  epoch 0036/0040] 4430/4800, lr:1.3e-05 ∣ avg_100 : 31948.100148 ∣ critic_nllloss : 26133.390820 ∣ critic_ganloss : -258.526981 ∣ generator_nllloss : 5144.700586 ∣ generator_ganloss : 1193.970313 ∣     [  std_z : 1.00  real_sub_fake : 834.48 ]
[  epoch 0036/0040] 4440/4800, lr:1.3e-05 ∣ avg_100 : 31949.895535 ∣ critic_nllloss : 25940.612305 ∣ critic_ganloss : -250.126022 ∣ generator_nllloss : 5189.719922 ∣ generator_ganloss : 1189.075928 ∣     [  std_z : 1.00  real_sub_fake : 891.89 ]
[  epoch 0036/0040] 4450/4800, lr:1.3e-05 ∣ avg_100 : 31952.884884 ∣ critic_nllloss : 26010.864258 ∣ critic_ganloss : -284.270120 ∣ generator_nllloss : 5253.309180 ∣ generator_ganloss : 1192.984766 ∣     [  std_z : 1.00  real_sub_fake : 902.21 ]
[  epoch 0036/0040] 4460/4800, lr:1.3e-05 ∣ avg_100 : 31953.870075 ∣ critic_nllloss : 25920.226758 ∣ critic_ganloss : -273.474406 ∣ generator_nllloss : 5175.306055 ∣ generator_ganloss : 1189.116602 ∣     [  std_z : 0.99  real_sub_fake : 925.60 ]
[  epoch 0036/0040] 4470/4800, lr:1.3e-05 ∣ avg_100 : 31953.781569 ∣ critic_nllloss : 25811.706836 ∣ critic_ganloss : -293.518544 ∣ generator_nllloss : 5180.476562 ∣ generator_ganloss : 1172.223145 ∣     [  std_z : 0.99  real_sub_fake : 975.87 ]
[  epoch 0036/0040] 4480/4800, lr:1.3e-05 ∣ avg_100 : 31956.295394 ∣ critic_nllloss : 26025.663477 ∣ critic_ganloss : -255.937784 ∣ generator_nllloss : 5191.542578 ∣ generator_ganloss : 1190.777832 ∣     [  std_z : 0.99  real_sub_fake : 982.27 ]
[  epoch 0036/0040] 4490/4800, lr:1.3e-05 ∣ avg_100 : 31957.245206 ∣ critic_nllloss : 25927.125586 ∣ critic_ganloss : -263.283115 ∣ generator_nllloss : 5264.084961 ∣ generator_ganloss : 1213.408154 ∣     [  std_z : 0.99  real_sub_fake : 951.26 ]
[  epoch 0036/0040] 4500/4800, lr:1.3e-05 ∣ avg_100 : 31957.350480 ∣ critic_nllloss : 25726.582617 ∣ critic_ganloss : -228.685652 ∣ generator_nllloss : 5219.344141 ∣ generator_ganloss : 1201.573047 ∣     [  std_z : 1.00  real_sub_fake : 866.00 ]
[  epoch 0036/0040] 4510/4800, lr:1.3e-05 ∣ avg_100 : 31956.806082 ∣ critic_nllloss : 25745.916406 ∣ critic_ganloss : -252.030060 ∣ generator_nllloss : 5222.237305 ∣ generator_ganloss : 1201.436914 ∣     [  std_z : 1.00  real_sub_fake : 1011.24 ]
[  epoch 0036/0040] 4520/4800, lr:1.3e-05 ∣ avg_100 : 31956.824705 ∣ critic_nllloss : 25902.840625 ∣ critic_ganloss : -297.969235 ∣ generator_nllloss : 5206.073633 ∣ generator_ganloss : 1211.733984 ∣     [  std_z : 1.00  real_sub_fake : 1008.81 ]
[  epoch 0036/0040] 4530/4800, lr:1.3e-05 ∣ avg_100 : 31956.912766 ∣ critic_nllloss : 25872.872070 ∣ critic_ganloss : -194.212752 ∣ generator_nllloss : 5215.475781 ∣ generator_ganloss : 1198.904785 ∣     [  std_z : 1.00  real_sub_fake : 966.79 ]
[  epoch 0036/0040] 4540/4800, lr:1.3e-05 ∣ avg_100 : 31953.495701 ∣ critic_nllloss : 25708.177930 ∣ critic_ganloss : -239.930017 ∣ generator_nllloss : 5194.327930 ∣ generator_ganloss : 1203.418066 ∣     [  std_z : 1.00  real_sub_fake : 993.88 ]
[  epoch 0036/0040] 4550/4800, lr:1.3e-05 ∣ avg_100 : 31954.062879 ∣ critic_nllloss : 26024.920312 ∣ critic_ganloss : -254.239798 ∣ generator_nllloss : 5161.872070 ∣ generator_ganloss : 1212.165527 ∣     [  std_z : 0.99  real_sub_fake : 964.34 ]
[  epoch 0036/0040] 4560/4800, lr:1.3e-05 ∣ avg_100 : 31953.875853 ∣ critic_nllloss : 25867.833984 ∣ critic_ganloss : -307.064786 ∣ generator_nllloss : 5141.286133 ∣ generator_ganloss : 1191.655420 ∣     [  std_z : 0.99  real_sub_fake : 1035.91 ]
[  epoch 0036/0040] 4570/4800, lr:1.3e-05 ∣ avg_100 : 31954.776815 ∣ critic_nllloss : 25950.652148 ∣ critic_ganloss : -263.807547 ∣ generator_nllloss : 5140.416797 ∣ generator_ganloss : 1189.846387 ∣     [  std_z : 0.99  real_sub_fake : 1089.05 ]
[  epoch 0036/0040] 4580/4800, lr:1.3e-05 ∣ avg_100 : 31952.087839 ∣ critic_nllloss : 25853.634570 ∣ critic_ganloss : -255.508835 ∣ generator_nllloss : 5178.503711 ∣ generator_ganloss : 1195.398926 ∣     [  std_z : 0.99  real_sub_fake : 1058.10 ]
[  epoch 0036/0040] 4590/4800, lr:1.3e-05 ∣ avg_100 : 31953.460376 ∣ critic_nllloss : 25792.363672 ∣ critic_ganloss : -235.561868 ∣ generator_nllloss : 5206.689062 ∣ generator_ganloss : 1194.215820 ∣     [  std_z : 1.00  real_sub_fake : 1014.81 ]
[  epoch 0036/0040] 4600/4800, lr:1.3e-05 ∣ avg_100 : 31953.302245 ∣ critic_nllloss : 25738.920703 ∣ critic_ganloss : -340.188873 ∣ generator_nllloss : 5200.067187 ∣ generator_ganloss : 1195.478320 ∣     [  std_z : 1.00  real_sub_fake : 1025.25 ]
[  epoch 0036/0040] 4610/4800, lr:1.3e-05 ∣ avg_100 : 31953.604202 ∣ critic_nllloss : 25847.257422 ∣ critic_ganloss : -253.066402 ∣ generator_nllloss : 5170.203320 ∣ generator_ganloss : 1201.020459 ∣     [  std_z : 1.00  real_sub_fake : 985.49 ]
[  epoch 0036/0040] 4620/4800, lr:1.3e-05 ∣ avg_100 : 31952.651239 ∣ critic_nllloss : 25612.782227 ∣ critic_ganloss : -195.518468 ∣ generator_nllloss : 5080.286719 ∣ generator_ganloss : 1218.559668 ∣     [  std_z : 1.00  real_sub_fake : 821.69 ]
[  epoch 0036/0040] 4630/4800, lr:1.3e-05 ∣ avg_100 : 31954.853889 ∣ critic_nllloss : 25768.480859 ∣ critic_ganloss : -205.688342 ∣ generator_nllloss : 5181.744531 ∣ generator_ganloss : 1217.052930 ∣     [  std_z : 0.99  real_sub_fake : 726.35 ]
[  epoch 0036/0040] 4640/4800, lr:1.3e-05 ∣ avg_100 : 31952.287485 ∣ critic_nllloss : 25678.721094 ∣ critic_ganloss : -222.009529 ∣ generator_nllloss : 5069.066797 ∣ generator_ganloss : 1187.163086 ∣     [  std_z : 0.99  real_sub_fake : 793.36 ]
[  epoch 0036/0040] 4650/4800, lr:1.3e-05 ∣ avg_100 : 31949.866768 ∣ critic_nllloss : 25667.857227 ∣ critic_ganloss : -238.877090 ∣ generator_nllloss : 5143.153516 ∣ generator_ganloss : 1173.163184 ∣     [  std_z : 0.99  real_sub_fake : 894.84 ]
[  epoch 0036/0040] 4660/4800, lr:1.3e-05 ∣ avg_100 : 31950.828406 ∣ critic_nllloss : 26008.198047 ∣ critic_ganloss : -221.734933 ∣ generator_nllloss : 5237.258984 ∣ generator_ganloss : 1174.089062 ∣     [  std_z : 1.00  real_sub_fake : 906.46 ]
[  epoch 0036/0040] 4670/4800, lr:1.3e-05 ∣ avg_100 : 31950.636171 ∣ critic_nllloss : 25833.796484 ∣ critic_ganloss : -289.045392 ∣ generator_nllloss : 5120.291992 ∣ generator_ganloss : 1174.053027 ∣     [  std_z : 1.00  real_sub_fake : 800.80 ]
[  epoch 0036/0040] 4680/4800, lr:1.3e-05 ∣ avg_100 : 31954.108505 ∣ critic_nllloss : 25812.798633 ∣ critic_ganloss : -283.934125 ∣ generator_nllloss : 5249.637109 ∣ generator_ganloss : 1165.640723 ∣     [  std_z : 1.00  real_sub_fake : 893.42 ]
[  epoch 0036/0040] 4690/4800, lr:1.3e-05 ∣ avg_100 : 31955.009249 ∣ critic_nllloss : 26008.081250 ∣ critic_ganloss : -292.810757 ∣ generator_nllloss : 5209.123633 ∣ generator_ganloss : 1164.176758 ∣     [  std_z : 0.99  real_sub_fake : 978.54 ]
[  epoch 0036/0040] 4700/4800, lr:1.3e-05 ∣ avg_100 : 31955.794202 ∣ critic_nllloss : 25950.703320 ∣ critic_ganloss : -294.649072 ∣ generator_nllloss : 5188.683789 ∣ generator_ganloss : 1160.353467 ∣     [  std_z : 0.99  real_sub_fake : 1114.21 ]
[  epoch 0036/0040] 4710/4800, lr:1.3e-05 ∣ avg_100 : 31953.618340 ∣ critic_nllloss : 25607.009180 ∣ critic_ganloss : -287.614456 ∣ generator_nllloss : 5077.150391 ∣ generator_ganloss : 1150.025635 ∣     [  std_z : 0.99  real_sub_fake : 973.84 ]
[  epoch 0036/0040] 4720/4800, lr:1.3e-05 ∣ avg_100 : 31952.300459 ∣ critic_nllloss : 25727.423633 ∣ critic_ganloss : -276.831613 ∣ generator_nllloss : 5110.662305 ∣ generator_ganloss : 1133.390820 ∣     [  std_z : 0.99  real_sub_fake : 1119.32 ]
[  epoch 0036/0040] 4730/4800, lr:1.3e-05 ∣ avg_100 : 31949.644852 ∣ critic_nllloss : 25880.076172 ∣ critic_ganloss : -401.264011 ∣ generator_nllloss : 5166.873047 ∣ generator_ganloss : 1157.548975 ∣     [  std_z : 0.99  real_sub_fake : 1219.38 ]
[  epoch 0036/0040] 4740/4800, lr:1.3e-05 ∣ avg_100 : 31948.240684 ∣ critic_nllloss : 25795.967187 ∣ critic_ganloss : -302.985962 ∣ generator_nllloss : 5165.005664 ∣ generator_ganloss : 1164.667480 ∣     [  std_z : 1.00  real_sub_fake : 1196.75 ]
[  epoch 0036/0040] 4750/4800, lr:1.3e-05 ∣ avg_100 : 31949.511283 ∣ critic_nllloss : 26115.933594 ∣ critic_ganloss : -367.995609 ∣ generator_nllloss : 5222.490234 ∣ generator_ganloss : 1168.156250 ∣     [  std_z : 1.00  real_sub_fake : 1275.49 ]
[  epoch 0036/0040] 4760/4800, lr:1.3e-05 ∣ avg_100 : 31950.084092 ∣ critic_nllloss : 25996.824609 ∣ critic_ganloss : -304.990616 ∣ generator_nllloss : 5105.807617 ∣ generator_ganloss : 1190.448975 ∣     [  std_z : 1.00  real_sub_fake : 1146.60 ]
[  epoch 0036/0040] 4770/4800, lr:1.3e-05 ∣ avg_100 : 31950.305269 ∣ critic_nllloss : 25850.992383 ∣ critic_ganloss : -259.245218 ∣ generator_nllloss : 5209.982617 ∣ generator_ganloss : 1193.096533 ∣     [  std_z : 1.00  real_sub_fake : 909.07 ]
[  epoch 0036/0040] 4780/4800, lr:1.3e-05 ∣ avg_100 : 31950.697638 ∣ critic_nllloss : 25980.858789 ∣ critic_ganloss : -322.467435 ∣ generator_nllloss : 5218.492969 ∣ generator_ganloss : 1145.597949 ∣     [  std_z : 1.00  real_sub_fake : 1171.91 ]
[  epoch 0036/0040] 4790/4800, lr:1.3e-05 ∣ avg_100 : 31950.758155 ∣ critic_nllloss : 25717.061328 ∣ critic_ganloss : -270.704498 ∣ generator_nllloss : 5143.009570 ∣ generator_ganloss : 1136.040625 ∣     [  std_z : 1.00  real_sub_fake : 1180.91 ]
[  epoch 0036/0040] 4800/4800, lr:1.3e-05 ∣ avg_100 : 31952.327980 ∣ critic_nllloss : 25801.313672 ∣ critic_ganloss : -330.623972 ∣ generator_nllloss : 5178.959570 ∣ generator_ganloss : 1170.455273 ∣     [  std_z : 0.99  real_sub_fake : 1167.83 ]
[    val 036    ] Done! KLD: 0.027164: 0.012874g: 2:45:14, total: 1 day, 3:32:15                    
[  epoch 0037/0040] 0010/4800, lr:1.3e-05 ∣ avg_100 : 31953.565163 ∣ critic_nllloss : 26010.096875 ∣ critic_ganloss : -394.486972 ∣ generator_nllloss : 5205.490039 ∣ generator_ganloss : 1172.448535 ∣     [  std_z : 0.99  real_sub_fake : 1300.07 ]
[  epoch 0037/0040] 0020/4800, lr:1.3e-05 ∣ avg_100 : 31955.510481 ∣ critic_nllloss : 26038.815430 ∣ critic_ganloss : -237.349362 ∣ generator_nllloss : 5209.577148 ∣ generator_ganloss : 1166.457861 ∣     [  std_z : 0.98  real_sub_fake : 1361.60 ]
[  epoch 0037/0040] 0030/4800, lr:1.3e-05 ∣ avg_100 : 31956.057880 ∣ critic_nllloss : 25919.362305 ∣ critic_ganloss : -389.353369 ∣ generator_nllloss : 5201.848047 ∣ generator_ganloss : 1177.530908 ∣     [  std_z : 0.99  real_sub_fake : 1231.23 ]
[  epoch 0037/0040] 0040/4800, lr:1.3e-05 ∣ avg_100 : 31952.798150 ∣ critic_nllloss : 25724.076758 ∣ critic_ganloss : -373.934351 ∣ generator_nllloss : 5151.418555 ∣ generator_ganloss : 1170.046338 ∣     [  std_z : 0.99  real_sub_fake : 1140.46 ]
[  epoch 0037/0040] 0050/4800, lr:1.3e-05 ∣ avg_100 : 31949.394946 ∣ critic_nllloss : 25740.451758 ∣ critic_ganloss : -273.394183 ∣ generator_nllloss : 5031.064062 ∣ generator_ganloss : 1175.427783 ∣     [  std_z : 1.00  real_sub_fake : 1274.42 ]
[  epoch 0037/0040] 0060/4800, lr:1.3e-05 ∣ avg_100 : 31949.980243 ∣ critic_nllloss : 26032.251563 ∣ critic_ganloss : -342.057550 ∣ generator_nllloss : 5175.006055 ∣ generator_ganloss : 1172.438281 ∣     [  std_z : 1.00  real_sub_fake : 1329.21 ]
[  epoch 0037/0040] 0070/4800, lr:1.3e-05 ∣ avg_100 : 31946.689014 ∣ critic_nllloss : 25719.785938 ∣ critic_ganloss : -289.752090 ∣ generator_nllloss : 5100.478711 ∣ generator_ganloss : 1177.694238 ∣     [  std_z : 0.99  real_sub_fake : 1200.78 ]
[  epoch 0037/0040] 0080/4800, lr:1.3e-05 ∣ avg_100 : 31944.360304 ∣ critic_nllloss : 25862.543359 ∣ critic_ganloss : -308.666724 ∣ generator_nllloss : 5246.150391 ∣ generator_ganloss : 1202.355322 ∣     [  std_z : 0.99  real_sub_fake : 1101.46 ]
[  epoch 0037/0040] 0090/4800, lr:1.3e-05 ∣ avg_100 : 31943.374836 ∣ critic_nllloss : 25576.037891 ∣ critic_ganloss : -343.558408 ∣ generator_nllloss : 5235.171875 ∣ generator_ganloss : 1194.704980 ∣     [  std_z : 0.99  real_sub_fake : 1092.48 ]
[  epoch 0037/0040] 0100/4800, lr:1.3e-05 ∣ avg_100 : 31943.561641 ∣ critic_nllloss : 25948.266211 ∣ critic_ganloss : -160.659995 ∣ generator_nllloss : 5212.768359 ∣ generator_ganloss : 1184.211377 ∣     [  std_z : 0.99  real_sub_fake : 1203.40 ]
[  epoch 0037/0040] 0110/4800, lr:1.3e-05 ∣ avg_100 : 31941.577666 ∣ critic_nllloss : 25885.696484 ∣ critic_ganloss : -373.711124 ∣ generator_nllloss : 5266.178516 ∣ generator_ganloss : 1200.949951 ∣     [  std_z : 1.00  real_sub_fake : 1128.41 ]
[  epoch 0037/0040] 0120/4800, lr:1.3e-05 ∣ avg_100 : 31945.762566 ∣ critic_nllloss : 25994.521875 ∣ critic_ganloss : -244.912523 ∣ generator_nllloss : 5217.443359 ∣ generator_ganloss : 1207.272852 ∣     [  std_z : 1.00  real_sub_fake : 1073.02 ]
[  epoch 0037/0040] 0130/4800, lr:1.3e-05 ∣ avg_100 : 31944.583062 ∣ critic_nllloss : 25999.996875 ∣ critic_ganloss : -357.419955 ∣ generator_nllloss : 5179.781055 ∣ generator_ganloss : 1194.216162 ∣     [  std_z : 1.00  real_sub_fake : 1235.10 ]
[  epoch 0037/0040] 0140/4800, lr:1.3e-05 ∣ avg_100 : 31945.800202 ∣ critic_nllloss : 25923.600781 ∣ critic_ganloss : -300.894019 ∣ generator_nllloss : 5096.051758 ∣ generator_ganloss : 1210.612695 ∣     [  std_z : 1.00  real_sub_fake : 1068.66 ]
[  epoch 0037/0040] 0150/4800, lr:1.3e-05 ∣ avg_100 : 31943.205954 ∣ critic_nllloss : 25760.406641 ∣ critic_ganloss : -230.879581 ∣ generator_nllloss : 5032.780664 ∣ generator_ganloss : 1194.425732 ∣     [  std_z : 1.00  real_sub_fake : 1166.44 ]
[  epoch 0037/0040] 0160/4800, lr:1.3e-05 ∣ avg_100 : 31939.569559 ∣ critic_nllloss : 25713.543164 ∣ critic_ganloss : -240.560080 ∣ generator_nllloss : 5113.127930 ∣ generator_ganloss : 1190.632080 ∣     [  std_z : 1.00  real_sub_fake : 1069.15 ]
[  epoch 0037/0040] 0170/4800, lr:1.3e-05 ∣ avg_100 : 31942.713432 ∣ critic_nllloss : 25992.256445 ∣ critic_ganloss : -356.526855 ∣ generator_nllloss : 5193.575000 ∣ generator_ganloss : 1210.949219 ∣     [  std_z : 0.99  real_sub_fake : 991.86 ]
[  epoch 0037/0040] 0180/4800, lr:1.3e-05 ∣ avg_100 : 31943.780074 ∣ critic_nllloss : 25905.666016 ∣ critic_ganloss : -274.444920 ∣ generator_nllloss : 5157.942578 ∣ generator_ganloss : 1188.384473 ∣     [  std_z : 0.99  real_sub_fake : 1032.43 ]
[  epoch 0037/0040] 0190/4800, lr:1.3e-05 ∣ avg_100 : 31949.331385 ∣ critic_nllloss : 26034.325977 ∣ critic_ganloss : -363.339355 ∣ generator_nllloss : 5234.955273 ∣ generator_ganloss : 1178.435352 ∣     [  std_z : 0.99  real_sub_fake : 1280.82 ]
[  epoch 0037/0040] 0200/4800, lr:1.3e-05 ∣ avg_100 : 31945.392355 ∣ critic_nllloss : 25732.850586 ∣ critic_ganloss : -364.433585 ∣ generator_nllloss : 5113.865234 ∣ generator_ganloss : 1183.179541 ∣     [  std_z : 0.99  real_sub_fake : 1242.02 ]
[  epoch 0037/0040] 0210/4800, lr:1.3e-05 ∣ avg_100 : 31939.889846 ∣ critic_nllloss : 25784.669922 ∣ critic_ganloss : -379.263965 ∣ generator_nllloss : 5196.265820 ∣ generator_ganloss : 1182.009131 ∣     [  std_z : 0.99  real_sub_fake : 1271.63 ]
[  epoch 0037/0040] 0220/4800, lr:1.3e-05 ∣ avg_100 : 31940.381763 ∣ critic_nllloss : 25874.359961 ∣ critic_ganloss : -450.200452 ∣ generator_nllloss : 5147.918359 ∣ generator_ganloss : 1187.771680 ∣     [  std_z : 1.00  real_sub_fake : 1338.16 ]
[  epoch 0037/0040] 0230/4800, lr:1.3e-05 ∣ avg_100 : 31941.803174 ∣ critic_nllloss : 25942.950195 ∣ critic_ganloss : -297.644717 ∣ generator_nllloss : 5158.663867 ∣ generator_ganloss : 1182.046777 ∣     [  std_z : 1.00  real_sub_fake : 1297.39 ]
[  epoch 0037/0040] 0240/4800, lr:1.3e-05 ∣ avg_100 : 31939.992701 ∣ critic_nllloss : 25910.670117 ∣ critic_ganloss : -435.769327 ∣ generator_nllloss : 5228.742188 ∣ generator_ganloss : 1188.833203 ∣     [  std_z : 1.00  real_sub_fake : 1356.15 ]
[  epoch 0037/0040] 0250/4800, lr:1.3e-05 ∣ avg_100 : 31939.526195 ∣ critic_nllloss : 25902.554883 ∣ critic_ganloss : -303.207108 ∣ generator_nllloss : 5154.325391 ∣ generator_ganloss : 1198.416357 ∣     [  std_z : 1.00  real_sub_fake : 1123.98 ]
[  epoch 0037/0040] 0260/4800, lr:1.3e-05 ∣ avg_100 : 31938.242153 ∣ critic_nllloss : 25834.214062 ∣ critic_ganloss : -329.585687 ∣ generator_nllloss : 5142.127344 ∣ generator_ganloss : 1181.299512 ∣     [  std_z : 0.99  real_sub_fake : 1165.67 ]
[  epoch 0037/0040] 0270/4800, lr:1.3e-05 ∣ avg_100 : 31932.101003 ∣ critic_nllloss : 25707.886719 ∣ critic_ganloss : -381.024533 ∣ generator_nllloss : 5165.507031 ∣ generator_ganloss : 1168.603076 ∣     [  std_z : 0.99  real_sub_fake : 1316.00 ]
[  epoch 0037/0040] 0280/4800, lr:1.3e-05 ∣ avg_100 : 31934.951435 ∣ critic_nllloss : 26048.666797 ∣ critic_ganloss : -298.047055 ∣ generator_nllloss : 5154.716797 ∣ generator_ganloss : 1178.123047 ∣     [  std_z : 1.00  real_sub_fake : 1382.22 ]
[  epoch 0037/0040] 0290/4800, lr:1.3e-05 ∣ avg_100 : 31934.630838 ∣ critic_nllloss : 25985.768555 ∣ critic_ganloss : -271.266925 ∣ generator_nllloss : 5226.450781 ∣ generator_ganloss : 1180.757910 ∣     [  std_z : 1.00  real_sub_fake : 1431.63 ]
[  epoch 0037/0040] 0300/4800, lr:1.3e-05 ∣ avg_100 : 31935.179839 ∣ critic_nllloss : 25738.652344 ∣ critic_ganloss : -252.771771 ∣ generator_nllloss : 5202.887695 ∣ generator_ganloss : 1178.027490 ∣     [  std_z : 1.00  real_sub_fake : 1155.04 ]
[  epoch 0037/0040] 0310/4800, lr:1.3e-05 ∣ avg_100 : 31934.289162 ∣ critic_nllloss : 26087.762500 ∣ critic_ganloss : -326.225989 ∣ generator_nllloss : 5133.422656 ∣ generator_ganloss : 1177.781494 ∣     [  std_z : 0.99  real_sub_fake : 1362.40 ]
[  epoch 0037/0040] 0320/4800, lr:1.3e-05 ∣ avg_100 : 31933.925944 ∣ critic_nllloss : 25978.383398 ∣ critic_ganloss : -317.385123 ∣ generator_nllloss : 5164.250000 ∣ generator_ganloss : 1193.864941 ∣     [  std_z : 0.99  real_sub_fake : 1167.12 ]
[  epoch 0037/0040] 0330/4800, lr:1.3e-05 ∣ avg_100 : 31933.019763 ∣ critic_nllloss : 26016.975781 ∣ critic_ganloss : -268.068356 ∣ generator_nllloss : 5162.633984 ∣ generator_ganloss : 1177.820020 ∣     [  std_z : 0.99  real_sub_fake : 1291.57 ]
[  epoch 0037/0040] 0340/4800, lr:1.3e-05 ∣ avg_100 : 31930.682542 ∣ critic_nllloss : 25814.984766 ∣ critic_ganloss : -345.267731 ∣ generator_nllloss : 5213.675977 ∣ generator_ganloss : 1197.412988 ∣     [  std_z : 0.99  real_sub_fake : 1165.63 ]
[  epoch 0037/0040] 0350/4800, lr:1.3e-05 ∣ avg_100 : 31931.886234 ∣ critic_nllloss : 25753.252148 ∣ critic_ganloss : -247.675346 ∣ generator_nllloss : 5145.677344 ∣ generator_ganloss : 1203.205664 ∣     [  std_z : 0.99  real_sub_fake : 1024.40 ]
[  epoch 0037/0040] 0360/4800, lr:1.3e-05 ∣ avg_100 : 31932.527568 ∣ critic_nllloss : 25805.697266 ∣ critic_ganloss : -282.850339 ∣ generator_nllloss : 5141.792969 ∣ generator_ganloss : 1191.432617 ∣     [  std_z : 1.00  real_sub_fake : 970.19 ]
[  epoch 0037/0040] 0370/4800, lr:1.3e-05 ∣ avg_100 : 31935.433738 ∣ critic_nllloss : 25982.858398 ∣ critic_ganloss : -312.858572 ∣ generator_nllloss : 5216.973242 ∣ generator_ganloss : 1181.906738 ∣     [  std_z : 1.00  real_sub_fake : 1118.00 ]
[  epoch 0037/0040] 0380/4800, lr:1.3e-05 ∣ avg_100 : 31936.666263 ∣ critic_nllloss : 25942.939648 ∣ critic_ganloss : -343.707907 ∣ generator_nllloss : 5166.880469 ∣ generator_ganloss : 1170.229687 ∣     [  std_z : 1.00  real_sub_fake : 1261.57 ]
[  epoch 0037/0040] 0390/4800, lr:1.3e-05 ∣ avg_100 : 31940.342095 ∣ critic_nllloss : 26128.681641 ∣ critic_ganloss : -325.860114 ∣ generator_nllloss : 5179.446289 ∣ generator_ganloss : 1192.507617 ∣     [  std_z : 0.99  real_sub_fake : 1283.41 ]
[  epoch 0037/0040] 0400/4800, lr:1.3e-05 ∣ avg_100 : 31940.747647 ∣ critic_nllloss : 25906.450195 ∣ critic_ganloss : -258.647385 ∣ generator_nllloss : 5160.975391 ∣ generator_ganloss : 1193.581641 ∣     [  std_z : 0.99  real_sub_fake : 1270.19 ]
[  epoch 0037/0040] 0410/4800, lr:1.3e-05 ∣ avg_100 : 31944.481460 ∣ critic_nllloss : 25928.883789 ∣ critic_ganloss : -267.703445 ∣ generator_nllloss : 5214.933203 ∣ generator_ganloss : 1193.762500 ∣     [  std_z : 0.99  real_sub_fake : 1193.04 ]
[  epoch 0037/0040] 0420/4800, lr:1.3e-05 ∣ avg_100 : 31944.844684 ∣ critic_nllloss : 25780.833984 ∣ critic_ganloss : -349.845914 ∣ generator_nllloss : 5146.121094 ∣ generator_ganloss : 1215.923535 ∣     [  std_z : 1.00  real_sub_fake : 1103.26 ]
[  epoch 0037/0040] 0430/4800, lr:1.3e-05 ∣ avg_100 : 31943.250953 ∣ critic_nllloss : 25873.136133 ∣ critic_ganloss : -318.024304 ∣ generator_nllloss : 5112.654102 ∣ generator_ganloss : 1208.081250 ∣     [  std_z : 0.99  real_sub_fake : 1144.74 ]
[  epoch 0037/0040] 0440/4800, lr:1.3e-05 ∣ avg_100 : 31943.692325 ∣ critic_nllloss : 25946.279492 ∣ critic_ganloss : -298.841559 ∣ generator_nllloss : 5147.728711 ∣ generator_ganloss : 1190.075781 ∣     [  std_z : 0.99  real_sub_fake : 1342.99 ]
[  epoch 0037/0040] 0450/4800, lr:1.3e-05 ∣ avg_100 : 31946.505846 ∣ critic_nllloss : 26155.819727 ∣ critic_ganloss : -270.789090 ∣ generator_nllloss : 5245.721484 ∣ generator_ganloss : 1223.380371 ∣     [  std_z : 0.98  real_sub_fake : 1216.58 ]
[  epoch 0037/0040] 0460/4800, lr:1.3e-05 ∣ avg_100 : 31946.877886 ∣ critic_nllloss : 25855.903516 ∣ critic_ganloss : -374.231377 ∣ generator_nllloss : 5213.810352 ∣ generator_ganloss : 1193.896826 ∣     [  std_z : 0.99  real_sub_fake : 1140.73 ]
[  epoch 0037/0040] 0470/4800, lr:1.3e-05 ∣ avg_100 : 31948.276503 ∣ critic_nllloss : 26041.137695 ∣ critic_ganloss : -329.084991 ∣ generator_nllloss : 5250.210938 ∣ generator_ganloss : 1195.050977 ∣     [  std_z : 1.00  real_sub_fake : 1242.47 ]
[  epoch 0037/0040] 0480/4800, lr:1.3e-05 ∣ avg_100 : 31949.071431 ∣ critic_nllloss : 25961.387500 ∣ critic_ganloss : -351.141484 ∣ generator_nllloss : 5329.452539 ∣ generator_ganloss : 1218.221191 ∣     [  std_z : 1.00  real_sub_fake : 1179.81 ]
[  epoch 0037/0040] 0490/4800, lr:1.3e-05 ∣ avg_100 : 31948.489245 ∣ critic_nllloss : 25923.877344 ∣ critic_ganloss : -387.515683 ∣ generator_nllloss : 5207.467383 ∣ generator_ganloss : 1192.468994 ∣     [  std_z : 1.00  real_sub_fake : 1355.18 ]
[  epoch 0037/0040] 0500/4800, lr:1.3e-05 ∣ avg_100 : 31947.706682 ∣ critic_nllloss : 25829.883203 ∣ critic_ganloss : -303.665704 ∣ generator_nllloss : 5174.135938 ∣ generator_ganloss : 1204.457617 ∣     [  std_z : 0.99  real_sub_fake : 1287.77 ]
[  epoch 0037/0040] 0510/4800, lr:1.3e-05 ∣ avg_100 : 31949.886399 ∣ critic_nllloss : 25926.508984 ∣ critic_ganloss : -279.546362 ∣ generator_nllloss : 5205.579297 ∣ generator_ganloss : 1204.154248 ∣     [  std_z : 0.99  real_sub_fake : 1196.44 ]
[  epoch 0037/0040] 0520/4800, lr:1.3e-05 ∣ avg_100 : 31949.540871 ∣ critic_nllloss : 25795.614258 ∣ critic_ganloss : -338.859592 ∣ generator_nllloss : 5215.572656 ∣ generator_ganloss : 1201.780908 ∣     [  std_z : 0.99  real_sub_fake : 1273.58 ]
[  epoch 0037/0040] 0530/4800, lr:1.3e-05 ∣ avg_100 : 31948.834152 ∣ critic_nllloss : 25729.808594 ∣ critic_ganloss : -209.225485 ∣ generator_nllloss : 5077.987500 ∣ generator_ganloss : 1212.215723 ∣     [  std_z : 0.99  real_sub_fake : 1216.68 ]
[  epoch 0037/0040] 0540/4800, lr:1.3e-05 ∣ avg_100 : 31946.375811 ∣ critic_nllloss : 25738.036523 ∣ critic_ganloss : -335.434979 ∣ generator_nllloss : 5071.679492 ∣ generator_ganloss : 1209.179541 ∣     [  std_z : 1.00  real_sub_fake : 1122.42 ]
[  epoch 0037/0040] 0550/4800, lr:1.3e-05 ∣ avg_100 : 31949.968334 ∣ critic_nllloss : 26092.591797 ∣ critic_ganloss : -129.755872 ∣ generator_nllloss : 5228.529102 ∣ generator_ganloss : 1229.060645 ∣     [  std_z : 1.00  real_sub_fake : 1068.48 ]
[  epoch 0037/0040] 0560/4800, lr:1.3e-05 ∣ avg_100 : 31948.200500 ∣ critic_nllloss : 25559.102539 ∣ critic_ganloss : -76.795580 ∣ generator_nllloss : 5164.715430 ∣ generator_ganloss : 1233.400977 ∣  [  std_z : 1.00  real_sub_fake : 386.96 ]
[  epoch 0037/0040] 0570/4800, lr:1.3e-05 ∣ avg_100 : 31949.976602 ∣ critic_nllloss : 25892.318555 ∣ critic_ganloss : -102.065540 ∣ generator_nllloss : 5245.268164 ∣ generator_ganloss : 1216.778857 ∣     [  std_z : 1.00  real_sub_fake : 440.81 ]
[  epoch 0037/0040] 0580/4800, lr:1.3e-05 ∣ avg_100 : 31948.430399 ∣ critic_nllloss : 25664.901367 ∣ critic_ganloss : -117.475898 ∣ generator_nllloss : 5138.880469 ∣ generator_ganloss : 1193.723096 ∣     [  std_z : 0.99  real_sub_fake : 472.02 ]
[  epoch 0037/0040] 0590/4800, lr:1.3e-05 ∣ avg_100 : 31952.067611 ∣ critic_nllloss : 25930.725586 ∣ critic_ganloss : -168.260342 ∣ generator_nllloss : 5188.911133 ∣ generator_ganloss : 1184.539209 ∣     [  std_z : 0.99  real_sub_fake : 539.02 ]
[  epoch 0037/0040] 0600/4800, lr:1.3e-05 ∣ avg_100 : 31953.759095 ∣ critic_nllloss : 25827.650195 ∣ critic_ganloss : -172.394519 ∣ generator_nllloss : 5192.569922 ∣ generator_ganloss : 1169.763037 ∣     [  std_z : 0.99  real_sub_fake : 671.08 ]
[  epoch 0037/0040] 0610/4800, lr:1.3e-05 ∣ avg_100 : 31955.465669 ∣ critic_nllloss : 25946.120508 ∣ critic_ganloss : -241.897505 ∣ generator_nllloss : 5177.446094 ∣ generator_ganloss : 1159.508887 ∣     [  std_z : 0.99  real_sub_fake : 748.69 ]
[  epoch 0037/0040] 0620/4800, lr:1.3e-05 ∣ avg_100 : 31954.374856 ∣ critic_nllloss : 25880.268359 ∣ critic_ganloss : -188.384982 ∣ generator_nllloss : 5140.737109 ∣ generator_ganloss : 1155.366553 ∣     [  std_z : 1.00  real_sub_fake : 778.93 ]
[  epoch 0037/0040] 0630/4800, lr:1.3e-05 ∣ avg_100 : 31953.020790 ∣ critic_nllloss : 25958.490430 ∣ critic_ganloss : -247.618858 ∣ generator_nllloss : 5214.685547 ∣ generator_ganloss : 1152.570947 ∣     [  std_z : 1.00  real_sub_fake : 899.97 ]
[  epoch 0037/0040] 0640/4800, lr:1.3e-05 ∣ avg_100 : 31951.969581 ∣ critic_nllloss : 25889.758398 ∣ critic_ganloss : -236.787117 ∣ generator_nllloss : 5172.103125 ∣ generator_ganloss : 1139.086865 ∣     [  std_z : 0.99  real_sub_fake : 916.33 ]
[  epoch 0037/0040] 0650/4800, lr:1.3e-05 ∣ avg_100 : 31950.440596 ∣ critic_nllloss : 26030.871484 ∣ critic_ganloss : -310.769803 ∣ generator_nllloss : 5179.998438 ∣ generator_ganloss : 1119.889404 ∣     [  std_z : 1.00  real_sub_fake : 1140.77 ]
[  epoch 0037/0040] 0660/4800, lr:1.3e-05 ∣ avg_100 : 31945.712537 ∣ critic_nllloss : 25618.748828 ∣ critic_ganloss : -267.729922 ∣ generator_nllloss : 5048.970898 ∣ generator_ganloss : 1138.379395 ∣     [  std_z : 1.00  real_sub_fake : 969.20 ]
[  epoch 0037/0040] 0670/4800, lr:1.3e-05 ∣ avg_100 : 31947.675641 ∣ critic_nllloss : 25953.143945 ∣ critic_ganloss : -314.103775 ∣ generator_nllloss : 5272.705469 ∣ generator_ganloss : 1155.452686 ∣     [  std_z : 1.00  real_sub_fake : 1058.49 ]
[  epoch 0037/0040] 0680/4800, lr:1.3e-05 ∣ avg_100 : 31948.262806 ∣ critic_nllloss : 26092.164062 ∣ critic_ganloss : -320.579620 ∣ generator_nllloss : 5277.549414 ∣ generator_ganloss : 1161.628760 ∣     [  std_z : 0.99  real_sub_fake : 1079.13 ]
[  epoch 0037/0040] 0690/4800, lr:1.3e-05 ∣ avg_100 : 31944.731995 ∣ critic_nllloss : 25817.098438 ∣ critic_ganloss : -353.027768 ∣ generator_nllloss : 5178.023438 ∣ generator_ganloss : 1146.160352 ∣     [  std_z : 0.99  real_sub_fake : 1161.38 ]
[  epoch 0037/0040] 0700/4800, lr:1.3e-05 ∣ avg_100 : 31945.381049 ∣ critic_nllloss : 25865.983203 ∣ critic_ganloss : -240.083099 ∣ generator_nllloss : 5201.004102 ∣ generator_ganloss : 1156.815430 ∣     [  std_z : 0.99  real_sub_fake : 1088.09 ]
[  epoch 0037/0040] 0710/4800, lr:1.3e-05 ∣ avg_100 : 31945.668054 ∣ critic_nllloss : 25836.958398 ∣ critic_ganloss : -260.339026 ∣ generator_nllloss : 5219.982422 ∣ generator_ganloss : 1149.659229 ∣     [  std_z : 0.99  real_sub_fake : 1190.53 ]
[  epoch 0037/0040] 0720/4800, lr:1.3e-05 ∣ avg_100 : 31944.563733 ∣ critic_nllloss : 25879.903516 ∣ critic_ganloss : -307.513751 ∣ generator_nllloss : 5185.840234 ∣ generator_ganloss : 1154.016943 ∣     [  std_z : 0.99  real_sub_fake : 1195.81 ]
[  epoch 0037/0040] 0730/4800, lr:1.3e-05 ∣ avg_100 : 31943.073885 ∣ critic_nllloss : 25807.213672 ∣ critic_ganloss : -172.365295 ∣ generator_nllloss : 5149.348242 ∣ generator_ganloss : 1159.858398 ∣     [  std_z : 0.99  real_sub_fake : 1089.79 ]
[  epoch 0037/0040] 0740/4800, lr:1.3e-05 ∣ avg_100 : 31943.168361 ∣ critic_nllloss : 25795.464258 ∣ critic_ganloss : -295.630511 ∣ generator_nllloss : 5215.459961 ∣ generator_ganloss : 1160.147803 ∣     [  std_z : 1.00  real_sub_fake : 1110.73 ]
[  epoch 0037/0040] 0750/4800, lr:1.3e-05 ∣ avg_100 : 31942.371164 ∣ critic_nllloss : 25952.362500 ∣ critic_ganloss : -318.767032 ∣ generator_nllloss : 5287.363672 ∣ generator_ganloss : 1144.039258 ∣     [  std_z : 1.00  real_sub_fake : 1161.62 ]
[  epoch 0037/0040] 0760/4800, lr:1.3e-05 ∣ avg_100 : 31944.915386 ∣ critic_nllloss : 25967.862109 ∣ critic_ganloss : -256.379163 ∣ generator_nllloss : 5290.428320 ∣ generator_ganloss : 1146.221729 ∣     [  std_z : 1.00  real_sub_fake : 1105.40 ]
[  epoch 0037/0040] 0770/4800, lr:1.3e-05 ∣ avg_100 : 31944.199256 ∣ critic_nllloss : 25825.636914 ∣ critic_ganloss : -273.223520 ∣ generator_nllloss : 5220.892578 ∣ generator_ganloss : 1172.188770 ∣     [  std_z : 0.99  real_sub_fake : 964.44 ]
[  epoch 0037/0040] 0780/4800, lr:1.3e-05 ∣ avg_100 : 31942.954514 ∣ critic_nllloss : 25730.442773 ∣ critic_ganloss : -262.539439 ∣ generator_nllloss : 5205.515430 ∣ generator_ganloss : 1174.135498 ∣     [  std_z : 0.99  real_sub_fake : 899.03 ]
[  epoch 0037/0040] 0790/4800, lr:1.3e-05 ∣ avg_100 : 31940.785728 ∣ critic_nllloss : 25735.588086 ∣ critic_ganloss : -318.940842 ∣ generator_nllloss : 5161.788086 ∣ generator_ganloss : 1162.392676 ∣     [  std_z : 0.99  real_sub_fake : 1065.52 ]
[  epoch 0037/0040] 0800/4800, lr:1.3e-05 ∣ avg_100 : 31941.405344 ∣ critic_nllloss : 25837.360742 ∣ critic_ganloss : -283.084106 ∣ generator_nllloss : 5157.811133 ∣ generator_ganloss : 1144.151221 ∣     [  std_z : 0.99  real_sub_fake : 1139.46 ]
[  epoch 0037/0040] 0810/4800, lr:1.3e-05 ∣ avg_100 : 31941.891784 ∣ critic_nllloss : 26049.783398 ∣ critic_ganloss : -390.714542 ∣ generator_nllloss : 5195.915430 ∣ generator_ganloss : 1159.074463 ∣     [  std_z : 0.99  real_sub_fake : 1263.50 ]
[  epoch 0037/0040] 0820/4800, lr:1.3e-05 ∣ avg_100 : 31942.391753 ∣ critic_nllloss : 25809.254102 ∣ critic_ganloss : -349.066931 ∣ generator_nllloss : 5135.892969 ∣ generator_ganloss : 1170.026953 ∣     [  std_z : 0.99  real_sub_fake : 1073.11 ]
[  epoch 0037/0040] 0830/4800, lr:1.3e-05 ∣ avg_100 : 31943.368350 ∣ critic_nllloss : 25998.188867 ∣ critic_ganloss : -272.609653 ∣ generator_nllloss : 5196.909961 ∣ generator_ganloss : 1136.760449 ∣     [  std_z : 0.99  real_sub_fake : 1295.44 ]
[  epoch 0037/0040] 0840/4800, lr:1.3e-05 ∣ avg_100 : 31943.856840 ∣ critic_nllloss : 25676.903125 ∣ critic_ganloss : -138.383575 ∣ generator_nllloss : 5072.833398 ∣ generator_ganloss : 1150.437500 ∣     [  std_z : 1.00  real_sub_fake : 1095.90 ]
[  epoch 0037/0040] 0850/4800, lr:1.3e-05 ∣ avg_100 : 31943.614650 ∣ critic_nllloss : 25690.233789 ∣ critic_ganloss : -288.795609 ∣ generator_nllloss : 5127.158594 ∣ generator_ganloss : 1192.481152 ∣     [  std_z : 1.00  real_sub_fake : 892.42 ]
[  epoch 0037/0040] 0860/4800, lr:1.3e-05 ∣ avg_100 : 31942.207929 ∣ critic_nllloss : 25788.949414 ∣ critic_ganloss : -148.215508 ∣ generator_nllloss : 5215.984570 ∣ generator_ganloss : 1200.420557 ∣     [  std_z : 1.00  real_sub_fake : 797.90 ]
[  epoch 0037/0040] 0870/4800, lr:1.3e-05 ∣ avg_100 : 31944.913960 ∣ critic_nllloss : 26065.169922 ∣ critic_ganloss : -237.055690 ∣ generator_nllloss : 5102.463672 ∣ generator_ganloss : 1179.121289 ∣     [  std_z : 1.00  real_sub_fake : 918.43 ]
[  epoch 0037/0040] 0880/4800, lr:1.3e-05 ∣ avg_100 : 31944.980795 ∣ critic_nllloss : 25948.059180 ∣ critic_ganloss : -315.553136 ∣ generator_nllloss : 5155.064062 ∣ generator_ganloss : 1163.255762 ∣     [  std_z : 1.00  real_sub_fake : 1012.12 ]
[  epoch 0037/0040] 0890/4800, lr:1.3e-05 ∣ avg_100 : 31942.768971 ∣ critic_nllloss : 25831.757812 ∣ critic_ganloss : -274.678845 ∣ generator_nllloss : 5162.785742 ∣ generator_ganloss : 1147.523730 ∣     [  std_z : 0.99  real_sub_fake : 1148.12 ]
[  epoch 0037/0040] 0900/4800, lr:1.3e-05 ∣ avg_100 : 31943.400925 ∣ critic_nllloss : 25922.138477 ∣ critic_ganloss : -325.566696 ∣ generator_nllloss : 5307.791211 ∣ generator_ganloss : 1163.923975 ∣     [  std_z : 0.99  real_sub_fake : 1111.31 ]
[  epoch 0037/0040] 0910/4800, lr:1.3e-05 ∣ avg_100 : 31946.895370 ∣ critic_nllloss : 25853.501172 ∣ critic_ganloss : -328.111963 ∣ generator_nllloss : 5195.904688 ∣ generator_ganloss : 1174.721289 ∣     [  std_z : 0.99  real_sub_fake : 1017.11 ]
[  epoch 0037/0040] 0920/4800, lr:1.3e-05 ∣ avg_100 : 31948.491150 ∣ critic_nllloss : 25873.528320 ∣ critic_ganloss : -308.802814 ∣ generator_nllloss : 5143.435156 ∣ generator_ganloss : 1146.062500 ∣     [  std_z : 0.99  real_sub_fake : 1219.87 ]
[  epoch 0037/0040] 0930/4800, lr:1.3e-05 ∣ avg_100 : 31947.259621 ∣ critic_nllloss : 25718.822461 ∣ critic_ganloss : -355.873508 ∣ generator_nllloss : 5168.929883 ∣ generator_ganloss : 1148.202441 ∣     [  std_z : 1.00  real_sub_fake : 1290.16 ]
[  epoch 0037/0040] 0940/4800, lr:1.3e-05 ∣ avg_100 : 31945.387340 ∣ critic_nllloss : 25740.582813 ∣ critic_ganloss : -386.130322 ∣ generator_nllloss : 5117.236914 ∣ generator_ganloss : 1163.736865 ∣     [  std_z : 1.00  real_sub_fake : 1292.34 ]
[  epoch 0037/0040] 0950/4800, lr:1.3e-05 ∣ avg_100 : 31939.386565 ∣ critic_nllloss : 25643.371484 ∣ critic_ganloss : -377.845294 ∣ generator_nllloss : 5113.307227 ∣ generator_ganloss : 1159.673535 ∣     [  std_z : 1.00  real_sub_fake : 1285.14 ]
[  epoch 0037/0040] 0960/4800, lr:1.3e-05 ∣ avg_100 : 31938.330329 ∣ critic_nllloss : 25723.327539 ∣ critic_ganloss : -297.577719 ∣ generator_nllloss : 5288.334766 ∣ generator_ganloss : 1168.382373 ∣     [  std_z : 1.00  real_sub_fake : 1407.69 ]
[  epoch 0037/0040] 0970/4800, lr:1.3e-05 ∣ avg_100 : 31936.175375 ∣ critic_nllloss : 25666.579883 ∣ critic_ganloss : -250.680911 ∣ generator_nllloss : 5194.877539 ∣ generator_ganloss : 1168.554492 ∣     [  std_z : 0.99  real_sub_fake : 1217.27 ]
[  epoch 0037/0040] 0980/4800, lr:1.3e-05 ∣ avg_100 : 31935.167762 ∣ critic_nllloss : 25930.008008 ∣ critic_ganloss : -408.459540 ∣ generator_nllloss : 5223.400781 ∣ generator_ganloss : 1176.771680 ∣     [  std_z : 0.99  real_sub_fake : 1266.97 ]
[  epoch 0037/0040] 0990/4800, lr:1.3e-05 ∣ avg_100 : 31937.194363 ∣ critic_nllloss : 25949.431836 ∣ critic_ganloss : -321.734116 ∣ generator_nllloss : 5128.141602 ∣ generator_ganloss : 1172.227783 ∣     [  std_z : 0.99  real_sub_fake : 1333.86 ]
[  epoch 0037/0040] 1000/4800, lr:1.3e-05 ∣ avg_100 : 31939.243991 ∣ critic_nllloss : 26017.021875 ∣ critic_ganloss : -398.955466 ∣ generator_nllloss : 5240.579687 ∣ generator_ganloss : 1166.421289 ∣     [  std_z : 1.00  real_sub_fake : 1476.41 ]
[  epoch 0037/0040] 1010/4800, lr:1.3e-05 ∣ avg_100 : 31934.932752 ∣ critic_nllloss : 25584.447656 ∣ critic_ganloss : -321.570331 ∣ generator_nllloss : 5122.411523 ∣ generator_ganloss : 1177.135742 ∣     [  std_z : 1.00  real_sub_fake : 1277.11 ]
[  epoch 0037/0040] 1020/4800, lr:1.3e-05 ∣ avg_100 : 31928.015414 ∣ critic_nllloss : 25572.302930 ∣ critic_ganloss : -381.963184 ∣ generator_nllloss : 5116.945312 ∣ generator_ganloss : 1178.482178 ∣     [  std_z : 1.00  real_sub_fake : 1232.63 ]
[  epoch 0037/0040] 1030/4800, lr:1.3e-05 ∣ avg_100 : 31926.020814 ∣ critic_nllloss : 25802.007617 ∣ critic_ganloss : -391.070691 ∣ generator_nllloss : 5119.796875 ∣ generator_ganloss : 1179.194092 ∣     [  std_z : 1.00  real_sub_fake : 1357.69 ]
[  epoch 0037/0040] 1040/4800, lr:1.3e-05 ∣ avg_100 : 31928.284392 ∣ critic_nllloss : 25892.123047 ∣ critic_ganloss : -251.061349 ∣ generator_nllloss : 5083.745703 ∣ generator_ganloss : 1173.157715 ∣     [  std_z : 1.00  real_sub_fake : 1301.79 ]
[  epoch 0037/0040] 1050/4800, lr:1.3e-05 ∣ avg_100 : 31931.863764 ∣ critic_nllloss : 25939.837109 ∣ critic_ganloss : -299.366080 ∣ generator_nllloss : 5211.094531 ∣ generator_ganloss : 1179.921045 ∣     [  std_z : 1.00  real_sub_fake : 1235.09 ]
[  epoch 0037/0040] 1060/4800, lr:1.3e-05 ∣ avg_100 : 31928.355634 ∣ critic_nllloss : 25715.369531 ∣ critic_ganloss : -343.643668 ∣ generator_nllloss : 5128.140430 ∣ generator_ganloss : 1186.959082 ∣     [  std_z : 1.00  real_sub_fake : 1148.70 ]
[  epoch 0037/0040] 1070/4800, lr:1.3e-05 ∣ avg_100 : 31931.385653 ∣ critic_nllloss : 25992.637109 ∣ critic_ganloss : -403.490744 ∣ generator_nllloss : 5227.623828 ∣ generator_ganloss : 1194.438477 ∣     [  std_z : 1.00  real_sub_fake : 1234.92 ]
[  epoch 0037/0040] 1080/4800, lr:1.3e-05 ∣ avg_100 : 31929.523533 ∣ critic_nllloss : 25874.825781 ∣ critic_ganloss : -395.371783 ∣ generator_nllloss : 5155.757617 ∣ generator_ganloss : 1180.958691 ∣     [  std_z : 1.00  real_sub_fake : 1419.51 ]
[  epoch 0037/0040] 1090/4800, lr:1.3e-05 ∣ avg_100 : 31932.703476 ∣ critic_nllloss : 25858.753711 ∣ critic_ganloss : -310.539767 ∣ generator_nllloss : 5224.116211 ∣ generator_ganloss : 1208.020557 ∣     [  std_z : 1.00  real_sub_fake : 1324.01 ]
[  epoch 0037/0040] 1100/4800, lr:1.3e-05 ∣ avg_100 : 31934.303692 ∣ critic_nllloss : 25983.219141 ∣ critic_ganloss : -18.815892 ∣ generator_nllloss : 5155.801172 ∣ generator_ganloss : 1224.403076 ∣  [  std_z : 0.99  real_sub_fake : 681.16 ]
[  epoch 0037/0040] 1110/4800, lr:1.3e-05 ∣ avg_100 : 31934.452858 ∣ critic_nllloss : 25803.838867 ∣ critic_ganloss : -131.969770 ∣ generator_nllloss : 5114.070312 ∣ generator_ganloss : 1208.091016 ∣     [  std_z : 0.99  real_sub_fake : 385.08 ]
[  epoch 0037/0040] 1120/4800, lr:1.3e-05 ∣ avg_100 : 31934.050214 ∣ critic_nllloss : 25899.127148 ∣ critic_ganloss : -143.281145 ∣ generator_nllloss : 5192.477148 ∣ generator_ganloss : 1185.738037 ∣     [  std_z : 0.99  real_sub_fake : 405.32 ]
[  epoch 0037/0040] 1130/4800, lr:1.3e-05 ∣ avg_100 : 31936.389501 ∣ critic_nllloss : 26152.344141 ∣ critic_ganloss : -196.322833 ∣ generator_nllloss : 5130.685352 ∣ generator_ganloss : 1163.796143 ∣     [  std_z : 0.99  real_sub_fake : 529.38 ]
[  epoch 0037/0040] 1140/4800, lr:1.3e-05 ∣ avg_100 : 31937.248744 ∣ critic_nllloss : 25869.358203 ∣ critic_ganloss : -124.269771 ∣ generator_nllloss : 5126.979883 ∣ generator_ganloss : 1143.227246 ∣     [  std_z : 0.99  real_sub_fake : 548.04 ]
[  epoch 0037/0040] 1150/4800, lr:1.3e-05 ∣ avg_100 : 31939.427609 ∣ critic_nllloss : 25772.559766 ∣ critic_ganloss : -88.357549 ∣ generator_nllloss : 5167.244727 ∣ generator_ganloss : 1123.173047 ∣  [  std_z : 0.99  real_sub_fake : 715.11 ]
[  epoch 0037/0040] 1160/4800, lr:1.3e-05 ∣ avg_100 : 31941.111826 ∣ critic_nllloss : 25876.676367 ∣ critic_ganloss : -180.533728 ∣ generator_nllloss : 5150.047266 ∣ generator_ganloss : 1098.974854 ∣     [  std_z : 0.99  real_sub_fake : 788.09 ]
[  epoch 0037/0040] 1170/4800, lr:1.3e-05 ∣ avg_100 : 31940.363834 ∣ critic_nllloss : 25945.822461 ∣ critic_ganloss : -186.308780 ∣ generator_nllloss : 5106.430078 ∣ generator_ganloss : 1099.510840 ∣     [  std_z : 0.99  real_sub_fake : 782.95 ]
[  epoch 0037/0040] 1180/4800, lr:1.3e-05 ∣ avg_100 : 31939.338192 ∣ critic_nllloss : 25942.606836 ∣ critic_ganloss : -296.340958 ∣ generator_nllloss : 5122.066406 ∣ generator_ganloss : 1106.651660 ∣     [  std_z : 1.00  real_sub_fake : 913.87 ]
[  epoch 0037/0040] 1190/4800, lr:1.3e-05 ∣ avg_100 : 31936.996811 ∣ critic_nllloss : 25805.101172 ∣ critic_ganloss : -292.865082 ∣ generator_nllloss : 5224.474609 ∣ generator_ganloss : 1113.528467 ∣     [  std_z : 1.00  real_sub_fake : 879.62 ]
[  epoch 0037/0040] 1200/4800, lr:1.3e-05 ∣ avg_100 : 31938.487936 ∣ critic_nllloss : 25702.488867 ∣ critic_ganloss : -186.080075 ∣ generator_nllloss : 5189.796484 ∣ generator_ganloss : 1108.368994 ∣     [  std_z : 0.99  real_sub_fake : 915.69 ]
[  epoch 0037/0040] 1210/4800, lr:1.3e-05 ∣ avg_100 : 31938.195439 ∣ critic_nllloss : 25695.418164 ∣ critic_ganloss : -300.813330 ∣ generator_nllloss : 5245.617578 ∣ generator_ganloss : 1114.208789 ∣     [  std_z : 0.99  real_sub_fake : 1059.37 ]
[  epoch 0037/0040] 1220/4800, lr:1.3e-05 ∣ avg_100 : 31939.372139 ∣ critic_nllloss : 25707.376563 ∣ critic_ganloss : -142.557077 ∣ generator_nllloss : 5194.833789 ∣ generator_ganloss : 1117.866309 ∣     [  std_z : 0.99  real_sub_fake : 935.82 ]
[  epoch 0037/0040] 1230/4800, lr:1.3e-05 ∣ avg_100 : 31938.366477 ∣ critic_nllloss : 25831.080078 ∣ critic_ganloss : -241.246158 ∣ generator_nllloss : 5156.923437 ∣ generator_ganloss : 1138.692578 ∣     [  std_z : 0.99  real_sub_fake : 917.48 ]
[  epoch 0037/0040] 1240/4800, lr:1.3e-05 ∣ avg_100 : 31939.000168 ∣ critic_nllloss : 25847.168164 ∣ critic_ganloss : -272.296906 ∣ generator_nllloss : 5232.851172 ∣ generator_ganloss : 1148.122754 ∣     [  std_z : 1.00  real_sub_fake : 915.70 ]
[  epoch 0037/0040] 1250/4800, lr:1.3e-05 ∣ avg_100 : 31937.490722 ∣ critic_nllloss : 25761.320898 ∣ critic_ganloss : -227.549445 ∣ generator_nllloss : 5123.826367 ∣ generator_ganloss : 1143.547119 ∣     [  std_z : 1.00  real_sub_fake : 888.94 ]
[  epoch 0037/0040] 1260/4800, lr:1.3e-05 ∣ avg_100 : 31938.660617 ∣ critic_nllloss : 25933.777344 ∣ critic_ganloss : -310.139027 ∣ generator_nllloss : 5199.201563 ∣ generator_ganloss : 1122.204932 ∣     [  std_z : 1.00  real_sub_fake : 1003.83 ]
[  epoch 0037/0040] 1270/4800, lr:1.3e-05 ∣ avg_100 : 31938.826455 ∣ critic_nllloss : 25686.139648 ∣ critic_ganloss : -260.325076 ∣ generator_nllloss : 5106.589453 ∣ generator_ganloss : 1145.152051 ∣     [  std_z : 0.99  real_sub_fake : 936.98 ]
[  epoch 0037/0040] 1280/4800, lr:1.3e-05 ∣ avg_100 : 31939.452506 ∣ critic_nllloss : 26096.772266 ∣ critic_ganloss : -318.698996 ∣ generator_nllloss : 5217.658984 ∣ generator_ganloss : 1150.332373 ∣     [  std_z : 1.00  real_sub_fake : 1008.90 ]
[  epoch 0037/0040] 1290/4800, lr:1.3e-05 ∣ avg_100 : 31936.886217 ∣ critic_nllloss : 25821.330273 ∣ critic_ganloss : -174.578421 ∣ generator_nllloss : 5083.464258 ∣ generator_ganloss : 1134.865332 ∣     [  std_z : 0.99  real_sub_fake : 1071.20 ]
[  epoch 0037/0040] 1300/4800, lr:1.3e-05 ∣ avg_100 : 31935.309416 ∣ critic_nllloss : 25753.581055 ∣ critic_ganloss : -240.622299 ∣ generator_nllloss : 5051.258203 ∣ generator_ganloss : 1144.898730 ∣     [  std_z : 0.99  real_sub_fake : 1049.22 ]
[  epoch 0037/0040] 1310/4800, lr:1.3e-05 ∣ avg_100 : 31932.711489 ∣ critic_nllloss : 25763.836133 ∣ critic_ganloss : -302.005450 ∣ generator_nllloss : 5182.894922 ∣ generator_ganloss : 1168.222314 ∣     [  std_z : 0.99  real_sub_fake : 956.77 ]
[  epoch 0037/0040] 1320/4800, lr:1.3e-05 ∣ avg_100 : 31929.722926 ∣ critic_nllloss : 25717.864063 ∣ critic_ganloss : -273.954559 ∣ generator_nllloss : 5106.683594 ∣ generator_ganloss : 1169.663867 ∣     [  std_z : 0.99  real_sub_fake : 914.30 ]
[  epoch 0037/0040] 1330/4800, lr:1.3e-05 ∣ avg_100 : 31929.018889 ∣ critic_nllloss : 25915.841406 ∣ critic_ganloss : -254.230533 ∣ generator_nllloss : 5205.327539 ∣ generator_ganloss : 1152.019287 ∣     [  std_z : 0.99  real_sub_fake : 1009.12 ]
[  epoch 0037/0040] 1340/4800, lr:1.3e-05 ∣ avg_100 : 31931.330443 ∣ critic_nllloss : 26002.956641 ∣ critic_ganloss : -247.709837 ∣ generator_nllloss : 5209.418359 ∣ generator_ganloss : 1147.296191 ∣     [  std_z : 1.00  real_sub_fake : 1043.67 ]
[  epoch 0037/0040] 1350/4800, lr:1.3e-05 ∣ avg_100 : 31930.873760 ∣ critic_nllloss : 25736.820117 ∣ critic_ganloss : -247.550999 ∣ generator_nllloss : 5157.377344 ∣ generator_ganloss : 1162.145068 ∣     [  std_z : 0.99  real_sub_fake : 913.12 ]
[  epoch 0037/0040] 1360/4800, lr:1.3e-05 ∣ avg_100 : 31930.722121 ∣ critic_nllloss : 25877.948437 ∣ critic_ganloss : -247.330124 ∣ generator_nllloss : 5064.618945 ∣ generator_ganloss : 1145.671387 ∣     [  std_z : 0.99  real_sub_fake : 962.77 ]
[  epoch 0037/0040] 1370/4800, lr:1.3e-05 ∣ avg_100 : 31930.253203 ∣ critic_nllloss : 25943.993164 ∣ critic_ganloss : -245.602145 ∣ generator_nllloss : 5194.225000 ∣ generator_ganloss : 1129.371973 ∣     [  std_z : 0.99  real_sub_fake : 1087.09 ]
[  epoch 0037/0040] 1380/4800, lr:1.3e-05 ∣ avg_100 : 31927.837209 ∣ critic_nllloss : 25677.765234 ∣ critic_ganloss : -320.278383 ∣ generator_nllloss : 5200.843750 ∣ generator_ganloss : 1136.411914 ∣     [  std_z : 0.99  real_sub_fake : 1044.87 ]
[  epoch 0037/0040] 1390/4800, lr:1.3e-05 ∣ avg_100 : 31926.094237 ∣ critic_nllloss : 25949.147461 ∣ critic_ganloss : -284.034064 ∣ generator_nllloss : 5199.889063 ∣ generator_ganloss : 1135.475732 ∣     [  std_z : 0.99  real_sub_fake : 1098.76 ]
[  epoch 0037/0040] 1400/4800, lr:1.3e-05 ∣ avg_100 : 31923.929009 ∣ critic_nllloss : 25791.829297 ∣ critic_ganloss : -271.301297 ∣ generator_nllloss : 5111.235352 ∣ generator_ganloss : 1154.073730 ∣     [  std_z : 1.00  real_sub_fake : 1041.15 ]
[  epoch 0037/0040] 1410/4800, lr:1.3e-05 ∣ avg_100 : 31923.427117 ∣ critic_nllloss : 25995.974805 ∣ critic_ganloss : -328.030438 ∣ generator_nllloss : 5186.650781 ∣ generator_ganloss : 1165.091699 ∣     [  std_z : 0.99  real_sub_fake : 1057.74 ]
[  epoch 0037/0040] 1420/4800, lr:1.3e-05 ∣ avg_100 : 31924.722265 ∣ critic_nllloss : 25888.701953 ∣ critic_ganloss : -295.499548 ∣ generator_nllloss : 5177.950977 ∣ generator_ganloss : 1151.394092 ∣     [  std_z : 0.99  real_sub_fake : 1063.56 ]
[  epoch 0037/0040] 1430/4800, lr:1.3e-05 ∣ avg_100 : 31924.603772 ∣ critic_nllloss : 25856.761523 ∣ critic_ganloss : -336.754004 ∣ generator_nllloss : 5192.252930 ∣ generator_ganloss : 1151.737451 ∣     [  std_z : 0.99  real_sub_fake : 1147.45 ]
[  epoch 0037/0040] 1440/4800, lr:1.3e-05 ∣ avg_100 : 31921.638674 ∣ critic_nllloss : 25744.710352 ∣ critic_ganloss : -336.899783 ∣ generator_nllloss : 5116.014844 ∣ generator_ganloss : 1164.907227 ∣     [  std_z : 1.00  real_sub_fake : 1235.83 ]
[  epoch 0037/0040] 1450/4800, lr:1.3e-05 ∣ avg_100 : 31917.170463 ∣ critic_nllloss : 25902.397070 ∣ critic_ganloss : -341.827936 ∣ generator_nllloss : 5175.625195 ∣ generator_ganloss : 1171.117090 ∣     [  std_z : 0.99  real_sub_fake : 1278.56 ]
[  epoch 0037/0040] 1460/4800, lr:1.3e-05 ∣ avg_100 : 31916.214248 ∣ critic_nllloss : 25809.473047 ∣ critic_ganloss : -276.899478 ∣ generator_nllloss : 5080.417578 ∣ generator_ganloss : 1180.766650 ∣     [  std_z : 0.99  real_sub_fake : 1297.70 ]
[  epoch 0037/0040] 1470/4800, lr:1.3e-05 ∣ avg_100 : 31913.193892 ∣ critic_nllloss : 25773.346094 ∣ critic_ganloss : -308.935349 ∣ generator_nllloss : 5193.947266 ∣ generator_ganloss : 1196.920996 ∣     [  std_z : 0.99  real_sub_fake : 1050.18 ]
[  epoch 0037/0040] 1480/4800, lr:1.3e-05 ∣ avg_100 : 31911.413405 ∣ critic_nllloss : 25922.785742 ∣ critic_ganloss : -259.056046 ∣ generator_nllloss : 5128.628320 ∣ generator_ganloss : 1187.512988 ∣     [  std_z : 1.00  real_sub_fake : 1074.34 ]
[  epoch 0037/0040] 1490/4800, lr:1.3e-05 ∣ avg_100 : 31908.961291 ∣ critic_nllloss : 25768.520703 ∣ critic_ganloss : -353.695724 ∣ generator_nllloss : 5084.394922 ∣ generator_ganloss : 1191.866748 ∣     [  std_z : 1.00  real_sub_fake : 1165.37 ]
[  epoch 0037/0040] 1500/4800, lr:1.3e-05 ∣ avg_100 : 31910.339686 ∣ critic_nllloss : 25921.666211 ∣ critic_ganloss : -272.982390 ∣ generator_nllloss : 5196.450000 ∣ generator_ganloss : 1197.516699 ∣     [  std_z : 0.99  real_sub_fake : 966.89 ]
[  epoch 0037/0040] 1510/4800, lr:1.3e-05 ∣ avg_100 : 31907.981307 ∣ critic_nllloss : 25890.605469 ∣ critic_ganloss : -310.105444 ∣ generator_nllloss : 5061.916797 ∣ generator_ganloss : 1178.441504 ∣     [  std_z : 0.99  real_sub_fake : 1072.47 ]
[  epoch 0037/0040] 1520/4800, lr:1.3e-05 ∣ avg_100 : 31908.132326 ∣ critic_nllloss : 25839.064063 ∣ critic_ganloss : -277.080640 ∣ generator_nllloss : 5151.462891 ∣ generator_ganloss : 1175.763818 ∣     [  std_z : 0.99  real_sub_fake : 1104.50 ]
[  epoch 0037/0040] 1530/4800, lr:1.3e-05 ∣ avg_100 : 31908.863114 ∣ critic_nllloss : 25844.567383 ∣ critic_ganloss : -272.005551 ∣ generator_nllloss : 5131.728320 ∣ generator_ganloss : 1179.574951 ∣     [  std_z : 0.99  real_sub_fake : 1165.59 ]
[  epoch 0037/0040] 1540/4800, lr:1.3e-05 ∣ avg_100 : 31911.159786 ∣ critic_nllloss : 25789.040820 ∣ critic_ganloss : -263.925891 ∣ generator_nllloss : 5208.552734 ∣ generator_ganloss : 1179.460156 ∣     [  std_z : 0.99  real_sub_fake : 1006.12 ]
[  epoch 0037/0040] 1550/4800, lr:1.3e-05 ∣ avg_100 : 31904.732908 ∣ critic_nllloss : 25654.717383 ∣ critic_ganloss : -252.018127 ∣ generator_nllloss : 5174.277734 ∣ generator_ganloss : 1200.760840 ∣     [  std_z : 0.99  real_sub_fake : 939.13 ]
[  epoch 0037/0040] 1560/4800, lr:1.3e-05 ∣ avg_100 : 31907.969033 ∣ critic_nllloss : 26093.203906 ∣ critic_ganloss : -232.914107 ∣ generator_nllloss : 5157.264844 ∣ generator_ganloss : 1186.481250 ∣     [  std_z : 1.00  real_sub_fake : 1026.30 ]
[  epoch 0037/0040] 1570/4800, lr:1.3e-05 ∣ avg_100 : 31903.222717 ∣ critic_nllloss : 25804.560937 ∣ critic_ganloss : -296.151797 ∣ generator_nllloss : 5118.101562 ∣ generator_ganloss : 1151.157764 ∣     [  std_z : 0.99  real_sub_fake : 1033.39 ]
[  epoch 0037/0040] 1580/4800, lr:1.3e-05 ∣ avg_100 : 31903.181927 ∣ critic_nllloss : 25839.357617 ∣ critic_ganloss : -294.448196 ∣ generator_nllloss : 5176.671094 ∣ generator_ganloss : 1154.369482 ∣     [  std_z : 1.00  real_sub_fake : 1066.27 ]
[  epoch 0037/0040] 1590/4800, lr:1.3e-05 ∣ avg_100 : 31902.197946 ∣ critic_nllloss : 25995.709766 ∣ critic_ganloss : -336.916403 ∣ generator_nllloss : 5204.733984 ∣ generator_ganloss : 1173.990137 ∣     [  std_z : 0.99  real_sub_fake : 1088.35 ]
[  epoch 0037/0040] 1600/4800, lr:1.3e-05 ∣ avg_100 : 31900.141861 ∣ critic_nllloss : 25811.140625 ∣ critic_ganloss : -319.999603 ∣ generator_nllloss : 5150.036719 ∣ generator_ganloss : 1170.802393 ∣     [  std_z : 0.99  real_sub_fake : 1230.84 ]
[  epoch 0037/0040] 1610/4800, lr:1.3e-05 ∣ avg_100 : 31898.247939 ∣ critic_nllloss : 25692.321875 ∣ critic_ganloss : -254.519373 ∣ generator_nllloss : 5256.655859 ∣ generator_ganloss : 1157.327441 ∣     [  std_z : 0.99  real_sub_fake : 1264.49 ]
[  epoch 0037/0040] 1620/4800, lr:1.3e-05 ∣ avg_100 : 31896.962771 ∣ critic_nllloss : 25870.022461 ∣ critic_ganloss : -343.111267 ∣ generator_nllloss : 5148.224414 ∣ generator_ganloss : 1184.334570 ∣     [  std_z : 1.00  real_sub_fake : 1200.03 ]
[  epoch 0037/0040] 1630/4800, lr:1.3e-05 ∣ avg_100 : 31897.712413 ∣ critic_nllloss : 26173.296289 ∣ critic_ganloss : -374.336511 ∣ generator_nllloss : 5171.157031 ∣ generator_ganloss : 1182.975488 ∣     [  std_z : 0.99  real_sub_fake : 1248.45 ]
[  epoch 0037/0040] 1640/4800, lr:1.3e-05 ∣ avg_100 : 31898.557885 ∣ critic_nllloss : 25966.020703 ∣ critic_ganloss : -296.459787 ∣ generator_nllloss : 5198.459570 ∣ generator_ganloss : 1180.687988 ∣     [  std_z : 1.00  real_sub_fake : 1257.44 ]
[  epoch 0037/0040] 1650/4800, lr:1.3e-05 ∣ avg_100 : 31899.455872 ∣ critic_nllloss : 25989.971094 ∣ critic_ganloss : -285.495712 ∣ generator_nllloss : 5216.069531 ∣ generator_ganloss : 1189.243311 ∣     [  std_z : 0.99  real_sub_fake : 1270.33 ]
[  epoch 0037/0040] 1660/4800, lr:1.3e-05 ∣ avg_100 : 31905.250301 ∣ critic_nllloss : 26145.697461 ∣ critic_ganloss : -383.886835 ∣ generator_nllloss : 5160.885938 ∣ generator_ganloss : 1195.115576 ∣     [  std_z : 0.99  real_sub_fake : 1207.30 ]
[  epoch 0037/0040] 1670/4800, lr:1.3e-05 ∣ avg_100 : 31904.671003 ∣ critic_nllloss : 25902.564453 ∣ critic_ganloss : -298.060147 ∣ generator_nllloss : 5199.495117 ∣ generator_ganloss : 1205.269043 ∣     [  std_z : 0.99  real_sub_fake : 1087.81 ]
[  epoch 0037/0040] 1680/4800, lr:1.3e-05 ∣ avg_100 : 31901.444281 ∣ critic_nllloss : 25881.793555 ∣ critic_ganloss : -288.115167 ∣ generator_nllloss : 5114.816406 ∣ generator_ganloss : 1179.595654 ∣     [  std_z : 0.99  real_sub_fake : 1063.30 ]
[  epoch 0037/0040] 1690/4800, lr:1.3e-05 ∣ avg_100 : 31902.186152 ∣ critic_nllloss : 25859.137500 ∣ critic_ganloss : -347.151566 ∣ generator_nllloss : 5171.427539 ∣ generator_ganloss : 1179.028027 ∣     [  std_z : 0.99  real_sub_fake : 1243.17 ]
[  epoch 0037/0040] 1700/4800, lr:1.3e-05 ∣ avg_100 : 31900.625700 ∣ critic_nllloss : 25791.955859 ∣ critic_ganloss : -246.085934 ∣ generator_nllloss : 5091.519531 ∣ generator_ganloss : 1190.285059 ∣     [  std_z : 0.99  real_sub_fake : 1317.41 ]
[  epoch 0037/0040] 1710/4800, lr:1.3e-05 ∣ avg_100 : 31902.043917 ∣ critic_nllloss : 25998.267578 ∣ critic_ganloss : -344.983316 ∣ generator_nllloss : 5241.867578 ∣ generator_ganloss : 1192.930811 ∣     [  std_z : 1.00  real_sub_fake : 1165.27 ]
[  epoch 0037/0040] 1720/4800, lr:1.3e-05 ∣ avg_100 : 31905.824840 ∣ critic_nllloss : 26011.715039 ∣ critic_ganloss : -186.660034 ∣ generator_nllloss : 5267.576367 ∣ generator_ganloss : 1197.707959 ∣     [  std_z : 1.00  real_sub_fake : 1116.54 ]
[  epoch 0037/0040] 1730/4800, lr:1.3e-05 ∣ avg_100 : 31905.430412 ∣ critic_nllloss : 25807.987109 ∣ critic_ganloss : -301.199841 ∣ generator_nllloss : 5211.034180 ∣ generator_ganloss : 1186.790723 ∣     [  std_z : 1.00  real_sub_fake : 1081.32 ]
[  epoch 0037/0040] 1740/4800, lr:1.3e-05 ∣ avg_100 : 31906.673340 ∣ critic_nllloss : 25893.530469 ∣ critic_ganloss : -309.352341 ∣ generator_nllloss : 5211.547070 ∣ generator_ganloss : 1204.009131 ∣     [  std_z : 0.99  real_sub_fake : 989.81 ]
[  epoch 0037/0040] 1750/4800, lr:1.3e-05 ∣ avg_100 : 31907.372367 ∣ critic_nllloss : 25986.223242 ∣ critic_ganloss : -239.784372 ∣ generator_nllloss : 5186.469922 ∣ generator_ganloss : 1201.992285 ∣     [  std_z : 0.99  real_sub_fake : 1152.09 ]
[  epoch 0037/0040] 1760/4800, lr:1.3e-05 ∣ avg_100 : 31903.159217 ∣ critic_nllloss : 25774.481836 ∣ critic_ganloss : -301.954901 ∣ generator_nllloss : 5052.061133 ∣ generator_ganloss : 1202.229883 ∣     [  std_z : 0.99  real_sub_fake : 998.15 ]
[  epoch 0037/0040] 1770/4800, lr:1.3e-05 ∣ avg_100 : 31902.822046 ∣ critic_nllloss : 25896.825195 ∣ critic_ganloss : -305.496896 ∣ generator_nllloss : 5151.075781 ∣ generator_ganloss : 1169.373584 ∣     [  std_z : 1.00  real_sub_fake : 1190.73 ]
[  epoch 0037/0040] 1780/4800, lr:1.3e-05 ∣ avg_100 : 31902.915339 ∣ critic_nllloss : 25763.717187 ∣ critic_ganloss : -347.197015 ∣ generator_nllloss : 5260.307227 ∣ generator_ganloss : 1180.056152 ∣     [  std_z : 1.00  real_sub_fake : 1110.21 ]
[  epoch 0037/0040] 1790/4800, lr:1.3e-05 ∣ avg_100 : 31905.978765 ∣ critic_nllloss : 25995.863867 ∣ critic_ganloss : -356.496793 ∣ generator_nllloss : 5221.178711 ∣ generator_ganloss : 1186.624902 ∣     [  std_z : 1.00  real_sub_fake : 1170.65 ]
[  epoch 0037/0040] 1800/4800, lr:1.3e-05 ∣ avg_100 : 31908.787081 ∣ critic_nllloss : 25954.919141 ∣ critic_ganloss : -266.811151 ∣ generator_nllloss : 5258.508398 ∣ generator_ganloss : 1190.454150 ∣     [  std_z : 0.99  real_sub_fake : 1278.33 ]
[  epoch 0037/0040] 1810/4800, lr:1.3e-05 ∣ avg_100 : 31907.563669 ∣ critic_nllloss : 25945.687695 ∣ critic_ganloss : -367.531369 ∣ generator_nllloss : 5122.716992 ∣ generator_ganloss : 1190.844238 ∣     [  std_z : 0.99  real_sub_fake : 1280.19 ]
[  epoch 0037/0040] 1820/4800, lr:1.3e-05 ∣ avg_100 : 31909.214767 ∣ critic_nllloss : 25956.957617 ∣ critic_ganloss : -367.609796 ∣ generator_nllloss : 5137.137500 ∣ generator_ganloss : 1204.731592 ∣     [  std_z : 0.99  real_sub_fake : 1196.34 ]
[  epoch 0037/0040] 1830/4800, lr:1.3e-05 ∣ avg_100 : 31905.987426 ∣ critic_nllloss : 25714.319531 ∣ critic_ganloss : -321.318297 ∣ generator_nllloss : 5149.357031 ∣ generator_ganloss : 1194.157227 ∣     [  std_z : 1.00  real_sub_fake : 1167.18 ]
[  epoch 0037/0040] 1840/4800, lr:1.3e-05 ∣ avg_100 : 31909.052077 ∣ critic_nllloss : 26137.369922 ∣ critic_ganloss : -429.028668 ∣ generator_nllloss : 5156.555273 ∣ generator_ganloss : 1203.359033 ∣     [  std_z : 1.00  real_sub_fake : 1431.44 ]
[  epoch 0037/0040] 1850/4800, lr:1.3e-05 ∣ avg_100 : 31909.305143 ∣ critic_nllloss : 25784.971680 ∣ critic_ganloss : -336.655719 ∣ generator_nllloss : 5098.670898 ∣ generator_ganloss : 1199.397656 ∣     [  std_z : 1.00  real_sub_fake : 1292.12 ]
[  epoch 0037/0040] 1860/4800, lr:1.3e-05 ∣ avg_100 : 31905.387882 ∣ critic_nllloss : 25659.131055 ∣ critic_ganloss : -338.611172 ∣ generator_nllloss : 5130.670313 ∣ generator_ganloss : 1214.222705 ∣     [  std_z : 0.99  real_sub_fake : 1242.08 ]
[  epoch 0037/0040] 1870/4800, lr:1.3e-05 ∣ avg_100 : 31903.528955 ∣ critic_nllloss : 25848.711133 ∣ critic_ganloss : -264.527777 ∣ generator_nllloss : 5142.416211 ∣ generator_ganloss : 1197.206934 ∣     [  std_z : 0.99  real_sub_fake : 1130.93 ]
[  epoch 0037/0040] 1880/4800, lr:1.3e-05 ∣ avg_100 : 31905.801732 ∣ critic_nllloss : 25962.427344 ∣ critic_ganloss : -206.378482 ∣ generator_nllloss : 5229.595703 ∣ generator_ganloss : 1192.459082 ∣     [  std_z : 0.99  real_sub_fake : 1183.96 ]
[  epoch 0037/0040] 1890/4800, lr:1.3e-05 ∣ avg_100 : 31905.440044 ∣ critic_nllloss : 25700.974609 ∣ critic_ganloss : -171.208636 ∣ generator_nllloss : 5093.535742 ∣ generator_ganloss : 1207.917920 ∣     [  std_z : 0.99  real_sub_fake : 919.58 ]
[  epoch 0037/0040] 1900/4800, lr:1.3e-05 ∣ avg_100 : 31906.531879 ∣ critic_nllloss : 25945.144336 ∣ critic_ganloss : -263.510033 ∣ generator_nllloss : 5288.212891 ∣ generator_ganloss : 1207.623242 ∣     [  std_z : 0.99  real_sub_fake : 837.81 ]
[  epoch 0037/0040] 1910/4800, lr:1.3e-05 ∣ avg_100 : 31907.376887 ∣ critic_nllloss : 25840.721484 ∣ critic_ganloss : -274.733995 ∣ generator_nllloss : 5210.008789 ∣ generator_ganloss : 1204.519727 ∣     [  std_z : 1.00  real_sub_fake : 897.22 ]
[  epoch 0037/0040] 1920/4800, lr:1.3e-05 ∣ avg_100 : 31908.129152 ∣ critic_nllloss : 25783.210352 ∣ critic_ganloss : -285.290483 ∣ generator_nllloss : 5239.576172 ∣ generator_ganloss : 1191.953613 ∣     [  std_z : 1.00  real_sub_fake : 1043.44 ]
[  epoch 0037/0040] 1930/4800, lr:1.3e-05 ∣ avg_100 : 31910.884206 ∣ critic_nllloss : 25770.384180 ∣ critic_ganloss : -254.519077 ∣ generator_nllloss : 5258.599023 ∣ generator_ganloss : 1181.122559 ∣     [  std_z : 0.99  real_sub_fake : 1119.09 ]
[  epoch 0037/0040] 1940/4800, lr:1.3e-05 ∣ avg_100 : 31914.654188 ∣ critic_nllloss : 25922.854883 ∣ critic_ganloss : -246.724390 ∣ generator_nllloss : 5144.376758 ∣ generator_ganloss : 1191.917236 ∣     [  std_z : 0.99  real_sub_fake : 1033.11 ]
[  epoch 0037/0040] 1950/4800, lr:1.3e-05 ∣ avg_100 : 31921.800937 ∣ critic_nllloss : 26187.358789 ∣ critic_ganloss : -377.724475 ∣ generator_nllloss : 5256.219531 ∣ generator_ganloss : 1187.327979 ∣     [  std_z : 0.99  real_sub_fake : 1258.27 ]
[  epoch 0037/0040] 1960/4800, lr:1.3e-05 ∣ avg_100 : 31919.619139 ∣ critic_nllloss : 25703.817969 ∣ critic_ganloss : -347.189429 ∣ generator_nllloss : 5112.152148 ∣ generator_ganloss : 1195.506494 ∣     [  std_z : 0.99  real_sub_fake : 1129.04 ]
[  epoch 0037/0040] 1970/4800, lr:1.3e-05 ∣ avg_100 : 31920.345632 ∣ critic_nllloss : 25782.172656 ∣ critic_ganloss : -337.058655 ∣ generator_nllloss : 5208.308203 ∣ generator_ganloss : 1198.558105 ∣     [  std_z : 0.99  real_sub_fake : 1147.95 ]
[  epoch 0037/0040] 1980/4800, lr:1.3e-05 ∣ avg_100 : 31918.548729 ∣ critic_nllloss : 25766.568555 ∣ critic_ganloss : -357.391855 ∣ generator_nllloss : 5133.195898 ∣ generator_ganloss : 1199.658008 ∣     [  std_z : 1.00  real_sub_fake : 1140.16 ]
[  epoch 0037/0040] 1990/4800, lr:1.3e-05 ∣ avg_100 : 31918.881290 ∣ critic_nllloss : 25840.823828 ∣ critic_ganloss : -210.424725 ∣ generator_nllloss : 5137.118750 ∣ generator_ganloss : 1193.805322 ∣     [  std_z : 1.00  real_sub_fake : 1333.70 ]
[  epoch 0037/0040] 2000/4800, lr:1.3e-05 ∣ avg_100 : 31919.778667 ∣ critic_nllloss : 25935.788867 ∣ critic_ganloss : -235.148294 ∣ generator_nllloss : 5207.878906 ∣ generator_ganloss : 1206.285645 ∣     [  std_z : 1.00  real_sub_fake : 1119.94 ]
[  epoch 0037/0040] 2010/4800, lr:1.3e-05 ∣ avg_100 : 31926.747510 ∣ critic_nllloss : 26135.168945 ∣ critic_ganloss : -268.985681 ∣ generator_nllloss : 5215.383203 ∣ generator_ganloss : 1177.742383 ∣     [  std_z : 0.99  real_sub_fake : 1223.68 ]
[  epoch 0037/0040] 2020/4800, lr:1.3e-05 ∣ avg_100 : 31933.225571 ∣ critic_nllloss : 26045.018164 ∣ critic_ganloss : -303.332120 ∣ generator_nllloss : 5187.656836 ∣ generator_ganloss : 1204.230420 ∣     [  std_z : 0.99  real_sub_fake : 1059.68 ]
[  epoch 0037/0040] 2030/4800, lr:1.3e-05 ∣ avg_100 : 31935.888669 ∣ critic_nllloss : 25903.292383 ∣ critic_ganloss : -329.305344 ∣ generator_nllloss : 5189.629492 ∣ generator_ganloss : 1212.621240 ∣     [  std_z : 0.99  real_sub_fake : 1004.44 ]
[  epoch 0037/0040] 2040/4800, lr:1.3e-05 ∣ avg_100 : 31936.262997 ∣ critic_nllloss : 25972.580469 ∣ critic_ganloss : -432.803348 ∣ generator_nllloss : 5201.161523 ∣ generator_ganloss : 1194.459277 ∣     [  std_z : 0.99  real_sub_fake : 1264.51 ]
[  epoch 0037/0040] 2050/4800, lr:1.3e-05 ∣ avg_100 : 31937.954512 ∣ critic_nllloss : 25975.083203 ∣ critic_ganloss : -263.495538 ∣ generator_nllloss : 5282.937305 ∣ generator_ganloss : 1206.113086 ∣     [  std_z : 0.99  real_sub_fake : 1252.06 ]
[  epoch 0037/0040] 2060/4800, lr:1.3e-05 ∣ avg_100 : 31938.735596 ∣ critic_nllloss : 25749.259180 ∣ critic_ganloss : -354.991971 ∣ generator_nllloss : 5165.989844 ∣ generator_ganloss : 1204.676709 ∣     [  std_z : 1.00  real_sub_fake : 1197.63 ]
[  epoch 0037/0040] 2070/4800, lr:1.3e-05 ∣ avg_100 : 31938.100427 ∣ critic_nllloss : 25773.253516 ∣ critic_ganloss : -248.470285 ∣ generator_nllloss : 5220.835938 ∣ generator_ganloss : 1202.072607 ∣     [  std_z : 1.00  real_sub_fake : 1071.18 ]
[  epoch 0037/0040] 2080/4800, lr:1.3e-05 ∣ avg_100 : 31936.988728 ∣ critic_nllloss : 25731.573242 ∣ critic_ganloss : -332.659155 ∣ generator_nllloss : 5105.615234 ∣ generator_ganloss : 1200.471094 ∣     [  std_z : 1.00  real_sub_fake : 1069.99 ]
[  epoch 0037/0040] 2090/4800, lr:1.3e-05 ∣ avg_100 : 31934.883947 ∣ critic_nllloss : 25631.051563 ∣ critic_ganloss : -192.883798 ∣ generator_nllloss : 5123.625391 ∣ generator_ganloss : 1208.079443 ∣     [  std_z : 1.00  real_sub_fake : 1052.34 ]
[  epoch 0037/0040] 2100/4800, lr:1.3e-05 ∣ avg_100 : 31932.972509 ∣ critic_nllloss : 25986.902148 ∣ critic_ganloss : -322.904662 ∣ generator_nllloss : 5270.168359 ∣ generator_ganloss : 1219.297900 ∣     [  std_z : 1.00  real_sub_fake : 1109.46 ]
[  epoch 0037/0040] 2110/4800, lr:1.3e-05 ∣ avg_100 : 31932.212324 ∣ critic_nllloss : 25758.616797 ∣ critic_ganloss : -196.528571 ∣ generator_nllloss : 5148.358594 ∣ generator_ganloss : 1207.565039 ∣     [  std_z : 0.99  real_sub_fake : 1099.97 ]
[  epoch 0037/0040] 2120/4800, lr:1.3e-05 ∣ avg_100 : 31931.572827 ∣ critic_nllloss : 25978.505664 ∣ critic_ganloss : -333.964131 ∣ generator_nllloss : 5211.345898 ∣ generator_ganloss : 1214.224121 ∣     [  std_z : 0.99  real_sub_fake : 1069.45 ]
[  epoch 0037/0040] 2130/4800, lr:1.3e-05 ∣ avg_100 : 31924.750333 ∣ critic_nllloss : 25569.724609 ∣ critic_ganloss : -322.611685 ∣ generator_nllloss : 5107.280078 ∣ generator_ganloss : 1213.860400 ∣     [  std_z : 0.99  real_sub_fake : 1078.39 ]
[  epoch 0037/0040] 2140/4800, lr:1.3e-05 ∣ avg_100 : 31923.526915 ∣ critic_nllloss : 25894.296680 ∣ critic_ganloss : -339.883270 ∣ generator_nllloss : 5117.371680 ∣ generator_ganloss : 1221.168652 ∣     [  std_z : 0.99  real_sub_fake : 1153.82 ]
[  epoch 0037/0040] 2150/4800, lr:1.3e-05 ∣ avg_100 : 31925.498473 ∣ critic_nllloss : 25958.761133 ∣ critic_ganloss : -328.689166 ∣ generator_nllloss : 5328.718945 ∣ generator_ganloss : 1212.984863 ∣     [  std_z : 1.00  real_sub_fake : 1224.16 ]
[  epoch 0037/0040] 2160/4800, lr:1.3e-05 ∣ avg_100 : 31923.279970 ∣ critic_nllloss : 25810.108203 ∣ critic_ganloss : -356.110474 ∣ generator_nllloss : 5044.685938 ∣ generator_ganloss : 1224.630811 ∣     [  std_z : 1.00  real_sub_fake : 1223.79 ]
[  epoch 0037/0040] 2170/4800, lr:1.3e-05 ∣ avg_100 : 31922.171821 ∣ critic_nllloss : 25770.011133 ∣ critic_ganloss : -292.789471 ∣ generator_nllloss : 5160.929883 ∣ generator_ganloss : 1216.488184 ∣     [  std_z : 0.99  real_sub_fake : 1103.61 ]
[  epoch 0037/0040] 2180/4800, lr:1.3e-05 ∣ avg_100 : 31924.812843 ∣ critic_nllloss : 26051.709375 ∣ critic_ganloss : -292.434296 ∣ generator_nllloss : 5188.067187 ∣ generator_ganloss : 1191.743848 ∣     [  std_z : 0.99  real_sub_fake : 1289.55 ]
[  epoch 0037/0040] 2190/4800, lr:1.3e-05 ∣ avg_100 : 31925.185496 ∣ critic_nllloss : 25738.975586 ∣ critic_ganloss : -231.503087 ∣ generator_nllloss : 5185.071680 ∣ generator_ganloss : 1194.960254 ∣     [  std_z : 0.99  real_sub_fake : 1185.74 ]
[  epoch 0037/0040] 2200/4800, lr:1.3e-05 ∣ avg_100 : 31927.876666 ∣ critic_nllloss : 25939.554102 ∣ critic_ganloss : -372.382123 ∣ generator_nllloss : 5293.844727 ∣ generator_ganloss : 1222.674609 ∣     [  std_z : 1.00  real_sub_fake : 1063.00 ]
[  epoch 0037/0040] 2210/4800, lr:1.3e-05 ∣ avg_100 : 31930.043646 ∣ critic_nllloss : 25755.984961 ∣ critic_ganloss : -206.153734 ∣ generator_nllloss : 5181.729102 ∣ generator_ganloss : 1239.568896 ∣     [  std_z : 1.00  real_sub_fake : 724.80 ]
[  epoch 0037/0040] 2220/4800, lr:1.3e-05 ∣ avg_100 : 31930.965445 ∣ critic_nllloss : 25766.708398 ∣ critic_ganloss : -218.803978 ∣ generator_nllloss : 5213.215430 ∣ generator_ganloss : 1208.579541 ∣     [  std_z : 1.00  real_sub_fake : 907.80 ]
[  epoch 0037/0040] 2230/4800, lr:1.3e-05 ∣ avg_100 : 31927.813482 ∣ critic_nllloss : 25549.633398 ∣ critic_ganloss : -258.068658 ∣ generator_nllloss : 5097.846094 ∣ generator_ganloss : 1180.842822 ∣     [  std_z : 0.99  real_sub_fake : 1032.24 ]
[  epoch 0037/0040] 2240/4800, lr:1.3e-05 ∣ avg_100 : 31927.085045 ∣ critic_nllloss : 25828.348438 ∣ critic_ganloss : -256.749457 ∣ generator_nllloss : 5118.271875 ∣ generator_ganloss : 1193.130664 ∣     [  std_z : 0.99  real_sub_fake : 1014.91 ]
[  epoch 0037/0040] 2250/4800, lr:1.3e-05 ∣ avg_100 : 31927.472957 ∣ critic_nllloss : 25757.804492 ∣ critic_ganloss : -303.417212 ∣ generator_nllloss : 5208.535547 ∣ generator_ganloss : 1177.013330 ∣     [  std_z : 0.99  real_sub_fake : 1041.12 ]
[  epoch 0037/0040] 2260/4800, lr:1.3e-05 ∣ avg_100 : 31926.675130 ∣ critic_nllloss : 25808.728906 ∣ critic_ganloss : -323.396378 ∣ generator_nllloss : 5194.696289 ∣ generator_ganloss : 1185.233301 ∣     [  std_z : 1.00  real_sub_fake : 1160.80 ]
[  epoch 0037/0040] 2270/4800, lr:1.3e-05 ∣ avg_100 : 31931.861010 ∣ critic_nllloss : 26080.682031 ∣ critic_ganloss : -294.388071 ∣ generator_nllloss : 5214.275586 ∣ generator_ganloss : 1195.574463 ∣     [  std_z : 0.99  real_sub_fake : 1158.24 ]
[  epoch 0037/0040] 2280/4800, lr:1.3e-05 ∣ avg_100 : 31928.524539 ∣ critic_nllloss : 25820.669727 ∣ critic_ganloss : -355.226685 ∣ generator_nllloss : 5166.691992 ∣ generator_ganloss : 1180.282520 ∣     [  std_z : 0.99  real_sub_fake : 1214.97 ]
[  epoch 0037/0040] 2290/4800, lr:1.3e-05 ∣ avg_100 : 31928.318843 ∣ critic_nllloss : 25842.752734 ∣ critic_ganloss : -277.737271 ∣ generator_nllloss : 5081.542383 ∣ generator_ganloss : 1197.954004 ∣     [  std_z : 0.99  real_sub_fake : 1078.17 ]
[  epoch 0037/0040] 2300/4800, lr:1.3e-05 ∣ avg_100 : 31932.790458 ∣ critic_nllloss : 25964.001563 ∣ critic_ganloss : -166.591997 ∣ generator_nllloss : 5163.127148 ∣ generator_ganloss : 1195.740430 ∣     [  std_z : 0.99  real_sub_fake : 902.20 ]
[  epoch 0037/0040] 2310/4800, lr:1.3e-05 ∣ avg_100 : 31936.931177 ∣ critic_nllloss : 26065.030664 ∣ critic_ganloss : -243.496597 ∣ generator_nllloss : 5247.501562 ∣ generator_ganloss : 1157.984277 ∣     [  std_z : 0.99  real_sub_fake : 1043.30 ]
[  epoch 0037/0040] 2320/4800, lr:1.3e-05 ∣ avg_100 : 31938.955988 ∣ critic_nllloss : 25908.425781 ∣ critic_ganloss : -324.973685 ∣ generator_nllloss : 5167.953516 ∣ generator_ganloss : 1171.332373 ∣     [  std_z : 1.00  real_sub_fake : 1065.68 ]
[  epoch 0037/0040] 2330/4800, lr:1.3e-05 ∣ avg_100 : 31937.467992 ∣ critic_nllloss : 25766.539844 ∣ critic_ganloss : -265.081978 ∣ generator_nllloss : 5193.606055 ∣ generator_ganloss : 1175.094238 ∣     [  std_z : 1.00  real_sub_fake : 963.08 ]
[  epoch 0037/0040] 2340/4800, lr:1.3e-05 ∣ avg_100 : 31935.939869 ∣ critic_nllloss : 25939.951758 ∣ critic_ganloss : -333.182523 ∣ generator_nllloss : 5171.398633 ∣ generator_ganloss : 1180.981201 ∣     [  std_z : 1.00  real_sub_fake : 1085.18 ]
[  epoch 0037/0040] 2350/4800, lr:1.3e-05 ∣ avg_100 : 31937.165566 ∣ critic_nllloss : 25843.632031 ∣ critic_ganloss : -247.739380 ∣ generator_nllloss : 5140.967969 ∣ generator_ganloss : 1194.500537 ∣     [  std_z : 0.99  real_sub_fake : 1146.92 ]
[  epoch 0037/0040] 2360/4800, lr:1.3e-05 ∣ avg_100 : 31939.225511 ∣ critic_nllloss : 25975.006641 ∣ critic_ganloss : -320.337241 ∣ generator_nllloss : 5195.315234 ∣ generator_ganloss : 1196.918506 ∣     [  std_z : 0.99  real_sub_fake : 1124.72 ]
[  epoch 0037/0040] 2370/4800, lr:1.3e-05 ∣ avg_100 : 31937.550974 ∣ critic_nllloss : 25825.463867 ∣ critic_ganloss : -314.497186 ∣ generator_nllloss : 5153.994141 ∣ generator_ganloss : 1189.573535 ∣     [  std_z : 0.99  real_sub_fake : 1108.37 ]
[  epoch 0037/0040] 2380/4800, lr:1.3e-05 ∣ avg_100 : 31939.812036 ∣ critic_nllloss : 25892.301953 ∣ critic_ganloss : -323.924838 ∣ generator_nllloss : 5162.889648 ∣ generator_ganloss : 1189.581934 ∣     [  std_z : 0.99  real_sub_fake : 1219.23 ]
[  epoch 0037/0040] 2390/4800, lr:1.3e-05 ∣ avg_100 : 31938.220240 ∣ critic_nllloss : 25799.945898 ∣ critic_ganloss : -367.349411 ∣ generator_nllloss : 5221.601953 ∣ generator_ganloss : 1187.100098 ∣     [  std_z : 0.99  real_sub_fake : 1223.39 ]
[  epoch 0037/0040] 2400/4800, lr:1.3e-05 ∣ avg_100 : 31941.244062 ∣ critic_nllloss : 25923.442773 ∣ critic_ganloss : -251.179770 ∣ generator_nllloss : 5222.381836 ∣ generator_ganloss : 1193.574463 ∣     [  std_z : 0.99  real_sub_fake : 1283.95 ]
[  epoch 0037/0040] 2410/4800, lr:1.3e-05 ∣ avg_100 : 31940.282119 ∣ critic_nllloss : 25829.844922 ∣ critic_ganloss : -301.094833 ∣ generator_nllloss : 5193.850195 ∣ generator_ganloss : 1200.892285 ∣     [  std_z : 0.99  real_sub_fake : 1206.44 ]
[  epoch 0037/0040] 2420/4800, lr:1.3e-05 ∣ avg_100 : 31939.753771 ∣ critic_nllloss : 25813.445898 ∣ critic_ganloss : -319.931546 ∣ generator_nllloss : 5173.851562 ∣ generator_ganloss : 1202.346729 ∣     [  std_z : 0.99  real_sub_fake : 1107.63 ]
[  epoch 0037/0040] 2430/4800, lr:1.3e-05 ∣ avg_100 : 31938.526271 ∣ critic_nllloss : 25776.137891 ∣ critic_ganloss : -362.062949 ∣ generator_nllloss : 5124.923242 ∣ generator_ganloss : 1202.249707 ∣     [  std_z : 0.99  real_sub_fake : 1170.19 ]
[  epoch 0037/0040] 2440/4800, lr:1.3e-05 ∣ avg_100 : 31939.544612 ∣ critic_nllloss : 25717.019141 ∣ critic_ganloss : -275.325226 ∣ generator_nllloss : 5151.174023 ∣ generator_ganloss : 1197.698828 ∣     [  std_z : 1.00  real_sub_fake : 1203.25 ]
[  epoch 0037/0040] 2450/4800, lr:1.3e-05 ∣ avg_100 : 31940.335122 ∣ critic_nllloss : 26028.293164 ∣ critic_ganloss : -401.347098 ∣ generator_nllloss : 5148.818359 ∣ generator_ganloss : 1210.598047 ∣     [  std_z : 1.00  real_sub_fake : 1281.30 ]
[  epoch 0037/0040] 2460/4800, lr:1.3e-05 ∣ avg_100 : 31941.684161 ∣ critic_nllloss : 25882.318359 ∣ critic_ganloss : -359.042563 ∣ generator_nllloss : 5198.584766 ∣ generator_ganloss : 1206.801123 ∣     [  std_z : 1.00  real_sub_fake : 1331.08 ]
[  epoch 0037/0040] 2470/4800, lr:1.3e-05 ∣ avg_100 : 31944.259687 ∣ critic_nllloss : 26032.332227 ∣ critic_ganloss : -326.063290 ∣ generator_nllloss : 5193.636523 ∣ generator_ganloss : 1212.926123 ∣     [  std_z : 0.99  real_sub_fake : 1360.32 ]
[  epoch 0037/0040] 2480/4800, lr:1.3e-05 ∣ avg_100 : 31942.028486 ∣ critic_nllloss : 25759.838867 ∣ critic_ganloss : -410.807739 ∣ generator_nllloss : 5208.576953 ∣ generator_ganloss : 1199.142822 ∣     [  std_z : 0.99  real_sub_fake : 1425.85 ]
[  epoch 0037/0040] 2490/4800, lr:1.3e-05 ∣ avg_100 : 31943.862951 ∣ critic_nllloss : 25901.107227 ∣ critic_ganloss : -432.103555 ∣ generator_nllloss : 5202.626172 ∣ generator_ganloss : 1202.903320 ∣     [  std_z : 0.99  real_sub_fake : 1440.12 ]
[  epoch 0037/0040] 2500/4800, lr:1.3e-05 ∣ avg_100 : 31943.380336 ∣ critic_nllloss : 25900.907227 ∣ critic_ganloss : -376.944174 ∣ generator_nllloss : 5263.793945 ∣ generator_ganloss : 1206.631982 ∣     [  std_z : 0.99  real_sub_fake : 1332.83 ]
[  epoch 0037/0040] 2510/4800, lr:1.3e-05 ∣ avg_100 : 31941.408138 ∣ critic_nllloss : 25726.665430 ∣ critic_ganloss : -430.663980 ∣ generator_nllloss : 5131.787500 ∣ generator_ganloss : 1195.849609 ∣     [  std_z : 0.99  real_sub_fake : 1414.84 ]
[  epoch 0037/0040] 2520/4800, lr:1.3e-05 ∣ avg_100 : 31940.581867 ∣ critic_nllloss : 25789.673438 ∣ critic_ganloss : -375.636426 ∣ generator_nllloss : 5173.198242 ∣ generator_ganloss : 1219.347754 ∣     [  std_z : 0.99  real_sub_fake : 1493.44 ]
[  epoch 0037/0040] 2530/4800, lr:1.3e-05 ∣ avg_100 : 31942.773354 ∣ critic_nllloss : 26118.219531 ∣ critic_ganloss : -381.260059 ∣ generator_nllloss : 5171.210938 ∣ generator_ganloss : 1194.843457 ∣     [  std_z : 1.00  real_sub_fake : 1752.66 ]
[  epoch 0037/0040] 2540/4800, lr:1.3e-05 ∣ avg_100 : 31942.880404 ∣ critic_nllloss : 25897.507031 ∣ critic_ganloss : -338.292792 ∣ generator_nllloss : 5176.747852 ∣ generator_ganloss : 1187.870703 ∣     [  std_z : 1.00  real_sub_fake : 1461.47 ]
[  epoch 0037/0040] 2550/4800, lr:1.3e-05 ∣ avg_100 : 31944.015570 ∣ critic_nllloss : 25857.236523 ∣ critic_ganloss : -285.315964 ∣ generator_nllloss : 5114.493555 ∣ generator_ganloss : 1204.840332 ∣     [  std_z : 1.00  real_sub_fake : 1234.33 ]
[  epoch 0037/0040] 2560/4800, lr:1.3e-05 ∣ avg_100 : 31941.532646 ∣ critic_nllloss : 25830.640430 ∣ critic_ganloss : -178.249762 ∣ generator_nllloss : 5111.639648 ∣ generator_ganloss : 1191.713184 ∣     [  std_z : 1.00  real_sub_fake : 1146.67 ]
[  epoch 0037/0040] 2570/4800, lr:1.3e-05 ∣ avg_100 : 31942.527894 ∣ critic_nllloss : 25763.022461 ∣ critic_ganloss : -306.764761 ∣ generator_nllloss : 5229.459375 ∣ generator_ganloss : 1191.476172 ∣     [  std_z : 1.00  real_sub_fake : 1248.81 ]
[  epoch 0037/0040] 2580/4800, lr:1.3e-05 ∣ avg_100 : 31941.290220 ∣ critic_nllloss : 25652.975977 ∣ critic_ganloss : -233.423685 ∣ generator_nllloss : 5122.295703 ∣ generator_ganloss : 1210.334619 ∣     [  std_z : 0.99  real_sub_fake : 834.39 ]
[  epoch 0037/0040] 2590/4800, lr:1.3e-05 ∣ avg_100 : 31941.018142 ∣ critic_nllloss : 25888.507227 ∣ critic_ganloss : -227.679076 ∣ generator_nllloss : 5156.473633 ∣ generator_ganloss : 1193.007812 ∣     [  std_z : 0.99  real_sub_fake : 969.23 ]
[  epoch 0037/0040] 2600/4800, lr:1.3e-05 ∣ avg_100 : 31941.858646 ∣ critic_nllloss : 25875.274023 ∣ critic_ganloss : -342.706863 ∣ generator_nllloss : 5172.572656 ∣ generator_ganloss : 1190.890723 ∣     [  std_z : 0.99  real_sub_fake : 1043.93 ]
[  epoch 0037/0040] 2610/4800, lr:1.3e-05 ∣ avg_100 : 31941.279938 ∣ critic_nllloss : 25683.731641 ∣ critic_ganloss : -272.042517 ∣ generator_nllloss : 5182.971484 ∣ generator_ganloss : 1199.254443 ∣     [  std_z : 0.99  real_sub_fake : 1109.50 ]
[  epoch 0037/0040] 2620/4800, lr:1.3e-05 ∣ avg_100 : 31943.012995 ∣ critic_nllloss : 25931.419922 ∣ critic_ganloss : -333.209387 ∣ generator_nllloss : 5224.547070 ∣ generator_ganloss : 1210.018311 ∣     [  std_z : 0.99  real_sub_fake : 1161.72 ]
[  epoch 0037/0040] 2630/4800, lr:1.3e-05 ∣ avg_100 : 31941.718792 ∣ critic_nllloss : 25901.376953 ∣ critic_ganloss : -277.221786 ∣ generator_nllloss : 5175.446680 ∣ generator_ganloss : 1224.070068 ∣     [  std_z : 0.99  real_sub_fake : 1141.13 ]
[  epoch 0037/0040] 2640/4800, lr:1.3e-05 ∣ avg_100 : 31945.340822 ∣ critic_nllloss : 26164.726172 ∣ critic_ganloss : -277.337715 ∣ generator_nllloss : 5309.188477 ∣ generator_ganloss : 1214.334570 ∣     [  std_z : 1.00  real_sub_fake : 956.60 ]
[  epoch 0037/0040] 2650/4800, lr:1.3e-05 ∣ avg_100 : 31946.200570 ∣ critic_nllloss : 26048.718359 ∣ critic_ganloss : -267.281317 ∣ generator_nllloss : 5205.051953 ∣ generator_ganloss : 1209.274023 ∣     [  std_z : 1.00  real_sub_fake : 1018.23 ]
[  epoch 0037/0040] 2660/4800, lr:1.3e-05 ∣ avg_100 : 31948.845850 ∣ critic_nllloss : 26008.939648 ∣ critic_ganloss : -67.564328 ∣ generator_nllloss : 5214.262305 ∣ generator_ganloss : 1226.702490 ∣  [  std_z : 1.00  real_sub_fake : 860.36 ]
[  epoch 0037/0040] 2670/4800, lr:1.3e-05 ∣ avg_100 : 31948.219605 ∣ critic_nllloss : 25648.200781 ∣ critic_ganloss : -79.101680 ∣ generator_nllloss : 5126.095898 ∣ generator_ganloss : 1251.448975 ∣  [  std_z : 0.99  real_sub_fake : 265.08 ]
[  epoch 0037/0040] 2680/4800, lr:1.3e-05 ∣ avg_100 : 31951.869731 ∣ critic_nllloss : 25868.742383 ∣ critic_ganloss : -76.826540 ∣ generator_nllloss : 5212.944922 ∣ generator_ganloss : 1248.242334 ∣  [  std_z : 0.99  real_sub_fake : 248.58 ]
[  epoch 0037/0040] 2690/4800, lr:1.3e-05 ∣ avg_100 : 31955.432299 ∣ critic_nllloss : 25865.399414 ∣ critic_ganloss : -89.830841 ∣ generator_nllloss : 5203.657617 ∣ generator_ganloss : 1239.472119 ∣  [  std_z : 0.99  real_sub_fake : 340.24 ]
[  epoch 0037/0040] 2700/4800, lr:1.3e-05 ∣ avg_100 : 31961.161640 ∣ critic_nllloss : 26067.773633 ∣ critic_ganloss : -94.355474 ∣ generator_nllloss : 5204.563672 ∣ generator_ganloss : 1222.626758 ∣  [  std_z : 0.99  real_sub_fake : 398.63 ]
[  epoch 0037/0040] 2710/4800, lr:1.3e-05 ∣ avg_100 : 31962.464249 ∣ critic_nllloss : 25861.110352 ∣ critic_ganloss : -60.899861 ∣ generator_nllloss : 5207.157031 ∣ generator_ganloss : 1210.976025 ∣  [  std_z : 1.00  real_sub_fake : 405.02 ]
[  epoch 0037/0040] 2720/4800, lr:1.3e-05 ∣ avg_100 : 31958.328305 ∣ critic_nllloss : 25705.228516 ∣ critic_ganloss : -100.404243 ∣ generator_nllloss : 5068.750000 ∣ generator_ganloss : 1203.170605 ∣     [  std_z : 1.00  real_sub_fake : 424.17 ]
[  epoch 0037/0040] 2730/4800, lr:1.3e-05 ∣ avg_100 : 31958.882707 ∣ critic_nllloss : 25772.871680 ∣ critic_ganloss : -159.320715 ∣ generator_nllloss : 5146.303516 ∣ generator_ganloss : 1200.197949 ∣     [  std_z : 1.00  real_sub_fake : 552.24 ]
[  epoch 0037/0040] 2740/4800, lr:1.3e-05 ∣ avg_100 : 31958.548642 ∣ critic_nllloss : 25813.041797 ∣ critic_ganloss : -196.870016 ∣ generator_nllloss : 5153.390820 ∣ generator_ganloss : 1196.765186 ∣     [  std_z : 1.00  real_sub_fake : 562.23 ]
[  epoch 0037/0040] 2750/4800, lr:1.3e-05 ∣ avg_100 : 31956.718734 ∣ critic_nllloss : 25848.259961 ∣ critic_ganloss : -184.826340 ∣ generator_nllloss : 5104.384180 ∣ generator_ganloss : 1184.092480 ∣     [  std_z : 1.00  real_sub_fake : 706.90 ]
[  epoch 0037/0040] 2760/4800, lr:1.3e-05 ∣ avg_100 : 31958.676934 ∣ critic_nllloss : 25808.765820 ∣ critic_ganloss : -149.493629 ∣ generator_nllloss : 5092.811523 ∣ generator_ganloss : 1170.554248 ∣     [  std_z : 1.00  real_sub_fake : 856.55 ]
[  epoch 0037/0040] 2770/4800, lr:1.3e-05 ∣ avg_100 : 31959.541228 ∣ critic_nllloss : 25836.122656 ∣ critic_ganloss : -188.123956 ∣ generator_nllloss : 5187.047070 ∣ generator_ganloss : 1163.161328 ∣     [  std_z : 1.00  real_sub_fake : 893.66 ]
[  epoch 0037/0040] 2780/4800, lr:1.3e-05 ∣ avg_100 : 31964.392314 ∣ critic_nllloss : 26022.352344 ∣ critic_ganloss : -100.174765 ∣ generator_nllloss : 5257.130273 ∣ generator_ganloss : 1162.684326 ∣     [  std_z : 1.00  real_sub_fake : 894.22 ]
[  epoch 0037/0040] 2790/4800, lr:1.3e-05 ∣ avg_100 : 31964.246914 ∣ critic_nllloss : 25926.517188 ∣ critic_ganloss : -201.402177 ∣ generator_nllloss : 5132.314648 ∣ generator_ganloss : 1175.200977 ∣     [  std_z : 0.99  real_sub_fake : 693.00 ]
[  epoch 0037/0040] 2800/4800, lr:1.3e-05 ∣ avg_100 : 31963.912576 ∣ critic_nllloss : 25826.172070 ∣ critic_ganloss : -149.669026 ∣ generator_nllloss : 5250.736133 ∣ generator_ganloss : 1176.397607 ∣     [  std_z : 1.00  real_sub_fake : 589.22 ]
[  epoch 0037/0040] 2810/4800, lr:1.3e-05 ∣ avg_100 : 31966.852885 ∣ critic_nllloss : 25986.450977 ∣ critic_ganloss : -206.262518 ∣ generator_nllloss : 5233.497266 ∣ generator_ganloss : 1172.062695 ∣     [  std_z : 0.99  real_sub_fake : 673.49 ]
[  epoch 0037/0040] 2820/4800, lr:1.3e-05 ∣ avg_100 : 31966.867856 ∣ critic_nllloss : 25801.127344 ∣ critic_ganloss : -139.828532 ∣ generator_nllloss : 5101.366016 ∣ generator_ganloss : 1170.049219 ∣     [  std_z : 0.99  real_sub_fake : 720.87 ]
[  epoch 0037/0040] 2830/4800, lr:1.3e-05 ∣ avg_100 : 31970.291364 ∣ critic_nllloss : 25912.094531 ∣ critic_ganloss : -153.500818 ∣ generator_nllloss : 5137.659375 ∣ generator_ganloss : 1182.613184 ∣     [  std_z : 0.99  real_sub_fake : 676.67 ]
[  epoch 0037/0040] 2840/4800, lr:1.3e-05 ∣ avg_100 : 31967.751561 ∣ critic_nllloss : 25690.384375 ∣ critic_ganloss : -227.646707 ∣ generator_nllloss : 5168.074805 ∣ generator_ganloss : 1183.462744 ∣     [  std_z : 0.99  real_sub_fake : 588.00 ]
[  epoch 0037/0040] 2850/4800, lr:1.3e-05 ∣ avg_100 : 31971.899373 ∣ critic_nllloss : 25956.177930 ∣ critic_ganloss : -228.959947 ∣ generator_nllloss : 5274.582812 ∣ generator_ganloss : 1159.364941 ∣     [  std_z : 1.00  real_sub_fake : 762.10 ]
[  epoch 0037/0040] 2860/4800, lr:1.3e-05 ∣ avg_100 : 31975.297460 ∣ critic_nllloss : 25961.901367 ∣ critic_ganloss : -208.378268 ∣ generator_nllloss : 5110.582422 ∣ generator_ganloss : 1141.116064 ∣     [  std_z : 0.99  real_sub_fake : 899.16 ]
[  epoch 0037/0040] 2870/4800, lr:1.3e-05 ∣ avg_100 : 31975.078907 ∣ critic_nllloss : 25738.374023 ∣ critic_ganloss : -228.932852 ∣ generator_nllloss : 5235.221680 ∣ generator_ganloss : 1157.288379 ∣     [  std_z : 0.99  real_sub_fake : 778.68 ]
[  epoch 0037/0040] 2880/4800, lr:1.3e-05 ∣ avg_100 : 31975.067410 ∣ critic_nllloss : 26030.558008 ∣ critic_ganloss : -244.209775 ∣ generator_nllloss : 5239.902344 ∣ generator_ganloss : 1150.703320 ∣     [  std_z : 0.99  real_sub_fake : 767.38 ]
[  epoch 0037/0040] 2890/4800, lr:1.3e-05 ∣ avg_100 : 31979.128520 ∣ critic_nllloss : 26092.528906 ∣ critic_ganloss : -294.999510 ∣ generator_nllloss : 5303.916992 ∣ generator_ganloss : 1135.884277 ∣     [  std_z : 0.99  real_sub_fake : 922.48 ]
[  epoch 0037/0040] 2900/4800, lr:1.3e-05 ∣ avg_100 : 31974.552598 ∣ critic_nllloss : 25698.378125 ∣ critic_ganloss : -224.419127 ∣ generator_nllloss : 5112.326953 ∣ generator_ganloss : 1133.592285 ∣     [  std_z : 1.00  real_sub_fake : 875.11 ]
[  epoch 0037/0040] 2910/4800, lr:1.3e-05 ∣ avg_100 : 31973.555466 ∣ critic_nllloss : 25786.697461 ∣ critic_ganloss : -223.003093 ∣ generator_nllloss : 5170.396875 ∣ generator_ganloss : 1146.711621 ∣     [  std_z : 1.00  real_sub_fake : 795.46 ]
[  epoch 0037/0040] 2920/4800, lr:1.3e-05 ∣ avg_100 : 31975.236949 ∣ critic_nllloss : 25824.699219 ∣ critic_ganloss : -146.071408 ∣ generator_nllloss : 5259.947656 ∣ generator_ganloss : 1159.022461 ∣     [  std_z : 1.00  real_sub_fake : 750.43 ]
[  epoch 0037/0040] 2930/4800, lr:1.3e-05 ∣ avg_100 : 31976.583271 ∣ critic_nllloss : 25923.774805 ∣ critic_ganloss : -194.120673 ∣ generator_nllloss : 5199.076758 ∣ generator_ganloss : 1161.487988 ∣     [  std_z : 0.99  real_sub_fake : 770.89 ]
[  epoch 0037/0040] 2940/4800, lr:1.3e-05 ∣ avg_100 : 31975.221862 ∣ critic_nllloss : 25721.782031 ∣ critic_ganloss : -224.317174 ∣ generator_nllloss : 5232.572656 ∣ generator_ganloss : 1146.246094 ∣     [  std_z : 0.99  real_sub_fake : 869.55 ]
[  epoch 0037/0040] 2950/4800, lr:1.3e-05 ∣ avg_100 : 31971.701455 ∣ critic_nllloss : 25884.108008 ∣ critic_ganloss : -239.777092 ∣ generator_nllloss : 5109.915430 ∣ generator_ganloss : 1146.894727 ∣     [  std_z : 0.99  real_sub_fake : 950.20 ]
[  epoch 0037/0040] 2960/4800, lr:1.3e-05 ∣ avg_100 : 31974.141707 ∣ critic_nllloss : 25777.316992 ∣ critic_ganloss : -238.048511 ∣ generator_nllloss : 5216.967773 ∣ generator_ganloss : 1152.076172 ∣     [  std_z : 1.00  real_sub_fake : 912.47 ]
[  epoch 0037/0040] 2970/4800, lr:1.3e-05 ∣ avg_100 : 31975.880135 ∣ critic_nllloss : 25918.563867 ∣ critic_ganloss : -249.881660 ∣ generator_nllloss : 5204.627734 ∣ generator_ganloss : 1152.513135 ∣     [  std_z : 1.00  real_sub_fake : 983.83 ]
[  epoch 0037/0040] 2980/4800, lr:1.3e-05 ∣ avg_100 : 31977.099994 ∣ critic_nllloss : 25804.935937 ∣ critic_ganloss : -265.551572 ∣ generator_nllloss : 5172.885156 ∣ generator_ganloss : 1151.747021 ∣     [  std_z : 1.00  real_sub_fake : 940.62 ]
[  epoch 0037/0040] 2990/4800, lr:1.3e-05 ∣ avg_100 : 31973.939261 ∣ critic_nllloss : 25717.431836 ∣ critic_ganloss : -278.952002 ∣ generator_nllloss : 5067.161914 ∣ generator_ganloss : 1139.608057 ∣     [  std_z : 0.99  real_sub_fake : 972.08 ]
[  epoch 0037/0040] 3000/4800, lr:1.3e-05 ∣ avg_100 : 31969.965127 ∣ critic_nllloss : 25728.058203 ∣ critic_ganloss : -268.801691 ∣ generator_nllloss : 5114.688672 ∣ generator_ganloss : 1143.446631 ∣     [  std_z : 0.99  real_sub_fake : 1021.78 ]
[  epoch 0037/0040] 3010/4800, lr:1.3e-05 ∣ avg_100 : 31967.604199 ∣ critic_nllloss : 25952.198047 ∣ critic_ganloss : -298.761613 ∣ generator_nllloss : 5217.203516 ∣ generator_ganloss : 1152.576074 ∣     [  std_z : 0.99  real_sub_fake : 963.18 ]
[  epoch 0037/0040] 3020/4800, lr:1.3e-05 ∣ avg_100 : 31964.303964 ∣ critic_nllloss : 25780.289648 ∣ critic_ganloss : -294.785052 ∣ generator_nllloss : 5178.370117 ∣ generator_ganloss : 1139.675049 ∣     [  std_z : 1.00  real_sub_fake : 1070.37 ]
[  epoch 0037/0040] 3030/4800, lr:1.3e-05 ∣ avg_100 : 31963.305636 ∣ critic_nllloss : 25856.076562 ∣ critic_ganloss : -247.485474 ∣ generator_nllloss : 5135.829297 ∣ generator_ganloss : 1131.984570 ∣     [  std_z : 1.00  real_sub_fake : 1118.36 ]
[  epoch 0037/0040] 3040/4800, lr:1.3e-05 ∣ avg_100 : 31965.675875 ∣ critic_nllloss : 26041.698633 ∣ critic_ganloss : -229.925781 ∣ generator_nllloss : 5195.894336 ∣ generator_ganloss : 1164.754688 ∣     [  std_z : 1.00  real_sub_fake : 1082.61 ]
[  epoch 0037/0040] 3050/4800, lr:1.3e-05 ∣ avg_100 : 31961.707980 ∣ critic_nllloss : 25771.721094 ∣ critic_ganloss : -271.054570 ∣ generator_nllloss : 5124.533398 ∣ generator_ganloss : 1178.648633 ∣     [  std_z : 0.99  real_sub_fake : 846.17 ]
[  epoch 0037/0040] 3060/4800, lr:1.3e-05 ∣ avg_100 : 31963.079048 ∣ critic_nllloss : 25849.877734 ∣ critic_ganloss : -285.868750 ∣ generator_nllloss : 5194.134375 ∣ generator_ganloss : 1143.897168 ∣     [  std_z : 0.99  real_sub_fake : 1076.47 ]
[  epoch 0037/0040] 3070/4800, lr:1.3e-05 ∣ avg_100 : 31961.051584 ∣ critic_nllloss : 25735.420703 ∣ critic_ganloss : -307.262433 ∣ generator_nllloss : 5175.989648 ∣ generator_ganloss : 1140.797510 ∣     [  std_z : 0.99  real_sub_fake : 1211.79 ]
[  epoch 0037/0040] 3080/4800, lr:1.3e-05 ∣ avg_100 : 31962.224834 ∣ critic_nllloss : 25779.659961 ∣ critic_ganloss : -301.583455 ∣ generator_nllloss : 5179.876953 ∣ generator_ganloss : 1164.371875 ∣     [  std_z : 0.99  real_sub_fake : 1051.02 ]
[  epoch 0037/0040] 3090/4800, lr:1.3e-05 ∣ avg_100 : 31964.036502 ∣ critic_nllloss : 25829.234375 ∣ critic_ganloss : -298.144379 ∣ generator_nllloss : 5264.928125 ∣ generator_ganloss : 1155.021338 ∣     [  std_z : 0.99  real_sub_fake : 1123.57 ]
[  epoch 0037/0040] 3100/4800, lr:1.3e-05 ∣ avg_100 : 31961.486493 ∣ critic_nllloss : 25872.262891 ∣ critic_ganloss : -237.482104 ∣ generator_nllloss : 5107.769922 ∣ generator_ganloss : 1155.912109 ∣     [  std_z : 0.99  real_sub_fake : 1251.01 ]
[  epoch 0037/0040] 3110/4800, lr:1.3e-05 ∣ avg_100 : 31958.646701 ∣ critic_nllloss : 25741.490820 ∣ critic_ganloss : -368.949258 ∣ generator_nllloss : 5100.802148 ∣ generator_ganloss : 1160.688916 ∣     [  std_z : 0.99  real_sub_fake : 1064.45 ]
[  epoch 0037/0040] 3120/4800, lr:1.3e-05 ∣ avg_100 : 31952.939083 ∣ critic_nllloss : 25735.297070 ∣ critic_ganloss : -429.568091 ∣ generator_nllloss : 5046.912500 ∣ generator_ganloss : 1146.708301 ∣     [  std_z : 0.99  real_sub_fake : 1251.52 ]
[  epoch 0037/0040] 3130/4800, lr:1.3e-05 ∣ avg_100 : 31957.053121 ∣ critic_nllloss : 26048.984766 ∣ critic_ganloss : -296.659988 ∣ generator_nllloss : 5073.574805 ∣ generator_ganloss : 1153.757617 ∣     [  std_z : 0.99  real_sub_fake : 1423.38 ]
[  epoch 0037/0040] 3140/4800, lr:1.3e-05 ∣ avg_100 : 31959.120877 ∣ critic_nllloss : 25951.309961 ∣ critic_ganloss : -256.030066 ∣ generator_nllloss : 5232.670703 ∣ generator_ganloss : 1171.778711 ∣     [  std_z : 0.99  real_sub_fake : 1237.56 ]
[  epoch 0037/0040] 3150/4800, lr:1.3e-05 ∣ avg_100 : 31958.360364 ∣ critic_nllloss : 25927.180859 ∣ critic_ganloss : -239.759915 ∣ generator_nllloss : 5223.769922 ∣ generator_ganloss : 1184.533691 ∣     [  std_z : 0.99  real_sub_fake : 1054.07 ]
[  epoch 0037/0040] 3160/4800, lr:1.3e-05 ∣ avg_100 : 31962.535226 ∣ critic_nllloss : 26003.534766 ∣ critic_ganloss : -235.553360 ∣ generator_nllloss : 5217.367773 ∣ generator_ganloss : 1155.451465 ∣     [  std_z : 0.99  real_sub_fake : 1158.42 ]
[  epoch 0037/0040] 3170/4800, lr:1.3e-05 ∣ avg_100 : 31966.160566 ∣ critic_nllloss : 26103.122266 ∣ critic_ganloss : -286.842111 ∣ generator_nllloss : 5247.162891 ∣ generator_ganloss : 1153.730664 ∣     [  std_z : 0.99  real_sub_fake : 1035.37 ]
[  epoch 0037/0040] 3180/4800, lr:1.3e-05 ∣ avg_100 : 31962.564425 ∣ critic_nllloss : 25753.171875 ∣ critic_ganloss : -318.362128 ∣ generator_nllloss : 5192.387695 ∣ generator_ganloss : 1152.274609 ∣     [  std_z : 0.99  real_sub_fake : 1053.60 ]
[  epoch 0037/0040] 3190/4800, lr:1.3e-05 ∣ avg_100 : 31962.376251 ∣ critic_nllloss : 25773.929492 ∣ critic_ganloss : -292.393024 ∣ generator_nllloss : 5232.129492 ∣ generator_ganloss : 1155.021094 ∣     [  std_z : 0.99  real_sub_fake : 1095.55 ]
[  epoch 0037/0040] 3200/4800, lr:1.3e-05 ∣ avg_100 : 31961.062107 ∣ critic_nllloss : 25955.345313 ∣ critic_ganloss : -365.905975 ∣ generator_nllloss : 5200.942383 ∣ generator_ganloss : 1161.895117 ∣     [  std_z : 1.00  real_sub_fake : 1159.72 ]
[  epoch 0037/0040] 3210/4800, lr:1.3e-05 ∣ avg_100 : 31962.124145 ∣ critic_nllloss : 26030.957422 ∣ critic_ganloss : -233.310522 ∣ generator_nllloss : 5128.861719 ∣ generator_ganloss : 1150.824463 ∣     [  std_z : 1.00  real_sub_fake : 1222.38 ]
[  epoch 0037/0040] 3220/4800, lr:1.3e-05 ∣ avg_100 : 31961.731494 ∣ critic_nllloss : 25871.179297 ∣ critic_ganloss : -362.997134 ∣ generator_nllloss : 5265.804688 ∣ generator_ganloss : 1156.447412 ∣     [  std_z : 0.99  real_sub_fake : 1122.11 ]
[  epoch 0037/0040] 3230/4800, lr:1.3e-05 ∣ avg_100 : 31960.520426 ∣ critic_nllloss : 25550.702930 ∣ critic_ganloss : -350.375427 ∣ generator_nllloss : 5098.574219 ∣ generator_ganloss : 1150.245166 ∣     [  std_z : 0.99  real_sub_fake : 1167.99 ]
[  epoch 0037/0040] 3240/4800, lr:1.3e-05 ∣ avg_100 : 31962.900794 ∣ critic_nllloss : 26027.576758 ∣ critic_ganloss : -268.624152 ∣ generator_nllloss : 5217.941992 ∣ generator_ganloss : 1144.143750 ∣     [  std_z : 0.99  real_sub_fake : 1252.54 ]
[  epoch 0037/0040] 3250/4800, lr:1.3e-05 ∣ avg_100 : 31962.386690 ∣ critic_nllloss : 25839.396289 ∣ critic_ganloss : -346.518375 ∣ generator_nllloss : 5138.351953 ∣ generator_ganloss : 1157.295801 ∣     [  std_z : 0.99  real_sub_fake : 1236.68 ]
[  epoch 0037/0040] 3260/4800, lr:1.3e-05 ∣ avg_100 : 31964.994299 ∣ critic_nllloss : 26064.961328 ∣ critic_ganloss : -360.380008 ∣ generator_nllloss : 5250.854297 ∣ generator_ganloss : 1170.587402 ∣     [  std_z : 0.99  real_sub_fake : 1242.97 ]
[  epoch 0037/0040] 3270/4800, lr:1.3e-05 ∣ avg_100 : 31959.448319 ∣ critic_nllloss : 25741.624023 ∣ critic_ganloss : -413.778104 ∣ generator_nllloss : 5151.497461 ∣ generator_ganloss : 1162.202637 ∣     [  std_z : 1.00  real_sub_fake : 1296.87 ]
[  epoch 0037/0040] 3280/4800, lr:1.3e-05 ∣ avg_100 : 31962.746453 ∣ critic_nllloss : 26083.882422 ∣ critic_ganloss : -362.418259 ∣ generator_nllloss : 5242.719336 ∣ generator_ganloss : 1178.047461 ∣     [  std_z : 1.00  real_sub_fake : 1368.95 ]
[  epoch 0037/0040] 3290/4800, lr:1.3e-05 ∣ avg_100 : 31959.713002 ∣ critic_nllloss : 25550.265820 ∣ critic_ganloss : -330.104953 ∣ generator_nllloss : 5136.133594 ∣ generator_ganloss : 1184.872266 ∣     [  std_z : 1.00  real_sub_fake : 1272.77 ]
[  epoch 0037/0040] 3300/4800, lr:1.3e-05 ∣ avg_100 : 31959.505515 ∣ critic_nllloss : 25884.942578 ∣ critic_ganloss : -211.105859 ∣ generator_nllloss : 5262.666992 ∣ generator_ganloss : 1199.024805 ∣     [  std_z : 0.99  real_sub_fake : 1110.85 ]
[  epoch 0037/0040] 3310/4800, lr:1.3e-05 ∣ avg_100 : 31958.124004 ∣ critic_nllloss : 25910.444727 ∣ critic_ganloss : -137.378102 ∣ generator_nllloss : 5127.493164 ∣ generator_ganloss : 1188.308984 ∣     [  std_z : 0.99  real_sub_fake : 1112.68 ]
[  epoch 0037/0040] 3320/4800, lr:1.3e-05 ∣ avg_100 : 31961.007696 ∣ critic_nllloss : 26009.311914 ∣ critic_ganloss : -183.216666 ∣ generator_nllloss : 5171.797266 ∣ generator_ganloss : 1213.214648 ∣     [  std_z : 0.99  real_sub_fake : 608.34 ]
[  epoch 0037/0040] 3330/4800, lr:1.3e-05 ∣ avg_100 : 31960.098054 ∣ critic_nllloss : 25650.158398 ∣ critic_ganloss : -201.348050 ∣ generator_nllloss : 5140.031641 ∣ generator_ganloss : 1190.351953 ∣     [  std_z : 1.00  real_sub_fake : 546.45 ]
[  epoch 0037/0040] 3340/4800, lr:1.3e-05 ∣ avg_100 : 31960.031254 ∣ critic_nllloss : 25756.669922 ∣ critic_ganloss : -191.451547 ∣ generator_nllloss : 5221.482422 ∣ generator_ganloss : 1165.768359 ∣     [  std_z : 1.00  real_sub_fake : 641.86 ]
[  epoch 0037/0040] 3350/4800, lr:1.3e-05 ∣ avg_100 : 31960.519795 ∣ critic_nllloss : 25864.974414 ∣ critic_ganloss : -168.350388 ∣ generator_nllloss : 5138.179883 ∣ generator_ganloss : 1145.411279 ∣     [  std_z : 1.00  real_sub_fake : 753.14 ]
[  epoch 0037/0040] 3360/4800, lr:1.3e-05 ∣ avg_100 : 31963.323425 ∣ critic_nllloss : 26125.712500 ∣ critic_ganloss : -212.277196 ∣ generator_nllloss : 5262.636328 ∣ generator_ganloss : 1151.194531 ∣     [  std_z : 0.99  real_sub_fake : 755.99 ]
[  epoch 0037/0040] 3370/4800, lr:1.3e-05 ∣ avg_100 : 31962.904241 ∣ critic_nllloss : 25768.132031 ∣ critic_ganloss : -227.367090 ∣ generator_nllloss : 5120.583984 ∣ generator_ganloss : 1151.266992 ∣     [  std_z : 0.99  real_sub_fake : 799.71 ]
[  epoch 0037/0040] 3380/4800, lr:1.3e-05 ∣ avg_100 : 31963.702825 ∣ critic_nllloss : 25863.956055 ∣ critic_ganloss : -217.961330 ∣ generator_nllloss : 5222.794727 ∣ generator_ganloss : 1131.917725 ∣     [  std_z : 0.99  real_sub_fake : 820.87 ]
[  epoch 0037/0040] 3390/4800, lr:1.3e-05 ∣ avg_100 : 31965.797746 ∣ critic_nllloss : 25995.621484 ∣ critic_ganloss : -244.889005 ∣ generator_nllloss : 5175.058789 ∣ generator_ganloss : 1124.999365 ∣     [  std_z : 0.99  real_sub_fake : 933.27 ]
[  epoch 0037/0040] 3400/4800, lr:1.3e-05 ∣ avg_100 : 31965.335191 ∣ critic_nllloss : 25991.180273 ∣ critic_ganloss : -234.845645 ∣ generator_nllloss : 5153.246094 ∣ generator_ganloss : 1132.383008 ∣     [  std_z : 0.99  real_sub_fake : 939.37 ]
[  epoch 0037/0040] 3410/4800, lr:1.3e-05 ∣ avg_100 : 31965.125034 ∣ critic_nllloss : 25854.414062 ∣ critic_ganloss : -228.761151 ∣ generator_nllloss : 5145.387305 ∣ generator_ganloss : 1131.436719 ∣     [  std_z : 1.00  real_sub_fake : 938.20 ]
[  epoch 0037/0040] 3420/4800, lr:1.3e-05 ∣ avg_100 : 31965.103187 ∣ critic_nllloss : 25833.328320 ∣ critic_ganloss : -239.450658 ∣ generator_nllloss : 5134.006445 ∣ generator_ganloss : 1139.643848 ∣     [  std_z : 1.00  real_sub_fake : 883.35 ]
[  epoch 0037/0040] 3430/4800, lr:1.3e-05 ∣ avg_100 : 31968.531696 ∣ critic_nllloss : 26017.118750 ∣ critic_ganloss : -272.637918 ∣ generator_nllloss : 5197.212109 ∣ generator_ganloss : 1142.405859 ∣     [  std_z : 1.00  real_sub_fake : 870.72 ]
[  epoch 0037/0040] 3440/4800, lr:1.3e-05 ∣ avg_100 : 31970.532599 ∣ critic_nllloss : 25953.320703 ∣ critic_ganloss : -291.120757 ∣ generator_nllloss : 5194.942969 ∣ generator_ganloss : 1133.514111 ∣     [  std_z : 1.00  real_sub_fake : 984.85 ]
[  epoch 0037/0040] 3450/4800, lr:1.3e-05 ∣ avg_100 : 31968.565767 ∣ critic_nllloss : 25817.124805 ∣ critic_ganloss : -325.288074 ∣ generator_nllloss : 5151.517187 ∣ generator_ganloss : 1146.325342 ∣     [  std_z : 0.99  real_sub_fake : 985.47 ]
[  epoch 0037/0040] 3460/4800, lr:1.3e-05 ∣ avg_100 : 31969.740285 ∣ critic_nllloss : 25936.734766 ∣ critic_ganloss : -289.441278 ∣ generator_nllloss : 5256.542188 ∣ generator_ganloss : 1142.277783 ∣     [  std_z : 0.99  real_sub_fake : 1011.58 ]
[  epoch 0037/0040] 3470/4800, lr:1.3e-05 ∣ avg_100 : 31968.258350 ∣ critic_nllloss : 25805.394336 ∣ critic_ganloss : -203.712779 ∣ generator_nllloss : 5233.397461 ∣ generator_ganloss : 1129.559082 ∣     [  std_z : 0.99  real_sub_fake : 1131.93 ]
[  epoch 0037/0040] 3480/4800, lr:1.3e-05 ∣ avg_100 : 31970.293820 ∣ critic_nllloss : 25895.327148 ∣ critic_ganloss : -251.536255 ∣ generator_nllloss : 5166.398242 ∣ generator_ganloss : 1150.108740 ∣     [  std_z : 0.99  real_sub_fake : 973.77 ]
[  epoch 0037/0040] 3490/4800, lr:1.3e-05 ∣ avg_100 : 31969.741111 ∣ critic_nllloss : 25752.565625 ∣ critic_ganloss : -316.311676 ∣ generator_nllloss : 5236.992969 ∣ generator_ganloss : 1146.015381 ∣     [  std_z : 0.99  real_sub_fake : 896.19 ]
[  epoch 0037/0040] 3500/4800, lr:1.3e-05 ∣ avg_100 : 31968.887737 ∣ critic_nllloss : 25969.399609 ∣ critic_ganloss : -363.208035 ∣ generator_nllloss : 5165.454492 ∣ generator_ganloss : 1137.405566 ∣     [  std_z : 0.99  real_sub_fake : 1197.78 ]
[  epoch 0037/0040] 3510/4800, lr:1.3e-05 ∣ avg_100 : 31971.408610 ∣ critic_nllloss : 25788.101953 ∣ critic_ganloss : -242.966742 ∣ generator_nllloss : 5198.030078 ∣ generator_ganloss : 1132.560547 ∣     [  std_z : 0.99  real_sub_fake : 1141.84 ]
[  epoch 0037/0040] 3520/4800, lr:1.3e-05 ∣ avg_100 : 31968.306201 ∣ critic_nllloss : 25583.532422 ∣ critic_ganloss : -326.325455 ∣ generator_nllloss : 5105.579883 ∣ generator_ganloss : 1133.555273 ∣     [  std_z : 1.00  real_sub_fake : 1208.65 ]
[  epoch 0037/0040] 3530/4800, lr:1.3e-05 ∣ avg_100 : 31963.525731 ∣ critic_nllloss : 25647.162695 ∣ critic_ganloss : -273.396609 ∣ generator_nllloss : 5097.867578 ∣ generator_ganloss : 1153.333203 ∣     [  std_z : 1.00  real_sub_fake : 1079.98 ]
[  epoch 0037/0040] 3540/4800, lr:1.3e-05 ∣ avg_100 : 31964.223428 ∣ critic_nllloss : 25931.431641 ∣ critic_ganloss : -285.267441 ∣ generator_nllloss : 5198.960938 ∣ generator_ganloss : 1148.477295 ∣     [  std_z : 1.00  real_sub_fake : 1181.37 ]
[  epoch 0037/0040] 3550/4800, lr:1.3e-05 ∣ avg_100 : 31964.124071 ∣ critic_nllloss : 25813.162695 ∣ critic_ganloss : -327.165088 ∣ generator_nllloss : 5236.886133 ∣ generator_ganloss : 1158.435010 ∣     [  std_z : 1.00  real_sub_fake : 1209.87 ]
[  epoch 0037/0040] 3560/4800, lr:1.3e-05 ∣ avg_100 : 31964.816538 ∣ critic_nllloss : 25946.919336 ∣ critic_ganloss : -283.896277 ∣ generator_nllloss : 5175.095898 ∣ generator_ganloss : 1186.871240 ∣     [  std_z : 0.99  real_sub_fake : 1086.27 ]
[  epoch 0037/0040] 3570/4800, lr:1.3e-05 ∣ avg_100 : 31966.069228 ∣ critic_nllloss : 26003.559375 ∣ critic_ganloss : -335.883588 ∣ generator_nllloss : 5168.802930 ∣ generator_ganloss : 1165.983545 ∣     [  std_z : 0.99  real_sub_fake : 1173.91 ]
[  epoch 0037/0040] 3580/4800, lr:1.3e-05 ∣ avg_100 : 31966.478282 ∣ critic_nllloss : 25707.634766 ∣ critic_ganloss : -251.706799 ∣ generator_nllloss : 5184.803516 ∣ generator_ganloss : 1152.356494 ∣     [  std_z : 0.98  real_sub_fake : 1232.50 ]
[  epoch 0037/0040] 3590/4800, lr:1.3e-05 ∣ avg_100 : 31965.703818 ∣ critic_nllloss : 25897.472852 ∣ critic_ganloss : -316.133658 ∣ generator_nllloss : 5192.656641 ∣ generator_ganloss : 1158.867383 ∣     [  std_z : 0.99  real_sub_fake : 1209.07 ]
[  epoch 0037/0040] 3600/4800, lr:1.3e-05 ∣ avg_100 : 31965.583586 ∣ critic_nllloss : 25871.178516 ∣ critic_ganloss : -316.432935 ∣ generator_nllloss : 5160.250586 ∣ generator_ganloss : 1169.011182 ∣     [  std_z : 1.00  real_sub_fake : 1178.25 ]
[  epoch 0037/0040] 3610/4800, lr:1.3e-05 ∣ avg_100 : 31967.639447 ∣ critic_nllloss : 25930.647461 ∣ critic_ganloss : -329.086932 ∣ generator_nllloss : 5222.133008 ∣ generator_ganloss : 1175.807617 ∣     [  std_z : 1.00  real_sub_fake : 1145.04 ]
[  epoch 0037/0040] 3620/4800, lr:1.3e-05 ∣ avg_100 : 31964.771608 ∣ critic_nllloss : 25642.547266 ∣ critic_ganloss : -225.191434 ∣ generator_nllloss : 5161.068164 ∣ generator_ganloss : 1167.568066 ∣     [  std_z : 1.00  real_sub_fake : 1118.16 ]
[  epoch 0037/0040] 3630/4800, lr:1.3e-05 ∣ avg_100 : 31963.557870 ∣ critic_nllloss : 25878.423047 ∣ critic_ganloss : -346.737958 ∣ generator_nllloss : 5202.564062 ∣ generator_ganloss : 1168.048975 ∣     [  std_z : 0.99  real_sub_fake : 1152.39 ]
[  epoch 0037/0040] 3640/4800, lr:1.3e-05 ∣ avg_100 : 31958.936039 ∣ critic_nllloss : 26057.958789 ∣ critic_ganloss : -374.634433 ∣ generator_nllloss : 5099.066016 ∣ generator_ganloss : 1166.337988 ∣     [  std_z : 0.99  real_sub_fake : 1256.57 ]
[  epoch 0037/0040] 3650/4800, lr:1.3e-05 ∣ avg_100 : 31953.801666 ∣ critic_nllloss : 25693.568555 ∣ critic_ganloss : -325.422427 ∣ generator_nllloss : 5143.641406 ∣ generator_ganloss : 1170.538232 ∣     [  std_z : 0.99  real_sub_fake : 1187.78 ]
[  epoch 0037/0040] 3660/4800, lr:1.3e-05 ∣ avg_100 : 31949.603662 ∣ critic_nllloss : 25896.978906 ∣ critic_ganloss : -392.653198 ∣ generator_nllloss : 5278.231250 ∣ generator_ganloss : 1179.982666 ∣     [  std_z : 1.00  real_sub_fake : 1149.58 ]
[  epoch 0037/0040] 3670/4800, lr:1.3e-05 ∣ avg_100 : 31949.454404 ∣ critic_nllloss : 25905.415234 ∣ critic_ganloss : -298.036929 ∣ generator_nllloss : 5165.174609 ∣ generator_ganloss : 1159.165283 ∣     [  std_z : 1.00  real_sub_fake : 1140.72 ]
[  epoch 0037/0040] 3680/4800, lr:1.3e-05 ∣ avg_100 : 31945.880192 ∣ critic_nllloss : 25887.040430 ∣ critic_ganloss : -305.397116 ∣ generator_nllloss : 5154.412109 ∣ generator_ganloss : 1159.626465 ∣     [  std_z : 1.00  real_sub_fake : 1341.57 ]
[  epoch 0037/0040] 3690/4800, lr:1.3e-05 ∣ avg_100 : 31943.136505 ∣ critic_nllloss : 26004.512109 ∣ critic_ganloss : -327.852292 ∣ generator_nllloss : 5102.041602 ∣ generator_ganloss : 1165.628223 ∣     [  std_z : 1.00  real_sub_fake : 1308.16 ]
[  epoch 0037/0040] 3700/4800, lr:1.3e-05 ∣ avg_100 : 31933.924812 ∣ critic_nllloss : 25558.438672 ∣ critic_ganloss : -318.363803 ∣ generator_nllloss : 5061.744922 ∣ generator_ganloss : 1177.619531 ∣     [  std_z : 1.00  real_sub_fake : 1090.15 ]
[  epoch 0037/0040] 3710/4800, lr:1.3e-05 ∣ avg_100 : 31930.018404 ∣ critic_nllloss : 25849.174023 ∣ critic_ganloss : -316.876306 ∣ generator_nllloss : 5118.073047 ∣ generator_ganloss : 1177.331934 ∣     [  std_z : 0.99  real_sub_fake : 1226.55 ]
[  epoch 0037/0040] 3720/4800, lr:1.3e-05 ∣ avg_100 : 31928.052823 ∣ critic_nllloss : 25715.147266 ∣ critic_ganloss : -332.434018 ∣ generator_nllloss : 5104.441406 ∣ generator_ganloss : 1193.032178 ∣     [  std_z : 0.99  real_sub_fake : 1206.38 ]
[  epoch 0037/0040] 3730/4800, lr:1.3e-05 ∣ avg_100 : 31927.670674 ∣ critic_nllloss : 25914.328125 ∣ critic_ganloss : -337.073428 ∣ generator_nllloss : 5153.616992 ∣ generator_ganloss : 1190.965771 ∣     [  std_z : 0.99  real_sub_fake : 1180.20 ]
[  epoch 0037/0040] 3740/4800, lr:1.3e-05 ∣ avg_100 : 31927.454598 ∣ critic_nllloss : 25881.198437 ∣ critic_ganloss : -344.915353 ∣ generator_nllloss : 5224.712109 ∣ generator_ganloss : 1183.725000 ∣     [  std_z : 0.99  real_sub_fake : 1214.84 ]
[  epoch 0037/0040] 3750/4800, lr:1.3e-05 ∣ avg_100 : 31927.857535 ∣ critic_nllloss : 25863.841797 ∣ critic_ganloss : -245.416940 ∣ generator_nllloss : 5192.144141 ∣ generator_ganloss : 1181.635059 ∣     [  std_z : 0.99  real_sub_fake : 1266.97 ]
[  epoch 0037/0040] 3760/4800, lr:1.3e-05 ∣ avg_100 : 31929.000862 ∣ critic_nllloss : 25792.037500 ∣ critic_ganloss : -212.566327 ∣ generator_nllloss : 5258.242188 ∣ generator_ganloss : 1199.257227 ∣     [  std_z : 0.99  real_sub_fake : 989.54 ]
[  epoch 0037/0040] 3770/4800, lr:1.3e-05 ∣ avg_100 : 31927.364297 ∣ critic_nllloss : 25830.688672 ∣ critic_ganloss : -325.636209 ∣ generator_nllloss : 5151.500000 ∣ generator_ganloss : 1177.998193 ∣     [  std_z : 0.99  real_sub_fake : 1030.68 ]
[  epoch 0037/0040] 3780/4800, lr:1.3e-05 ∣ avg_100 : 31921.483068 ∣ critic_nllloss : 25812.313867 ∣ critic_ganloss : -321.270633 ∣ generator_nllloss : 5085.894531 ∣ generator_ganloss : 1176.931445 ∣     [  std_z : 1.00  real_sub_fake : 1188.30 ]
[  epoch 0037/0040] 3790/4800, lr:1.3e-05 ∣ avg_100 : 31921.687822 ∣ critic_nllloss : 25977.025000 ∣ critic_ganloss : -316.881207 ∣ generator_nllloss : 5190.059180 ∣ generator_ganloss : 1202.903076 ∣     [  std_z : 1.00  real_sub_fake : 1161.83 ]
[  epoch 0037/0040] 3800/4800, lr:1.3e-05 ∣ avg_100 : 31919.275457 ∣ critic_nllloss : 25825.525195 ∣ critic_ganloss : -322.520837 ∣ generator_nllloss : 5170.479688 ∣ generator_ganloss : 1188.916309 ∣     [  std_z : 1.00  real_sub_fake : 1124.91 ]
[  epoch 0037/0040] 3810/4800, lr:1.3e-05 ∣ avg_100 : 31917.622221 ∣ critic_nllloss : 25860.244922 ∣ critic_ganloss : -261.671658 ∣ generator_nllloss : 5214.753906 ∣ generator_ganloss : 1207.097559 ∣     [  std_z : 1.00  real_sub_fake : 1213.28 ]
[  epoch 0037/0040] 3820/4800, lr:1.3e-05 ∣ avg_100 : 31915.904474 ∣ critic_nllloss : 25738.384766 ∣ critic_ganloss : -384.414822 ∣ generator_nllloss : 5194.354883 ∣ generator_ganloss : 1212.614600 ∣     [  std_z : 0.99  real_sub_fake : 1126.37 ]
[  epoch 0037/0040] 3830/4800, lr:1.3e-05 ∣ avg_100 : 31915.554801 ∣ critic_nllloss : 26031.760156 ∣ critic_ganloss : -345.101443 ∣ generator_nllloss : 5166.780859 ∣ generator_ganloss : 1190.459326 ∣     [  std_z : 0.99  real_sub_fake : 1290.69 ]
[  epoch 0037/0040] 3840/4800, lr:1.3e-05 ∣ avg_100 : 31916.915487 ∣ critic_nllloss : 25823.604883 ∣ critic_ganloss : -233.179901 ∣ generator_nllloss : 5165.265820 ∣ generator_ganloss : 1194.653076 ∣     [  std_z : 0.99  real_sub_fake : 1212.16 ]
[  epoch 0037/0040] 3850/4800, lr:1.3e-05 ∣ avg_100 : 31913.704426 ∣ critic_nllloss : 25649.807617 ∣ critic_ganloss : -153.869923 ∣ generator_nllloss : 5182.415234 ∣ generator_ganloss : 1161.706641 ∣     [  std_z : 0.99  real_sub_fake : 1096.67 ]
[  epoch 0037/0040] 3860/4800, lr:1.3e-05 ∣ avg_100 : 31913.892325 ∣ critic_nllloss : 25925.273438 ∣ critic_ganloss : -264.098433 ∣ generator_nllloss : 5181.716797 ∣ generator_ganloss : 1181.119727 ∣     [  std_z : 0.99  real_sub_fake : 1055.53 ]
[  epoch 0037/0040] 3870/4800, lr:1.3e-05 ∣ avg_100 : 31915.665875 ∣ critic_nllloss : 26059.188672 ∣ critic_ganloss : -321.245015 ∣ generator_nllloss : 5144.854492 ∣ generator_ganloss : 1196.508057 ∣     [  std_z : 0.99  real_sub_fake : 932.56 ]
[  epoch 0037/0040] 3880/4800, lr:1.3e-05 ∣ avg_100 : 31915.501255 ∣ critic_nllloss : 25994.039453 ∣ critic_ganloss : -279.878464 ∣ generator_nllloss : 5255.142773 ∣ generator_ganloss : 1191.188135 ∣     [  std_z : 0.99  real_sub_fake : 939.61 ]
[  epoch 0037/0040] 3890/4800, lr:1.3e-05 ∣ avg_100 : 31913.635529 ∣ critic_nllloss : 25964.361328 ∣ critic_ganloss : -340.119415 ∣ generator_nllloss : 5227.731055 ∣ generator_ganloss : 1198.785107 ∣     [  std_z : 0.99  real_sub_fake : 1104.09 ]
[  epoch 0037/0040] 3900/4800, lr:1.3e-05 ∣ avg_100 : 31914.001477 ∣ critic_nllloss : 25646.433008 ∣ critic_ganloss : -258.343944 ∣ generator_nllloss : 5159.789844 ∣ generator_ganloss : 1208.594141 ∣     [  std_z : 1.00  real_sub_fake : 1033.55 ]
[  epoch 0037/0040] 3910/4800, lr:1.3e-05 ∣ avg_100 : 31912.111111 ∣ critic_nllloss : 25748.260937 ∣ critic_ganloss : -369.205554 ∣ generator_nllloss : 5108.660742 ∣ generator_ganloss : 1204.050098 ∣     [  std_z : 0.99  real_sub_fake : 1137.05 ]
[  epoch 0037/0040] 3920/4800, lr:1.3e-05 ∣ avg_100 : 31909.909439 ∣ critic_nllloss : 25814.162891 ∣ critic_ganloss : -299.834598 ∣ generator_nllloss : 5161.638086 ∣ generator_ganloss : 1201.464355 ∣     [  std_z : 0.99  real_sub_fake : 1191.96 ]
[  epoch 0037/0040] 3930/4800, lr:1.3e-05 ∣ avg_100 : 31908.753613 ∣ critic_nllloss : 25847.223438 ∣ critic_ganloss : -280.304559 ∣ generator_nllloss : 5199.779883 ∣ generator_ganloss : 1207.937549 ∣     [  std_z : 0.99  real_sub_fake : 1269.69 ]
[  epoch 0037/0040] 3940/4800, lr:1.3e-05 ∣ avg_100 : 31911.316336 ∣ critic_nllloss : 25894.764844 ∣ critic_ganloss : -237.814505 ∣ generator_nllloss : 5270.770312 ∣ generator_ganloss : 1204.835303 ∣     [  std_z : 0.99  real_sub_fake : 1275.54 ]
[  epoch 0037/0040] 3950/4800, lr:1.3e-05 ∣ avg_100 : 31911.217661 ∣ critic_nllloss : 25771.742773 ∣ critic_ganloss : -292.418347 ∣ generator_nllloss : 5182.108984 ∣ generator_ganloss : 1229.840137 ∣     [  std_z : 1.00  real_sub_fake : 1095.83 ]
[  epoch 0037/0040] 3960/4800, lr:1.3e-05 ∣ avg_100 : 31910.709740 ∣ critic_nllloss : 25776.819141 ∣ critic_ganloss : -302.224811 ∣ generator_nllloss : 5160.726953 ∣ generator_ganloss : 1222.199072 ∣     [  std_z : 0.99  real_sub_fake : 1056.71 ]
[  epoch 0037/0040] 3970/4800, lr:1.3e-05 ∣ avg_100 : 31909.891088 ∣ critic_nllloss : 25925.668164 ∣ critic_ganloss : -369.407309 ∣ generator_nllloss : 5180.763672 ∣ generator_ganloss : 1206.933350 ∣     [  std_z : 1.00  real_sub_fake : 1208.71 ]
[  epoch 0037/0040] 3980/4800, lr:1.3e-05 ∣ avg_100 : 31909.821942 ∣ critic_nllloss : 25701.591992 ∣ critic_ganloss : -273.076697 ∣ generator_nllloss : 5208.044727 ∣ generator_ganloss : 1220.541895 ∣     [  std_z : 1.00  real_sub_fake : 1144.74 ]
[  epoch 0037/0040] 3990/4800, lr:1.3e-05 ∣ avg_100 : 31910.818727 ∣ critic_nllloss : 25746.224414 ∣ critic_ganloss : -274.707281 ∣ generator_nllloss : 5061.395508 ∣ generator_ganloss : 1212.015674 ∣     [  std_z : 1.00  real_sub_fake : 1252.49 ]
[  epoch 0037/0040] 4000/4800, lr:1.3e-05 ∣ avg_100 : 31909.602031 ∣ critic_nllloss : 25604.541797 ∣ critic_ganloss : -242.574886 ∣ generator_nllloss : 5021.354297 ∣ generator_ganloss : 1212.401025 ∣     [  std_z : 0.99  real_sub_fake : 1078.63 ]
[  epoch 0037/0040] 4010/4800, lr:1.3e-05 ∣ avg_100 : 31906.693351 ∣ critic_nllloss : 25709.339844 ∣ critic_ganloss : -356.366518 ∣ generator_nllloss : 5155.163281 ∣ generator_ganloss : 1224.211328 ∣     [  std_z : 0.99  real_sub_fake : 976.35 ]
[  epoch 0037/0040] 4020/4800, lr:1.3e-05 ∣ avg_100 : 31910.665263 ∣ critic_nllloss : 26027.488867 ∣ critic_ganloss : -226.597728 ∣ generator_nllloss : 5202.439062 ∣ generator_ganloss : 1197.410791 ∣     [  std_z : 0.99  real_sub_fake : 1119.03 ]
[  epoch 0037/0040] 4030/4800, lr:1.3e-05 ∣ avg_100 : 31912.571837 ∣ critic_nllloss : 25957.738477 ∣ critic_ganloss : -319.638000 ∣ generator_nllloss : 5216.720117 ∣ generator_ganloss : 1212.241748 ∣     [  std_z : 1.00  real_sub_fake : 1151.98 ]
[  epoch 0037/0040] 4040/4800, lr:1.3e-05 ∣ avg_100 : 31909.773858 ∣ critic_nllloss : 25919.222070 ∣ critic_ganloss : -380.480515 ∣ generator_nllloss : 5151.333203 ∣ generator_ganloss : 1202.549219 ∣     [  std_z : 1.00  real_sub_fake : 1138.57 ]
[  epoch 0037/0040] 4050/4800, lr:1.3e-05 ∣ avg_100 : 31913.197256 ∣ critic_nllloss : 25961.360742 ∣ critic_ganloss : -241.535748 ∣ generator_nllloss : 5235.991406 ∣ generator_ganloss : 1190.372021 ∣     [  std_z : 1.00  real_sub_fake : 1332.39 ]
[  epoch 0037/0040] 4060/4800, lr:1.3e-05 ∣ avg_100 : 31913.423347 ∣ critic_nllloss : 25752.217773 ∣ critic_ganloss : -222.182324 ∣ generator_nllloss : 5163.326758 ∣ generator_ganloss : 1231.287402 ∣     [  std_z : 0.99  real_sub_fake : 920.74 ]
[  epoch 0037/0040] 4070/4800, lr:1.3e-05 ∣ avg_100 : 31915.809323 ∣ critic_nllloss : 25815.836133 ∣ critic_ganloss : -244.158034 ∣ generator_nllloss : 5192.999609 ∣ generator_ganloss : 1218.865283 ∣     [  std_z : 0.99  real_sub_fake : 811.03 ]
[  epoch 0037/0040] 4080/4800, lr:1.3e-05 ∣ avg_100 : 31916.979560 ∣ critic_nllloss : 25870.262695 ∣ critic_ganloss : -237.099649 ∣ generator_nllloss : 5125.993555 ∣ generator_ganloss : 1180.192480 ∣     [  std_z : 0.99  real_sub_fake : 942.26 ]
[  epoch 0037/0040] 4090/4800, lr:1.3e-05 ∣ avg_100 : 31917.342574 ∣ critic_nllloss : 25841.275586 ∣ critic_ganloss : -233.754247 ∣ generator_nllloss : 5194.706250 ∣ generator_ganloss : 1185.113281 ∣     [  std_z : 1.00  real_sub_fake : 971.43 ]
[  epoch 0037/0040] 4100/4800, lr:1.3e-05 ∣ avg_100 : 31917.163993 ∣ critic_nllloss : 25783.038672 ∣ critic_ganloss : -286.639438 ∣ generator_nllloss : 5197.108008 ∣ generator_ganloss : 1187.097412 ∣     [  std_z : 1.00  real_sub_fake : 971.43 ]
[  epoch 0037/0040] 4110/4800, lr:1.3e-05 ∣ avg_100 : 31921.840899 ∣ critic_nllloss : 25937.172461 ∣ critic_ganloss : -220.879222 ∣ generator_nllloss : 5201.314258 ∣ generator_ganloss : 1184.115723 ∣     [  std_z : 1.00  real_sub_fake : 1042.88 ]
[  epoch 0037/0040] 4120/4800, lr:1.3e-05 ∣ avg_100 : 31927.365947 ∣ critic_nllloss : 25899.475977 ∣ critic_ganloss : -284.674484 ∣ generator_nllloss : 5258.254492 ∣ generator_ganloss : 1178.798584 ∣     [  std_z : 1.00  real_sub_fake : 1025.10 ]
[  epoch 0037/0040] 4130/4800, lr:1.3e-05 ∣ avg_100 : 31925.823426 ∣ critic_nllloss : 25766.877539 ∣ critic_ganloss : -309.256229 ∣ generator_nllloss : 5188.932031 ∣ generator_ganloss : 1178.851807 ∣     [  std_z : 0.99  real_sub_fake : 1034.28 ]
[  epoch 0037/0040] 4140/4800, lr:1.3e-05 ∣ avg_100 : 31922.415996 ∣ critic_nllloss : 25693.908984 ∣ critic_ganloss : -324.888608 ∣ generator_nllloss : 5208.922656 ∣ generator_ganloss : 1181.043311 ∣     [  std_z : 0.98  real_sub_fake : 1147.00 ]
[  epoch 0037/0040] 4150/4800, lr:1.3e-05 ∣ avg_100 : 31919.025689 ∣ critic_nllloss : 25828.953320 ∣ critic_ganloss : -281.660587 ∣ generator_nllloss : 5025.511523 ∣ generator_ganloss : 1183.889551 ∣     [  std_z : 0.98  real_sub_fake : 1185.63 ]
[  epoch 0037/0040] 4160/4800, lr:1.3e-05 ∣ avg_100 : 31916.768803 ∣ critic_nllloss : 25775.308594 ∣ critic_ganloss : -264.295789 ∣ generator_nllloss : 5200.433203 ∣ generator_ganloss : 1203.666064 ∣     [  std_z : 0.99  real_sub_fake : 1089.20 ]
[  epoch 0037/0040] 4170/4800, lr:1.3e-05 ∣ avg_100 : 31912.565708 ∣ critic_nllloss : 25727.728711 ∣ critic_ganloss : -352.659885 ∣ generator_nllloss : 5219.783203 ∣ generator_ganloss : 1202.012158 ∣     [  std_z : 1.00  real_sub_fake : 1088.99 ]
[  epoch 0037/0040] 4180/4800, lr:1.3e-05 ∣ avg_100 : 31915.954126 ∣ critic_nllloss : 26055.727148 ∣ critic_ganloss : -369.799356 ∣ generator_nllloss : 5245.540234 ∣ generator_ganloss : 1186.845850 ∣     [  std_z : 1.00  real_sub_fake : 1283.89 ]
[  epoch 0037/0040] 4190/4800, lr:1.3e-05 ∣ avg_100 : 31914.422205 ∣ critic_nllloss : 25850.381445 ∣ critic_ganloss : -428.056595 ∣ generator_nllloss : 5103.092188 ∣ generator_ganloss : 1190.077930 ∣     [  std_z : 0.99  real_sub_fake : 1326.77 ]
[  epoch 0037/0040] 4200/4800, lr:1.3e-05 ∣ avg_100 : 31914.679950 ∣ critic_nllloss : 25955.103516 ∣ critic_ganloss : -358.420749 ∣ generator_nllloss : 5174.505469 ∣ generator_ganloss : 1206.863086 ∣     [  std_z : 0.99  real_sub_fake : 1367.72 ]
[  epoch 0037/0040] 4210/4800, lr:1.3e-05 ∣ avg_100 : 31913.894089 ∣ critic_nllloss : 25987.419727 ∣ critic_ganloss : -353.897699 ∣ generator_nllloss : 5182.872852 ∣ generator_ganloss : 1182.352051 ∣     [  std_z : 0.99  real_sub_fake : 1444.02 ]
[  epoch 0037/0040] 4220/4800, lr:1.3e-05 ∣ avg_100 : 31914.744360 ∣ critic_nllloss : 25976.858398 ∣ critic_ganloss : -321.900607 ∣ generator_nllloss : 5168.104297 ∣ generator_ganloss : 1192.399316 ∣     [  std_z : 0.99  real_sub_fake : 1489.27 ]
[  epoch 0037/0040] 4230/4800, lr:1.3e-05 ∣ avg_100 : 31920.108005 ∣ critic_nllloss : 25877.601758 ∣ critic_ganloss : -337.932706 ∣ generator_nllloss : 5232.427930 ∣ generator_ganloss : 1213.414404 ∣     [  std_z : 1.00  real_sub_fake : 1200.01 ]
[  epoch 0037/0040] 4240/4800, lr:1.3e-05 ∣ avg_100 : 31917.214694 ∣ critic_nllloss : 25812.630859 ∣ critic_ganloss : -395.612198 ∣ generator_nllloss : 5225.853125 ∣ generator_ganloss : 1188.835400 ∣     [  std_z : 1.00  real_sub_fake : 1292.68 ]
[  epoch 0037/0040] 4250/4800, lr:1.3e-05 ∣ avg_100 : 31918.366505 ∣ critic_nllloss : 25815.688086 ∣ critic_ganloss : -309.080194 ∣ generator_nllloss : 5208.626172 ∣ generator_ganloss : 1188.472705 ∣     [  std_z : 1.00  real_sub_fake : 1329.01 ]
[  epoch 0037/0040] 4260/4800, lr:1.3e-05 ∣ avg_100 : 31915.867966 ∣ critic_nllloss : 25818.665430 ∣ critic_ganloss : -320.574542 ∣ generator_nllloss : 5163.705859 ∣ generator_ganloss : 1214.372412 ∣     [  std_z : 0.99  real_sub_fake : 1170.36 ]
[  epoch 0037/0040] 4270/4800, lr:1.3e-05 ∣ avg_100 : 31919.415558 ∣ critic_nllloss : 25982.314648 ∣ critic_ganloss : -479.565591 ∣ generator_nllloss : 5293.817773 ∣ generator_ganloss : 1199.738428 ∣     [  std_z : 0.98  real_sub_fake : 1418.31 ]
[  epoch 0037/0040] 4280/4800, lr:1.3e-05 ∣ avg_100 : 31915.408738 ∣ critic_nllloss : 25796.837500 ∣ critic_ganloss : -386.631989 ∣ generator_nllloss : 5130.536914 ∣ generator_ganloss : 1200.806494 ∣     [  std_z : 0.99  real_sub_fake : 1421.83 ]
[  epoch 0037/0040] 4290/4800, lr:1.3e-05 ∣ avg_100 : 31920.971711 ∣ critic_nllloss : 25962.985547 ∣ critic_ganloss : -292.398911 ∣ generator_nllloss : 5206.786719 ∣ generator_ganloss : 1220.090674 ∣     [  std_z : 1.00  real_sub_fake : 1255.16 ]
[  epoch 0037/0040] 4300/4800, lr:1.3e-05 ∣ avg_100 : 31919.652877 ∣ critic_nllloss : 25973.296484 ∣ critic_ganloss : -325.434412 ∣ generator_nllloss : 5156.251953 ∣ generator_ganloss : 1199.531104 ∣     [  std_z : 1.00  real_sub_fake : 1469.65 ]
[  epoch 0037/0040] 4310/4800, lr:1.3e-05 ∣ avg_100 : 31914.641493 ∣ critic_nllloss : 25731.958594 ∣ critic_ganloss : -493.910699 ∣ generator_nllloss : 5143.402344 ∣ generator_ganloss : 1206.280078 ∣     [  std_z : 1.00  real_sub_fake : 1380.67 ]
[  epoch 0037/0040] 4320/4800, lr:1.3e-05 ∣ avg_100 : 31911.453460 ∣ critic_nllloss : 25858.708398 ∣ critic_ganloss : -317.145053 ∣ generator_nllloss : 5141.860156 ∣ generator_ganloss : 1208.880371 ∣     [  std_z : 0.99  real_sub_fake : 1477.36 ]
[  epoch 0037/0040] 4330/4800, lr:1.3e-05 ∣ avg_100 : 31914.180934 ∣ critic_nllloss : 25967.568164 ∣ critic_ganloss : -276.899707 ∣ generator_nllloss : 5134.584375 ∣ generator_ganloss : 1226.688574 ∣     [  std_z : 0.99  real_sub_fake : 1203.64 ]
[  epoch 0037/0040] 4340/4800, lr:1.3e-05 ∣ avg_100 : 31918.313532 ∣ critic_nllloss : 26123.893945 ∣ critic_ganloss : -195.566203 ∣ generator_nllloss : 5230.314453 ∣ generator_ganloss : 1207.086719 ∣     [  std_z : 1.00  real_sub_fake : 881.59 ]
[  epoch 0037/0040] 4350/4800, lr:1.3e-05 ∣ avg_100 : 31917.850226 ∣ critic_nllloss : 25796.603125 ∣ critic_ganloss : -233.252426 ∣ generator_nllloss : 5206.641211 ∣ generator_ganloss : 1163.892676 ∣     [  std_z : 0.99  real_sub_fake : 833.60 ]
[  epoch 0037/0040] 4360/4800, lr:1.3e-05 ∣ avg_100 : 31914.789890 ∣ critic_nllloss : 25868.552148 ∣ critic_ganloss : -220.908362 ∣ generator_nllloss : 5227.734375 ∣ generator_ganloss : 1145.854443 ∣     [  std_z : 0.99  real_sub_fake : 892.79 ]
[  epoch 0037/0040] 4370/4800, lr:1.3e-05 ∣ avg_100 : 31915.216688 ∣ critic_nllloss : 25885.400781 ∣ critic_ganloss : -285.049515 ∣ generator_nllloss : 5103.900000 ∣ generator_ganloss : 1151.044434 ∣     [  std_z : 1.00  real_sub_fake : 985.52 ]
[  epoch 0037/0040] 4380/4800, lr:1.3e-05 ∣ avg_100 : 31915.702963 ∣ critic_nllloss : 25985.814063 ∣ critic_ganloss : -281.767894 ∣ generator_nllloss : 5219.944336 ∣ generator_ganloss : 1125.344141 ∣     [  std_z : 0.99  real_sub_fake : 1072.14 ]
[  epoch 0037/0040] 4390/4800, lr:1.3e-05 ∣ avg_100 : 31914.041850 ∣ critic_nllloss : 25714.252539 ∣ critic_ganloss : -127.230435 ∣ generator_nllloss : 5154.045313 ∣ generator_ganloss : 1143.611914 ∣     [  std_z : 0.99  real_sub_fake : 1056.22 ]
[  epoch 0037/0040] 4400/4800, lr:1.3e-05 ∣ avg_100 : 31913.774443 ∣ critic_nllloss : 25875.117969 ∣ critic_ganloss : -273.993231 ∣ generator_nllloss : 5223.448438 ∣ generator_ganloss : 1190.649854 ∣     [  std_z : 1.00  real_sub_fake : 827.74 ]
[  epoch 0037/0040] 4410/4800, lr:1.3e-05 ∣ avg_100 : 31913.950838 ∣ critic_nllloss : 25860.929883 ∣ critic_ganloss : -311.752321 ∣ generator_nllloss : 5191.379687 ∣ generator_ganloss : 1179.559180 ∣     [  std_z : 1.00  real_sub_fake : 857.86 ]
[  epoch 0037/0040] 4420/4800, lr:1.3e-05 ∣ avg_100 : 31914.833493 ∣ critic_nllloss : 25846.797461 ∣ critic_ganloss : -215.230566 ∣ generator_nllloss : 5152.778320 ∣ generator_ganloss : 1171.448291 ∣     [  std_z : 0.99  real_sub_fake : 1037.26 ]
[  epoch 0037/0040] 4430/4800, lr:1.3e-05 ∣ avg_100 : 31911.944384 ∣ critic_nllloss : 25789.959180 ∣ critic_ganloss : -280.081982 ∣ generator_nllloss : 5105.353125 ∣ generator_ganloss : 1179.957568 ∣     [  std_z : 0.99  real_sub_fake : 1038.15 ]
[  epoch 0037/0040] 4440/4800, lr:1.3e-05 ∣ avg_100 : 31910.402451 ∣ critic_nllloss : 25790.959961 ∣ critic_ganloss : -347.447026 ∣ generator_nllloss : 5202.858984 ∣ generator_ganloss : 1190.091797 ∣     [  std_z : 0.99  real_sub_fake : 1132.04 ]
[  epoch 0037/0040] 4450/4800, lr:1.3e-05 ∣ avg_100 : 31911.251845 ∣ critic_nllloss : 25894.162695 ∣ critic_ganloss : -337.043939 ∣ generator_nllloss : 5125.394336 ∣ generator_ganloss : 1192.105566 ∣     [  std_z : 0.99  real_sub_fake : 1171.83 ]
[  epoch 0037/0040] 4460/4800, lr:1.3e-05 ∣ avg_100 : 31909.085108 ∣ critic_nllloss : 25731.595117 ∣ critic_ganloss : -289.948346 ∣ generator_nllloss : 5201.418164 ∣ generator_ganloss : 1186.374854 ∣     [  std_z : 1.00  real_sub_fake : 1265.91 ]
[  epoch 0037/0040] 4470/4800, lr:1.3e-05 ∣ avg_100 : 31912.573787 ∣ critic_nllloss : 25913.052930 ∣ critic_ganloss : -85.850046 ∣ generator_nllloss : 5249.450391 ∣ generator_ganloss : 1236.852734 ∣  [  std_z : 1.00  real_sub_fake : 1021.02 ]
[  epoch 0037/0040] 4480/4800, lr:1.3e-05 ∣ avg_100 : 31913.260369 ∣ critic_nllloss : 25855.538281 ∣ critic_ganloss : -254.283766 ∣ generator_nllloss : 5202.253125 ∣ generator_ganloss : 1225.448389 ∣     [  std_z : 1.00  real_sub_fake : 769.22 ]
[  epoch 0037/0040] 4490/4800, lr:1.3e-05 ∣ avg_100 : 31918.897664 ∣ critic_nllloss : 26108.045703 ∣ critic_ganloss : -217.811659 ∣ generator_nllloss : 5298.616797 ∣ generator_ganloss : 1194.141016 ∣     [  std_z : 0.99  real_sub_fake : 886.95 ]
[  epoch 0037/0040] 4500/4800, lr:1.3e-05 ∣ avg_100 : 31923.330610 ∣ critic_nllloss : 26066.944922 ∣ critic_ganloss : -213.846719 ∣ generator_nllloss : 5303.273438 ∣ generator_ganloss : 1195.974512 ∣     [  std_z : 0.99  real_sub_fake : 860.54 ]
[  epoch 0037/0040] 4510/4800, lr:1.3e-05 ∣ avg_100 : 31924.508982 ∣ critic_nllloss : 25931.771875 ∣ critic_ganloss : -299.040189 ∣ generator_nllloss : 5178.032227 ∣ generator_ganloss : 1182.799121 ∣     [  std_z : 0.99  real_sub_fake : 916.87 ]
[  epoch 0037/0040] 4520/4800, lr:1.3e-05 ∣ avg_100 : 31926.813070 ∣ critic_nllloss : 25778.362500 ∣ critic_ganloss : -355.509277 ∣ generator_nllloss : 5121.443164 ∣ generator_ganloss : 1182.454541 ∣     [  std_z : 0.99  real_sub_fake : 1098.62 ]
[  epoch 0037/0040] 4530/4800, lr:1.3e-05 ∣ avg_100 : 31928.842312 ∣ critic_nllloss : 25750.141797 ∣ critic_ganloss : -321.707294 ∣ generator_nllloss : 5203.017578 ∣ generator_ganloss : 1196.439063 ∣     [  std_z : 0.99  real_sub_fake : 1099.87 ]
[  epoch 0037/0040] 4540/4800, lr:1.3e-05 ∣ avg_100 : 31929.403138 ∣ critic_nllloss : 25866.504883 ∣ critic_ganloss : -184.747333 ∣ generator_nllloss : 5176.061328 ∣ generator_ganloss : 1191.866113 ∣     [  std_z : 0.99  real_sub_fake : 1172.14 ]
[  epoch 0037/0040] 4550/4800, lr:1.3e-05 ∣ avg_100 : 31931.099810 ∣ critic_nllloss : 25995.435547 ∣ critic_ganloss : -295.522369 ∣ generator_nllloss : 5160.048047 ∣ generator_ganloss : 1191.024707 ∣     [  std_z : 1.00  real_sub_fake : 1104.83 ]
[  epoch 0037/0040] 4560/4800, lr:1.3e-05 ∣ avg_100 : 31929.166677 ∣ critic_nllloss : 25777.912500 ∣ critic_ganloss : -284.615750 ∣ generator_nllloss : 5166.226953 ∣ generator_ganloss : 1172.153223 ∣     [  std_z : 1.00  real_sub_fake : 1100.23 ]
[  epoch 0037/0040] 4570/4800, lr:1.3e-05 ∣ avg_100 : 31928.306850 ∣ critic_nllloss : 25858.273242 ∣ critic_ganloss : -346.324609 ∣ generator_nllloss : 5218.235156 ∣ generator_ganloss : 1186.295801 ∣     [  std_z : 1.00  real_sub_fake : 1095.35 ]
[  epoch 0037/0040] 4580/4800, lr:1.3e-05 ∣ avg_100 : 31930.425654 ∣ critic_nllloss : 25949.857031 ∣ critic_ganloss : -317.280563 ∣ generator_nllloss : 5178.816016 ∣ generator_ganloss : 1193.575830 ∣     [  std_z : 0.99  real_sub_fake : 1183.86 ]
[  epoch 0037/0040] 4590/4800, lr:1.3e-05 ∣ avg_100 : 31930.356515 ∣ critic_nllloss : 25981.834961 ∣ critic_ganloss : -359.806628 ∣ generator_nllloss : 5114.650781 ∣ generator_ganloss : 1189.270215 ∣     [  std_z : 0.99  real_sub_fake : 1239.51 ]
[  epoch 0037/0040] 4600/4800, lr:1.3e-05 ∣ avg_100 : 31931.629091 ∣ critic_nllloss : 25862.676563 ∣ critic_ganloss : -272.726367 ∣ generator_nllloss : 5211.731055 ∣ generator_ganloss : 1209.583740 ∣     [  std_z : 1.00  real_sub_fake : 1100.79 ]
[  epoch 0037/0040] 4610/4800, lr:1.3e-05 ∣ avg_100 : 31929.503302 ∣ critic_nllloss : 25795.187695 ∣ critic_ganloss : -332.590906 ∣ generator_nllloss : 5133.364844 ∣ generator_ganloss : 1190.960596 ∣     [  std_z : 1.00  real_sub_fake : 1152.37 ]
[  epoch 0037/0040] 4620/4800, lr:1.3e-05 ∣ avg_100 : 31927.615168 ∣ critic_nllloss : 25668.618164 ∣ critic_ganloss : -350.943027 ∣ generator_nllloss : 5055.634180 ∣ generator_ganloss : 1183.869336 ∣     [  std_z : 0.99  real_sub_fake : 1179.81 ]
[  epoch 0037/0040] 4630/4800, lr:1.3e-05 ∣ avg_100 : 31928.448353 ∣ critic_nllloss : 25889.249805 ∣ critic_ganloss : -349.436093 ∣ generator_nllloss : 5253.850586 ∣ generator_ganloss : 1191.952344 ∣     [  std_z : 0.99  real_sub_fake : 1339.56 ]
[  epoch 0037/0040] 4640/4800, lr:1.3e-05 ∣ avg_100 : 31925.722984 ∣ critic_nllloss : 25685.529492 ∣ critic_ganloss : -326.791272 ∣ generator_nllloss : 5130.515820 ∣ generator_ganloss : 1186.937451 ∣     [  std_z : 0.99  real_sub_fake : 1194.00 ]
[  epoch 0037/0040] 4650/4800, lr:1.3e-05 ∣ avg_100 : 31929.443660 ∣ critic_nllloss : 25944.353125 ∣ critic_ganloss : -215.209875 ∣ generator_nllloss : 5152.353711 ∣ generator_ganloss : 1172.896387 ∣     [  std_z : 0.99  real_sub_fake : 1395.71 ]
[  epoch 0037/0040] 4660/4800, lr:1.3e-05 ∣ avg_100 : 31928.963205 ∣ critic_nllloss : 25760.678320 ∣ critic_ganloss : -257.613635 ∣ generator_nllloss : 5215.653516 ∣ generator_ganloss : 1195.775879 ∣     [  std_z : 0.99  real_sub_fake : 1200.83 ]
[  epoch 0037/0040] 4670/4800, lr:1.3e-05 ∣ avg_100 : 31927.613123 ∣ critic_nllloss : 25817.133203 ∣ critic_ganloss : -382.371033 ∣ generator_nllloss : 5181.116992 ∣ generator_ganloss : 1180.830811 ∣     [  std_z : 0.99  real_sub_fake : 1209.53 ]
[  epoch 0037/0040] 4680/4800, lr:1.3e-05 ∣ avg_100 : 31928.139502 ∣ critic_nllloss : 25933.235938 ∣ critic_ganloss : -346.371848 ∣ generator_nllloss : 5171.530078 ∣ generator_ganloss : 1189.925684 ∣     [  std_z : 0.99  real_sub_fake : 1221.95 ]
[  epoch 0037/0040] 4690/4800, lr:1.3e-05 ∣ avg_100 : 31930.377695 ∣ critic_nllloss : 25963.041797 ∣ critic_ganloss : -279.253763 ∣ generator_nllloss : 5273.924805 ∣ generator_ganloss : 1210.436133 ∣     [  std_z : 0.99  real_sub_fake : 1223.08 ]
[  epoch 0037/0040] 4700/4800, lr:1.3e-05 ∣ avg_100 : 31935.313714 ∣ critic_nllloss : 25873.098242 ∣ critic_ganloss : -251.419550 ∣ generator_nllloss : 5146.226953 ∣ generator_ganloss : 1205.135547 ∣     [  std_z : 1.00  real_sub_fake : 1136.11 ]
[  epoch 0037/0040] 4710/4800, lr:1.3e-05 ∣ avg_100 : 31936.561087 ∣ critic_nllloss : 25866.322852 ∣ critic_ganloss : -326.721405 ∣ generator_nllloss : 5208.387891 ∣ generator_ganloss : 1204.450635 ∣     [  std_z : 0.99  real_sub_fake : 1100.67 ]
[  epoch 0037/0040] 4720/4800, lr:1.3e-05 ∣ avg_100 : 31940.637427 ∣ critic_nllloss : 25915.037500 ∣ critic_ganloss : -189.289499 ∣ generator_nllloss : 5150.002148 ∣ generator_ganloss : 1212.070654 ∣     [  std_z : 0.99  real_sub_fake : 1070.29 ]
[  epoch 0037/0040] 4730/4800, lr:1.3e-05 ∣ avg_100 : 31942.969702 ∣ critic_nllloss : 26058.426953 ∣ critic_ganloss : -385.967966 ∣ generator_nllloss : 5282.975000 ∣ generator_ganloss : 1199.630957 ∣     [  std_z : 0.99  real_sub_fake : 1106.16 ]
[  epoch 0037/0040] 4740/4800, lr:1.3e-05 ∣ avg_100 : 31945.202973 ∣ critic_nllloss : 25900.077148 ∣ critic_ganloss : -275.877875 ∣ generator_nllloss : 5337.044727 ∣ generator_ganloss : 1206.803320 ∣     [  std_z : 0.99  real_sub_fake : 1105.73 ]
[  epoch 0037/0040] 4750/4800, lr:1.3e-05 ∣ avg_100 : 31945.001644 ∣ critic_nllloss : 25927.521875 ∣ critic_ganloss : -288.533139 ∣ generator_nllloss : 5134.295898 ∣ generator_ganloss : 1198.786523 ∣     [  std_z : 1.00  real_sub_fake : 1050.13 ]
[  epoch 0037/0040] 4760/4800, lr:1.3e-05 ∣ avg_100 : 31945.284865 ∣ critic_nllloss : 25915.274609 ∣ critic_ganloss : -304.962149 ∣ generator_nllloss : 5261.945312 ∣ generator_ganloss : 1193.034961 ∣     [  std_z : 1.00  real_sub_fake : 1178.70 ]
[  epoch 0037/0040] 4770/4800, lr:1.3e-05 ∣ avg_100 : 31946.083843 ∣ critic_nllloss : 25855.097852 ∣ critic_ganloss : -424.140854 ∣ generator_nllloss : 5281.673437 ∣ generator_ganloss : 1201.817969 ∣     [  std_z : 0.99  real_sub_fake : 1263.90 ]
[  epoch 0037/0040] 4780/4800, lr:1.3e-05 ∣ avg_100 : 31948.150172 ∣ critic_nllloss : 25972.860938 ∣ critic_ganloss : -435.343167 ∣ generator_nllloss : 5226.639258 ∣ generator_ganloss : 1196.345117 ∣     [  std_z : 0.99  real_sub_fake : 1336.51 ]
[  epoch 0037/0040] 4790/4800, lr:1.3e-05 ∣ avg_100 : 31949.503438 ∣ critic_nllloss : 26082.001953 ∣ critic_ganloss : -394.415335 ∣ generator_nllloss : 5296.524805 ∣ generator_ganloss : 1204.321240 ∣     [  std_z : 0.99  real_sub_fake : 1490.51 ]
[  epoch 0037/0040] 4800/4800, lr:1.3e-05 ∣ avg_100 : 31948.499911 ∣ critic_nllloss : 25772.286719 ∣ critic_ganloss : -306.818588 ∣ generator_nllloss : 5094.375195 ∣ generator_ganloss : 1202.204297 ∣     [  std_z : 0.99  real_sub_fake : 1435.34 ]
[    val 037    ] Done! KLD: 0.026883: 0.011212g: 2:03:55, total: 1 day, 3:32:19                    
[  epoch 0038/0040] 0010/4800, lr:1.3e-05 ∣ avg_100 : 31946.402638 ∣ critic_nllloss : 25703.172070 ∣ critic_ganloss : -354.234225 ∣ generator_nllloss : 5239.656641 ∣ generator_ganloss : 1222.102930 ∣     [  std_z : 1.00  real_sub_fake : 1179.48 ]
[  epoch 0038/0040] 0020/4800, lr:1.3e-05 ∣ avg_100 : 31950.968064 ∣ critic_nllloss : 26137.158203 ∣ critic_ganloss : -327.973721 ∣ generator_nllloss : 5228.028516 ∣ generator_ganloss : 1180.269043 ∣     [  std_z : 1.00  real_sub_fake : 1494.03 ]
[  epoch 0038/0040] 0030/4800, lr:1.3e-05 ∣ avg_100 : 31949.464674 ∣ critic_nllloss : 25877.578320 ∣ critic_ganloss : -332.156641 ∣ generator_nllloss : 5178.995313 ∣ generator_ganloss : 1169.142871 ∣     [  std_z : 0.99  real_sub_fake : 1374.37 ]
[  epoch 0038/0040] 0040/4800, lr:1.3e-05 ∣ avg_100 : 31950.237139 ∣ critic_nllloss : 25922.996680 ∣ critic_ganloss : -332.838681 ∣ generator_nllloss : 5227.354102 ∣ generator_ganloss : 1210.078271 ∣     [  std_z : 0.99  real_sub_fake : 1135.77 ]
[  epoch 0038/0040] 0050/4800, lr:1.3e-05 ∣ avg_100 : 31947.908004 ∣ critic_nllloss : 25629.565039 ∣ critic_ganloss : -309.842798 ∣ generator_nllloss : 5083.095117 ∣ generator_ganloss : 1204.328711 ∣     [  std_z : 0.99  real_sub_fake : 1170.27 ]
[  epoch 0038/0040] 0060/4800, lr:1.3e-05 ∣ avg_100 : 31948.580713 ∣ critic_nllloss : 25760.314844 ∣ critic_ganloss : -113.245789 ∣ generator_nllloss : 5255.684180 ∣ generator_ganloss : 1188.529199 ∣     [  std_z : 1.00  real_sub_fake : 1113.86 ]
[  epoch 0038/0040] 0070/4800, lr:1.3e-05 ∣ avg_100 : 31948.067526 ∣ critic_nllloss : 25899.883203 ∣ critic_ganloss : -254.358502 ∣ generator_nllloss : 5179.210352 ∣ generator_ganloss : 1203.252539 ∣     [  std_z : 1.00  real_sub_fake : 917.74 ]
[  epoch 0038/0040] 0080/4800, lr:1.3e-05 ∣ avg_100 : 31945.557474 ∣ critic_nllloss : 25868.063281 ∣ critic_ganloss : -309.344769 ∣ generator_nllloss : 5161.584766 ∣ generator_ganloss : 1189.183398 ∣     [  std_z : 0.99  real_sub_fake : 962.61 ]
[  epoch 0038/0040] 0090/4800, lr:1.3e-05 ∣ avg_100 : 31941.860713 ∣ critic_nllloss : 25565.726562 ∣ critic_ganloss : -220.268596 ∣ generator_nllloss : 5150.583594 ∣ generator_ganloss : 1185.040381 ∣     [  std_z : 0.99  real_sub_fake : 898.46 ]
[  epoch 0038/0040] 0100/4800, lr:1.3e-05 ∣ avg_100 : 31944.752970 ∣ critic_nllloss : 25937.483594 ∣ critic_ganloss : -250.456750 ∣ generator_nllloss : 5166.842969 ∣ generator_ganloss : 1191.828955 ∣     [  std_z : 0.99  real_sub_fake : 947.56 ]
[  epoch 0038/0040] 0110/4800, lr:1.3e-05 ∣ avg_100 : 31946.624893 ∣ critic_nllloss : 25859.915234 ∣ critic_ganloss : -299.229041 ∣ generator_nllloss : 5125.780859 ∣ generator_ganloss : 1192.491504 ∣     [  std_z : 0.99  real_sub_fake : 942.02 ]
[  epoch 0038/0040] 0120/4800, lr:1.3e-05 ∣ avg_100 : 31946.514833 ∣ critic_nllloss : 25827.603711 ∣ critic_ganloss : -297.254068 ∣ generator_nllloss : 5133.595117 ∣ generator_ganloss : 1202.479883 ∣     [  std_z : 1.00  real_sub_fake : 1035.42 ]
[  epoch 0038/0040] 0130/4800, lr:1.3e-05 ∣ avg_100 : 31946.304699 ∣ critic_nllloss : 25855.652734 ∣ critic_ganloss : -242.138873 ∣ generator_nllloss : 5149.792578 ∣ generator_ganloss : 1190.316553 ∣     [  std_z : 1.00  real_sub_fake : 992.97 ]
[  epoch 0038/0040] 0140/4800, lr:1.3e-05 ∣ avg_100 : 31947.667820 ∣ critic_nllloss : 26086.986328 ∣ critic_ganloss : -243.837311 ∣ generator_nllloss : 5241.955469 ∣ generator_ganloss : 1183.763574 ∣     [  std_z : 1.00  real_sub_fake : 1092.09 ]
[  epoch 0038/0040] 0150/4800, lr:1.3e-05 ∣ avg_100 : 31951.618667 ∣ critic_nllloss : 26184.543164 ∣ critic_ganloss : -311.561731 ∣ generator_nllloss : 5210.047656 ∣ generator_ganloss : 1203.329150 ∣     [  std_z : 1.00  real_sub_fake : 1025.79 ]
[  epoch 0038/0040] 0160/4800, lr:1.3e-05 ∣ avg_100 : 31956.252403 ∣ critic_nllloss : 26104.401953 ∣ critic_ganloss : -225.943341 ∣ generator_nllloss : 5250.241406 ∣ generator_ganloss : 1192.193945 ∣     [  std_z : 0.99  real_sub_fake : 1108.13 ]
[  epoch 0038/0040] 0170/4800, lr:1.3e-05 ∣ avg_100 : 31956.471226 ∣ critic_nllloss : 25894.497266 ∣ critic_ganloss : -296.104507 ∣ generator_nllloss : 5174.901953 ∣ generator_ganloss : 1192.545459 ∣     [  std_z : 0.99  real_sub_fake : 991.32 ]
[  epoch 0038/0040] 0180/4800, lr:1.3e-05 ∣ avg_100 : 31957.634286 ∣ critic_nllloss : 25829.249023 ∣ critic_ganloss : -314.033875 ∣ generator_nllloss : 5268.948633 ∣ generator_ganloss : 1189.244141 ∣     [  std_z : 0.99  real_sub_fake : 1063.58 ]
[  epoch 0038/0040] 0190/4800, lr:1.3e-05 ∣ avg_100 : 31959.774364 ∣ critic_nllloss : 25910.708984 ∣ critic_ganloss : -257.300548 ∣ generator_nllloss : 5132.030078 ∣ generator_ganloss : 1173.497559 ∣     [  std_z : 0.99  real_sub_fake : 1218.20 ]
[  epoch 0038/0040] 0200/4800, lr:1.3e-05 ∣ avg_100 : 31961.887559 ∣ critic_nllloss : 25721.433398 ∣ critic_ganloss : -348.259845 ∣ generator_nllloss : 5246.428320 ∣ generator_ganloss : 1187.439844 ∣     [  std_z : 1.00  real_sub_fake : 1235.97 ]
[  epoch 0038/0040] 0210/4800, lr:1.3e-05 ∣ avg_100 : 31963.245957 ∣ critic_nllloss : 25773.059766 ∣ critic_ganloss : -324.594962 ∣ generator_nllloss : 5222.404297 ∣ generator_ganloss : 1197.318652 ∣     [  std_z : 0.99  real_sub_fake : 1208.75 ]
[  epoch 0038/0040] 0220/4800, lr:1.3e-05 ∣ avg_100 : 31960.983270 ∣ critic_nllloss : 25928.969141 ∣ critic_ganloss : -349.356384 ∣ generator_nllloss : 5185.822461 ∣ generator_ganloss : 1209.037061 ∣     [  std_z : 0.99  real_sub_fake : 1166.70 ]
[  epoch 0038/0040] 0230/4800, lr:1.3e-05 ∣ avg_100 : 31956.768441 ∣ critic_nllloss : 25639.896680 ∣ critic_ganloss : -302.660849 ∣ generator_nllloss : 5106.244141 ∣ generator_ganloss : 1202.099463 ∣     [  std_z : 0.99  real_sub_fake : 1153.95 ]
[  epoch 0038/0040] 0240/4800, lr:1.3e-05 ∣ avg_100 : 31956.308903 ∣ critic_nllloss : 25835.730078 ∣ critic_ganloss : -268.805801 ∣ generator_nllloss : 5077.057813 ∣ generator_ganloss : 1202.688135 ∣     [  std_z : 0.99  real_sub_fake : 1283.86 ]
[  epoch 0038/0040] 0250/4800, lr:1.3e-05 ∣ avg_100 : 31953.835755 ∣ critic_nllloss : 25808.584180 ∣ critic_ganloss : -313.622752 ∣ generator_nllloss : 5186.762891 ∣ generator_ganloss : 1217.149316 ∣     [  std_z : 1.00  real_sub_fake : 1093.80 ]
[  epoch 0038/0040] 0260/4800, lr:1.3e-05 ∣ avg_100 : 31953.392166 ∣ critic_nllloss : 25817.337695 ∣ critic_ganloss : -298.486041 ∣ generator_nllloss : 5178.217578 ∣ generator_ganloss : 1183.221484 ∣     [  std_z : 1.00  real_sub_fake : 1277.50 ]
[  epoch 0038/0040] 0270/4800, lr:1.3e-05 ∣ avg_100 : 31951.748373 ∣ critic_nllloss : 25831.184180 ∣ critic_ganloss : -337.476825 ∣ generator_nllloss : 5152.597266 ∣ generator_ganloss : 1172.859033 ∣     [  std_z : 1.00  real_sub_fake : 1297.64 ]
[  epoch 0038/0040] 0280/4800, lr:1.3e-05 ∣ avg_100 : 31950.642332 ∣ critic_nllloss : 25804.637500 ∣ critic_ganloss : -345.274826 ∣ generator_nllloss : 5168.059180 ∣ generator_ganloss : 1201.323145 ∣     [  std_z : 1.00  real_sub_fake : 1143.12 ]
[  epoch 0038/0040] 0290/4800, lr:1.3e-05 ∣ avg_100 : 31951.148289 ∣ critic_nllloss : 25948.410352 ∣ critic_ganloss : -290.532477 ∣ generator_nllloss : 5204.811719 ∣ generator_ganloss : 1175.246924 ∣     [  std_z : 0.99  real_sub_fake : 1170.60 ]
[  epoch 0038/0040] 0300/4800, lr:1.3e-05 ∣ avg_100 : 31950.206609 ∣ critic_nllloss : 25793.492188 ∣ critic_ganloss : -372.318674 ∣ generator_nllloss : 5179.723828 ∣ generator_ganloss : 1185.539307 ∣     [  std_z : 0.99  real_sub_fake : 1188.23 ]
[  epoch 0038/0040] 0310/4800, lr:1.3e-05 ∣ avg_100 : 31948.572546 ∣ critic_nllloss : 25818.199414 ∣ critic_ganloss : -279.321320 ∣ generator_nllloss : 5206.009375 ∣ generator_ganloss : 1193.429443 ∣     [  std_z : 0.99  real_sub_fake : 1211.92 ]
[  epoch 0038/0040] 0320/4800, lr:1.3e-05 ∣ avg_100 : 31947.809189 ∣ critic_nllloss : 25884.090625 ∣ critic_ganloss : -260.546524 ∣ generator_nllloss : 5184.911328 ∣ generator_ganloss : 1167.063525 ∣     [  std_z : 0.99  real_sub_fake : 1369.13 ]
[  epoch 0038/0040] 0330/4800, lr:1.3e-05 ∣ avg_100 : 31948.763772 ∣ critic_nllloss : 25685.034180 ∣ critic_ganloss : -167.052359 ∣ generator_nllloss : 5165.116406 ∣ generator_ganloss : 1237.765137 ∣     [  std_z : 1.00  real_sub_fake : 797.00 ]
[  epoch 0038/0040] 0340/4800, lr:1.3e-05 ∣ avg_100 : 31952.306430 ∣ critic_nllloss : 25778.646094 ∣ critic_ganloss : -3.842039 ∣ generator_nllloss : 5122.479688 ∣ generator_ganloss : 1215.968408 ∣   [  std_z : 1.00  real_sub_fake : 522.04 ]
[  epoch 0038/0040] 0350/4800, lr:1.3e-05 ∣ avg_100 : 31955.767346 ∣ critic_nllloss : 25884.813672 ∣ critic_ganloss : -62.035448 ∣ generator_nllloss : 5104.868750 ∣ generator_ganloss : 1175.138428 ∣  [  std_z : 1.00  real_sub_fake : 511.56 ]
[  epoch 0038/0040] 0360/4800, lr:1.3e-05 ∣ avg_100 : 31959.071200 ∣ critic_nllloss : 25978.479883 ∣ critic_ganloss : -169.954532 ∣ generator_nllloss : 5298.542969 ∣ generator_ganloss : 1138.429150 ∣     [  std_z : 1.00  real_sub_fake : 568.57 ]
[  epoch 0038/0040] 0370/4800, lr:1.3e-05 ∣ avg_100 : 31958.560934 ∣ critic_nllloss : 25657.452734 ∣ critic_ganloss : -154.594740 ∣ generator_nllloss : 5109.233203 ∣ generator_ganloss : 1133.746436 ∣     [  std_z : 0.99  real_sub_fake : 552.48 ]
[  epoch 0038/0040] 0380/4800, lr:1.3e-05 ∣ avg_100 : 31957.234645 ∣ critic_nllloss : 25746.771875 ∣ critic_ganloss : -123.797313 ∣ generator_nllloss : 5249.321875 ∣ generator_ganloss : 1113.388574 ∣     [  std_z : 0.99  real_sub_fake : 626.11 ]
[  epoch 0038/0040] 0390/4800, lr:1.3e-05 ∣ avg_100 : 31961.440176 ∣ critic_nllloss : 25954.060156 ∣ critic_ganloss : -118.485529 ∣ generator_nllloss : 5164.477734 ∣ generator_ganloss : 1135.995703 ∣     [  std_z : 0.98  real_sub_fake : 573.61 ]
[  epoch 0038/0040] 0400/4800, lr:1.3e-05 ∣ avg_100 : 31962.489742 ∣ critic_nllloss : 25951.880664 ∣ critic_ganloss : -158.132368 ∣ generator_nllloss : 5139.193750 ∣ generator_ganloss : 1150.065869 ∣     [  std_z : 0.99  real_sub_fake : 562.83 ]
[  epoch 0038/0040] 0410/4800, lr:1.3e-05 ∣ avg_100 : 31966.002649 ∣ critic_nllloss : 26022.051953 ∣ critic_ganloss : -111.065753 ∣ generator_nllloss : 5276.371289 ∣ generator_ganloss : 1162.680127 ∣     [  std_z : 0.99  real_sub_fake : 504.08 ]
[  epoch 0038/0040] 0420/4800, lr:1.3e-05 ∣ avg_100 : 31964.452789 ∣ critic_nllloss : 25681.776562 ∣ critic_ganloss : -150.408769 ∣ generator_nllloss : 5161.141211 ∣ generator_ganloss : 1167.966357 ∣     [  std_z : 1.00  real_sub_fake : 490.32 ]
[  epoch 0038/0040] 0430/4800, lr:1.3e-05 ∣ avg_100 : 31966.246791 ∣ critic_nllloss : 25908.106250 ∣ critic_ganloss : -105.153494 ∣ generator_nllloss : 5195.883008 ∣ generator_ganloss : 1166.075830 ∣     [  std_z : 1.00  real_sub_fake : 517.82 ]
[  epoch 0038/0040] 0440/4800, lr:1.3e-05 ∣ avg_100 : 31967.779546 ∣ critic_nllloss : 25805.199414 ∣ critic_ganloss : -113.140089 ∣ generator_nllloss : 5142.191992 ∣ generator_ganloss : 1150.731396 ∣     [  std_z : 1.00  real_sub_fake : 518.62 ]
[  epoch 0038/0040] 0450/4800, lr:1.3e-05 ∣ avg_100 : 31969.782728 ∣ critic_nllloss : 25858.505859 ∣ critic_ganloss : -106.168312 ∣ generator_nllloss : 5200.019922 ∣ generator_ganloss : 1151.667480 ∣     [  std_z : 1.00  real_sub_fake : 528.91 ]
[  epoch 0038/0040] 0460/4800, lr:1.3e-05 ∣ avg_100 : 31972.482254 ∣ critic_nllloss : 25900.385742 ∣ critic_ganloss : -110.904601 ∣ generator_nllloss : 5198.033398 ∣ generator_ganloss : 1158.607275 ∣     [  std_z : 0.99  real_sub_fake : 500.10 ]
[  epoch 0038/0040] 0470/4800, lr:1.3e-05 ∣ avg_100 : 31972.338814 ∣ critic_nllloss : 25792.436328 ∣ critic_ganloss : -126.395849 ∣ generator_nllloss : 5141.011523 ∣ generator_ganloss : 1174.909180 ∣     [  std_z : 0.99  real_sub_fake : 534.19 ]
[  epoch 0038/0040] 0480/4800, lr:1.3e-05 ∣ avg_100 : 31978.113152 ∣ critic_nllloss : 26067.677148 ∣ critic_ganloss : -144.035571 ∣ generator_nllloss : 5212.963867 ∣ generator_ganloss : 1182.377295 ∣     [  std_z : 0.99  real_sub_fake : 517.54 ]
[  epoch 0038/0040] 0490/4800, lr:1.3e-05 ∣ avg_100 : 31978.070046 ∣ critic_nllloss : 25932.716406 ∣ critic_ganloss : -195.693312 ∣ generator_nllloss : 5174.769531 ∣ generator_ganloss : 1181.360840 ∣     [  std_z : 0.99  real_sub_fake : 599.17 ]
[  epoch 0038/0040] 0500/4800, lr:1.3e-05 ∣ avg_100 : 31979.354343 ∣ critic_nllloss : 26051.878516 ∣ critic_ganloss : -212.384814 ∣ generator_nllloss : 5117.266406 ∣ generator_ganloss : 1175.314746 ∣     [  std_z : 1.00  real_sub_fake : 669.12 ]
[  epoch 0038/0040] 0510/4800, lr:1.3e-05 ∣ avg_100 : 31981.459308 ∣ critic_nllloss : 25698.520898 ∣ critic_ganloss : -235.176454 ∣ generator_nllloss : 5157.011719 ∣ generator_ganloss : 1177.870557 ∣     [  std_z : 1.00  real_sub_fake : 765.45 ]
[  epoch 0038/0040] 0520/4800, lr:1.3e-05 ∣ avg_100 : 31981.274519 ∣ critic_nllloss : 25777.600000 ∣ critic_ganloss : -197.743549 ∣ generator_nllloss : 5104.151758 ∣ generator_ganloss : 1189.816846 ∣     [  std_z : 1.00  real_sub_fake : 786.87 ]
[  epoch 0038/0040] 0530/4800, lr:1.3e-05 ∣ avg_100 : 31979.132538 ∣ critic_nllloss : 25806.688672 ∣ critic_ganloss : -279.034210 ∣ generator_nllloss : 5110.779688 ∣ generator_ganloss : 1199.309131 ∣     [  std_z : 1.00  real_sub_fake : 868.12 ]
[  epoch 0038/0040] 0540/4800, lr:1.3e-05 ∣ avg_100 : 31973.338842 ∣ critic_nllloss : 25719.681641 ∣ critic_ganloss : -245.753224 ∣ generator_nllloss : 5115.489453 ∣ generator_ganloss : 1196.941455 ∣     [  std_z : 1.00  real_sub_fake : 899.84 ]
[  epoch 0038/0040] 0550/4800, lr:1.3e-05 ∣ avg_100 : 31973.266076 ∣ critic_nllloss : 25700.102734 ∣ critic_ganloss : -228.906857 ∣ generator_nllloss : 5250.947070 ∣ generator_ganloss : 1204.464990 ∣     [  std_z : 1.00  real_sub_fake : 866.99 ]
[  epoch 0038/0040] 0560/4800, lr:1.3e-05 ∣ avg_100 : 31973.009724 ∣ critic_nllloss : 25767.514844 ∣ critic_ganloss : -190.977936 ∣ generator_nllloss : 5203.005273 ∣ generator_ganloss : 1216.055273 ∣     [  std_z : 0.99  real_sub_fake : 914.17 ]
[  epoch 0038/0040] 0570/4800, lr:1.3e-05 ∣ avg_100 : 31972.560512 ∣ critic_nllloss : 25682.539453 ∣ critic_ganloss : -279.954694 ∣ generator_nllloss : 5191.221875 ∣ generator_ganloss : 1216.567871 ∣     [  std_z : 0.99  real_sub_fake : 779.16 ]
[  epoch 0038/0040] 0580/4800, lr:1.3e-05 ∣ avg_100 : 31973.460210 ∣ critic_nllloss : 26030.710938 ∣ critic_ganloss : -326.230563 ∣ generator_nllloss : 5243.648438 ∣ generator_ganloss : 1191.175635 ∣     [  std_z : 0.99  real_sub_fake : 1026.53 ]
[  epoch 0038/0040] 0590/4800, lr:1.3e-05 ∣ avg_100 : 31973.692634 ∣ critic_nllloss : 25828.065625 ∣ critic_ganloss : -257.118469 ∣ generator_nllloss : 5144.317969 ∣ generator_ganloss : 1192.656592 ∣     [  std_z : 0.99  real_sub_fake : 1114.63 ]
[  epoch 0038/0040] 0600/4800, lr:1.3e-05 ∣ avg_100 : 31969.103057 ∣ critic_nllloss : 25571.241797 ∣ critic_ganloss : -211.830533 ∣ generator_nllloss : 4989.141602 ∣ generator_ganloss : 1207.712500 ∣     [  std_z : 0.99  real_sub_fake : 967.12 ]
[  epoch 0038/0040] 0610/4800, lr:1.3e-05 ∣ avg_100 : 31967.025831 ∣ critic_nllloss : 25744.982227 ∣ critic_ganloss : -261.380481 ∣ generator_nllloss : 5005.285156 ∣ generator_ganloss : 1223.506885 ∣     [  std_z : 1.00  real_sub_fake : 1058.05 ]
[  epoch 0038/0040] 0620/4800, lr:1.3e-05 ∣ avg_100 : 31967.647363 ∣ critic_nllloss : 25880.570508 ∣ critic_ganloss : -259.616382 ∣ generator_nllloss : 5164.875391 ∣ generator_ganloss : 1232.117188 ∣     [  std_z : 1.00  real_sub_fake : 911.54 ]
[  epoch 0038/0040] 0630/4800, lr:1.3e-05 ∣ avg_100 : 31970.699636 ∣ critic_nllloss : 25920.186133 ∣ critic_ganloss : -216.093507 ∣ generator_nllloss : 5165.675000 ∣ generator_ganloss : 1230.647559 ∣     [  std_z : 1.00  real_sub_fake : 926.83 ]
[  epoch 0038/0040] 0640/4800, lr:1.3e-05 ∣ avg_100 : 31973.554363 ∣ critic_nllloss : 26013.019141 ∣ critic_ganloss : -284.957056 ∣ generator_nllloss : 5158.019141 ∣ generator_ganloss : 1235.855176 ∣     [  std_z : 0.99  real_sub_fake : 940.12 ]
[  epoch 0038/0040] 0650/4800, lr:1.3e-05 ∣ avg_100 : 31975.296331 ∣ critic_nllloss : 25952.635547 ∣ critic_ganloss : -301.702261 ∣ generator_nllloss : 5182.869727 ∣ generator_ganloss : 1215.012500 ∣     [  std_z : 0.99  real_sub_fake : 976.43 ]
[  epoch 0038/0040] 0660/4800, lr:1.3e-05 ∣ avg_100 : 31975.995089 ∣ critic_nllloss : 25789.876758 ∣ critic_ganloss : -208.906500 ∣ generator_nllloss : 5124.168750 ∣ generator_ganloss : 1194.176514 ∣     [  std_z : 0.99  real_sub_fake : 1018.93 ]
[  epoch 0038/0040] 0670/4800, lr:1.3e-05 ∣ avg_100 : 31974.892859 ∣ critic_nllloss : 26049.869531 ∣ critic_ganloss : -295.976059 ∣ generator_nllloss : 5247.456641 ∣ generator_ganloss : 1201.932910 ∣     [  std_z : 0.99  real_sub_fake : 1111.32 ]
[  epoch 0038/0040] 0680/4800, lr:1.3e-05 ∣ avg_100 : 31977.632903 ∣ critic_nllloss : 26112.401172 ∣ critic_ganloss : -368.410083 ∣ generator_nllloss : 5338.473828 ∣ generator_ganloss : 1220.495557 ∣     [  std_z : 0.99  real_sub_fake : 1097.43 ]
[  epoch 0038/0040] 0690/4800, lr:1.3e-05 ∣ avg_100 : 31972.692547 ∣ critic_nllloss : 25802.091992 ∣ critic_ganloss : -330.355988 ∣ generator_nllloss : 5204.214648 ∣ generator_ganloss : 1213.005615 ∣     [  std_z : 1.00  real_sub_fake : 1110.52 ]
[  epoch 0038/0040] 0700/4800, lr:1.3e-05 ∣ avg_100 : 31968.480648 ∣ critic_nllloss : 25831.500000 ∣ critic_ganloss : -318.385867 ∣ generator_nllloss : 5212.541602 ∣ generator_ganloss : 1205.500439 ∣     [  std_z : 0.99  real_sub_fake : 1217.70 ]
[  epoch 0038/0040] 0710/4800, lr:1.3e-05 ∣ avg_100 : 31965.914332 ∣ critic_nllloss : 25723.317773 ∣ critic_ganloss : -304.889346 ∣ generator_nllloss : 5108.812109 ∣ generator_ganloss : 1209.690967 ∣     [  std_z : 0.99  real_sub_fake : 1129.11 ]
[  epoch 0038/0040] 0720/4800, lr:1.3e-05 ∣ avg_100 : 31964.729573 ∣ critic_nllloss : 25686.125000 ∣ critic_ganloss : -368.376126 ∣ generator_nllloss : 5099.956250 ∣ generator_ganloss : 1190.569824 ∣     [  std_z : 1.00  real_sub_fake : 1322.46 ]
[  epoch 0038/0040] 0730/4800, lr:1.3e-05 ∣ avg_100 : 31964.741184 ∣ critic_nllloss : 25706.043945 ∣ critic_ganloss : -256.784772 ∣ generator_nllloss : 5167.579883 ∣ generator_ganloss : 1212.213232 ∣     [  std_z : 1.00  real_sub_fake : 1226.02 ]
[  epoch 0038/0040] 0740/4800, lr:1.3e-05 ∣ avg_100 : 31964.465650 ∣ critic_nllloss : 25817.716211 ∣ critic_ganloss : -197.927727 ∣ generator_nllloss : 5175.198828 ∣ generator_ganloss : 1227.144238 ∣     [  std_z : 1.00  real_sub_fake : 863.12 ]
[  epoch 0038/0040] 0750/4800, lr:1.3e-05 ∣ avg_100 : 31964.343266 ∣ critic_nllloss : 25908.972461 ∣ critic_ganloss : -276.437474 ∣ generator_nllloss : 5217.877148 ∣ generator_ganloss : 1188.335449 ∣     [  std_z : 1.00  real_sub_fake : 965.14 ]
[  epoch 0038/0040] 0760/4800, lr:1.3e-05 ∣ avg_100 : 31966.207102 ∣ critic_nllloss : 25885.969531 ∣ critic_ganloss : -268.146907 ∣ generator_nllloss : 5214.124609 ∣ generator_ganloss : 1186.113281 ∣     [  std_z : 0.99  real_sub_fake : 1131.37 ]
[  epoch 0038/0040] 0770/4800, lr:1.3e-05 ∣ avg_100 : 31968.057090 ∣ critic_nllloss : 26045.881836 ∣ critic_ganloss : -343.750568 ∣ generator_nllloss : 5214.812500 ∣ generator_ganloss : 1184.534668 ∣     [  std_z : 0.99  real_sub_fake : 1173.82 ]
[  epoch 0038/0040] 0780/4800, lr:1.3e-05 ∣ avg_100 : 31968.489439 ∣ critic_nllloss : 25910.184570 ∣ critic_ganloss : -258.487537 ∣ generator_nllloss : 5195.716797 ∣ generator_ganloss : 1200.789307 ∣     [  std_z : 0.98  real_sub_fake : 1112.62 ]
[  epoch 0038/0040] 0790/4800, lr:1.3e-05 ∣ avg_100 : 31968.915913 ∣ critic_nllloss : 25919.205469 ∣ critic_ganloss : -359.565329 ∣ generator_nllloss : 5206.830078 ∣ generator_ganloss : 1202.126563 ∣     [  std_z : 0.99  real_sub_fake : 1153.72 ]
[  epoch 0038/0040] 0800/4800, lr:1.3e-05 ∣ avg_100 : 31966.851687 ∣ critic_nllloss : 25643.048047 ∣ critic_ganloss : -233.018553 ∣ generator_nllloss : 5197.656250 ∣ generator_ganloss : 1197.156641 ∣     [  std_z : 0.99  real_sub_fake : 1154.36 ]
[  epoch 0038/0040] 0810/4800, lr:1.3e-05 ∣ avg_100 : 31965.881070 ∣ critic_nllloss : 25750.892383 ∣ critic_ganloss : -304.807907 ∣ generator_nllloss : 5050.717578 ∣ generator_ganloss : 1193.058496 ∣     [  std_z : 0.99  real_sub_fake : 1198.76 ]
[  epoch 0038/0040] 0820/4800, lr:1.3e-05 ∣ avg_100 : 31966.725127 ∣ critic_nllloss : 25677.355273 ∣ critic_ganloss : -352.355072 ∣ generator_nllloss : 5103.085938 ∣ generator_ganloss : 1213.498193 ∣     [  std_z : 1.00  real_sub_fake : 1129.26 ]
[  epoch 0038/0040] 0830/4800, lr:1.3e-05 ∣ avg_100 : 31965.546881 ∣ critic_nllloss : 25764.785742 ∣ critic_ganloss : -331.147818 ∣ generator_nllloss : 5217.043359 ∣ generator_ganloss : 1217.110693 ∣     [  std_z : 1.00  real_sub_fake : 1295.87 ]
[  epoch 0038/0040] 0840/4800, lr:1.3e-05 ∣ avg_100 : 31966.652705 ∣ critic_nllloss : 25765.604102 ∣ critic_ganloss : -363.264078 ∣ generator_nllloss : 5167.642187 ∣ generator_ganloss : 1216.791748 ∣     [  std_z : 1.00  real_sub_fake : 1199.51 ]
[  epoch 0038/0040] 0850/4800, lr:1.3e-05 ∣ avg_100 : 31965.655171 ∣ critic_nllloss : 25939.394531 ∣ critic_ganloss : -336.125150 ∣ generator_nllloss : 5143.431055 ∣ generator_ganloss : 1207.939453 ∣     [  std_z : 1.00  real_sub_fake : 1283.61 ]
[  epoch 0038/0040] 0860/4800, lr:1.3e-05 ∣ avg_100 : 31964.804803 ∣ critic_nllloss : 25830.783789 ∣ critic_ganloss : -342.008728 ∣ generator_nllloss : 5126.444141 ∣ generator_ganloss : 1214.238135 ∣     [  std_z : 0.99  real_sub_fake : 1281.03 ]
[  epoch 0038/0040] 0870/4800, lr:1.3e-05 ∣ avg_100 : 31967.436626 ∣ critic_nllloss : 25829.832617 ∣ critic_ganloss : -263.632410 ∣ generator_nllloss : 5284.155859 ∣ generator_ganloss : 1209.536182 ∣     [  std_z : 0.99  real_sub_fake : 1225.62 ]
[  epoch 0038/0040] 0880/4800, lr:1.3e-05 ∣ avg_100 : 31969.139697 ∣ critic_nllloss : 25917.990820 ∣ critic_ganloss : -296.569769 ∣ generator_nllloss : 5260.357617 ∣ generator_ganloss : 1236.848340 ∣     [  std_z : 0.99  real_sub_fake : 979.51 ]
[  epoch 0038/0040] 0890/4800, lr:1.3e-05 ∣ avg_100 : 31968.121302 ∣ critic_nllloss : 26079.722461 ∣ critic_ganloss : -343.571365 ∣ generator_nllloss : 5120.265625 ∣ generator_ganloss : 1209.892676 ∣     [  std_z : 1.00  real_sub_fake : 1129.89 ]
[  epoch 0038/0040] 0900/4800, lr:1.3e-05 ∣ avg_100 : 31966.127094 ∣ critic_nllloss : 25828.712891 ∣ critic_ganloss : -404.831665 ∣ generator_nllloss : 5134.838086 ∣ generator_ganloss : 1214.901123 ∣     [  std_z : 1.00  real_sub_fake : 1253.57 ]
[  epoch 0038/0040] 0910/4800, lr:1.3e-05 ∣ avg_100 : 31965.771059 ∣ critic_nllloss : 25800.275781 ∣ critic_ganloss : -308.179968 ∣ generator_nllloss : 5204.101172 ∣ generator_ganloss : 1220.639502 ∣     [  std_z : 0.99  real_sub_fake : 1213.71 ]
[  epoch 0038/0040] 0920/4800, lr:1.3e-05 ∣ avg_100 : 31962.696192 ∣ critic_nllloss : 25849.941211 ∣ critic_ganloss : -417.289621 ∣ generator_nllloss : 5149.418555 ∣ generator_ganloss : 1198.263916 ∣     [  std_z : 1.00  real_sub_fake : 1468.71 ]
[  epoch 0038/0040] 0930/4800, lr:1.3e-05 ∣ avg_100 : 31959.917036 ∣ critic_nllloss : 25827.766797 ∣ critic_ganloss : -295.935770 ∣ generator_nllloss : 5129.412500 ∣ generator_ganloss : 1215.905859 ∣     [  std_z : 0.99  real_sub_fake : 1428.20 ]
[  epoch 0038/0040] 0940/4800, lr:1.3e-05 ∣ avg_100 : 31957.536512 ∣ critic_nllloss : 25773.792383 ∣ critic_ganloss : -170.282954 ∣ generator_nllloss : 5114.282617 ∣ generator_ganloss : 1212.202832 ∣     [  std_z : 1.00  real_sub_fake : 980.81 ]
[  epoch 0038/0040] 0950/4800, lr:1.3e-05 ∣ avg_100 : 31959.735501 ∣ critic_nllloss : 26001.511328 ∣ critic_ganloss : -273.015694 ∣ generator_nllloss : 5271.029297 ∣ generator_ganloss : 1192.445166 ∣     [  std_z : 1.00  real_sub_fake : 894.74 ]
[  epoch 0038/0040] 0960/4800, lr:1.3e-05 ∣ avg_100 : 31956.629471 ∣ critic_nllloss : 25686.501172 ∣ critic_ganloss : -287.368848 ∣ generator_nllloss : 5172.066016 ∣ generator_ganloss : 1183.491357 ∣     [  std_z : 1.00  real_sub_fake : 952.36 ]
[  epoch 0038/0040] 0970/4800, lr:1.3e-05 ∣ avg_100 : 31955.642455 ∣ critic_nllloss : 25877.710547 ∣ critic_ganloss : -293.247142 ∣ generator_nllloss : 5055.096094 ∣ generator_ganloss : 1176.187305 ∣     [  std_z : 0.99  real_sub_fake : 998.83 ]
[  epoch 0038/0040] 0980/4800, lr:1.3e-05 ∣ avg_100 : 31953.365593 ∣ critic_nllloss : 25714.737500 ∣ critic_ganloss : -278.346637 ∣ generator_nllloss : 5141.628711 ∣ generator_ganloss : 1154.796387 ∣     [  std_z : 0.99  real_sub_fake : 1117.52 ]
[  epoch 0038/0040] 0990/4800, lr:1.3e-05 ∣ avg_100 : 31952.806520 ∣ critic_nllloss : 26050.297070 ∣ critic_ganloss : -381.709033 ∣ generator_nllloss : 5299.557031 ∣ generator_ganloss : 1164.380322 ∣     [  std_z : 0.99  real_sub_fake : 1240.85 ]
[  epoch 0038/0040] 1000/4800, lr:1.3e-05 ∣ avg_100 : 31952.413879 ∣ critic_nllloss : 25764.552539 ∣ critic_ganloss : -383.816595 ∣ generator_nllloss : 5174.898047 ∣ generator_ganloss : 1167.149512 ∣     [  std_z : 0.99  real_sub_fake : 1290.26 ]
[  epoch 0038/0040] 1010/4800, lr:1.3e-05 ∣ avg_100 : 31956.438596 ∣ critic_nllloss : 26028.688086 ∣ critic_ganloss : -269.375012 ∣ generator_nllloss : 5260.963672 ∣ generator_ganloss : 1192.892383 ∣     [  std_z : 0.99  real_sub_fake : 1329.75 ]
[  epoch 0038/0040] 1020/4800, lr:1.3e-05 ∣ avg_100 : 31952.018050 ∣ critic_nllloss : 25861.745703 ∣ critic_ganloss : -419.443381 ∣ generator_nllloss : 5135.831250 ∣ generator_ganloss : 1197.293848 ∣     [  std_z : 1.00  real_sub_fake : 1193.60 ]
[  epoch 0038/0040] 1030/4800, lr:1.3e-05 ∣ avg_100 : 31950.439001 ∣ critic_nllloss : 25830.109180 ∣ critic_ganloss : -351.254779 ∣ generator_nllloss : 5105.435547 ∣ generator_ganloss : 1151.365039 ∣     [  std_z : 1.00  real_sub_fake : 1351.43 ]
[  epoch 0038/0040] 1040/4800, lr:1.3e-05 ∣ avg_100 : 31949.190619 ∣ critic_nllloss : 25951.667578 ∣ critic_ganloss : -343.261139 ∣ generator_nllloss : 5119.154688 ∣ generator_ganloss : 1175.191016 ∣     [  std_z : 1.00  real_sub_fake : 1413.48 ]
[  epoch 0038/0040] 1050/4800, lr:1.3e-05 ∣ avg_100 : 31953.835647 ∣ critic_nllloss : 25997.985352 ∣ critic_ganloss : -298.985651 ∣ generator_nllloss : 5174.148633 ∣ generator_ganloss : 1198.500488 ∣     [  std_z : 1.00  real_sub_fake : 1048.76 ]
[  epoch 0038/0040] 1060/4800, lr:1.3e-05 ∣ avg_100 : 31950.126339 ∣ critic_nllloss : 25724.670898 ∣ critic_ganloss : -241.100058 ∣ generator_nllloss : 5067.150195 ∣ generator_ganloss : 1169.630664 ∣     [  std_z : 0.99  real_sub_fake : 1164.56 ]
[  epoch 0038/0040] 1070/4800, lr:1.3e-05 ∣ avg_100 : 31948.563184 ∣ critic_nllloss : 25766.410352 ∣ critic_ganloss : -221.257443 ∣ generator_nllloss : 5156.514258 ∣ generator_ganloss : 1170.004932 ∣     [  std_z : 0.99  real_sub_fake : 1264.72 ]
[  epoch 0038/0040] 1080/4800, lr:1.3e-05 ∣ avg_100 : 31949.430136 ∣ critic_nllloss : 25937.247852 ∣ critic_ganloss : -312.345557 ∣ generator_nllloss : 5167.715430 ∣ generator_ganloss : 1203.564111 ∣     [  std_z : 0.99  real_sub_fake : 1142.27 ]
[  epoch 0038/0040] 1090/4800, lr:1.3e-05 ∣ avg_100 : 31951.236832 ∣ critic_nllloss : 25812.514844 ∣ critic_ganloss : -345.162378 ∣ generator_nllloss : 5184.047656 ∣ generator_ganloss : 1210.351465 ∣     [  std_z : 0.99  real_sub_fake : 1071.42 ]
[  epoch 0038/0040] 1100/4800, lr:1.3e-05 ∣ avg_100 : 31949.893711 ∣ critic_nllloss : 25845.880078 ∣ critic_ganloss : -271.241391 ∣ generator_nllloss : 5156.857227 ∣ generator_ganloss : 1179.890771 ∣     [  std_z : 0.99  real_sub_fake : 1078.90 ]
[  epoch 0038/0040] 1110/4800, lr:1.3e-05 ∣ avg_100 : 31950.207554 ∣ critic_nllloss : 25809.868164 ∣ critic_ganloss : -318.444275 ∣ generator_nllloss : 5217.847656 ∣ generator_ganloss : 1201.071289 ∣     [  std_z : 1.00  real_sub_fake : 1142.92 ]
[  epoch 0038/0040] 1120/4800, lr:1.3e-05 ∣ avg_100 : 31949.665864 ∣ critic_nllloss : 25787.522070 ∣ critic_ganloss : -258.172913 ∣ generator_nllloss : 5068.551953 ∣ generator_ganloss : 1214.354492 ∣     [  std_z : 1.00  real_sub_fake : 1135.76 ]
[  epoch 0038/0040] 1130/4800, lr:1.3e-05 ∣ avg_100 : 31947.680584 ∣ critic_nllloss : 25684.277734 ∣ critic_ganloss : -279.252319 ∣ generator_nllloss : 5137.486328 ∣ generator_ganloss : 1212.583301 ∣     [  std_z : 1.00  real_sub_fake : 1118.25 ]
[  epoch 0038/0040] 1140/4800, lr:1.3e-05 ∣ avg_100 : 31943.457332 ∣ critic_nllloss : 25948.031055 ∣ critic_ganloss : -355.079892 ∣ generator_nllloss : 5039.888281 ∣ generator_ganloss : 1213.703418 ∣     [  std_z : 1.00  real_sub_fake : 1071.59 ]
[  epoch 0038/0040] 1150/4800, lr:1.3e-05 ∣ avg_100 : 31938.791496 ∣ critic_nllloss : 25787.974805 ∣ critic_ganloss : -322.253964 ∣ generator_nllloss : 5148.744531 ∣ generator_ganloss : 1205.309229 ∣     [  std_z : 0.99  real_sub_fake : 1099.69 ]
[  epoch 0038/0040] 1160/4800, lr:1.3e-05 ∣ avg_100 : 31935.781161 ∣ critic_nllloss : 25931.907617 ∣ critic_ganloss : -322.304196 ∣ generator_nllloss : 5211.485156 ∣ generator_ganloss : 1198.771875 ∣     [  std_z : 0.99  real_sub_fake : 1177.36 ]
[  epoch 0038/0040] 1170/4800, lr:1.3e-05 ∣ avg_100 : 31935.842175 ∣ critic_nllloss : 25859.623047 ∣ critic_ganloss : -295.538663 ∣ generator_nllloss : 5196.841602 ∣ generator_ganloss : 1211.015625 ∣     [  std_z : 0.99  real_sub_fake : 1182.41 ]
[  epoch 0038/0040] 1180/4800, lr:1.3e-05 ∣ avg_100 : 31933.022099 ∣ critic_nllloss : 25627.185156 ∣ critic_ganloss : -340.350073 ∣ generator_nllloss : 5208.892187 ∣ generator_ganloss : 1195.673047 ∣     [  std_z : 0.99  real_sub_fake : 1208.24 ]
[  epoch 0038/0040] 1190/4800, lr:1.3e-05 ∣ avg_100 : 31934.671688 ∣ critic_nllloss : 25957.235547 ∣ critic_ganloss : -255.587595 ∣ generator_nllloss : 5224.964453 ∣ generator_ganloss : 1197.282568 ∣     [  std_z : 0.99  real_sub_fake : 1273.48 ]
[  epoch 0038/0040] 1200/4800, lr:1.3e-05 ∣ avg_100 : 31933.399505 ∣ critic_nllloss : 25663.757031 ∣ critic_ganloss : -190.391891 ∣ generator_nllloss : 5020.351758 ∣ generator_ganloss : 1186.106543 ∣     [  std_z : 1.00  real_sub_fake : 1181.80 ]
[  epoch 0038/0040] 1210/4800, lr:1.3e-05 ∣ avg_100 : 31936.468771 ∣ critic_nllloss : 25979.993750 ∣ critic_ganloss : -242.742099 ∣ generator_nllloss : 5243.985547 ∣ generator_ganloss : 1193.877100 ∣     [  std_z : 1.00  real_sub_fake : 1085.82 ]
[  epoch 0038/0040] 1220/4800, lr:1.3e-05 ∣ avg_100 : 31934.234599 ∣ critic_nllloss : 25684.030859 ∣ critic_ganloss : -272.040955 ∣ generator_nllloss : 5139.648242 ∣ generator_ganloss : 1199.416895 ∣     [  std_z : 1.00  real_sub_fake : 953.57 ]
[  epoch 0038/0040] 1230/4800, lr:1.3e-05 ∣ avg_100 : 31936.376233 ∣ critic_nllloss : 25770.566797 ∣ critic_ganloss : -254.477713 ∣ generator_nllloss : 5148.089648 ∣ generator_ganloss : 1195.564160 ∣     [  std_z : 0.99  real_sub_fake : 1025.98 ]
[  epoch 0038/0040] 1240/4800, lr:1.3e-05 ∣ avg_100 : 31939.254716 ∣ critic_nllloss : 26048.009961 ∣ critic_ganloss : -284.801089 ∣ generator_nllloss : 5167.061914 ∣ generator_ganloss : 1204.247705 ∣     [  std_z : 0.99  real_sub_fake : 1074.63 ]
[  epoch 0038/0040] 1250/4800, lr:1.3e-05 ∣ avg_100 : 31938.464781 ∣ critic_nllloss : 25871.148242 ∣ critic_ganloss : -326.699733 ∣ generator_nllloss : 5079.864844 ∣ generator_ganloss : 1195.566797 ∣     [  std_z : 0.99  real_sub_fake : 1053.13 ]
[  epoch 0038/0040] 1260/4800, lr:1.3e-05 ∣ avg_100 : 31937.494621 ∣ critic_nllloss : 25827.098438 ∣ critic_ganloss : -325.614929 ∣ generator_nllloss : 5095.359180 ∣ generator_ganloss : 1186.432031 ∣     [  std_z : 0.99  real_sub_fake : 1212.65 ]
[  epoch 0038/0040] 1270/4800, lr:1.3e-05 ∣ avg_100 : 31940.449363 ∣ critic_nllloss : 26090.465430 ∣ critic_ganloss : -424.467548 ∣ generator_nllloss : 5249.394531 ∣ generator_ganloss : 1199.245459 ∣     [  std_z : 0.99  real_sub_fake : 1382.21 ]
[  epoch 0038/0040] 1280/4800, lr:1.3e-05 ∣ avg_100 : 31943.390082 ∣ critic_nllloss : 25890.332227 ∣ critic_ganloss : -154.566208 ∣ generator_nllloss : 5186.643750 ∣ generator_ganloss : 1200.407080 ∣     [  std_z : 0.99  real_sub_fake : 1181.00 ]
[  epoch 0038/0040] 1290/4800, lr:1.3e-05 ∣ avg_100 : 31942.516963 ∣ critic_nllloss : 25730.636719 ∣ critic_ganloss : -106.494740 ∣ generator_nllloss : 5105.381641 ∣ generator_ganloss : 1221.101074 ∣     [  std_z : 1.00  real_sub_fake : 766.73 ]
[  epoch 0038/0040] 1300/4800, lr:1.3e-05 ∣ avg_100 : 31941.958106 ∣ critic_nllloss : 25733.196289 ∣ critic_ganloss : -232.739845 ∣ generator_nllloss : 5045.338672 ∣ generator_ganloss : 1184.755762 ∣     [  std_z : 1.00  real_sub_fake : 621.53 ]
[  epoch 0038/0040] 1310/4800, lr:1.3e-05 ∣ avg_100 : 31939.808941 ∣ critic_nllloss : 25596.706836 ∣ critic_ganloss : -213.266342 ∣ generator_nllloss : 5188.998828 ∣ generator_ganloss : 1150.961133 ∣     [  std_z : 0.99  real_sub_fake : 818.05 ]
[  epoch 0038/0040] 1320/4800, lr:1.3e-05 ∣ avg_100 : 31939.898326 ∣ critic_nllloss : 25931.389258 ∣ critic_ganloss : -209.533533 ∣ generator_nllloss : 5145.569922 ∣ generator_ganloss : 1117.031836 ∣     [  std_z : 0.99  real_sub_fake : 892.79 ]
[  epoch 0038/0040] 1330/4800, lr:1.3e-05 ∣ avg_100 : 31942.328202 ∣ critic_nllloss : 25900.206445 ∣ critic_ganloss : -87.966151 ∣ generator_nllloss : 5214.242578 ∣ generator_ganloss : 1137.368018 ∣  [  std_z : 0.99  real_sub_fake : 894.27 ]
[  epoch 0038/0040] 1340/4800, lr:1.3e-05 ∣ avg_100 : 31943.047028 ∣ critic_nllloss : 26023.198047 ∣ critic_ganloss : -187.444098 ∣ generator_nllloss : 5196.506836 ∣ generator_ganloss : 1152.873975 ∣     [  std_z : 0.99  real_sub_fake : 682.95 ]
[  epoch 0038/0040] 1350/4800, lr:1.3e-05 ∣ avg_100 : 31939.309849 ∣ critic_nllloss : 25693.401367 ∣ critic_ganloss : -199.129446 ∣ generator_nllloss : 5083.048437 ∣ generator_ganloss : 1151.747119 ∣     [  std_z : 0.99  real_sub_fake : 677.12 ]
[  epoch 0038/0040] 1360/4800, lr:1.3e-05 ∣ avg_100 : 31934.717296 ∣ critic_nllloss : 25788.029883 ∣ critic_ganloss : -208.752327 ∣ generator_nllloss : 5069.981836 ∣ generator_ganloss : 1136.982861 ∣     [  std_z : 0.99  real_sub_fake : 718.45 ]
[  epoch 0038/0040] 1370/4800, lr:1.3e-05 ∣ avg_100 : 31936.113467 ∣ critic_nllloss : 25841.731250 ∣ critic_ganloss : -258.048323 ∣ generator_nllloss : 5171.135547 ∣ generator_ganloss : 1130.636182 ∣     [  std_z : 1.00  real_sub_fake : 889.05 ]
[  epoch 0038/0040] 1380/4800, lr:1.3e-05 ∣ avg_100 : 31936.348831 ∣ critic_nllloss : 25887.149414 ∣ critic_ganloss : -213.871034 ∣ generator_nllloss : 5193.553320 ∣ generator_ganloss : 1142.389795 ∣     [  std_z : 1.00  real_sub_fake : 904.02 ]
[  epoch 0038/0040] 1390/4800, lr:1.3e-05 ∣ avg_100 : 31936.305701 ∣ critic_nllloss : 25930.824219 ∣ critic_ganloss : -215.064014 ∣ generator_nllloss : 5274.307617 ∣ generator_ganloss : 1141.667187 ∣     [  std_z : 1.00  real_sub_fake : 973.31 ]
[  epoch 0038/0040] 1400/4800, lr:1.3e-05 ∣ avg_100 : 31934.171878 ∣ critic_nllloss : 25905.848438 ∣ critic_ganloss : -306.523407 ∣ generator_nllloss : 5124.705273 ∣ generator_ganloss : 1145.595361 ∣     [  std_z : 0.99  real_sub_fake : 1021.11 ]
[  epoch 0038/0040] 1410/4800, lr:1.3e-05 ∣ avg_100 : 31930.756720 ∣ critic_nllloss : 25970.501953 ∣ critic_ganloss : -316.073730 ∣ generator_nllloss : 5215.398047 ∣ generator_ganloss : 1138.695508 ∣     [  std_z : 0.99  real_sub_fake : 1065.52 ]
[  epoch 0038/0040] 1420/4800, lr:1.3e-05 ∣ avg_100 : 31934.495209 ∣ critic_nllloss : 26057.040039 ∣ critic_ganloss : -313.411827 ∣ generator_nllloss : 5338.696289 ∣ generator_ganloss : 1151.999805 ∣     [  std_z : 0.99  real_sub_fake : 1144.31 ]
[  epoch 0038/0040] 1430/4800, lr:1.3e-05 ∣ avg_100 : 31932.141593 ∣ critic_nllloss : 25909.087891 ∣ critic_ganloss : -332.650049 ∣ generator_nllloss : 5184.923437 ∣ generator_ganloss : 1168.188623 ∣     [  std_z : 0.99  real_sub_fake : 1142.03 ]
[  epoch 0038/0040] 1440/4800, lr:1.3e-05 ∣ avg_100 : 31933.604593 ∣ critic_nllloss : 26010.077539 ∣ critic_ganloss : -273.250403 ∣ generator_nllloss : 5229.775977 ∣ generator_ganloss : 1164.679688 ∣     [  std_z : 1.00  real_sub_fake : 1230.19 ]
[  epoch 0038/0040] 1450/4800, lr:1.3e-05 ∣ avg_100 : 31935.881173 ∣ critic_nllloss : 26130.208789 ∣ critic_ganloss : -295.336313 ∣ generator_nllloss : 5331.493164 ∣ generator_ganloss : 1165.317285 ∣     [  std_z : 1.00  real_sub_fake : 1238.41 ]
[  epoch 0038/0040] 1460/4800, lr:1.3e-05 ∣ avg_100 : 31933.796783 ∣ critic_nllloss : 26018.710938 ∣ critic_ganloss : -349.958826 ∣ generator_nllloss : 5100.855469 ∣ generator_ganloss : 1168.075244 ∣     [  std_z : 1.00  real_sub_fake : 1169.68 ]
[  epoch 0038/0040] 1470/4800, lr:1.3e-05 ∣ avg_100 : 31932.711383 ∣ critic_nllloss : 25897.364844 ∣ critic_ganloss : -330.704427 ∣ generator_nllloss : 5130.049023 ∣ generator_ganloss : 1176.711768 ∣     [  std_z : 0.99  real_sub_fake : 1208.60 ]
[  epoch 0038/0040] 1480/4800, lr:1.3e-05 ∣ avg_100 : 31930.355700 ∣ critic_nllloss : 25947.365625 ∣ critic_ganloss : -308.897495 ∣ generator_nllloss : 5252.061133 ∣ generator_ganloss : 1192.885107 ∣     [  std_z : 0.99  real_sub_fake : 1141.63 ]
[  epoch 0038/0040] 1490/4800, lr:1.3e-05 ∣ avg_100 : 31930.841684 ∣ critic_nllloss : 25885.333984 ∣ critic_ganloss : -166.315680 ∣ generator_nllloss : 5241.821875 ∣ generator_ganloss : 1180.911670 ∣     [  std_z : 0.99  real_sub_fake : 1084.52 ]
[  epoch 0038/0040] 1500/4800, lr:1.3e-05 ∣ avg_100 : 31929.355958 ∣ critic_nllloss : 25865.190625 ∣ critic_ganloss : -337.304184 ∣ generator_nllloss : 5301.710742 ∣ generator_ganloss : 1153.905127 ∣     [  std_z : 0.99  real_sub_fake : 1211.93 ]
[  epoch 0038/0040] 1510/4800, lr:1.3e-05 ∣ avg_100 : 31933.678996 ∣ critic_nllloss : 26009.119531 ∣ critic_ganloss : -254.499136 ∣ generator_nllloss : 5292.107031 ∣ generator_ganloss : 1183.803027 ∣     [  std_z : 0.99  real_sub_fake : 1037.40 ]
[  epoch 0038/0040] 1520/4800, lr:1.3e-05 ∣ avg_100 : 31933.553972 ∣ critic_nllloss : 25735.964648 ∣ critic_ganloss : -230.465300 ∣ generator_nllloss : 5166.367969 ∣ generator_ganloss : 1189.455420 ∣     [  std_z : 1.00  real_sub_fake : 835.97 ]
[  epoch 0038/0040] 1530/4800, lr:1.3e-05 ∣ avg_100 : 31936.824255 ∣ critic_nllloss : 26066.661523 ∣ critic_ganloss : -259.617928 ∣ generator_nllloss : 5174.354297 ∣ generator_ganloss : 1183.373633 ∣     [  std_z : 1.00  real_sub_fake : 916.60 ]
[  epoch 0038/0040] 1540/4800, lr:1.3e-05 ∣ avg_100 : 31938.582988 ∣ critic_nllloss : 25818.958398 ∣ critic_ganloss : -189.032245 ∣ generator_nllloss : 5178.504687 ∣ generator_ganloss : 1153.801758 ∣     [  std_z : 1.00  real_sub_fake : 1014.36 ]
[  epoch 0038/0040] 1550/4800, lr:1.3e-05 ∣ avg_100 : 31938.561903 ∣ critic_nllloss : 25873.400000 ∣ critic_ganloss : -289.581097 ∣ generator_nllloss : 5176.969922 ∣ generator_ganloss : 1163.710693 ∣     [  std_z : 1.00  real_sub_fake : 992.86 ]
[  epoch 0038/0040] 1560/4800, lr:1.3e-05 ∣ avg_100 : 31936.464969 ∣ critic_nllloss : 25798.450000 ∣ critic_ganloss : -255.414789 ∣ generator_nllloss : 5076.557227 ∣ generator_ganloss : 1166.311621 ∣     [  std_z : 0.99  real_sub_fake : 891.81 ]
[  epoch 0038/0040] 1570/4800, lr:1.3e-05 ∣ avg_100 : 31938.003962 ∣ critic_nllloss : 25915.794922 ∣ critic_ganloss : -267.359775 ∣ generator_nllloss : 5151.832227 ∣ generator_ganloss : 1164.006348 ∣     [  std_z : 0.99  real_sub_fake : 1012.63 ]
[  epoch 0038/0040] 1580/4800, lr:1.3e-05 ∣ avg_100 : 31935.620711 ∣ critic_nllloss : 25848.024805 ∣ critic_ganloss : -271.310696 ∣ generator_nllloss : 5165.140234 ∣ generator_ganloss : 1159.125049 ∣     [  std_z : 0.99  real_sub_fake : 1027.75 ]
[  epoch 0038/0040] 1590/4800, lr:1.3e-05 ∣ avg_100 : 31933.982529 ∣ critic_nllloss : 25666.117383 ∣ critic_ganloss : -286.424052 ∣ generator_nllloss : 5201.119531 ∣ generator_ganloss : 1163.290625 ∣     [  std_z : 1.00  real_sub_fake : 1012.64 ]
[  epoch 0038/0040] 1600/4800, lr:1.3e-05 ∣ avg_100 : 31939.683906 ∣ critic_nllloss : 26019.660547 ∣ critic_ganloss : -248.237825 ∣ generator_nllloss : 5183.479688 ∣ generator_ganloss : 1171.500684 ∣     [  std_z : 1.00  real_sub_fake : 1039.69 ]
[  epoch 0038/0040] 1610/4800, lr:1.3e-05 ∣ avg_100 : 31941.326531 ∣ critic_nllloss : 25835.523828 ∣ critic_ganloss : -320.031752 ∣ generator_nllloss : 5191.478906 ∣ generator_ganloss : 1169.685352 ∣     [  std_z : 1.00  real_sub_fake : 1045.21 ]
[  epoch 0038/0040] 1620/4800, lr:1.3e-05 ∣ avg_100 : 31938.239103 ∣ critic_nllloss : 25667.564258 ∣ critic_ganloss : -278.538403 ∣ generator_nllloss : 5152.531836 ∣ generator_ganloss : 1167.646191 ∣     [  std_z : 0.99  real_sub_fake : 1057.76 ]
[  epoch 0038/0040] 1630/4800, lr:1.3e-05 ∣ avg_100 : 31938.036041 ∣ critic_nllloss : 25944.592773 ∣ critic_ganloss : -242.306911 ∣ generator_nllloss : 5203.819727 ∣ generator_ganloss : 1174.003369 ∣     [  std_z : 0.99  real_sub_fake : 1129.28 ]
[  epoch 0038/0040] 1640/4800, lr:1.3e-05 ∣ avg_100 : 31936.476953 ∣ critic_nllloss : 25903.002734 ∣ critic_ganloss : -300.210617 ∣ generator_nllloss : 5186.401953 ∣ generator_ganloss : 1176.833496 ∣     [  std_z : 0.99  real_sub_fake : 1146.79 ]
[  epoch 0038/0040] 1650/4800, lr:1.3e-05 ∣ avg_100 : 31934.108041 ∣ critic_nllloss : 25774.309766 ∣ critic_ganloss : -335.638568 ∣ generator_nllloss : 5189.650781 ∣ generator_ganloss : 1183.602393 ∣     [  std_z : 0.99  real_sub_fake : 1101.14 ]
[  epoch 0038/0040] 1660/4800, lr:1.3e-05 ∣ avg_100 : 31936.997004 ∣ critic_nllloss : 26078.424219 ∣ critic_ganloss : -279.971074 ∣ generator_nllloss : 5206.446484 ∣ generator_ganloss : 1183.312158 ∣     [  std_z : 0.99  real_sub_fake : 1111.15 ]
[  epoch 0038/0040] 1670/4800, lr:1.3e-05 ∣ avg_100 : 31933.689714 ∣ critic_nllloss : 25731.427734 ∣ critic_ganloss : -225.458257 ∣ generator_nllloss : 5206.286523 ∣ generator_ganloss : 1160.297998 ∣     [  std_z : 0.99  real_sub_fake : 1240.77 ]
[  epoch 0038/0040] 1680/4800, lr:1.3e-05 ∣ avg_100 : 31931.011893 ∣ critic_nllloss : 25866.979492 ∣ critic_ganloss : -233.512534 ∣ generator_nllloss : 5226.605664 ∣ generator_ganloss : 1175.105762 ∣     [  std_z : 0.99  real_sub_fake : 1109.00 ]
[  epoch 0038/0040] 1690/4800, lr:1.3e-05 ∣ avg_100 : 31933.151175 ∣ critic_nllloss : 25899.429688 ∣ critic_ganloss : -126.694267 ∣ generator_nllloss : 5136.240234 ∣ generator_ganloss : 1193.908887 ∣     [  std_z : 0.99  real_sub_fake : 779.52 ]
[  epoch 0038/0040] 1700/4800, lr:1.3e-05 ∣ avg_100 : 31931.885448 ∣ critic_nllloss : 25720.168555 ∣ critic_ganloss : -209.617252 ∣ generator_nllloss : 5134.000977 ∣ generator_ganloss : 1160.031152 ∣     [  std_z : 1.00  real_sub_fake : 747.53 ]
[  epoch 0038/0040] 1710/4800, lr:1.3e-05 ∣ avg_100 : 31935.219678 ∣ critic_nllloss : 25939.690625 ∣ critic_ganloss : -253.106378 ∣ generator_nllloss : 5246.681055 ∣ generator_ganloss : 1137.089209 ∣     [  std_z : 1.00  real_sub_fake : 894.84 ]
[  epoch 0038/0040] 1720/4800, lr:1.3e-05 ∣ avg_100 : 31937.159152 ∣ critic_nllloss : 25820.673633 ∣ critic_ganloss : -282.597150 ∣ generator_nllloss : 5130.626562 ∣ generator_ganloss : 1133.519287 ∣     [  std_z : 1.00  real_sub_fake : 968.06 ]
[  epoch 0038/0040] 1730/4800, lr:1.3e-05 ∣ avg_100 : 31938.512871 ∣ critic_nllloss : 25911.642188 ∣ critic_ganloss : -299.688324 ∣ generator_nllloss : 5215.999023 ∣ generator_ganloss : 1136.471289 ∣     [  std_z : 1.00  real_sub_fake : 983.37 ]
[  epoch 0038/0040] 1740/4800, lr:1.3e-05 ∣ avg_100 : 31938.914477 ∣ critic_nllloss : 26027.947070 ∣ critic_ganloss : -345.474583 ∣ generator_nllloss : 5229.515039 ∣ generator_ganloss : 1150.304639 ∣     [  std_z : 0.99  real_sub_fake : 1055.13 ]
[  epoch 0038/0040] 1750/4800, lr:1.3e-05 ∣ avg_100 : 31937.241829 ∣ critic_nllloss : 25863.094531 ∣ critic_ganloss : -300.668277 ∣ generator_nllloss : 5148.903906 ∣ generator_ganloss : 1160.152588 ∣     [  std_z : 0.99  real_sub_fake : 1071.97 ]
[  epoch 0038/0040] 1760/4800, lr:1.3e-05 ∣ avg_100 : 31937.549758 ∣ critic_nllloss : 25948.217578 ∣ critic_ganloss : -258.944809 ∣ generator_nllloss : 5189.636719 ∣ generator_ganloss : 1169.943945 ∣     [  std_z : 0.99  real_sub_fake : 1119.13 ]
[  epoch 0038/0040] 1770/4800, lr:1.3e-05 ∣ avg_100 : 31934.932876 ∣ critic_nllloss : 25782.625000 ∣ critic_ganloss : -285.811621 ∣ generator_nllloss : 5177.652344 ∣ generator_ganloss : 1165.324561 ∣     [  std_z : 0.99  real_sub_fake : 1056.38 ]
[  epoch 0038/0040] 1780/4800, lr:1.3e-05 ∣ avg_100 : 31933.387067 ∣ critic_nllloss : 25843.345508 ∣ critic_ganloss : -305.107402 ∣ generator_nllloss : 5170.222656 ∣ generator_ganloss : 1185.161475 ∣     [  std_z : 0.99  real_sub_fake : 1089.36 ]
[  epoch 0038/0040] 1790/4800, lr:1.3e-05 ∣ avg_100 : 31932.740443 ∣ critic_nllloss : 25917.068945 ∣ critic_ganloss : -376.199951 ∣ generator_nllloss : 5186.517773 ∣ generator_ganloss : 1176.547559 ∣     [  std_z : 1.00  real_sub_fake : 1178.45 ]
[  epoch 0038/0040] 1800/4800, lr:1.3e-05 ∣ avg_100 : 31934.467824 ∣ critic_nllloss : 25852.224219 ∣ critic_ganloss : -309.093887 ∣ generator_nllloss : 5238.155859 ∣ generator_ganloss : 1196.294287 ∣     [  std_z : 1.00  real_sub_fake : 1165.57 ]
[  epoch 0038/0040] 1810/4800, lr:1.3e-05 ∣ avg_100 : 31935.951956 ∣ critic_nllloss : 25837.187891 ∣ critic_ganloss : -295.229361 ∣ generator_nllloss : 5100.448633 ∣ generator_ganloss : 1195.866650 ∣     [  std_z : 1.00  real_sub_fake : 1160.10 ]
[  epoch 0038/0040] 1820/4800, lr:1.3e-05 ∣ avg_100 : 31938.140311 ∣ critic_nllloss : 25889.885547 ∣ critic_ganloss : -373.166739 ∣ generator_nllloss : 5144.342969 ∣ generator_ganloss : 1199.358008 ∣     [  std_z : 1.00  real_sub_fake : 1184.23 ]
[  epoch 0038/0040] 1830/4800, lr:1.3e-05 ∣ avg_100 : 31938.151742 ∣ critic_nllloss : 25840.642578 ∣ critic_ganloss : -263.790695 ∣ generator_nllloss : 5103.559570 ∣ generator_ganloss : 1188.523633 ∣     [  std_z : 1.00  real_sub_fake : 1340.98 ]
[  epoch 0038/0040] 1840/4800, lr:1.3e-05 ∣ avg_100 : 31938.346516 ∣ critic_nllloss : 25832.570703 ∣ critic_ganloss : -275.159027 ∣ generator_nllloss : 5047.283984 ∣ generator_ganloss : 1201.555713 ∣     [  std_z : 0.99  real_sub_fake : 1280.08 ]
[  epoch 0038/0040] 1850/4800, lr:1.3e-05 ∣ avg_100 : 31938.265756 ∣ critic_nllloss : 25895.297266 ∣ critic_ganloss : -301.441470 ∣ generator_nllloss : 5142.940234 ∣ generator_ganloss : 1209.767871 ∣     [  std_z : 0.99  real_sub_fake : 1097.83 ]
[  epoch 0038/0040] 1860/4800, lr:1.3e-05 ∣ avg_100 : 31936.571142 ∣ critic_nllloss : 25692.261133 ∣ critic_ganloss : -285.105432 ∣ generator_nllloss : 5041.784375 ∣ generator_ganloss : 1211.055811 ∣     [  std_z : 1.00  real_sub_fake : 1108.23 ]
[  epoch 0038/0040] 1870/4800, lr:1.3e-05 ∣ avg_100 : 31935.095500 ∣ critic_nllloss : 25804.436719 ∣ critic_ganloss : -352.860547 ∣ generator_nllloss : 5240.049023 ∣ generator_ganloss : 1220.702930 ∣     [  std_z : 1.00  real_sub_fake : 1132.84 ]
[  epoch 0038/0040] 1880/4800, lr:1.3e-05 ∣ avg_100 : 31932.279445 ∣ critic_nllloss : 25850.431055 ∣ critic_ganloss : -345.116003 ∣ generator_nllloss : 5120.568750 ∣ generator_ganloss : 1211.137695 ∣     [  std_z : 0.99  real_sub_fake : 1182.14 ]
[  epoch 0038/0040] 1890/4800, lr:1.3e-05 ∣ avg_100 : 31929.893403 ∣ critic_nllloss : 25712.882227 ∣ critic_ganloss : -286.577907 ∣ generator_nllloss : 5190.455664 ∣ generator_ganloss : 1210.945166 ∣     [  std_z : 1.00  real_sub_fake : 1147.01 ]
[  epoch 0038/0040] 1900/4800, lr:1.3e-05 ∣ avg_100 : 31930.936043 ∣ critic_nllloss : 25883.726367 ∣ critic_ganloss : -343.099170 ∣ generator_nllloss : 5139.876953 ∣ generator_ganloss : 1197.380273 ∣     [  std_z : 0.99  real_sub_fake : 1167.19 ]
[  epoch 0038/0040] 1910/4800, lr:1.3e-05 ∣ avg_100 : 31930.852421 ∣ critic_nllloss : 25792.128320 ∣ critic_ganloss : -232.731467 ∣ generator_nllloss : 5136.891992 ∣ generator_ganloss : 1212.185498 ∣     [  std_z : 0.99  real_sub_fake : 989.92 ]
[  epoch 0038/0040] 1920/4800, lr:1.3e-05 ∣ avg_100 : 31933.193081 ∣ critic_nllloss : 25916.373437 ∣ critic_ganloss : -202.878189 ∣ generator_nllloss : 5091.952344 ∣ generator_ganloss : 1208.952441 ∣     [  std_z : 0.99  real_sub_fake : 1076.84 ]
[  epoch 0038/0040] 1930/4800, lr:1.3e-05 ∣ avg_100 : 31933.595352 ∣ critic_nllloss : 25812.613281 ∣ critic_ganloss : -283.403983 ∣ generator_nllloss : 5191.651367 ∣ generator_ganloss : 1196.515771 ∣     [  std_z : 1.00  real_sub_fake : 910.43 ]
[  epoch 0038/0040] 1940/4800, lr:1.3e-05 ∣ avg_100 : 31933.578256 ∣ critic_nllloss : 25951.027734 ∣ critic_ganloss : -315.101042 ∣ generator_nllloss : 5117.987109 ∣ generator_ganloss : 1174.371533 ∣     [  std_z : 1.00  real_sub_fake : 1082.28 ]
[  epoch 0038/0040] 1950/4800, lr:1.3e-05 ∣ avg_100 : 31930.777568 ∣ critic_nllloss : 25943.743164 ∣ critic_ganloss : -344.345023 ∣ generator_nllloss : 5147.674414 ∣ generator_ganloss : 1164.828711 ∣     [  std_z : 1.00  real_sub_fake : 1164.51 ]
[  epoch 0038/0040] 1960/4800, lr:1.3e-05 ∣ avg_100 : 31935.562730 ∣ critic_nllloss : 26131.676367 ∣ critic_ganloss : -269.935135 ∣ generator_nllloss : 5198.906055 ∣ generator_ganloss : 1172.558594 ∣     [  std_z : 1.00  real_sub_fake : 1312.91 ]
[  epoch 0038/0040] 1970/4800, lr:1.3e-05 ∣ avg_100 : 31936.793268 ∣ critic_nllloss : 25911.473633 ∣ critic_ganloss : -289.865927 ∣ generator_nllloss : 5153.204297 ∣ generator_ganloss : 1163.988672 ∣     [  std_z : 0.99  real_sub_fake : 1246.84 ]
[  epoch 0038/0040] 1980/4800, lr:1.3e-05 ∣ avg_100 : 31938.544994 ∣ critic_nllloss : 25970.956836 ∣ critic_ganloss : -421.777939 ∣ generator_nllloss : 5163.176367 ∣ generator_ganloss : 1195.633301 ∣     [  std_z : 0.99  real_sub_fake : 1252.60 ]
[  epoch 0038/0040] 1990/4800, lr:1.3e-05 ∣ avg_100 : 31935.147787 ∣ critic_nllloss : 25903.399219 ∣ critic_ganloss : -384.902286 ∣ generator_nllloss : 5083.514648 ∣ generator_ganloss : 1190.793115 ∣     [  std_z : 0.99  real_sub_fake : 1290.74 ]
[  epoch 0038/0040] 2000/4800, lr:1.3e-05 ∣ avg_100 : 31936.736970 ∣ critic_nllloss : 25774.732812 ∣ critic_ganloss : -306.716647 ∣ generator_nllloss : 5219.722461 ∣ generator_ganloss : 1193.963086 ∣     [  std_z : 0.99  real_sub_fake : 1297.43 ]
[  epoch 0038/0040] 2010/4800, lr:1.3e-05 ∣ avg_100 : 31935.584961 ∣ critic_nllloss : 26047.127344 ∣ critic_ganloss : -356.704727 ∣ generator_nllloss : 5207.141406 ∣ generator_ganloss : 1200.404248 ∣     [  std_z : 0.99  real_sub_fake : 1330.16 ]
[  epoch 0038/0040] 2020/4800, lr:1.3e-05 ∣ avg_100 : 31935.485848 ∣ critic_nllloss : 25751.646484 ∣ critic_ganloss : -328.396317 ∣ generator_nllloss : 5148.689844 ∣ generator_ganloss : 1193.576074 ∣     [  std_z : 1.00  real_sub_fake : 1301.40 ]
[  epoch 0038/0040] 2030/4800, lr:1.3e-05 ∣ avg_100 : 31940.039264 ∣ critic_nllloss : 25995.884766 ∣ critic_ganloss : -200.874869 ∣ generator_nllloss : 5197.576953 ∣ generator_ganloss : 1198.409814 ∣     [  std_z : 1.00  real_sub_fake : 1250.24 ]
[  epoch 0038/0040] 2040/4800, lr:1.3e-05 ∣ avg_100 : 31940.766130 ∣ critic_nllloss : 25887.644531 ∣ critic_ganloss : -328.635031 ∣ generator_nllloss : 5222.745117 ∣ generator_ganloss : 1193.684033 ∣     [  std_z : 0.99  real_sub_fake : 1050.75 ]
[  epoch 0038/0040] 2050/4800, lr:1.3e-05 ∣ avg_100 : 31940.734070 ∣ critic_nllloss : 25971.383984 ∣ critic_ganloss : -281.619699 ∣ generator_nllloss : 5182.084766 ∣ generator_ganloss : 1196.593799 ∣     [  std_z : 0.99  real_sub_fake : 1099.01 ]
[  epoch 0038/0040] 2060/4800, lr:1.3e-05 ∣ avg_100 : 31944.248241 ∣ critic_nllloss : 25963.579688 ∣ critic_ganloss : -323.430438 ∣ generator_nllloss : 5229.880664 ∣ generator_ganloss : 1201.738867 ∣     [  std_z : 0.98  real_sub_fake : 1103.55 ]
[  epoch 0038/0040] 2070/4800, lr:1.3e-05 ∣ avg_100 : 31945.614516 ∣ critic_nllloss : 25917.558789 ∣ critic_ganloss : -306.881964 ∣ generator_nllloss : 5220.674219 ∣ generator_ganloss : 1176.948584 ∣     [  std_z : 0.99  real_sub_fake : 1171.01 ]
[  epoch 0038/0040] 2080/4800, lr:1.3e-05 ∣ avg_100 : 31944.610814 ∣ critic_nllloss : 25859.075977 ∣ critic_ganloss : -371.690912 ∣ generator_nllloss : 5223.636133 ∣ generator_ganloss : 1184.790430 ∣     [  std_z : 1.00  real_sub_fake : 1222.73 ]
[  epoch 0038/0040] 2090/4800, lr:1.3e-05 ∣ avg_100 : 31946.821111 ∣ critic_nllloss : 25946.650977 ∣ critic_ganloss : -206.591537 ∣ generator_nllloss : 5133.320703 ∣ generator_ganloss : 1209.401172 ∣     [  std_z : 1.00  real_sub_fake : 1040.26 ]
[  epoch 0038/0040] 2100/4800, lr:1.3e-05 ∣ avg_100 : 31950.170971 ∣ critic_nllloss : 26187.043164 ∣ critic_ganloss : -337.225269 ∣ generator_nllloss : 5220.566992 ∣ generator_ganloss : 1175.987744 ∣     [  std_z : 1.00  real_sub_fake : 1264.54 ]
[  epoch 0038/0040] 2110/4800, lr:1.3e-05 ∣ avg_100 : 31949.134940 ∣ critic_nllloss : 25636.664062 ∣ critic_ganloss : -195.172171 ∣ generator_nllloss : 5153.873438 ∣ generator_ganloss : 1211.374414 ∣     [  std_z : 1.00  real_sub_fake : 951.19 ]
[  epoch 0038/0040] 2120/4800, lr:1.3e-05 ∣ avg_100 : 31951.426638 ∣ critic_nllloss : 25901.471289 ∣ critic_ganloss : -268.454211 ∣ generator_nllloss : 5208.895703 ∣ generator_ganloss : 1199.512646 ∣     [  std_z : 0.99  real_sub_fake : 929.61 ]
[  epoch 0038/0040] 2130/4800, lr:1.3e-05 ∣ avg_100 : 31955.216106 ∣ critic_nllloss : 25931.563867 ∣ critic_ganloss : -257.216481 ∣ generator_nllloss : 5290.787891 ∣ generator_ganloss : 1168.906543 ∣     [  std_z : 0.99  real_sub_fake : 1008.47 ]
[  epoch 0038/0040] 2140/4800, lr:1.3e-05 ∣ avg_100 : 31955.614978 ∣ critic_nllloss : 25769.697070 ∣ critic_ganloss : -227.009256 ∣ generator_nllloss : 5178.026367 ∣ generator_ganloss : 1165.715918 ∣     [  std_z : 1.00  real_sub_fake : 1036.73 ]
[  epoch 0038/0040] 2150/4800, lr:1.3e-05 ∣ avg_100 : 31952.163683 ∣ critic_nllloss : 25481.443164 ∣ critic_ganloss : -316.362486 ∣ generator_nllloss : 5129.901953 ∣ generator_ganloss : 1179.662500 ∣     [  std_z : 1.00  real_sub_fake : 919.53 ]
[  epoch 0038/0040] 2160/4800, lr:1.3e-05 ∣ avg_100 : 31950.752673 ∣ critic_nllloss : 25853.102539 ∣ critic_ganloss : -331.032303 ∣ generator_nllloss : 5181.168164 ∣ generator_ganloss : 1175.521045 ∣     [  std_z : 1.00  real_sub_fake : 1056.30 ]
[  epoch 0038/0040] 2170/4800, lr:1.3e-05 ∣ avg_100 : 31952.772429 ∣ critic_nllloss : 26027.875000 ∣ critic_ganloss : -291.432712 ∣ generator_nllloss : 5277.053516 ∣ generator_ganloss : 1160.421338 ∣     [  std_z : 1.00  real_sub_fake : 1206.35 ]
[  epoch 0038/0040] 2180/4800, lr:1.3e-05 ∣ avg_100 : 31953.712139 ∣ critic_nllloss : 25681.096094 ∣ critic_ganloss : -287.050180 ∣ generator_nllloss : 5202.794336 ∣ generator_ganloss : 1188.531152 ∣     [  std_z : 0.99  real_sub_fake : 1164.07 ]
[  epoch 0038/0040] 2190/4800, lr:1.3e-05 ∣ avg_100 : 31950.409017 ∣ critic_nllloss : 25824.250000 ∣ critic_ganloss : -358.768463 ∣ generator_nllloss : 5152.291016 ∣ generator_ganloss : 1175.810156 ∣     [  std_z : 0.99  real_sub_fake : 1162.88 ]
[  epoch 0038/0040] 2200/4800, lr:1.3e-05 ∣ avg_100 : 31952.916680 ∣ critic_nllloss : 25902.185156 ∣ critic_ganloss : -332.547583 ∣ generator_nllloss : 5195.534570 ∣ generator_ganloss : 1165.417627 ∣     [  std_z : 0.99  real_sub_fake : 1249.01 ]
[  epoch 0038/0040] 2210/4800, lr:1.3e-05 ∣ avg_100 : 31949.133915 ∣ critic_nllloss : 25767.141406 ∣ critic_ganloss : -318.070468 ∣ generator_nllloss : 5168.400977 ∣ generator_ganloss : 1179.365869 ∣     [  std_z : 1.00  real_sub_fake : 1173.63 ]
[  epoch 0038/0040] 2220/4800, lr:1.3e-05 ∣ avg_100 : 31953.320199 ∣ critic_nllloss : 26145.066406 ∣ critic_ganloss : -357.270233 ∣ generator_nllloss : 5209.261523 ∣ generator_ganloss : 1172.625732 ∣     [  std_z : 1.00  real_sub_fake : 1307.47 ]
[  epoch 0038/0040] 2230/4800, lr:1.3e-05 ∣ avg_100 : 31955.340209 ∣ critic_nllloss : 25829.959766 ∣ critic_ganloss : -92.406482 ∣ generator_nllloss : 5123.372461 ∣ generator_ganloss : 1200.818164 ∣  [  std_z : 0.99  real_sub_fake : 1027.54 ]
[  epoch 0038/0040] 2240/4800, lr:1.3e-05 ∣ avg_100 : 31956.131726 ∣ critic_nllloss : 26104.299609 ∣ critic_ganloss : -256.377798 ∣ generator_nllloss : 5185.266602 ∣ generator_ganloss : 1180.481738 ∣     [  std_z : 0.99  real_sub_fake : 855.65 ]
[  epoch 0038/0040] 2250/4800, lr:1.3e-05 ∣ avg_100 : 31956.555536 ∣ critic_nllloss : 25762.011523 ∣ critic_ganloss : -242.555478 ∣ generator_nllloss : 5199.891211 ∣ generator_ganloss : 1142.913916 ∣     [  std_z : 0.99  real_sub_fake : 966.98 ]
[  epoch 0038/0040] 2260/4800, lr:1.3e-05 ∣ avg_100 : 31957.595589 ∣ critic_nllloss : 25833.228320 ∣ critic_ganloss : -174.032114 ∣ generator_nllloss : 5070.449023 ∣ generator_ganloss : 1157.634766 ∣     [  std_z : 1.00  real_sub_fake : 934.29 ]
[  epoch 0038/0040] 2270/4800, lr:1.3e-05 ∣ avg_100 : 31953.355156 ∣ critic_nllloss : 25812.176367 ∣ critic_ganloss : -297.726373 ∣ generator_nllloss : 5018.058008 ∣ generator_ganloss : 1158.086572 ∣     [  std_z : 1.00  real_sub_fake : 871.95 ]
[  epoch 0038/0040] 2280/4800, lr:1.3e-05 ∣ avg_100 : 31952.530854 ∣ critic_nllloss : 25966.016016 ∣ critic_ganloss : -343.855856 ∣ generator_nllloss : 5268.847852 ∣ generator_ganloss : 1149.378711 ∣     [  std_z : 1.00  real_sub_fake : 966.68 ]
[  epoch 0038/0040] 2290/4800, lr:1.3e-05 ∣ avg_100 : 31949.250571 ∣ critic_nllloss : 25692.750000 ∣ critic_ganloss : -336.692828 ∣ generator_nllloss : 5127.920313 ∣ generator_ganloss : 1138.618848 ∣     [  std_z : 1.00  real_sub_fake : 1082.09 ]
[  epoch 0038/0040] 2300/4800, lr:1.3e-05 ∣ avg_100 : 31954.573304 ∣ critic_nllloss : 26140.306641 ∣ critic_ganloss : -319.807831 ∣ generator_nllloss : 5299.687891 ∣ generator_ganloss : 1142.637500 ∣     [  std_z : 1.00  real_sub_fake : 1294.67 ]
[  epoch 0038/0040] 2310/4800, lr:1.3e-05 ∣ avg_100 : 31956.733808 ∣ critic_nllloss : 25857.725781 ∣ critic_ganloss : -274.523718 ∣ generator_nllloss : 5190.838477 ∣ generator_ganloss : 1165.410352 ∣     [  std_z : 0.99  real_sub_fake : 1086.17 ]
[  epoch 0038/0040] 2320/4800, lr:1.3e-05 ∣ avg_100 : 31954.414359 ∣ critic_nllloss : 25700.298828 ∣ critic_ganloss : -207.241290 ∣ generator_nllloss : 5111.629687 ∣ generator_ganloss : 1147.825342 ∣     [  std_z : 0.98  real_sub_fake : 1121.18 ]
[  epoch 0038/0040] 2330/4800, lr:1.3e-05 ∣ avg_100 : 31953.729349 ∣ critic_nllloss : 25997.579102 ∣ critic_ganloss : -258.200479 ∣ generator_nllloss : 5210.498242 ∣ generator_ganloss : 1145.472998 ∣     [  std_z : 0.99  real_sub_fake : 1080.63 ]
[  epoch 0038/0040] 2340/4800, lr:1.3e-05 ∣ avg_100 : 31954.365978 ∣ critic_nllloss : 26114.343164 ∣ critic_ganloss : -328.283548 ∣ generator_nllloss : 5273.635156 ∣ generator_ganloss : 1189.102930 ∣     [  std_z : 0.99  real_sub_fake : 933.45 ]
[  epoch 0038/0040] 2350/4800, lr:1.3e-05 ∣ avg_100 : 31956.154093 ∣ critic_nllloss : 25913.558594 ∣ critic_ganloss : -326.828183 ∣ generator_nllloss : 5146.153711 ∣ generator_ganloss : 1174.994824 ∣     [  std_z : 1.00  real_sub_fake : 918.51 ]
[  epoch 0038/0040] 2360/4800, lr:1.3e-05 ∣ avg_100 : 31958.423381 ∣ critic_nllloss : 25942.373242 ∣ critic_ganloss : -310.959973 ∣ generator_nllloss : 5229.846094 ∣ generator_ganloss : 1151.911719 ∣     [  std_z : 1.00  real_sub_fake : 1252.02 ]
[  epoch 0038/0040] 2370/4800, lr:1.3e-05 ∣ avg_100 : 31958.131397 ∣ critic_nllloss : 25902.851367 ∣ critic_ganloss : -374.388516 ∣ generator_nllloss : 5173.901563 ∣ generator_ganloss : 1153.891797 ∣     [  std_z : 1.00  real_sub_fake : 1173.25 ]
[  epoch 0038/0040] 2380/4800, lr:1.3e-05 ∣ avg_100 : 31955.866743 ∣ critic_nllloss : 25822.937305 ∣ critic_ganloss : -360.001874 ∣ generator_nllloss : 5157.338672 ∣ generator_ganloss : 1162.482031 ∣     [  std_z : 0.99  real_sub_fake : 1204.49 ]
[  epoch 0038/0040] 2390/4800, lr:1.3e-05 ∣ avg_100 : 31954.935663 ∣ critic_nllloss : 26056.414258 ∣ critic_ganloss : -342.847980 ∣ generator_nllloss : 5186.589648 ∣ generator_ganloss : 1138.471094 ∣     [  std_z : 0.99  real_sub_fake : 1536.73 ]
[  epoch 0038/0040] 2400/4800, lr:1.3e-05 ∣ avg_100 : 31957.359578 ∣ critic_nllloss : 25927.267383 ∣ critic_ganloss : -153.969769 ∣ generator_nllloss : 5192.903906 ∣ generator_ganloss : 1145.815625 ∣     [  std_z : 0.99  real_sub_fake : 1290.21 ]
[  epoch 0038/0040] 2410/4800, lr:1.3e-05 ∣ avg_100 : 31958.853327 ∣ critic_nllloss : 25859.200195 ∣ critic_ganloss : -121.122369 ∣ generator_nllloss : 5257.300000 ∣ generator_ganloss : 1162.518799 ∣     [  std_z : 0.99  real_sub_fake : 939.45 ]
[  epoch 0038/0040] 2420/4800, lr:1.3e-05 ∣ avg_100 : 31954.053014 ∣ critic_nllloss : 25675.475195 ∣ critic_ganloss : -250.872473 ∣ generator_nllloss : 5166.355859 ∣ generator_ganloss : 1163.334473 ∣     [  std_z : 1.00  real_sub_fake : 846.14 ]
[  epoch 0038/0040] 2430/4800, lr:1.3e-05 ∣ avg_100 : 31954.023985 ∣ critic_nllloss : 25833.373633 ∣ critic_ganloss : -227.047542 ∣ generator_nllloss : 5161.550391 ∣ generator_ganloss : 1158.770508 ∣     [  std_z : 1.00  real_sub_fake : 789.25 ]
[  epoch 0038/0040] 2440/4800, lr:1.3e-05 ∣ avg_100 : 31951.600178 ∣ critic_nllloss : 25787.774609 ∣ critic_ganloss : -221.292572 ∣ generator_nllloss : 5176.941602 ∣ generator_ganloss : 1145.478467 ∣     [  std_z : 1.00  real_sub_fake : 834.19 ]
[  epoch 0038/0040] 2450/4800, lr:1.3e-05 ∣ avg_100 : 31947.733644 ∣ critic_nllloss : 25817.181445 ∣ critic_ganloss : -273.220058 ∣ generator_nllloss : 5243.760156 ∣ generator_ganloss : 1157.308008 ∣     [  std_z : 0.99  real_sub_fake : 900.10 ]
[  epoch 0038/0040] 2460/4800, lr:1.3e-05 ∣ avg_100 : 31948.517057 ∣ critic_nllloss : 25779.784375 ∣ critic_ganloss : -182.321222 ∣ generator_nllloss : 5259.481641 ∣ generator_ganloss : 1159.079346 ∣     [  std_z : 0.99  real_sub_fake : 852.79 ]
[  epoch 0038/0040] 2470/4800, lr:1.3e-05 ∣ avg_100 : 31949.455994 ∣ critic_nllloss : 25923.593750 ∣ critic_ganloss : -260.489960 ∣ generator_nllloss : 5148.253320 ∣ generator_ganloss : 1155.957715 ∣     [  std_z : 0.98  real_sub_fake : 962.56 ]
[  epoch 0038/0040] 2480/4800, lr:1.3e-05 ∣ avg_100 : 31948.301915 ∣ critic_nllloss : 25924.878516 ∣ critic_ganloss : -321.575461 ∣ generator_nllloss : 5206.217773 ∣ generator_ganloss : 1158.485645 ∣     [  std_z : 0.99  real_sub_fake : 1026.16 ]
[  epoch 0038/0040] 2490/4800, lr:1.3e-05 ∣ avg_100 : 31944.990314 ∣ critic_nllloss : 25846.659375 ∣ critic_ganloss : -323.104025 ∣ generator_nllloss : 5124.948633 ∣ generator_ganloss : 1162.087793 ∣     [  std_z : 0.99  real_sub_fake : 1078.74 ]
[  epoch 0038/0040] 2500/4800, lr:1.3e-05 ∣ avg_100 : 31943.682905 ∣ critic_nllloss : 25800.676172 ∣ critic_ganloss : -308.747049 ∣ generator_nllloss : 5179.475195 ∣ generator_ganloss : 1181.357129 ∣     [  std_z : 1.00  real_sub_fake : 1029.45 ]
[  epoch 0038/0040] 2510/4800, lr:1.3e-05 ∣ avg_100 : 31941.558839 ∣ critic_nllloss : 25943.112109 ∣ critic_ganloss : -313.858432 ∣ generator_nllloss : 5222.178320 ∣ generator_ganloss : 1166.691846 ∣     [  std_z : 1.00  real_sub_fake : 1133.76 ]
[  epoch 0038/0040] 2520/4800, lr:1.3e-05 ∣ avg_100 : 31943.114645 ∣ critic_nllloss : 25966.723242 ∣ critic_ganloss : -285.429541 ∣ generator_nllloss : 5161.166406 ∣ generator_ganloss : 1174.443262 ∣     [  std_z : 1.00  real_sub_fake : 1257.25 ]
[  epoch 0038/0040] 2530/4800, lr:1.3e-05 ∣ avg_100 : 31941.588549 ∣ critic_nllloss : 26017.041602 ∣ critic_ganloss : -435.584836 ∣ generator_nllloss : 5251.772070 ∣ generator_ganloss : 1178.933008 ∣     [  std_z : 1.00  real_sub_fake : 1262.35 ]
[  epoch 0038/0040] 2540/4800, lr:1.3e-05 ∣ avg_100 : 31940.704161 ∣ critic_nllloss : 25855.373437 ∣ critic_ganloss : -303.126627 ∣ generator_nllloss : 5145.278516 ∣ generator_ganloss : 1176.268506 ∣     [  std_z : 0.99  real_sub_fake : 1234.90 ]
[  epoch 0038/0040] 2550/4800, lr:1.3e-05 ∣ avg_100 : 31942.126167 ∣ critic_nllloss : 26050.641211 ∣ critic_ganloss : -378.779089 ∣ generator_nllloss : 5210.860156 ∣ generator_ganloss : 1183.977881 ∣     [  std_z : 0.99  real_sub_fake : 1285.33 ]
[  epoch 0038/0040] 2560/4800, lr:1.3e-05 ∣ avg_100 : 31946.174203 ∣ critic_nllloss : 26154.344727 ∣ critic_ganloss : -411.928311 ∣ generator_nllloss : 5274.747656 ∣ generator_ganloss : 1173.543555 ∣     [  std_z : 0.99  real_sub_fake : 1343.94 ]
[  epoch 0038/0040] 2570/4800, lr:1.3e-05 ∣ avg_100 : 31946.105563 ∣ critic_nllloss : 25886.233789 ∣ critic_ganloss : -293.164536 ∣ generator_nllloss : 5170.202344 ∣ generator_ganloss : 1194.138086 ∣     [  std_z : 0.99  real_sub_fake : 1392.42 ]
[  epoch 0038/0040] 2580/4800, lr:1.3e-05 ∣ avg_100 : 31945.276971 ∣ critic_nllloss : 25749.527930 ∣ critic_ganloss : -281.530878 ∣ generator_nllloss : 5168.360156 ∣ generator_ganloss : 1181.762988 ∣     [  std_z : 0.99  real_sub_fake : 1337.78 ]
[  epoch 0038/0040] 2590/4800, lr:1.3e-05 ∣ avg_100 : 31948.079583 ∣ critic_nllloss : 26082.184570 ∣ critic_ganloss : -407.907416 ∣ generator_nllloss : 5162.284570 ∣ generator_ganloss : 1187.803027 ∣     [  std_z : 1.00  real_sub_fake : 1337.81 ]
[  epoch 0038/0040] 2600/4800, lr:1.3e-05 ∣ avg_100 : 31944.828187 ∣ critic_nllloss : 25703.969922 ∣ critic_ganloss : -291.379575 ∣ generator_nllloss : 5184.912891 ∣ generator_ganloss : 1203.760254 ∣     [  std_z : 1.00  real_sub_fake : 1272.94 ]
[  epoch 0038/0040] 2610/4800, lr:1.3e-05 ∣ avg_100 : 31944.907315 ∣ critic_nllloss : 25817.992969 ∣ critic_ganloss : -202.029263 ∣ generator_nllloss : 5075.463672 ∣ generator_ganloss : 1193.141699 ∣     [  std_z : 0.99  real_sub_fake : 1180.51 ]
[  epoch 0038/0040] 2620/4800, lr:1.3e-05 ∣ avg_100 : 31947.248256 ∣ critic_nllloss : 25851.054688 ∣ critic_ganloss : -363.020645 ∣ generator_nllloss : 5247.341406 ∣ generator_ganloss : 1207.922510 ∣     [  std_z : 0.99  real_sub_fake : 1102.28 ]
[  epoch 0038/0040] 2630/4800, lr:1.3e-05 ∣ avg_100 : 31946.336648 ∣ critic_nllloss : 25968.961914 ∣ critic_ganloss : -322.665149 ∣ generator_nllloss : 5151.008594 ∣ generator_ganloss : 1191.642871 ∣     [  std_z : 0.99  real_sub_fake : 1134.84 ]
[  epoch 0038/0040] 2640/4800, lr:1.3e-05 ∣ avg_100 : 31947.617267 ∣ critic_nllloss : 25900.402148 ∣ critic_ganloss : -247.393060 ∣ generator_nllloss : 5241.790234 ∣ generator_ganloss : 1199.290137 ∣     [  std_z : 0.99  real_sub_fake : 1098.98 ]
[  epoch 0038/0040] 2650/4800, lr:1.3e-05 ∣ avg_100 : 31948.274517 ∣ critic_nllloss : 25845.812109 ∣ critic_ganloss : -342.994678 ∣ generator_nllloss : 5168.827148 ∣ generator_ganloss : 1206.004785 ∣     [  std_z : 1.00  real_sub_fake : 959.06 ]
[  epoch 0038/0040] 2660/4800, lr:1.3e-05 ∣ avg_100 : 31945.937481 ∣ critic_nllloss : 25870.429883 ∣ critic_ganloss : -347.974396 ∣ generator_nllloss : 5238.774609 ∣ generator_ganloss : 1193.278125 ∣     [  std_z : 1.00  real_sub_fake : 1228.00 ]
[  epoch 0038/0040] 2670/4800, lr:1.3e-05 ∣ avg_100 : 31947.044240 ∣ critic_nllloss : 25918.825195 ∣ critic_ganloss : -285.876254 ∣ generator_nllloss : 5161.660547 ∣ generator_ganloss : 1188.620410 ∣     [  std_z : 1.00  real_sub_fake : 1270.33 ]
[  epoch 0038/0040] 2680/4800, lr:1.3e-05 ∣ avg_100 : 31944.158194 ∣ critic_nllloss : 25674.461328 ∣ critic_ganloss : -231.613831 ∣ generator_nllloss : 5117.735156 ∣ generator_ganloss : 1185.991113 ∣     [  std_z : 0.99  real_sub_fake : 1193.38 ]
[  epoch 0038/0040] 2690/4800, lr:1.3e-05 ∣ avg_100 : 31942.409548 ∣ critic_nllloss : 25890.805273 ∣ critic_ganloss : -251.622980 ∣ generator_nllloss : 5097.656836 ∣ generator_ganloss : 1191.180762 ∣     [  std_z : 0.99  real_sub_fake : 1128.96 ]
[  epoch 0038/0040] 2700/4800, lr:1.3e-05 ∣ avg_100 : 31943.533641 ∣ critic_nllloss : 25899.694336 ∣ critic_ganloss : -318.937061 ∣ generator_nllloss : 5139.912305 ∣ generator_ganloss : 1196.323145 ∣     [  std_z : 0.99  real_sub_fake : 978.31 ]
[  epoch 0038/0040] 2710/4800, lr:1.3e-05 ∣ avg_100 : 31940.474579 ∣ critic_nllloss : 25741.165430 ∣ critic_ganloss : -355.751102 ∣ generator_nllloss : 5188.630859 ∣ generator_ganloss : 1190.403174 ∣     [  std_z : 0.99  real_sub_fake : 1070.82 ]
[  epoch 0038/0040] 2720/4800, lr:1.3e-05 ∣ avg_100 : 31943.318695 ∣ critic_nllloss : 25948.622461 ∣ critic_ganloss : -325.983771 ∣ generator_nllloss : 5274.753125 ∣ generator_ganloss : 1189.242090 ∣     [  std_z : 1.00  real_sub_fake : 1132.92 ]
[  epoch 0038/0040] 2730/4800, lr:1.3e-05 ∣ avg_100 : 31941.414697 ∣ critic_nllloss : 25742.572070 ∣ critic_ganloss : -326.220642 ∣ generator_nllloss : 5183.887695 ∣ generator_ganloss : 1173.785303 ∣     [  std_z : 1.00  real_sub_fake : 1225.45 ]
[  epoch 0038/0040] 2740/4800, lr:1.3e-05 ∣ avg_100 : 31939.807294 ∣ critic_nllloss : 25821.735352 ∣ critic_ganloss : -382.284384 ∣ generator_nllloss : 5300.694336 ∣ generator_ganloss : 1161.406543 ∣     [  std_z : 1.00  real_sub_fake : 1265.33 ]
[  epoch 0038/0040] 2750/4800, lr:1.3e-05 ∣ avg_100 : 31939.524656 ∣ critic_nllloss : 25810.783984 ∣ critic_ganloss : -320.214145 ∣ generator_nllloss : 5152.074219 ∣ generator_ganloss : 1200.574902 ∣     [  std_z : 1.00  real_sub_fake : 1080.32 ]
[  epoch 0038/0040] 2760/4800, lr:1.3e-05 ∣ avg_100 : 31937.683934 ∣ critic_nllloss : 25714.638672 ∣ critic_ganloss : -179.658563 ∣ generator_nllloss : 5137.454883 ∣ generator_ganloss : 1192.346240 ∣     [  std_z : 0.99  real_sub_fake : 980.09 ]
[  epoch 0038/0040] 2770/4800, lr:1.3e-05 ∣ avg_100 : 31938.795396 ∣ critic_nllloss : 25847.456836 ∣ critic_ganloss : -259.536703 ∣ generator_nllloss : 5190.711914 ∣ generator_ganloss : 1172.304395 ∣     [  std_z : 0.99  real_sub_fake : 1102.64 ]
[  epoch 0038/0040] 2780/4800, lr:1.3e-05 ∣ avg_100 : 31943.382835 ∣ critic_nllloss : 26096.018555 ∣ critic_ganloss : -185.719144 ∣ generator_nllloss : 5262.368359 ∣ generator_ganloss : 1179.698340 ∣     [  std_z : 1.00  real_sub_fake : 896.33 ]
[  epoch 0038/0040] 2790/4800, lr:1.3e-05 ∣ avg_100 : 31941.743138 ∣ critic_nllloss : 25679.987109 ∣ critic_ganloss : -256.163806 ∣ generator_nllloss : 5135.299219 ∣ generator_ganloss : 1180.842187 ∣     [  std_z : 0.99  real_sub_fake : 809.08 ]
[  epoch 0038/0040] 2800/4800, lr:1.3e-05 ∣ avg_100 : 31940.322404 ∣ critic_nllloss : 25728.855469 ∣ critic_ganloss : -221.380052 ∣ generator_nllloss : 5155.132812 ∣ generator_ganloss : 1172.898779 ∣     [  std_z : 0.99  real_sub_fake : 919.73 ]
[  epoch 0038/0040] 2810/4800, lr:1.3e-05 ∣ avg_100 : 31943.078981 ∣ critic_nllloss : 26009.177539 ∣ critic_ganloss : -287.179939 ∣ generator_nllloss : 5213.550000 ∣ generator_ganloss : 1178.383887 ∣     [  std_z : 0.99  real_sub_fake : 1041.98 ]
[  epoch 0038/0040] 2820/4800, lr:1.3e-05 ∣ avg_100 : 31942.448382 ∣ critic_nllloss : 25770.470703 ∣ critic_ganloss : -321.228027 ∣ generator_nllloss : 5176.501562 ∣ generator_ganloss : 1171.615723 ∣     [  std_z : 1.00  real_sub_fake : 1037.80 ]
[  epoch 0038/0040] 2830/4800, lr:1.3e-05 ∣ avg_100 : 31943.321481 ∣ critic_nllloss : 25920.089648 ∣ critic_ganloss : -337.937943 ∣ generator_nllloss : 5198.285352 ∣ generator_ganloss : 1175.807861 ∣     [  std_z : 1.00  real_sub_fake : 1182.55 ]
[  epoch 0038/0040] 2840/4800, lr:1.3e-05 ∣ avg_100 : 31945.062480 ∣ critic_nllloss : 26007.454883 ∣ critic_ganloss : -379.882309 ∣ generator_nllloss : 5159.016992 ∣ generator_ganloss : 1193.761768 ∣     [  std_z : 1.00  real_sub_fake : 1283.09 ]
[  epoch 0038/0040] 2850/4800, lr:1.3e-05 ∣ avg_100 : 31946.457952 ∣ critic_nllloss : 26080.269531 ∣ critic_ganloss : -367.559540 ∣ generator_nllloss : 5191.514844 ∣ generator_ganloss : 1181.886279 ∣     [  std_z : 1.00  real_sub_fake : 1290.77 ]
[  epoch 0038/0040] 2860/4800, lr:1.3e-05 ∣ avg_100 : 31946.334160 ∣ critic_nllloss : 25717.836328 ∣ critic_ganloss : -359.842181 ∣ generator_nllloss : 5102.893164 ∣ generator_ganloss : 1186.729297 ∣     [  std_z : 0.99  real_sub_fake : 1342.57 ]
[  epoch 0038/0040] 2870/4800, lr:1.3e-05 ∣ avg_100 : 31945.640240 ∣ critic_nllloss : 25741.323633 ∣ critic_ganloss : -280.163589 ∣ generator_nllloss : 5181.511719 ∣ generator_ganloss : 1200.264453 ∣     [  std_z : 0.99  real_sub_fake : 1269.80 ]
[  epoch 0038/0040] 2880/4800, lr:1.3e-05 ∣ avg_100 : 31946.070939 ∣ critic_nllloss : 25829.341992 ∣ critic_ganloss : -300.358459 ∣ generator_nllloss : 5155.057031 ∣ generator_ganloss : 1196.050781 ∣     [  std_z : 0.99  real_sub_fake : 1266.02 ]
[  epoch 0038/0040] 2890/4800, lr:1.3e-05 ∣ avg_100 : 31945.709304 ∣ critic_nllloss : 25789.743555 ∣ critic_ganloss : -355.158698 ∣ generator_nllloss : 5154.825000 ∣ generator_ganloss : 1202.131787 ∣     [  std_z : 1.00  real_sub_fake : 1267.12 ]
[  epoch 0038/0040] 2900/4800, lr:1.3e-05 ∣ avg_100 : 31946.748704 ∣ critic_nllloss : 25901.759766 ∣ critic_ganloss : -349.271185 ∣ generator_nllloss : 5221.071094 ∣ generator_ganloss : 1208.264795 ∣     [  std_z : 1.00  real_sub_fake : 1146.65 ]
[  epoch 0038/0040] 2910/4800, lr:1.3e-05 ∣ avg_100 : 31944.086397 ∣ critic_nllloss : 25709.883398 ∣ critic_ganloss : -370.392004 ∣ generator_nllloss : 5095.377344 ∣ generator_ganloss : 1207.374902 ∣     [  std_z : 1.00  real_sub_fake : 1183.32 ]
[  epoch 0038/0040] 2920/4800, lr:1.3e-05 ∣ avg_100 : 31943.040108 ∣ critic_nllloss : 25872.044336 ∣ critic_ganloss : -308.165347 ∣ generator_nllloss : 5136.883203 ∣ generator_ganloss : 1209.008887 ∣     [  std_z : 0.99  real_sub_fake : 1335.77 ]
[  epoch 0038/0040] 2930/4800, lr:1.3e-05 ∣ avg_100 : 31942.900743 ∣ critic_nllloss : 25881.119531 ∣ critic_ganloss : -398.491681 ∣ generator_nllloss : 5220.684961 ∣ generator_ganloss : 1200.127100 ∣     [  std_z : 0.99  real_sub_fake : 1377.47 ]
[  epoch 0038/0040] 2940/4800, lr:1.3e-05 ∣ avg_100 : 31944.278227 ∣ critic_nllloss : 25991.709180 ∣ critic_ganloss : -262.658069 ∣ generator_nllloss : 5150.361719 ∣ generator_ganloss : 1186.620947 ∣     [  std_z : 1.00  real_sub_fake : 1281.68 ]
[  epoch 0038/0040] 2950/4800, lr:1.3e-05 ∣ avg_100 : 31946.061912 ∣ critic_nllloss : 25954.543945 ∣ critic_ganloss : -233.045526 ∣ generator_nllloss : 5176.063672 ∣ generator_ganloss : 1192.707666 ∣     [  std_z : 0.99  real_sub_fake : 1214.77 ]
[  epoch 0038/0040] 2960/4800, lr:1.3e-05 ∣ avg_100 : 31944.824655 ∣ critic_nllloss : 25908.147070 ∣ critic_ganloss : -293.078946 ∣ generator_nllloss : 5303.541406 ∣ generator_ganloss : 1190.870654 ∣     [  std_z : 1.00  real_sub_fake : 1027.79 ]
[  epoch 0038/0040] 2970/4800, lr:1.3e-05 ∣ avg_100 : 31943.500665 ∣ critic_nllloss : 25703.538281 ∣ critic_ganloss : -279.295285 ∣ generator_nllloss : 5189.792969 ∣ generator_ganloss : 1192.365674 ∣     [  std_z : 0.99  real_sub_fake : 1067.53 ]
[  epoch 0038/0040] 2980/4800, lr:1.3e-05 ∣ avg_100 : 31945.511473 ∣ critic_nllloss : 25937.243359 ∣ critic_ganloss : -256.487361 ∣ generator_nllloss : 5220.275000 ∣ generator_ganloss : 1208.038379 ∣     [  std_z : 0.99  real_sub_fake : 1017.08 ]
[  epoch 0038/0040] 2990/4800, lr:1.3e-05 ∣ avg_100 : 31951.836270 ∣ critic_nllloss : 26159.091016 ∣ critic_ganloss : -308.664291 ∣ generator_nllloss : 5354.807227 ∣ generator_ganloss : 1220.050439 ∣     [  std_z : 0.99  real_sub_fake : 997.08 ]
[  epoch 0038/0040] 3000/4800, lr:1.3e-05 ∣ avg_100 : 31953.929893 ∣ critic_nllloss : 25836.856055 ∣ critic_ganloss : -195.039200 ∣ generator_nllloss : 5256.443945 ∣ generator_ganloss : 1192.803223 ∣     [  std_z : 0.99  real_sub_fake : 1055.85 ]
[  epoch 0038/0040] 3010/4800, lr:1.3e-05 ∣ avg_100 : 31954.639266 ∣ critic_nllloss : 25940.522070 ∣ critic_ganloss : -215.523436 ∣ generator_nllloss : 5248.867188 ∣ generator_ganloss : 1195.039746 ∣     [  std_z : 0.99  real_sub_fake : 930.64 ]
[  epoch 0038/0040] 3020/4800, lr:1.3e-05 ∣ avg_100 : 31955.096083 ∣ critic_nllloss : 25743.450586 ∣ critic_ganloss : -289.072330 ∣ generator_nllloss : 5151.163086 ∣ generator_ganloss : 1205.656494 ∣     [  std_z : 0.99  real_sub_fake : 864.16 ]
[  epoch 0038/0040] 3030/4800, lr:1.3e-05 ∣ avg_100 : 31950.604888 ∣ critic_nllloss : 25624.172461 ∣ critic_ganloss : -227.828775 ∣ generator_nllloss : 5164.087305 ∣ generator_ganloss : 1181.446191 ∣     [  std_z : 0.99  real_sub_fake : 947.35 ]
[  epoch 0038/0040] 3040/4800, lr:1.3e-05 ∣ avg_100 : 31948.609483 ∣ critic_nllloss : 25742.610352 ∣ critic_ganloss : -284.000226 ∣ generator_nllloss : 5127.838281 ∣ generator_ganloss : 1189.449707 ∣     [  std_z : 0.99  real_sub_fake : 1116.73 ]
[  epoch 0038/0040] 3050/4800, lr:1.3e-05 ∣ avg_100 : 31946.268487 ∣ critic_nllloss : 25832.298828 ∣ critic_ganloss : -317.483997 ∣ generator_nllloss : 5112.978516 ∣ generator_ganloss : 1206.549902 ∣     [  std_z : 1.00  real_sub_fake : 999.02 ]
[  epoch 0038/0040] 3060/4800, lr:1.3e-05 ∣ avg_100 : 31944.313742 ∣ critic_nllloss : 25876.643164 ∣ critic_ganloss : -368.501410 ∣ generator_nllloss : 5177.071484 ∣ generator_ganloss : 1191.081055 ∣     [  std_z : 1.00  real_sub_fake : 1096.38 ]
[  epoch 0038/0040] 3070/4800, lr:1.3e-05 ∣ avg_100 : 31942.547453 ∣ critic_nllloss : 25900.677734 ∣ critic_ganloss : -420.517465 ∣ generator_nllloss : 5158.610547 ∣ generator_ganloss : 1192.899902 ∣     [  std_z : 0.99  real_sub_fake : 1283.69 ]
[  epoch 0038/0040] 3080/4800, lr:1.3e-05 ∣ avg_100 : 31943.384211 ∣ critic_nllloss : 25890.289844 ∣ critic_ganloss : -292.640884 ∣ generator_nllloss : 5192.150000 ∣ generator_ganloss : 1189.688477 ∣     [  std_z : 0.99  real_sub_fake : 1283.82 ]
[  epoch 0038/0040] 3090/4800, lr:1.3e-05 ∣ avg_100 : 31938.677916 ∣ critic_nllloss : 25769.905273 ∣ critic_ganloss : -450.036438 ∣ generator_nllloss : 5114.200586 ∣ generator_ganloss : 1178.082422 ∣     [  std_z : 0.99  real_sub_fake : 1316.32 ]
[  epoch 0038/0040] 3100/4800, lr:1.3e-05 ∣ avg_100 : 31933.299891 ∣ critic_nllloss : 25739.470117 ∣ critic_ganloss : -404.341537 ∣ generator_nllloss : 5193.195703 ∣ generator_ganloss : 1180.245801 ∣     [  std_z : 0.99  real_sub_fake : 1355.51 ]
[  epoch 0038/0040] 3110/4800, lr:1.3e-05 ∣ avg_100 : 31935.806184 ∣ critic_nllloss : 25877.724805 ∣ critic_ganloss : -276.925183 ∣ generator_nllloss : 5267.021094 ∣ generator_ganloss : 1189.548291 ∣     [  std_z : 1.00  real_sub_fake : 1315.59 ]
[  epoch 0038/0040] 3120/4800, lr:1.3e-05 ∣ avg_100 : 31933.122645 ∣ critic_nllloss : 25792.011328 ∣ critic_ganloss : -315.138330 ∣ generator_nllloss : 5118.122852 ∣ generator_ganloss : 1178.075732 ∣     [  std_z : 1.00  real_sub_fake : 1371.33 ]
[  epoch 0038/0040] 3130/4800, lr:1.3e-05 ∣ avg_100 : 31931.063951 ∣ critic_nllloss : 25881.086328 ∣ critic_ganloss : -319.672159 ∣ generator_nllloss : 5177.595312 ∣ generator_ganloss : 1189.162891 ∣     [  std_z : 0.99  real_sub_fake : 1289.87 ]
[  epoch 0038/0040] 3140/4800, lr:1.3e-05 ∣ avg_100 : 31935.551129 ∣ critic_nllloss : 26049.421289 ∣ critic_ganloss : -174.710461 ∣ generator_nllloss : 5262.445508 ∣ generator_ganloss : 1197.991650 ∣     [  std_z : 0.99  real_sub_fake : 1150.26 ]
[  epoch 0038/0040] 3150/4800, lr:1.3e-05 ∣ avg_100 : 31942.230044 ∣ critic_nllloss : 25938.224805 ∣ critic_ganloss : -219.269540 ∣ generator_nllloss : 5231.166211 ∣ generator_ganloss : 1192.415137 ∣     [  std_z : 0.99  real_sub_fake : 794.80 ]
[  epoch 0038/0040] 3160/4800, lr:1.3e-05 ∣ avg_100 : 31943.703445 ∣ critic_nllloss : 25831.527344 ∣ critic_ganloss : -199.986708 ∣ generator_nllloss : 5224.421680 ∣ generator_ganloss : 1170.137207 ∣     [  std_z : 0.99  real_sub_fake : 809.13 ]
[  epoch 0038/0040] 3170/4800, lr:1.3e-05 ∣ avg_100 : 31942.097899 ∣ critic_nllloss : 25806.109766 ∣ critic_ganloss : -143.152380 ∣ generator_nllloss : 5184.251172 ∣ generator_ganloss : 1166.153955 ∣     [  std_z : 0.99  real_sub_fake : 874.09 ]
[  epoch 0038/0040] 3180/4800, lr:1.3e-05 ∣ avg_100 : 31944.838522 ∣ critic_nllloss : 26009.388867 ∣ critic_ganloss : -233.882184 ∣ generator_nllloss : 5129.823828 ∣ generator_ganloss : 1154.103174 ∣     [  std_z : 0.99  real_sub_fake : 869.58 ]
[  epoch 0038/0040] 3190/4800, lr:1.3e-05 ∣ avg_100 : 31949.133451 ∣ critic_nllloss : 26057.255078 ∣ critic_ganloss : -267.154092 ∣ generator_nllloss : 5285.011523 ∣ generator_ganloss : 1147.963135 ∣     [  std_z : 0.99  real_sub_fake : 839.20 ]
[  epoch 0038/0040] 3200/4800, lr:1.3e-05 ∣ avg_100 : 31950.813084 ∣ critic_nllloss : 26028.554297 ∣ critic_ganloss : -268.657195 ∣ generator_nllloss : 5193.832422 ∣ generator_ganloss : 1144.823535 ∣     [  std_z : 0.99  real_sub_fake : 904.88 ]
[  epoch 0038/0040] 3210/4800, lr:1.3e-05 ∣ avg_100 : 31952.128590 ∣ critic_nllloss : 25839.057031 ∣ critic_ganloss : -211.508383 ∣ generator_nllloss : 5158.375977 ∣ generator_ganloss : 1142.463770 ∣     [  std_z : 0.99  real_sub_fake : 980.03 ]
[  epoch 0038/0040] 3220/4800, lr:1.3e-05 ∣ avg_100 : 31952.482901 ∣ critic_nllloss : 26080.232812 ∣ critic_ganloss : -252.467601 ∣ generator_nllloss : 5236.687109 ∣ generator_ganloss : 1140.662207 ∣     [  std_z : 0.99  real_sub_fake : 941.55 ]
[  epoch 0038/0040] 3230/4800, lr:1.3e-05 ∣ avg_100 : 31948.957964 ∣ critic_nllloss : 25650.251563 ∣ critic_ganloss : -192.540547 ∣ generator_nllloss : 5099.979883 ∣ generator_ganloss : 1151.559277 ∣     [  std_z : 0.99  real_sub_fake : 920.73 ]
[  epoch 0038/0040] 3240/4800, lr:1.3e-05 ∣ avg_100 : 31946.243899 ∣ critic_nllloss : 25885.310742 ∣ critic_ganloss : -266.175517 ∣ generator_nllloss : 5168.845703 ∣ generator_ganloss : 1154.282715 ∣     [  std_z : 0.99  real_sub_fake : 982.26 ]
[  epoch 0038/0040] 3250/4800, lr:1.3e-05 ∣ avg_100 : 31947.041694 ∣ critic_nllloss : 25785.373047 ∣ critic_ganloss : -196.976070 ∣ generator_nllloss : 5175.450391 ∣ generator_ganloss : 1178.193359 ∣     [  std_z : 0.99  real_sub_fake : 794.01 ]
[  epoch 0038/0040] 3260/4800, lr:1.3e-05 ∣ avg_100 : 31945.490056 ∣ critic_nllloss : 25506.216992 ∣ critic_ganloss : -89.488179 ∣ generator_nllloss : 5133.675977 ∣ generator_ganloss : 1181.711426 ∣  [  std_z : 0.99  real_sub_fake : 471.03 ]
[  epoch 0038/0040] 3270/4800, lr:1.3e-05 ∣ avg_100 : 31949.879600 ∣ critic_nllloss : 25903.869531 ∣ critic_ganloss : -111.654755 ∣ generator_nllloss : 5161.492578 ∣ generator_ganloss : 1175.841602 ∣     [  std_z : 1.00  real_sub_fake : 388.17 ]
[  epoch 0038/0040] 3280/4800, lr:1.3e-05 ∣ avg_100 : 31949.113021 ∣ critic_nllloss : 25796.194141 ∣ critic_ganloss : -116.993833 ∣ generator_nllloss : 5125.708203 ∣ generator_ganloss : 1158.820264 ∣     [  std_z : 1.00  real_sub_fake : 416.74 ]
[  epoch 0038/0040] 3290/4800, lr:1.3e-05 ∣ avg_100 : 31951.521151 ∣ critic_nllloss : 25662.401562 ∣ critic_ganloss : -142.684052 ∣ generator_nllloss : 5203.300977 ∣ generator_ganloss : 1140.390869 ∣     [  std_z : 1.00  real_sub_fake : 481.44 ]
[  epoch 0038/0040] 3300/4800, lr:1.3e-05 ∣ avg_100 : 31950.151236 ∣ critic_nllloss : 25973.004883 ∣ critic_ganloss : -145.895691 ∣ generator_nllloss : 5167.674414 ∣ generator_ganloss : 1131.049072 ∣     [  std_z : 1.00  real_sub_fake : 541.13 ]
[  epoch 0038/0040] 3310/4800, lr:1.3e-05 ∣ avg_100 : 31951.188221 ∣ critic_nllloss : 25770.404492 ∣ critic_ganloss : -113.057188 ∣ generator_nllloss : 5259.961133 ∣ generator_ganloss : 1125.841016 ∣     [  std_z : 0.99  real_sub_fake : 618.14 ]
[  epoch 0038/0040] 3320/4800, lr:1.3e-05 ∣ avg_100 : 31951.736214 ∣ critic_nllloss : 25755.743359 ∣ critic_ganloss : -188.374390 ∣ generator_nllloss : 5116.541797 ∣ generator_ganloss : 1123.401074 ∣     [  std_z : 0.98  real_sub_fake : 580.96 ]
[  epoch 0038/0040] 3330/4800, lr:1.3e-05 ∣ avg_100 : 31951.267112 ∣ critic_nllloss : 25932.467773 ∣ critic_ganloss : -165.829851 ∣ generator_nllloss : 5163.364453 ∣ generator_ganloss : 1118.437305 ∣     [  std_z : 0.98  real_sub_fake : 663.78 ]
[  epoch 0038/0040] 3340/4800, lr:1.3e-05 ∣ avg_100 : 31947.411240 ∣ critic_nllloss : 25782.253320 ∣ critic_ganloss : -220.041287 ∣ generator_nllloss : 5179.130078 ∣ generator_ganloss : 1121.868359 ∣     [  std_z : 0.99  real_sub_fake : 742.31 ]
[  epoch 0038/0040] 3350/4800, lr:1.3e-05 ∣ avg_100 : 31947.554076 ∣ critic_nllloss : 25868.550391 ∣ critic_ganloss : -248.515318 ∣ generator_nllloss : 5178.233594 ∣ generator_ganloss : 1123.893896 ∣     [  std_z : 0.99  real_sub_fake : 868.92 ]
[  epoch 0038/0040] 3360/4800, lr:1.3e-05 ∣ avg_100 : 31946.062824 ∣ critic_nllloss : 25905.908203 ∣ critic_ganloss : -258.819861 ∣ generator_nllloss : 5084.107813 ∣ generator_ganloss : 1132.849756 ∣     [  std_z : 1.00  real_sub_fake : 907.49 ]
[  epoch 0038/0040] 3370/4800, lr:1.3e-05 ∣ avg_100 : 31944.346760 ∣ critic_nllloss : 25738.311914 ∣ critic_ganloss : -260.497412 ∣ generator_nllloss : 5073.704492 ∣ generator_ganloss : 1133.130762 ∣     [  std_z : 1.00  real_sub_fake : 986.15 ]
[  epoch 0038/0040] 3380/4800, lr:1.3e-05 ∣ avg_100 : 31943.410361 ∣ critic_nllloss : 25792.132422 ∣ critic_ganloss : -405.161325 ∣ generator_nllloss : 5159.205664 ∣ generator_ganloss : 1142.939453 ∣     [  std_z : 1.00  real_sub_fake : 1288.07 ]
[  epoch 0038/0040] 3390/4800, lr:1.3e-05 ∣ avg_100 : 31942.105590 ∣ critic_nllloss : 25991.405078 ∣ critic_ganloss : -396.568445 ∣ generator_nllloss : 5172.011133 ∣ generator_ganloss : 1141.302148 ∣     [  std_z : 1.00  real_sub_fake : 1433.46 ]
[  epoch 0038/0040] 3400/4800, lr:1.3e-05 ∣ avg_100 : 31939.623302 ∣ critic_nllloss : 25832.840820 ∣ critic_ganloss : -334.055811 ∣ generator_nllloss : 5217.663477 ∣ generator_ganloss : 1147.339893 ∣     [  std_z : 1.00  real_sub_fake : 1362.96 ]
[  epoch 0038/0040] 3410/4800, lr:1.3e-05 ∣ avg_100 : 31935.466199 ∣ critic_nllloss : 25641.533984 ∣ critic_ganloss : -255.323950 ∣ generator_nllloss : 5191.934766 ∣ generator_ganloss : 1164.041553 ∣     [  std_z : 0.99  real_sub_fake : 1225.59 ]
[  epoch 0038/0040] 3420/4800, lr:1.3e-05 ∣ avg_100 : 31934.769750 ∣ critic_nllloss : 25761.150391 ∣ critic_ganloss : -317.746985 ∣ generator_nllloss : 5091.900586 ∣ generator_ganloss : 1149.344141 ∣     [  std_z : 0.99  real_sub_fake : 1195.64 ]
[  epoch 0038/0040] 3430/4800, lr:1.3e-05 ∣ avg_100 : 31935.036907 ∣ critic_nllloss : 25921.115430 ∣ critic_ganloss : -318.160748 ∣ generator_nllloss : 5201.181641 ∣ generator_ganloss : 1149.226416 ∣     [  std_z : 0.99  real_sub_fake : 1344.47 ]
[  epoch 0038/0040] 3440/4800, lr:1.3e-05 ∣ avg_100 : 31937.296805 ∣ critic_nllloss : 26033.361328 ∣ critic_ganloss : -314.380984 ∣ generator_nllloss : 5220.201172 ∣ generator_ganloss : 1175.710303 ∣     [  std_z : 1.00  real_sub_fake : 1289.25 ]
[  epoch 0038/0040] 3450/4800, lr:1.3e-05 ∣ avg_100 : 31936.470656 ∣ critic_nllloss : 25850.327148 ∣ critic_ganloss : -347.028629 ∣ generator_nllloss : 5186.749219 ∣ generator_ganloss : 1172.366943 ∣     [  std_z : 1.00  real_sub_fake : 1264.72 ]
[  epoch 0038/0040] 3460/4800, lr:1.3e-05 ∣ avg_100 : 31936.471516 ∣ critic_nllloss : 25923.478516 ∣ critic_ganloss : -357.533826 ∣ generator_nllloss : 5257.766406 ∣ generator_ganloss : 1192.399023 ∣     [  std_z : 1.00  real_sub_fake : 1324.84 ]
[  epoch 0038/0040] 3470/4800, lr:1.3e-05 ∣ avg_100 : 31932.819646 ∣ critic_nllloss : 25689.117578 ∣ critic_ganloss : -368.969022 ∣ generator_nllloss : 5090.234570 ∣ generator_ganloss : 1191.744727 ∣     [  std_z : 1.00  real_sub_fake : 1165.99 ]
[  epoch 0038/0040] 3480/4800, lr:1.3e-05 ∣ avg_100 : 31932.560777 ∣ critic_nllloss : 25938.004492 ∣ critic_ganloss : -317.580408 ∣ generator_nllloss : 5138.051758 ∣ generator_ganloss : 1183.643701 ∣     [  std_z : 0.99  real_sub_fake : 1289.70 ]
[  epoch 0038/0040] 3490/4800, lr:1.3e-05 ∣ avg_100 : 31936.163728 ∣ critic_nllloss : 26098.649805 ∣ critic_ganloss : -390.297760 ∣ generator_nllloss : 5285.798828 ∣ generator_ganloss : 1176.736084 ∣     [  std_z : 0.99  real_sub_fake : 1413.66 ]
[  epoch 0038/0040] 3500/4800, lr:1.3e-05 ∣ avg_100 : 31934.458189 ∣ critic_nllloss : 25796.875586 ∣ critic_ganloss : -417.532391 ∣ generator_nllloss : 5112.084961 ∣ generator_ganloss : 1190.779346 ∣     [  std_z : 0.99  real_sub_fake : 1275.70 ]
[  epoch 0038/0040] 3510/4800, lr:1.3e-05 ∣ avg_100 : 31933.562256 ∣ critic_nllloss : 25870.531445 ∣ critic_ganloss : -370.563931 ∣ generator_nllloss : 5245.174414 ∣ generator_ganloss : 1183.388623 ∣     [  std_z : 0.99  real_sub_fake : 1395.73 ]
[  epoch 0038/0040] 3520/4800, lr:1.3e-05 ∣ avg_100 : 31931.391650 ∣ critic_nllloss : 25755.846094 ∣ critic_ganloss : -302.664752 ∣ generator_nllloss : 5183.069727 ∣ generator_ganloss : 1163.591650 ∣     [  std_z : 0.99  real_sub_fake : 1347.31 ]
[  epoch 0038/0040] 3530/4800, lr:1.3e-05 ∣ avg_100 : 31932.156030 ∣ critic_nllloss : 25874.807031 ∣ critic_ganloss : -123.872571 ∣ generator_nllloss : 5149.401563 ∣ generator_ganloss : 1188.263867 ∣     [  std_z : 0.99  real_sub_fake : 1211.82 ]
[  epoch 0038/0040] 3540/4800, lr:1.3e-05 ∣ avg_100 : 31931.645683 ∣ critic_nllloss : 25829.658594 ∣ critic_ganloss : -265.631956 ∣ generator_nllloss : 5098.507031 ∣ generator_ganloss : 1160.225439 ∣     [  std_z : 0.99  real_sub_fake : 1083.09 ]
[  epoch 0038/0040] 3550/4800, lr:1.3e-05 ∣ avg_100 : 31933.633471 ∣ critic_nllloss : 26017.481250 ∣ critic_ganloss : -164.688989 ∣ generator_nllloss : 5233.906250 ∣ generator_ganloss : 1178.780469 ∣     [  std_z : 1.00  real_sub_fake : 795.54 ]
[  epoch 0038/0040] 3560/4800, lr:1.3e-05 ∣ avg_100 : 31935.677379 ∣ critic_nllloss : 26121.200781 ∣ critic_ganloss : -180.031136 ∣ generator_nllloss : 5281.587109 ∣ generator_ganloss : 1172.341699 ∣     [  std_z : 1.00  real_sub_fake : 761.16 ]
[  epoch 0038/0040] 3570/4800, lr:1.3e-05 ∣ avg_100 : 31937.581725 ∣ critic_nllloss : 25936.889258 ∣ critic_ganloss : -112.186847 ∣ generator_nllloss : 5148.125977 ∣ generator_ganloss : 1175.015918 ∣     [  std_z : 1.00  real_sub_fake : 665.49 ]
[  epoch 0038/0040] 3580/4800, lr:1.3e-05 ∣ avg_100 : 31938.418479 ∣ critic_nllloss : 25729.270703 ∣ critic_ganloss : -123.440457 ∣ generator_nllloss : 5114.756250 ∣ generator_ganloss : 1181.209082 ∣     [  std_z : 0.99  real_sub_fake : 585.30 ]
[  epoch 0038/0040] 3590/4800, lr:1.3e-05 ∣ avg_100 : 31942.085840 ∣ critic_nllloss : 26107.257812 ∣ critic_ganloss : -142.259128 ∣ generator_nllloss : 5237.927734 ∣ generator_ganloss : 1188.174414 ∣     [  std_z : 0.99  real_sub_fake : 554.67 ]
[  epoch 0038/0040] 3600/4800, lr:1.3e-05 ∣ avg_100 : 31944.289386 ∣ critic_nllloss : 25865.354883 ∣ critic_ganloss : -170.817039 ∣ generator_nllloss : 5121.938477 ∣ generator_ganloss : 1205.141797 ∣     [  std_z : 0.99  real_sub_fake : 602.06 ]
[  epoch 0038/0040] 3610/4800, lr:1.3e-05 ∣ avg_100 : 31942.932837 ∣ critic_nllloss : 25581.345117 ∣ critic_ganloss : -176.819426 ∣ generator_nllloss : 5132.389258 ∣ generator_ganloss : 1211.999170 ∣     [  std_z : 1.00  real_sub_fake : 604.99 ]
[  epoch 0038/0040] 3620/4800, lr:1.3e-05 ∣ avg_100 : 31944.457301 ∣ critic_nllloss : 25961.044336 ∣ critic_ganloss : -196.179926 ∣ generator_nllloss : 5110.548633 ∣ generator_ganloss : 1220.331348 ∣     [  std_z : 1.00  real_sub_fake : 714.04 ]
[  epoch 0038/0040] 3630/4800, lr:1.3e-05 ∣ avg_100 : 31944.144371 ∣ critic_nllloss : 25769.346484 ∣ critic_ganloss : -252.015584 ∣ generator_nllloss : 5202.754687 ∣ generator_ganloss : 1237.569629 ∣     [  std_z : 0.99  real_sub_fake : 767.42 ]
[  epoch 0038/0040] 3640/4800, lr:1.3e-05 ∣ avg_100 : 31943.799688 ∣ critic_nllloss : 25970.272070 ∣ critic_ganloss : -284.024228 ∣ generator_nllloss : 5156.737695 ∣ generator_ganloss : 1216.635645 ∣     [  std_z : 0.99  real_sub_fake : 883.56 ]
[  epoch 0038/0040] 3650/4800, lr:1.3e-05 ∣ avg_100 : 31942.283703 ∣ critic_nllloss : 25751.788867 ∣ critic_ganloss : -297.824852 ∣ generator_nllloss : 5071.452930 ∣ generator_ganloss : 1200.633887 ∣     [  std_z : 0.99  real_sub_fake : 1054.44 ]
[  epoch 0038/0040] 3660/4800, lr:1.3e-05 ∣ avg_100 : 31942.388349 ∣ critic_nllloss : 25919.787500 ∣ critic_ganloss : -344.758310 ∣ generator_nllloss : 5176.928906 ∣ generator_ganloss : 1213.014697 ∣     [  std_z : 0.99  real_sub_fake : 1145.48 ]
[  epoch 0038/0040] 3670/4800, lr:1.3e-05 ∣ avg_100 : 31941.432441 ∣ critic_nllloss : 25887.176953 ∣ critic_ganloss : -412.902039 ∣ generator_nllloss : 5204.773438 ∣ generator_ganloss : 1208.590771 ∣     [  std_z : 1.00  real_sub_fake : 1308.50 ]
[  epoch 0038/0040] 3680/4800, lr:1.3e-05 ∣ avg_100 : 31940.976108 ∣ critic_nllloss : 25765.578516 ∣ critic_ganloss : -398.592523 ∣ generator_nllloss : 5144.085352 ∣ generator_ganloss : 1189.869189 ∣     [  std_z : 1.00  real_sub_fake : 1348.83 ]
[  epoch 0038/0040] 3690/4800, lr:1.3e-05 ∣ avg_100 : 31939.268978 ∣ critic_nllloss : 25830.815625 ∣ critic_ganloss : -404.867386 ∣ generator_nllloss : 5160.614453 ∣ generator_ganloss : 1170.744141 ∣     [  std_z : 1.00  real_sub_fake : 1441.03 ]
[  epoch 0038/0040] 3700/4800, lr:1.3e-05 ∣ avg_100 : 31939.528338 ∣ critic_nllloss : 25943.288477 ∣ critic_ganloss : -407.304153 ∣ generator_nllloss : 5238.871680 ∣ generator_ganloss : 1168.072705 ∣     [  std_z : 1.00  real_sub_fake : 1463.53 ]
[  epoch 0038/0040] 3710/4800, lr:1.3e-05 ∣ avg_100 : 31941.900406 ∣ critic_nllloss : 25884.747266 ∣ critic_ganloss : -257.287744 ∣ generator_nllloss : 5200.071680 ∣ generator_ganloss : 1174.124023 ∣     [  std_z : 0.99  real_sub_fake : 1245.90 ]
[  epoch 0038/0040] 3720/4800, lr:1.3e-05 ∣ avg_100 : 31941.585871 ∣ critic_nllloss : 26032.789844 ∣ critic_ganloss : -272.923529 ∣ generator_nllloss : 5125.774609 ∣ generator_ganloss : 1169.539453 ∣     [  std_z : 1.00  real_sub_fake : 1115.10 ]
[  epoch 0038/0040] 3730/4800, lr:1.3e-05 ∣ avg_100 : 31942.007859 ∣ critic_nllloss : 25792.805078 ∣ critic_ganloss : -338.186987 ∣ generator_nllloss : 5223.953125 ∣ generator_ganloss : 1137.652051 ∣     [  std_z : 0.99  real_sub_fake : 1089.87 ]
[  epoch 0038/0040] 3740/4800, lr:1.3e-05 ∣ avg_100 : 31940.797189 ∣ critic_nllloss : 25678.450586 ∣ critic_ganloss : -244.109282 ∣ generator_nllloss : 5217.672266 ∣ generator_ganloss : 1128.471240 ∣     [  std_z : 0.99  real_sub_fake : 1085.32 ]
[  epoch 0038/0040] 3750/4800, lr:1.3e-05 ∣ avg_100 : 31940.261301 ∣ critic_nllloss : 25730.796680 ∣ critic_ganloss : -270.653500 ∣ generator_nllloss : 5173.696094 ∣ generator_ganloss : 1155.790869 ∣     [  std_z : 0.99  real_sub_fake : 997.38 ]
[  epoch 0038/0040] 3760/4800, lr:1.3e-05 ∣ avg_100 : 31940.602927 ∣ critic_nllloss : 25900.654102 ∣ critic_ganloss : -271.282855 ∣ generator_nllloss : 5119.046680 ∣ generator_ganloss : 1150.525928 ∣     [  std_z : 0.99  real_sub_fake : 1040.80 ]
[  epoch 0038/0040] 3770/4800, lr:1.3e-05 ∣ avg_100 : 31940.729755 ∣ critic_nllloss : 25918.987500 ∣ critic_ganloss : -273.486577 ∣ generator_nllloss : 5181.080469 ∣ generator_ganloss : 1137.037842 ∣     [  std_z : 1.00  real_sub_fake : 1017.67 ]
[  epoch 0038/0040] 3780/4800, lr:1.3e-05 ∣ avg_100 : 31935.115561 ∣ critic_nllloss : 25800.155664 ∣ critic_ganloss : -274.186356 ∣ generator_nllloss : 5122.938672 ∣ generator_ganloss : 1142.038721 ∣     [  std_z : 1.00  real_sub_fake : 1076.24 ]
[  epoch 0038/0040] 3790/4800, lr:1.3e-05 ∣ avg_100 : 31935.580384 ∣ critic_nllloss : 25700.635352 ∣ critic_ganloss : -247.846014 ∣ generator_nllloss : 5189.077539 ∣ generator_ganloss : 1144.580176 ∣     [  std_z : 0.99  real_sub_fake : 1043.37 ]
[  epoch 0038/0040] 3800/4800, lr:1.3e-05 ∣ avg_100 : 31933.173276 ∣ critic_nllloss : 25707.265234 ∣ critic_ganloss : -375.279266 ∣ generator_nllloss : 5120.778906 ∣ generator_ganloss : 1142.031250 ∣     [  std_z : 0.99  real_sub_fake : 1095.53 ]
[  epoch 0038/0040] 3810/4800, lr:1.3e-05 ∣ avg_100 : 31930.115939 ∣ critic_nllloss : 25807.634375 ∣ critic_ganloss : -341.039815 ∣ generator_nllloss : 5199.425000 ∣ generator_ganloss : 1142.178271 ∣     [  std_z : 0.99  real_sub_fake : 1259.17 ]
[  epoch 0038/0040] 3820/4800, lr:1.3e-05 ∣ avg_100 : 31929.639157 ∣ critic_nllloss : 25722.627344 ∣ critic_ganloss : -279.664206 ∣ generator_nllloss : 5149.488477 ∣ generator_ganloss : 1157.230127 ∣     [  std_z : 0.99  real_sub_fake : 1278.77 ]
[  epoch 0038/0040] 3830/4800, lr:1.3e-05 ∣ avg_100 : 31930.518584 ∣ critic_nllloss : 25990.904687 ∣ critic_ganloss : -347.180508 ∣ generator_nllloss : 5239.181250 ∣ generator_ganloss : 1161.282227 ∣     [  std_z : 1.00  real_sub_fake : 1248.15 ]
[  epoch 0038/0040] 3840/4800, lr:1.3e-05 ∣ avg_100 : 31928.065981 ∣ critic_nllloss : 25856.223047 ∣ critic_ganloss : -387.267093 ∣ generator_nllloss : 5102.663867 ∣ generator_ganloss : 1163.471240 ∣     [  std_z : 0.99  real_sub_fake : 1298.29 ]
[  epoch 0038/0040] 3850/4800, lr:1.3e-05 ∣ avg_100 : 31928.094170 ∣ critic_nllloss : 26057.740625 ∣ critic_ganloss : -373.940790 ∣ generator_nllloss : 5231.884766 ∣ generator_ganloss : 1173.245410 ∣     [  std_z : 0.99  real_sub_fake : 1278.15 ]
[  epoch 0038/0040] 3860/4800, lr:1.3e-05 ∣ avg_100 : 31930.013441 ∣ critic_nllloss : 25854.226172 ∣ critic_ganloss : -283.655237 ∣ generator_nllloss : 5089.041992 ∣ generator_ganloss : 1179.930713 ∣     [  std_z : 1.00  real_sub_fake : 1187.16 ]
[  epoch 0038/0040] 3870/4800, lr:1.3e-05 ∣ avg_100 : 31932.639847 ∣ critic_nllloss : 26053.018359 ∣ critic_ganloss : -338.193117 ∣ generator_nllloss : 5200.704687 ∣ generator_ganloss : 1190.046924 ∣     [  std_z : 1.00  real_sub_fake : 1167.34 ]
[  epoch 0038/0040] 3880/4800, lr:1.3e-05 ∣ avg_100 : 31933.978654 ∣ critic_nllloss : 25964.593945 ∣ critic_ganloss : -316.932849 ∣ generator_nllloss : 5196.515234 ∣ generator_ganloss : 1169.795703 ∣     [  std_z : 0.99  real_sub_fake : 1206.80 ]
[  epoch 0038/0040] 3890/4800, lr:1.3e-05 ∣ avg_100 : 31936.155911 ∣ critic_nllloss : 25978.897461 ∣ critic_ganloss : -273.122159 ∣ generator_nllloss : 5109.589453 ∣ generator_ganloss : 1193.902539 ∣     [  std_z : 0.99  real_sub_fake : 1150.56 ]
[  epoch 0038/0040] 3900/4800, lr:1.3e-05 ∣ avg_100 : 31936.349132 ∣ critic_nllloss : 25932.094531 ∣ critic_ganloss : -267.525392 ∣ generator_nllloss : 5143.388281 ∣ generator_ganloss : 1193.189209 ∣     [  std_z : 0.99  real_sub_fake : 923.79 ]
[  epoch 0038/0040] 3910/4800, lr:1.3e-05 ∣ avg_100 : 31939.126680 ∣ critic_nllloss : 25890.023633 ∣ critic_ganloss : -280.942471 ∣ generator_nllloss : 5147.826367 ∣ generator_ganloss : 1163.090869 ∣     [  std_z : 1.00  real_sub_fake : 1185.48 ]
[  epoch 0038/0040] 3920/4800, lr:1.3e-05 ∣ avg_100 : 31942.310184 ∣ critic_nllloss : 26088.972461 ∣ critic_ganloss : -206.064981 ∣ generator_nllloss : 5179.171289 ∣ generator_ganloss : 1166.042773 ∣     [  std_z : 0.99  real_sub_fake : 1036.32 ]
[  epoch 0038/0040] 3930/4800, lr:1.3e-05 ∣ avg_100 : 31944.043404 ∣ critic_nllloss : 25945.989063 ∣ critic_ganloss : -313.265741 ∣ generator_nllloss : 5264.382031 ∣ generator_ganloss : 1179.656494 ∣     [  std_z : 1.00  real_sub_fake : 1053.37 ]
[  epoch 0038/0040] 3940/4800, lr:1.3e-05 ∣ avg_100 : 31941.151307 ∣ critic_nllloss : 25826.308594 ∣ critic_ganloss : -287.134036 ∣ generator_nllloss : 5071.738867 ∣ generator_ganloss : 1165.910693 ∣     [  std_z : 1.00  real_sub_fake : 974.85 ]
[  epoch 0038/0040] 3950/4800, lr:1.3e-05 ∣ avg_100 : 31941.235070 ∣ critic_nllloss : 26033.438672 ∣ critic_ganloss : -348.704706 ∣ generator_nllloss : 5244.018945 ∣ generator_ganloss : 1169.893115 ∣     [  std_z : 1.00  real_sub_fake : 1202.39 ]
[  epoch 0038/0040] 3960/4800, lr:1.3e-05 ∣ avg_100 : 31941.309965 ∣ critic_nllloss : 25979.954688 ∣ critic_ganloss : -291.390198 ∣ generator_nllloss : 5242.153906 ∣ generator_ganloss : 1186.251270 ∣     [  std_z : 0.99  real_sub_fake : 1146.35 ]
[  epoch 0038/0040] 3970/4800, lr:1.3e-05 ∣ avg_100 : 31943.575123 ∣ critic_nllloss : 25938.402930 ∣ critic_ganloss : -358.896347 ∣ generator_nllloss : 5272.801562 ∣ generator_ganloss : 1180.609375 ∣     [  std_z : 0.99  real_sub_fake : 1242.47 ]
[  epoch 0038/0040] 3980/4800, lr:1.3e-05 ∣ avg_100 : 31942.265793 ∣ critic_nllloss : 25927.841211 ∣ critic_ganloss : -269.721213 ∣ generator_nllloss : 5141.040430 ∣ generator_ganloss : 1178.975879 ∣     [  std_z : 0.99  real_sub_fake : 1236.82 ]
[  epoch 0038/0040] 3990/4800, lr:1.3e-05 ∣ avg_100 : 31935.719498 ∣ critic_nllloss : 25828.756055 ∣ critic_ganloss : -349.010541 ∣ generator_nllloss : 5096.708789 ∣ generator_ganloss : 1194.200586 ∣     [  std_z : 0.99  real_sub_fake : 1118.63 ]
[  epoch 0038/0040] 4000/4800, lr:1.3e-05 ∣ avg_100 : 31934.016545 ∣ critic_nllloss : 25889.102734 ∣ critic_ganloss : -227.878059 ∣ generator_nllloss : 5070.828516 ∣ generator_ganloss : 1188.715527 ∣     [  std_z : 1.00  real_sub_fake : 950.67 ]
[  epoch 0038/0040] 4010/4800, lr:1.3e-05 ∣ avg_100 : 31934.407207 ∣ critic_nllloss : 26147.311523 ∣ critic_ganloss : -293.960217 ∣ generator_nllloss : 5203.167188 ∣ generator_ganloss : 1151.453320 ∣     [  std_z : 1.00  real_sub_fake : 1209.44 ]
[  epoch 0038/0040] 4020/4800, lr:1.3e-05 ∣ avg_100 : 31933.580920 ∣ critic_nllloss : 25723.138281 ∣ critic_ganloss : -317.170538 ∣ generator_nllloss : 5157.935156 ∣ generator_ganloss : 1164.666260 ∣     [  std_z : 1.00  real_sub_fake : 1095.38 ]
[  epoch 0038/0040] 4030/4800, lr:1.3e-05 ∣ avg_100 : 31936.408014 ∣ critic_nllloss : 25954.624219 ∣ critic_ganloss : -286.499860 ∣ generator_nllloss : 5181.740625 ∣ generator_ganloss : 1174.721533 ∣     [  std_z : 0.99  real_sub_fake : 1101.74 ]
[  epoch 0038/0040] 4040/4800, lr:1.3e-05 ∣ avg_100 : 31939.129911 ∣ critic_nllloss : 25885.290625 ∣ critic_ganloss : -279.043628 ∣ generator_nllloss : 5273.112695 ∣ generator_ganloss : 1168.728174 ∣     [  std_z : 0.99  real_sub_fake : 1027.27 ]
[  epoch 0038/0040] 4050/4800, lr:1.3e-05 ∣ avg_100 : 31938.228994 ∣ critic_nllloss : 25686.202344 ∣ critic_ganloss : -281.147986 ∣ generator_nllloss : 5177.284180 ∣ generator_ganloss : 1161.912988 ∣     [  std_z : 0.99  real_sub_fake : 1098.74 ]
[  epoch 0038/0040] 4060/4800, lr:1.3e-05 ∣ avg_100 : 31933.137649 ∣ critic_nllloss : 25429.205859 ∣ critic_ganloss : -332.486526 ∣ generator_nllloss : 5095.458789 ∣ generator_ganloss : 1174.981641 ∣     [  std_z : 0.99  real_sub_fake : 1011.76 ]
[  epoch 0038/0040] 4070/4800, lr:1.3e-05 ∣ avg_100 : 31931.142580 ∣ critic_nllloss : 25604.347070 ∣ critic_ganloss : -278.450613 ∣ generator_nllloss : 5136.044922 ∣ generator_ganloss : 1170.222510 ∣     [  std_z : 1.00  real_sub_fake : 1173.43 ]
[  epoch 0038/0040] 4080/4800, lr:1.3e-05 ∣ avg_100 : 31932.020530 ∣ critic_nllloss : 25835.267188 ∣ critic_ganloss : -147.699901 ∣ generator_nllloss : 5189.849609 ∣ generator_ganloss : 1189.865479 ∣     [  std_z : 1.00  real_sub_fake : 958.85 ]
[  epoch 0038/0040] 4090/4800, lr:1.3e-05 ∣ avg_100 : 31933.992082 ∣ critic_nllloss : 25542.546875 ∣ critic_ganloss : -72.894371 ∣ generator_nllloss : 5131.512109 ∣ generator_ganloss : 1208.142432 ∣  [  std_z : 1.00  real_sub_fake : 284.40 ]
[  epoch 0038/0040] 4100/4800, lr:1.3e-05 ∣ avg_100 : 31938.735874 ∣ critic_nllloss : 25861.035938 ∣ critic_ganloss : -52.373109 ∣ generator_nllloss : 5185.096094 ∣ generator_ganloss : 1189.190332 ∣  [  std_z : 1.00  real_sub_fake : 318.67 ]
[  epoch 0038/0040] 4110/4800, lr:1.3e-05 ∣ avg_100 : 31941.996758 ∣ critic_nllloss : 26112.441211 ∣ critic_ganloss : -149.590092 ∣ generator_nllloss : 5248.329102 ∣ generator_ganloss : 1172.277246 ∣     [  std_z : 0.99  real_sub_fake : 413.15 ]
[  epoch 0038/0040] 4120/4800, lr:1.3e-05 ∣ avg_100 : 31942.745608 ∣ critic_nllloss : 25628.032031 ∣ critic_ganloss : -136.433842 ∣ generator_nllloss : 5204.979297 ∣ generator_ganloss : 1151.379053 ∣     [  std_z : 0.99  real_sub_fake : 459.44 ]
[  epoch 0038/0040] 4130/4800, lr:1.3e-05 ∣ avg_100 : 31947.960912 ∣ critic_nllloss : 26122.525781 ∣ critic_ganloss : -86.202089 ∣ generator_nllloss : 5281.422461 ∣ generator_ganloss : 1131.956641 ∣  [  std_z : 0.99  real_sub_fake : 617.14 ]
[  epoch 0038/0040] 4140/4800, lr:1.3e-05 ∣ avg_100 : 31944.460899 ∣ critic_nllloss : 25906.319336 ∣ critic_ganloss : -153.216196 ∣ generator_nllloss : 5113.544922 ∣ generator_ganloss : 1118.498682 ∣     [  std_z : 0.99  real_sub_fake : 610.01 ]
[  epoch 0038/0040] 4150/4800, lr:1.3e-05 ∣ avg_100 : 31944.526104 ∣ critic_nllloss : 25897.709766 ∣ critic_ganloss : -150.558841 ∣ generator_nllloss : 5294.919336 ∣ generator_ganloss : 1106.986768 ∣     [  std_z : 1.00  real_sub_fake : 602.52 ]
[  epoch 0038/0040] 4160/4800, lr:1.3e-05 ∣ avg_100 : 31941.370730 ∣ critic_nllloss : 25735.843750 ∣ critic_ganloss : -188.258202 ∣ generator_nllloss : 5053.113086 ∣ generator_ganloss : 1109.863574 ∣     [  std_z : 1.00  real_sub_fake : 641.37 ]
[  epoch 0038/0040] 4170/4800, lr:1.3e-05 ∣ avg_100 : 31938.291858 ∣ critic_nllloss : 25653.065625 ∣ critic_ganloss : -206.261414 ∣ generator_nllloss : 5152.292188 ∣ generator_ganloss : 1106.378857 ∣     [  std_z : 0.99  real_sub_fake : 674.45 ]
[  epoch 0038/0040] 4180/4800, lr:1.3e-05 ∣ avg_100 : 31937.898970 ∣ critic_nllloss : 25920.090234 ∣ critic_ganloss : -204.158922 ∣ generator_nllloss : 5203.012109 ∣ generator_ganloss : 1101.201465 ∣     [  std_z : 0.99  real_sub_fake : 785.58 ]
[  epoch 0038/0040] 4190/4800, lr:1.3e-05 ∣ avg_100 : 31932.627902 ∣ critic_nllloss : 25698.476758 ∣ critic_ganloss : -200.031149 ∣ generator_nllloss : 5097.700977 ∣ generator_ganloss : 1099.822217 ∣     [  std_z : 0.99  real_sub_fake : 787.08 ]
[  epoch 0038/0040] 4200/4800, lr:1.3e-05 ∣ avg_100 : 31931.062737 ∣ critic_nllloss : 25962.499219 ∣ critic_ganloss : -292.031436 ∣ generator_nllloss : 5171.216602 ∣ generator_ganloss : 1100.352246 ∣     [  std_z : 0.99  real_sub_fake : 859.59 ]
[  epoch 0038/0040] 4210/4800, lr:1.3e-05 ∣ avg_100 : 31930.063856 ∣ critic_nllloss : 25773.771289 ∣ critic_ganloss : -153.200305 ∣ generator_nllloss : 5099.371289 ∣ generator_ganloss : 1108.557959 ∣     [  std_z : 1.00  real_sub_fake : 891.32 ]
[  epoch 0038/0040] 4220/4800, lr:1.3e-05 ∣ avg_100 : 31929.071699 ∣ critic_nllloss : 26039.508984 ∣ critic_ganloss : -203.234415 ∣ generator_nllloss : 5178.034961 ∣ generator_ganloss : 1091.589307 ∣     [  std_z : 1.00  real_sub_fake : 1029.63 ]
[  epoch 0038/0040] 4230/4800, lr:1.3e-05 ∣ avg_100 : 31930.141433 ∣ critic_nllloss : 25872.635742 ∣ critic_ganloss : -298.475023 ∣ generator_nllloss : 5147.413086 ∣ generator_ganloss : 1094.649756 ∣     [  std_z : 1.00  real_sub_fake : 960.26 ]
[  epoch 0038/0040] 4240/4800, lr:1.3e-05 ∣ avg_100 : 31930.396207 ∣ critic_nllloss : 25867.306836 ∣ critic_ganloss : -274.025763 ∣ generator_nllloss : 5271.711523 ∣ generator_ganloss : 1102.748535 ∣     [  std_z : 1.00  real_sub_fake : 924.27 ]
[  epoch 0038/0040] 4250/4800, lr:1.3e-05 ∣ avg_100 : 31928.344403 ∣ critic_nllloss : 25780.388672 ∣ critic_ganloss : -291.191614 ∣ generator_nllloss : 5137.176953 ∣ generator_ganloss : 1110.486279 ∣     [  std_z : 0.99  real_sub_fake : 1102.43 ]
[  epoch 0038/0040] 4260/4800, lr:1.3e-05 ∣ avg_100 : 31930.716050 ∣ critic_nllloss : 26009.534961 ∣ critic_ganloss : -323.798947 ∣ generator_nllloss : 5157.752734 ∣ generator_ganloss : 1125.792139 ∣     [  std_z : 0.99  real_sub_fake : 1165.28 ]
[  epoch 0038/0040] 4270/4800, lr:1.3e-05 ∣ avg_100 : 31929.561245 ∣ critic_nllloss : 25907.795703 ∣ critic_ganloss : -269.649478 ∣ generator_nllloss : 5245.641797 ∣ generator_ganloss : 1130.280469 ∣     [  std_z : 0.99  real_sub_fake : 1012.02 ]
[  epoch 0038/0040] 4280/4800, lr:1.3e-05 ∣ avg_100 : 31927.250684 ∣ critic_nllloss : 25678.404102 ∣ critic_ganloss : -210.152222 ∣ generator_nllloss : 5149.843750 ∣ generator_ganloss : 1114.577051 ∣     [  std_z : 0.99  real_sub_fake : 1160.17 ]
[  epoch 0038/0040] 4290/4800, lr:1.3e-05 ∣ avg_100 : 31928.484972 ∣ critic_nllloss : 25866.345117 ∣ critic_ganloss : -217.790878 ∣ generator_nllloss : 5209.934375 ∣ generator_ganloss : 1128.349561 ∣     [  std_z : 0.99  real_sub_fake : 1157.28 ]
[  epoch 0038/0040] 4300/4800, lr:1.3e-05 ∣ avg_100 : 31926.887503 ∣ critic_nllloss : 25939.145508 ∣ critic_ganloss : -325.138507 ∣ generator_nllloss : 5197.082227 ∣ generator_ganloss : 1154.996533 ∣     [  std_z : 1.00  real_sub_fake : 922.85 ]
[  epoch 0038/0040] 4310/4800, lr:1.3e-05 ∣ avg_100 : 31927.236217 ∣ critic_nllloss : 26008.736719 ∣ critic_ganloss : -345.436938 ∣ generator_nllloss : 5273.969531 ∣ generator_ganloss : 1140.751563 ∣     [  std_z : 1.00  real_sub_fake : 1054.98 ]
[  epoch 0038/0040] 4320/4800, lr:1.3e-05 ∣ avg_100 : 31923.753040 ∣ critic_nllloss : 25638.928906 ∣ critic_ganloss : -289.568436 ∣ generator_nllloss : 4972.126562 ∣ generator_ganloss : 1137.507031 ∣     [  std_z : 1.00  real_sub_fake : 1120.95 ]
[  epoch 0038/0040] 4330/4800, lr:1.3e-05 ∣ avg_100 : 31921.231731 ∣ critic_nllloss : 25806.021875 ∣ critic_ganloss : -338.318402 ∣ generator_nllloss : 5175.358984 ∣ generator_ganloss : 1153.246387 ∣     [  std_z : 1.00  real_sub_fake : 1159.36 ]
[  epoch 0038/0040] 4340/4800, lr:1.3e-05 ∣ avg_100 : 31921.001597 ∣ critic_nllloss : 25780.747461 ∣ critic_ganloss : -285.237146 ∣ generator_nllloss : 5194.157227 ∣ generator_ganloss : 1150.529492 ∣     [  std_z : 0.99  real_sub_fake : 1172.54 ]
[  epoch 0038/0040] 4350/4800, lr:1.3e-05 ∣ avg_100 : 31920.838979 ∣ critic_nllloss : 25918.288477 ∣ critic_ganloss : -387.479520 ∣ generator_nllloss : 5227.638477 ∣ generator_ganloss : 1147.453369 ∣     [  std_z : 0.99  real_sub_fake : 1250.37 ]
[  epoch 0038/0040] 4360/4800, lr:1.3e-05 ∣ avg_100 : 31921.072031 ∣ critic_nllloss : 25827.102734 ∣ critic_ganloss : -356.318817 ∣ generator_nllloss : 5246.446875 ∣ generator_ganloss : 1170.120264 ∣     [  std_z : 0.99  real_sub_fake : 1252.13 ]
[  epoch 0038/0040] 4370/4800, lr:1.3e-05 ∣ avg_100 : 31924.328389 ∣ critic_nllloss : 25943.378906 ∣ critic_ganloss : -336.986560 ∣ generator_nllloss : 5242.077344 ∣ generator_ganloss : 1161.815918 ∣     [  std_z : 0.99  real_sub_fake : 1283.40 ]
[  epoch 0038/0040] 4380/4800, lr:1.3e-05 ∣ avg_100 : 31927.258773 ∣ critic_nllloss : 25969.344141 ∣ critic_ganloss : -234.678055 ∣ generator_nllloss : 5085.856055 ∣ generator_ganloss : 1161.632422 ∣     [  std_z : 1.00  real_sub_fake : 1412.22 ]
[  epoch 0038/0040] 4390/4800, lr:1.3e-05 ∣ avg_100 : 31926.821776 ∣ critic_nllloss : 25837.944727 ∣ critic_ganloss : -290.032497 ∣ generator_nllloss : 5124.737500 ∣ generator_ganloss : 1191.800488 ∣     [  std_z : 1.00  real_sub_fake : 1007.76 ]
[  epoch 0038/0040] 4400/4800, lr:1.3e-05 ∣ avg_100 : 31927.252371 ∣ critic_nllloss : 25911.717773 ∣ critic_ganloss : -320.623964 ∣ generator_nllloss : 5139.036523 ∣ generator_ganloss : 1176.717529 ∣     [  std_z : 1.00  real_sub_fake : 957.34 ]
[  epoch 0038/0040] 4410/4800, lr:1.3e-05 ∣ avg_100 : 31927.287413 ∣ critic_nllloss : 25776.949414 ∣ critic_ganloss : -291.411459 ∣ generator_nllloss : 5107.667578 ∣ generator_ganloss : 1152.485059 ∣     [  std_z : 1.00  real_sub_fake : 1172.23 ]
[  epoch 0038/0040] 4420/4800, lr:1.3e-05 ∣ avg_100 : 31930.689235 ∣ critic_nllloss : 25923.264062 ∣ critic_ganloss : -269.880270 ∣ generator_nllloss : 5205.764453 ∣ generator_ganloss : 1165.682129 ∣     [  std_z : 1.00  real_sub_fake : 1182.41 ]
[  epoch 0038/0040] 4430/4800, lr:1.3e-05 ∣ avg_100 : 31931.110840 ∣ critic_nllloss : 25942.422461 ∣ critic_ganloss : -357.342877 ∣ generator_nllloss : 5244.361914 ∣ generator_ganloss : 1166.081689 ∣     [  std_z : 0.99  real_sub_fake : 1109.90 ]
[  epoch 0038/0040] 4440/4800, lr:1.3e-05 ∣ avg_100 : 31930.421871 ∣ critic_nllloss : 25967.337305 ∣ critic_ganloss : -289.040359 ∣ generator_nllloss : 5217.434766 ∣ generator_ganloss : 1150.263184 ∣     [  std_z : 0.99  real_sub_fake : 1173.50 ]
[  epoch 0038/0040] 4450/4800, lr:1.3e-05 ∣ avg_100 : 31930.968706 ∣ critic_nllloss : 25859.046875 ∣ critic_ganloss : -264.874001 ∣ generator_nllloss : 5150.507812 ∣ generator_ganloss : 1172.417480 ∣     [  std_z : 0.99  real_sub_fake : 1108.50 ]
[  epoch 0038/0040] 4460/4800, lr:1.3e-05 ∣ avg_100 : 31930.469153 ∣ critic_nllloss : 25975.941992 ∣ critic_ganloss : -382.735651 ∣ generator_nllloss : 5184.688672 ∣ generator_ganloss : 1188.259863 ∣     [  std_z : 1.00  real_sub_fake : 1158.60 ]
[  epoch 0038/0040] 4470/4800, lr:1.3e-05 ∣ avg_100 : 31939.919905 ∣ critic_nllloss : 26251.465430 ∣ critic_ganloss : -223.097656 ∣ generator_nllloss : 5326.458594 ∣ generator_ganloss : 1192.376660 ∣     [  std_z : 1.00  real_sub_fake : 1069.12 ]
[  epoch 0038/0040] 4480/4800, lr:1.3e-05 ∣ avg_100 : 31946.118791 ∣ critic_nllloss : 26094.961914 ∣ critic_ganloss : -43.456704 ∣ generator_nllloss : 5295.227539 ∣ generator_ganloss : 1215.275439 ∣  [  std_z : 1.00  real_sub_fake : 430.42 ]
[  epoch 0038/0040] 4490/4800, lr:1.3e-05 ∣ avg_100 : 31944.813300 ∣ critic_nllloss : 25720.208008 ∣ critic_ganloss : -75.873993 ∣ generator_nllloss : 5192.175977 ∣ generator_ganloss : 1203.827881 ∣  [  std_z : 0.99  real_sub_fake : 223.78 ]
[  epoch 0038/0040] 4500/4800, lr:1.3e-05 ∣ avg_100 : 31948.200504 ∣ critic_nllloss : 25795.736328 ∣ critic_ganloss : -90.106927 ∣ generator_nllloss : 5135.534961 ∣ generator_ganloss : 1179.763525 ∣  [  std_z : 0.99  real_sub_fake : 259.15 ]
[  epoch 0038/0040] 4510/4800, lr:1.3e-05 ∣ avg_100 : 31950.423148 ∣ critic_nllloss : 25873.295508 ∣ critic_ganloss : -123.681227 ∣ generator_nllloss : 5245.376172 ∣ generator_ganloss : 1155.804492 ∣     [  std_z : 0.99  real_sub_fake : 364.90 ]
[  epoch 0038/0040] 4520/4800, lr:1.3e-05 ∣ avg_100 : 31951.678134 ∣ critic_nllloss : 25835.387305 ∣ critic_ganloss : -154.963857 ∣ generator_nllloss : 5116.633398 ∣ generator_ganloss : 1128.284424 ∣     [  std_z : 0.99  real_sub_fake : 555.98 ]
[  epoch 0038/0040] 4530/4800, lr:1.3e-05 ∣ avg_100 : 31950.379670 ∣ critic_nllloss : 25811.858008 ∣ critic_ganloss : -168.205611 ∣ generator_nllloss : 5198.658203 ∣ generator_ganloss : 1116.442920 ∣     [  std_z : 0.99  real_sub_fake : 668.03 ]
[  epoch 0038/0040] 4540/4800, lr:1.3e-05 ∣ avg_100 : 31951.718282 ∣ critic_nllloss : 25939.775391 ∣ critic_ganloss : -239.824911 ∣ generator_nllloss : 5169.326563 ∣ generator_ganloss : 1087.343262 ∣     [  std_z : 0.99  real_sub_fake : 839.25 ]
[  epoch 0038/0040] 4550/4800, lr:1.3e-05 ∣ avg_100 : 31945.634823 ∣ critic_nllloss : 25801.318750 ∣ critic_ganloss : -284.084418 ∣ generator_nllloss : 5052.280273 ∣ generator_ganloss : 1087.618457 ∣     [  std_z : 0.99  real_sub_fake : 931.17 ]
[  epoch 0038/0040] 4560/4800, lr:1.3e-05 ∣ avg_100 : 31940.654520 ∣ critic_nllloss : 25930.947266 ∣ critic_ganloss : -282.117975 ∣ generator_nllloss : 5154.302930 ∣ generator_ganloss : 1093.935986 ∣     [  std_z : 1.00  real_sub_fake : 981.07 ]
[  epoch 0038/0040] 4570/4800, lr:1.3e-05 ∣ avg_100 : 31939.961129 ∣ critic_nllloss : 25882.929688 ∣ critic_ganloss : -130.611716 ∣ generator_nllloss : 5224.451953 ∣ generator_ganloss : 1101.735254 ∣     [  std_z : 1.00  real_sub_fake : 989.23 ]
[  epoch 0038/0040] 4580/4800, lr:1.3e-05 ∣ avg_100 : 31941.618399 ∣ critic_nllloss : 26070.678906 ∣ critic_ganloss : -304.052348 ∣ generator_nllloss : 5191.560742 ∣ generator_ganloss : 1109.335254 ∣     [  std_z : 1.00  real_sub_fake : 1034.89 ]
[  epoch 0038/0040] 4590/4800, lr:1.3e-05 ∣ avg_100 : 31935.424333 ∣ critic_nllloss : 25707.693750 ∣ critic_ganloss : -269.031223 ∣ generator_nllloss : 5221.896289 ∣ generator_ganloss : 1111.135449 ∣     [  std_z : 0.99  real_sub_fake : 1019.62 ]
[  epoch 0038/0040] 4600/4800, lr:1.3e-05 ∣ avg_100 : 31932.165942 ∣ critic_nllloss : 25667.935937 ∣ critic_ganloss : -318.868629 ∣ generator_nllloss : 5224.294336 ∣ generator_ganloss : 1122.417383 ∣     [  std_z : 0.99  real_sub_fake : 1070.44 ]
[  epoch 0038/0040] 4610/4800, lr:1.3e-05 ∣ avg_100 : 31933.389548 ∣ critic_nllloss : 25922.238086 ∣ critic_ganloss : -312.994308 ∣ generator_nllloss : 5129.699023 ∣ generator_ganloss : 1132.331836 ∣     [  std_z : 0.99  real_sub_fake : 1227.12 ]
[  epoch 0038/0040] 4620/4800, lr:1.3e-05 ∣ avg_100 : 31928.522319 ∣ critic_nllloss : 25631.923242 ∣ critic_ganloss : -279.296942 ∣ generator_nllloss : 5104.563281 ∣ generator_ganloss : 1151.831982 ∣     [  std_z : 1.00  real_sub_fake : 875.62 ]
[  epoch 0038/0040] 4630/4800, lr:1.3e-05 ∣ avg_100 : 31927.886252 ∣ critic_nllloss : 25901.119141 ∣ critic_ganloss : -324.121939 ∣ generator_nllloss : 5179.425977 ∣ generator_ganloss : 1137.625293 ∣     [  std_z : 1.00  real_sub_fake : 974.51 ]
[  epoch 0038/0040] 4640/4800, lr:1.3e-05 ∣ avg_100 : 31924.550197 ∣ critic_nllloss : 25805.916016 ∣ critic_ganloss : -289.758310 ∣ generator_nllloss : 5088.383594 ∣ generator_ganloss : 1121.474414 ∣     [  std_z : 0.99  real_sub_fake : 1048.32 ]
[  epoch 0038/0040] 4650/4800, lr:1.3e-05 ∣ avg_100 : 31928.022097 ∣ critic_nllloss : 25954.092187 ∣ critic_ganloss : -288.742035 ∣ generator_nllloss : 5274.787500 ∣ generator_ganloss : 1133.103174 ∣     [  std_z : 0.99  real_sub_fake : 1135.53 ]
[  epoch 0038/0040] 4660/4800, lr:1.3e-05 ∣ avg_100 : 31928.390991 ∣ critic_nllloss : 25858.311719 ∣ critic_ganloss : -223.190683 ∣ generator_nllloss : 5233.394922 ∣ generator_ganloss : 1133.346191 ∣     [  std_z : 1.00  real_sub_fake : 1195.13 ]
[  epoch 0038/0040] 4670/4800, lr:1.3e-05 ∣ avg_100 : 31926.863680 ∣ critic_nllloss : 25699.381836 ∣ critic_ganloss : -282.029565 ∣ generator_nllloss : 5182.505078 ∣ generator_ganloss : 1135.050684 ∣     [  std_z : 1.00  real_sub_fake : 1102.61 ]
[  epoch 0038/0040] 4680/4800, lr:1.3e-05 ∣ avg_100 : 31930.792104 ∣ critic_nllloss : 26062.202344 ∣ critic_ganloss : -335.077179 ∣ generator_nllloss : 5214.484766 ∣ generator_ganloss : 1152.172998 ∣     [  std_z : 1.00  real_sub_fake : 1089.51 ]
[  epoch 0038/0040] 4690/4800, lr:1.3e-05 ∣ avg_100 : 31934.941780 ∣ critic_nllloss : 25997.579492 ∣ critic_ganloss : -221.849707 ∣ generator_nllloss : 5254.910937 ∣ generator_ganloss : 1141.633789 ∣     [  std_z : 0.99  real_sub_fake : 1177.07 ]
[  epoch 0038/0040] 4700/4800, lr:1.3e-05 ∣ avg_100 : 31932.581469 ∣ critic_nllloss : 25825.962500 ∣ critic_ganloss : -390.527106 ∣ generator_nllloss : 5130.530078 ∣ generator_ganloss : 1140.932129 ∣     [  std_z : 0.99  real_sub_fake : 1294.00 ]
[  epoch 0038/0040] 4710/4800, lr:1.3e-05 ∣ avg_100 : 31931.087498 ∣ critic_nllloss : 25798.009766 ∣ critic_ganloss : -306.431393 ∣ generator_nllloss : 5217.686719 ∣ generator_ganloss : 1142.992969 ∣     [  std_z : 0.99  real_sub_fake : 1221.44 ]
[  epoch 0038/0040] 4720/4800, lr:1.3e-05 ∣ avg_100 : 31927.971345 ∣ critic_nllloss : 25798.344727 ∣ critic_ganloss : -350.228494 ∣ generator_nllloss : 5124.478906 ∣ generator_ganloss : 1170.969971 ∣     [  std_z : 0.99  real_sub_fake : 1121.38 ]
[  epoch 0038/0040] 4730/4800, lr:1.3e-05 ∣ avg_100 : 31930.667533 ∣ critic_nllloss : 25917.642383 ∣ critic_ganloss : -148.737027 ∣ generator_nllloss : 5140.868359 ∣ generator_ganloss : 1176.068359 ∣     [  std_z : 1.00  real_sub_fake : 1162.81 ]
[  epoch 0038/0040] 4740/4800, lr:1.3e-05 ∣ avg_100 : 31933.140500 ∣ critic_nllloss : 25957.432812 ∣ critic_ganloss : -330.631018 ∣ generator_nllloss : 5223.730469 ∣ generator_ganloss : 1177.249219 ∣     [  std_z : 0.99  real_sub_fake : 1054.62 ]
[  epoch 0038/0040] 4750/4800, lr:1.3e-05 ∣ avg_100 : 31933.597301 ∣ critic_nllloss : 25876.382031 ∣ critic_ganloss : -352.865434 ∣ generator_nllloss : 5154.861328 ∣ generator_ganloss : 1156.932373 ∣     [  std_z : 0.99  real_sub_fake : 1060.77 ]
[  epoch 0038/0040] 4760/4800, lr:1.3e-05 ∣ avg_100 : 31933.356495 ∣ critic_nllloss : 25859.601953 ∣ critic_ganloss : -281.359053 ∣ generator_nllloss : 5160.740039 ∣ generator_ganloss : 1135.880322 ∣     [  std_z : 0.99  real_sub_fake : 1146.47 ]
[  epoch 0038/0040] 4770/4800, lr:1.3e-05 ∣ avg_100 : 31932.999216 ∣ critic_nllloss : 25794.911328 ∣ critic_ganloss : -174.763272 ∣ generator_nllloss : 5161.225781 ∣ generator_ganloss : 1146.517480 ∣     [  std_z : 0.99  real_sub_fake : 1029.26 ]
[  epoch 0038/0040] 4780/4800, lr:1.3e-05 ∣ avg_100 : 31934.850318 ∣ critic_nllloss : 25866.427930 ∣ critic_ganloss : -307.259839 ∣ generator_nllloss : 5262.015430 ∣ generator_ganloss : 1154.873340 ∣     [  std_z : 1.00  real_sub_fake : 981.52 ]
[  epoch 0038/0040] 4790/4800, lr:1.3e-05 ∣ avg_100 : 31935.305336 ∣ critic_nllloss : 25765.102344 ∣ critic_ganloss : -262.115793 ∣ generator_nllloss : 5171.221484 ∣ generator_ganloss : 1157.740820 ∣     [  std_z : 1.00  real_sub_fake : 1064.95 ]
[  epoch 0038/0040] 4800/4800, lr:1.3e-05 ∣ avg_100 : 31935.970219 ∣ critic_nllloss : 25699.814844 ∣ critic_ganloss : -388.846655 ∣ generator_nllloss : 5206.789453 ∣ generator_ganloss : 1143.526758 ∣     [  std_z : 1.00  real_sub_fake : 1212.13 ]
[    val 038    ] Done! KLD: 0.026893: 0.014277g: 1:22:37, total: 1 day, 3:32:25                    
[  epoch 0039/0040] 0010/4800, lr:1.3e-05 ∣ avg_100 : 31935.158322 ∣ critic_nllloss : 25804.123828 ∣ critic_ganloss : -317.462137 ∣ generator_nllloss : 5081.859570 ∣ generator_ganloss : 1158.486914 ∣     [  std_z : 1.00  real_sub_fake : 1197.98 ]
[  epoch 0039/0040] 0020/4800, lr:1.3e-05 ∣ avg_100 : 31937.714070 ∣ critic_nllloss : 26020.315625 ∣ critic_ganloss : -339.753833 ∣ generator_nllloss : 5155.840625 ∣ generator_ganloss : 1168.854102 ∣     [  std_z : 0.99  real_sub_fake : 1225.20 ]
[  epoch 0039/0040] 0030/4800, lr:1.3e-05 ∣ avg_100 : 31934.618498 ∣ critic_nllloss : 25812.756055 ∣ critic_ganloss : -404.616342 ∣ generator_nllloss : 5165.789844 ∣ generator_ganloss : 1160.700928 ∣     [  std_z : 0.99  real_sub_fake : 1323.98 ]
[  epoch 0039/0040] 0040/4800, lr:1.3e-05 ∣ avg_100 : 31932.866399 ∣ critic_nllloss : 25652.855664 ∣ critic_ganloss : -432.702936 ∣ generator_nllloss : 5187.395117 ∣ generator_ganloss : 1152.333252 ∣     [  std_z : 0.99  real_sub_fake : 1461.43 ]
[  epoch 0039/0040] 0050/4800, lr:1.3e-05 ∣ avg_100 : 31930.962506 ∣ critic_nllloss : 25905.381445 ∣ critic_ganloss : -376.884872 ∣ generator_nllloss : 5199.262109 ∣ generator_ganloss : 1170.782031 ∣     [  std_z : 0.99  real_sub_fake : 1422.74 ]
[  epoch 0039/0040] 0060/4800, lr:1.3e-05 ∣ avg_100 : 31934.103004 ∣ critic_nllloss : 26054.209570 ∣ critic_ganloss : -297.261191 ∣ generator_nllloss : 5222.928125 ∣ generator_ganloss : 1173.716943 ∣     [  std_z : 0.99  real_sub_fake : 1535.53 ]
[  epoch 0039/0040] 0070/4800, lr:1.3e-05 ∣ avg_100 : 31933.511445 ∣ critic_nllloss : 25891.029102 ∣ critic_ganloss : -270.295958 ∣ generator_nllloss : 5206.269531 ∣ generator_ganloss : 1219.418359 ∣     [  std_z : 0.99  real_sub_fake : 843.04 ]
[  epoch 0039/0040] 0080/4800, lr:1.3e-05 ∣ avg_100 : 31937.622349 ∣ critic_nllloss : 26006.195117 ∣ critic_ganloss : -43.052159 ∣ generator_nllloss : 5268.672266 ∣ generator_ganloss : 1193.247168 ∣  [  std_z : 0.99  real_sub_fake : 815.88 ]
[  epoch 0039/0040] 0090/4800, lr:1.3e-05 ∣ avg_100 : 31937.728320 ∣ critic_nllloss : 25913.928125 ∣ critic_ganloss : -247.152820 ∣ generator_nllloss : 5207.613086 ∣ generator_ganloss : 1145.475977 ∣     [  std_z : 1.00  real_sub_fake : 967.62 ]
[  epoch 0039/0040] 0100/4800, lr:1.3e-05 ∣ avg_100 : 31936.673060 ∣ critic_nllloss : 25767.335547 ∣ critic_ganloss : -159.944556 ∣ generator_nllloss : 5128.994336 ∣ generator_ganloss : 1159.235352 ∣     [  std_z : 1.00  real_sub_fake : 946.92 ]
[  epoch 0039/0040] 0110/4800, lr:1.3e-05 ∣ avg_100 : 31937.963541 ∣ critic_nllloss : 25976.160156 ∣ critic_ganloss : -314.383527 ∣ generator_nllloss : 5212.673242 ∣ generator_ganloss : 1174.596631 ∣     [  std_z : 1.00  real_sub_fake : 894.36 ]
[  epoch 0039/0040] 0120/4800, lr:1.3e-05 ∣ avg_100 : 31935.399728 ∣ critic_nllloss : 25848.327344 ∣ critic_ganloss : -282.488300 ∣ generator_nllloss : 5237.630078 ∣ generator_ganloss : 1168.271045 ∣     [  std_z : 0.99  real_sub_fake : 928.02 ]
[  epoch 0039/0040] 0130/4800, lr:1.3e-05 ∣ avg_100 : 31932.917366 ∣ critic_nllloss : 25803.078516 ∣ critic_ganloss : -322.973624 ∣ generator_nllloss : 5190.644531 ∣ generator_ganloss : 1157.776221 ∣     [  std_z : 0.99  real_sub_fake : 1068.94 ]
[  epoch 0039/0040] 0140/4800, lr:1.3e-05 ∣ avg_100 : 31931.363927 ∣ critic_nllloss : 25557.664453 ∣ critic_ganloss : -281.864151 ∣ generator_nllloss : 5183.674609 ∣ generator_ganloss : 1162.005371 ∣     [  std_z : 0.99  real_sub_fake : 1082.14 ]
[  epoch 0039/0040] 0150/4800, lr:1.3e-05 ∣ avg_100 : 31926.040365 ∣ critic_nllloss : 25668.521289 ∣ critic_ganloss : -355.255048 ∣ generator_nllloss : 5081.762109 ∣ generator_ganloss : 1171.261475 ∣     [  std_z : 0.99  real_sub_fake : 1132.31 ]
[  epoch 0039/0040] 0160/4800, lr:1.3e-05 ∣ avg_100 : 31920.707184 ∣ critic_nllloss : 25612.029297 ∣ critic_ganloss : -258.077002 ∣ generator_nllloss : 5056.044922 ∣ generator_ganloss : 1173.654297 ∣     [  std_z : 0.99  real_sub_fake : 1063.29 ]
[  epoch 0039/0040] 0170/4800, lr:1.3e-05 ∣ avg_100 : 31917.010651 ∣ critic_nllloss : 25643.911328 ∣ critic_ganloss : -295.164049 ∣ generator_nllloss : 5140.991406 ∣ generator_ganloss : 1173.525586 ∣     [  std_z : 0.99  real_sub_fake : 1056.24 ]
[  epoch 0039/0040] 0180/4800, lr:1.3e-05 ∣ avg_100 : 31915.081606 ∣ critic_nllloss : 25833.770898 ∣ critic_ganloss : -373.661438 ∣ generator_nllloss : 5166.780078 ∣ generator_ganloss : 1158.342285 ∣     [  std_z : 1.00  real_sub_fake : 1188.80 ]
[  epoch 0039/0040] 0190/4800, lr:1.3e-05 ∣ avg_100 : 31915.852837 ∣ critic_nllloss : 25922.870703 ∣ critic_ganloss : -374.256161 ∣ generator_nllloss : 5129.438477 ∣ generator_ganloss : 1169.724902 ∣     [  std_z : 0.99  real_sub_fake : 1252.83 ]
[  epoch 0039/0040] 0200/4800, lr:1.3e-05 ∣ avg_100 : 31915.133325 ∣ critic_nllloss : 25838.527539 ∣ critic_ganloss : -315.284888 ∣ generator_nllloss : 5152.014648 ∣ generator_ganloss : 1173.560254 ∣     [  std_z : 0.99  real_sub_fake : 1284.28 ]
[  epoch 0039/0040] 0210/4800, lr:1.3e-05 ∣ avg_100 : 31909.507895 ∣ critic_nllloss : 25707.768750 ∣ critic_ganloss : -367.836578 ∣ generator_nllloss : 5117.619141 ∣ generator_ganloss : 1187.877490 ∣     [  std_z : 1.00  real_sub_fake : 1245.39 ]
[  epoch 0039/0040] 0220/4800, lr:1.3e-05 ∣ avg_100 : 31911.520954 ∣ critic_nllloss : 25884.713672 ∣ critic_ganloss : -329.430936 ∣ generator_nllloss : 5195.490039 ∣ generator_ganloss : 1179.102246 ∣     [  std_z : 1.00  real_sub_fake : 1393.84 ]
[  epoch 0039/0040] 0230/4800, lr:1.3e-05 ∣ avg_100 : 31911.870475 ∣ critic_nllloss : 25934.666406 ∣ critic_ganloss : -332.938980 ∣ generator_nllloss : 5262.109961 ∣ generator_ganloss : 1195.701318 ∣     [  std_z : 0.99  real_sub_fake : 1351.14 ]
[  epoch 0039/0040] 0240/4800, lr:1.3e-05 ∣ avg_100 : 31910.443319 ∣ critic_nllloss : 25858.165430 ∣ critic_ganloss : -293.950781 ∣ generator_nllloss : 5169.106445 ∣ generator_ganloss : 1172.051123 ∣     [  std_z : 0.99  real_sub_fake : 1345.55 ]
[  epoch 0039/0040] 0250/4800, lr:1.3e-05 ∣ avg_100 : 31913.037546 ∣ critic_nllloss : 25954.659375 ∣ critic_ganloss : -326.089046 ∣ generator_nllloss : 5192.007812 ∣ generator_ganloss : 1183.096143 ∣     [  std_z : 0.99  real_sub_fake : 1186.46 ]
[  epoch 0039/0040] 0260/4800, lr:1.3e-05 ∣ avg_100 : 31916.182400 ∣ critic_nllloss : 25631.921484 ∣ critic_ganloss : -241.064380 ∣ generator_nllloss : 5115.166602 ∣ generator_ganloss : 1175.621387 ∣     [  std_z : 0.99  real_sub_fake : 1099.37 ]
[  epoch 0039/0040] 0270/4800, lr:1.3e-05 ∣ avg_100 : 31917.053727 ∣ critic_nllloss : 25826.879492 ∣ critic_ganloss : -346.484311 ∣ generator_nllloss : 5062.632227 ∣ generator_ganloss : 1176.269238 ∣     [  std_z : 0.99  real_sub_fake : 1270.61 ]
[  epoch 0039/0040] 0280/4800, lr:1.3e-05 ∣ avg_100 : 31914.054362 ∣ critic_nllloss : 25867.612695 ∣ critic_ganloss : -361.893286 ∣ generator_nllloss : 5085.291016 ∣ generator_ganloss : 1176.335400 ∣     [  std_z : 0.99  real_sub_fake : 1256.02 ]
[  epoch 0039/0040] 0290/4800, lr:1.3e-05 ∣ avg_100 : 31914.219306 ∣ critic_nllloss : 25878.452148 ∣ critic_ganloss : -318.506400 ∣ generator_nllloss : 5091.981055 ∣ generator_ganloss : 1173.874658 ∣     [  std_z : 1.00  real_sub_fake : 1339.28 ]
[  epoch 0039/0040] 0300/4800, lr:1.3e-05 ∣ avg_100 : 31912.616672 ∣ critic_nllloss : 25948.997656 ∣ critic_ganloss : -340.798019 ∣ generator_nllloss : 5233.401758 ∣ generator_ganloss : 1181.084473 ∣     [  std_z : 1.00  real_sub_fake : 1391.34 ]
[  epoch 0039/0040] 0310/4800, lr:1.3e-05 ∣ avg_100 : 31905.998278 ∣ critic_nllloss : 25723.788281 ∣ critic_ganloss : -303.741403 ∣ generator_nllloss : 5128.678906 ∣ generator_ganloss : 1172.892236 ∣     [  std_z : 1.00  real_sub_fake : 1144.19 ]
[  epoch 0039/0040] 0320/4800, lr:1.3e-05 ∣ avg_100 : 31907.525625 ∣ critic_nllloss : 25884.820117 ∣ critic_ganloss : -222.361639 ∣ generator_nllloss : 5161.979102 ∣ generator_ganloss : 1176.253662 ∣     [  std_z : 0.99  real_sub_fake : 1094.88 ]
[  epoch 0039/0040] 0330/4800, lr:1.3e-05 ∣ avg_100 : 31900.279091 ∣ critic_nllloss : 25700.274414 ∣ critic_ganloss : -366.872342 ∣ generator_nllloss : 5222.608789 ∣ generator_ganloss : 1169.038574 ∣     [  std_z : 0.98  real_sub_fake : 1139.01 ]
[  epoch 0039/0040] 0340/4800, lr:1.3e-05 ∣ avg_100 : 31897.679310 ∣ critic_nllloss : 25669.036133 ∣ critic_ganloss : -291.745749 ∣ generator_nllloss : 5169.195703 ∣ generator_ganloss : 1178.682520 ∣     [  std_z : 0.98  real_sub_fake : 1137.95 ]
[  epoch 0039/0040] 0350/4800, lr:1.3e-05 ∣ avg_100 : 31896.065524 ∣ critic_nllloss : 25942.680469 ∣ critic_ganloss : -288.372806 ∣ generator_nllloss : 5142.121094 ∣ generator_ganloss : 1191.249658 ∣     [  std_z : 0.99  real_sub_fake : 1024.44 ]
[  epoch 0039/0040] 0360/4800, lr:1.3e-05 ∣ avg_100 : 31896.404247 ∣ critic_nllloss : 25724.073437 ∣ critic_ganloss : -321.312140 ∣ generator_nllloss : 5181.434766 ∣ generator_ganloss : 1160.238477 ∣     [  std_z : 0.99  real_sub_fake : 1189.62 ]
[  epoch 0039/0040] 0370/4800, lr:1.3e-05 ∣ avg_100 : 31896.654487 ∣ critic_nllloss : 25833.575391 ∣ critic_ganloss : -332.141843 ∣ generator_nllloss : 5065.145703 ∣ generator_ganloss : 1163.920020 ∣     [  std_z : 1.00  real_sub_fake : 1234.58 ]
[  epoch 0039/0040] 0380/4800, lr:1.3e-05 ∣ avg_100 : 31896.597171 ∣ critic_nllloss : 25897.696289 ∣ critic_ganloss : -283.473117 ∣ generator_nllloss : 5213.774805 ∣ generator_ganloss : 1186.415332 ∣     [  std_z : 1.00  real_sub_fake : 1132.95 ]
[  epoch 0039/0040] 0390/4800, lr:1.3e-05 ∣ avg_100 : 31900.984534 ∣ critic_nllloss : 26044.620312 ∣ critic_ganloss : -326.265607 ∣ generator_nllloss : 5250.153516 ∣ generator_ganloss : 1166.196826 ∣     [  std_z : 0.99  real_sub_fake : 1261.55 ]
[  epoch 0039/0040] 0400/4800, lr:1.3e-05 ∣ avg_100 : 31897.749749 ∣ critic_nllloss : 25629.339062 ∣ critic_ganloss : -292.766496 ∣ generator_nllloss : 5119.668750 ∣ generator_ganloss : 1162.316797 ∣     [  std_z : 0.99  real_sub_fake : 1114.80 ]
[  epoch 0039/0040] 0410/4800, lr:1.3e-05 ∣ avg_100 : 31903.127805 ∣ critic_nllloss : 26207.639844 ∣ critic_ganloss : -320.824380 ∣ generator_nllloss : 5300.948242 ∣ generator_ganloss : 1178.542139 ∣     [  std_z : 0.99  real_sub_fake : 1180.30 ]
[  epoch 0039/0040] 0420/4800, lr:1.3e-05 ∣ avg_100 : 31901.311984 ∣ critic_nllloss : 25819.620898 ∣ critic_ganloss : -309.988174 ∣ generator_nllloss : 5229.936719 ∣ generator_ganloss : 1184.747314 ∣     [  std_z : 0.99  real_sub_fake : 1076.91 ]
[  epoch 0039/0040] 0430/4800, lr:1.3e-05 ∣ avg_100 : 31901.248178 ∣ critic_nllloss : 25761.370312 ∣ critic_ganloss : -240.580661 ∣ generator_nllloss : 5111.090625 ∣ generator_ganloss : 1177.962646 ∣     [  std_z : 0.99  real_sub_fake : 1179.71 ]
[  epoch 0039/0040] 0440/4800, lr:1.3e-05 ∣ avg_100 : 31905.985614 ∣ critic_nllloss : 26293.688281 ∣ critic_ganloss : -328.426819 ∣ generator_nllloss : 5276.498828 ∣ generator_ganloss : 1199.724463 ∣     [  std_z : 1.00  real_sub_fake : 1125.38 ]
[  epoch 0039/0040] 0450/4800, lr:1.3e-05 ∣ avg_100 : 31909.331709 ∣ critic_nllloss : 25965.913672 ∣ critic_ganloss : -277.306253 ∣ generator_nllloss : 5183.487109 ∣ generator_ganloss : 1199.375293 ∣     [  std_z : 1.00  real_sub_fake : 1009.73 ]
[  epoch 0039/0040] 0460/4800, lr:1.3e-05 ∣ avg_100 : 31907.632689 ∣ critic_nllloss : 25807.470898 ∣ critic_ganloss : -347.946394 ∣ generator_nllloss : 5162.434570 ∣ generator_ganloss : 1177.419824 ∣     [  std_z : 1.00  real_sub_fake : 1116.11 ]
[  epoch 0039/0040] 0470/4800, lr:1.3e-05 ∣ avg_100 : 31907.677655 ∣ critic_nllloss : 25949.713477 ∣ critic_ganloss : -319.220459 ∣ generator_nllloss : 5213.734961 ∣ generator_ganloss : 1174.337109 ∣     [  std_z : 0.99  real_sub_fake : 1210.09 ]
[  epoch 0039/0040] 0480/4800, lr:1.3e-05 ∣ avg_100 : 31910.082357 ∣ critic_nllloss : 25897.025391 ∣ critic_ganloss : -304.896678 ∣ generator_nllloss : 5200.894922 ∣ generator_ganloss : 1180.119189 ∣     [  std_z : 0.99  real_sub_fake : 1183.38 ]
[  epoch 0039/0040] 0490/4800, lr:1.3e-05 ∣ avg_100 : 31908.012547 ∣ critic_nllloss : 25815.041016 ∣ critic_ganloss : -336.563892 ∣ generator_nllloss : 5141.389063 ∣ generator_ganloss : 1159.991064 ∣     [  std_z : 0.99  real_sub_fake : 1243.46 ]
[  epoch 0039/0040] 0500/4800, lr:1.3e-05 ∣ avg_100 : 31906.664372 ∣ critic_nllloss : 25797.019727 ∣ critic_ganloss : -246.353586 ∣ generator_nllloss : 5120.589453 ∣ generator_ganloss : 1160.012598 ∣     [  std_z : 1.00  real_sub_fake : 1220.79 ]
[  epoch 0039/0040] 0510/4800, lr:1.3e-05 ∣ avg_100 : 31903.290923 ∣ critic_nllloss : 25738.762109 ∣ critic_ganloss : -323.552612 ∣ generator_nllloss : 5146.628906 ∣ generator_ganloss : 1178.837598 ∣     [  std_z : 1.00  real_sub_fake : 1112.99 ]
[  epoch 0039/0040] 0520/4800, lr:1.3e-05 ∣ avg_100 : 31905.804988 ∣ critic_nllloss : 25654.774023 ∣ critic_ganloss : -254.761125 ∣ generator_nllloss : 5139.596094 ∣ generator_ganloss : 1170.791553 ∣     [  std_z : 1.00  real_sub_fake : 1032.10 ]
[  epoch 0039/0040] 0530/4800, lr:1.3e-05 ∣ avg_100 : 31905.627514 ∣ critic_nllloss : 25880.743164 ∣ critic_ganloss : -338.730847 ∣ generator_nllloss : 5075.044336 ∣ generator_ganloss : 1161.504834 ∣     [  std_z : 1.00  real_sub_fake : 1094.78 ]
[  epoch 0039/0040] 0540/4800, lr:1.3e-05 ∣ avg_100 : 31907.809075 ∣ critic_nllloss : 25949.172656 ∣ critic_ganloss : -291.181992 ∣ generator_nllloss : 5237.357031 ∣ generator_ganloss : 1163.005469 ∣     [  std_z : 0.99  real_sub_fake : 1200.56 ]
[  epoch 0039/0040] 0550/4800, lr:1.3e-05 ∣ avg_100 : 31907.915078 ∣ critic_nllloss : 25769.547461 ∣ critic_ganloss : -245.892853 ∣ generator_nllloss : 5221.229297 ∣ generator_ganloss : 1171.617188 ∣     [  std_z : 0.99  real_sub_fake : 1210.80 ]
[  epoch 0039/0040] 0560/4800, lr:1.3e-05 ∣ avg_100 : 31907.786287 ∣ critic_nllloss : 25846.637109 ∣ critic_ganloss : -309.591869 ∣ generator_nllloss : 5155.595703 ∣ generator_ganloss : 1181.831006 ∣     [  std_z : 1.00  real_sub_fake : 1096.51 ]
[  epoch 0039/0040] 0570/4800, lr:1.3e-05 ∣ avg_100 : 31907.172022 ∣ critic_nllloss : 25971.510352 ∣ critic_ganloss : -343.890672 ∣ generator_nllloss : 5151.952344 ∣ generator_ganloss : 1169.287061 ∣     [  std_z : 0.99  real_sub_fake : 1180.52 ]
[  epoch 0039/0040] 0580/4800, lr:1.3e-05 ∣ avg_100 : 31904.272083 ∣ critic_nllloss : 25727.591602 ∣ critic_ganloss : -327.903510 ∣ generator_nllloss : 5120.033203 ∣ generator_ganloss : 1172.439355 ∣     [  std_z : 0.99  real_sub_fake : 1217.07 ]
[  epoch 0039/0040] 0590/4800, lr:1.3e-05 ∣ avg_100 : 31905.040666 ∣ critic_nllloss : 25797.583594 ∣ critic_ganloss : -271.742007 ∣ generator_nllloss : 5237.696484 ∣ generator_ganloss : 1177.770459 ∣     [  std_z : 1.00  real_sub_fake : 1256.33 ]
[  epoch 0039/0040] 0600/4800, lr:1.3e-05 ∣ avg_100 : 31907.023385 ∣ critic_nllloss : 25913.213672 ∣ critic_ganloss : -251.544534 ∣ generator_nllloss : 5264.699414 ∣ generator_ganloss : 1178.751221 ∣     [  std_z : 1.00  real_sub_fake : 1228.58 ]
[  epoch 0039/0040] 0610/4800, lr:1.3e-05 ∣ avg_100 : 31908.248829 ∣ critic_nllloss : 25753.079688 ∣ critic_ganloss : -227.734549 ∣ generator_nllloss : 5145.371680 ∣ generator_ganloss : 1197.518164 ∣     [  std_z : 0.99  real_sub_fake : 1057.25 ]
[  epoch 0039/0040] 0620/4800, lr:1.3e-05 ∣ avg_100 : 31904.663117 ∣ critic_nllloss : 25584.947461 ∣ critic_ganloss : -244.698914 ∣ generator_nllloss : 5133.858984 ∣ generator_ganloss : 1192.151660 ∣     [  std_z : 1.00  real_sub_fake : 1013.71 ]
[  epoch 0039/0040] 0630/4800, lr:1.3e-05 ∣ avg_100 : 31905.035796 ∣ critic_nllloss : 25894.420312 ∣ critic_ganloss : -240.963074 ∣ generator_nllloss : 5186.999805 ∣ generator_ganloss : 1192.333984 ∣     [  std_z : 1.00  real_sub_fake : 958.86 ]
[  epoch 0039/0040] 0640/4800, lr:1.3e-05 ∣ avg_100 : 31903.659975 ∣ critic_nllloss : 25898.918164 ∣ critic_ganloss : -339.185086 ∣ generator_nllloss : 5149.072852 ∣ generator_ganloss : 1199.606885 ∣     [  std_z : 0.99  real_sub_fake : 1039.72 ]
[  epoch 0039/0040] 0650/4800, lr:1.3e-05 ∣ avg_100 : 31904.674891 ∣ critic_nllloss : 25899.095117 ∣ critic_ganloss : -311.926712 ∣ generator_nllloss : 5246.471094 ∣ generator_ganloss : 1184.950244 ∣     [  std_z : 0.99  real_sub_fake : 1095.78 ]
[  epoch 0039/0040] 0660/4800, lr:1.3e-05 ∣ avg_100 : 31904.792612 ∣ critic_nllloss : 25889.609570 ∣ critic_ganloss : -311.650345 ∣ generator_nllloss : 5214.109961 ∣ generator_ganloss : 1185.857861 ∣     [  std_z : 0.99  real_sub_fake : 1219.01 ]
[  epoch 0039/0040] 0670/4800, lr:1.3e-05 ∣ avg_100 : 31899.898454 ∣ critic_nllloss : 25849.959766 ∣ critic_ganloss : -210.933270 ∣ generator_nllloss : 5212.979102 ∣ generator_ganloss : 1205.781592 ∣     [  std_z : 1.00  real_sub_fake : 1021.02 ]
[  epoch 0039/0040] 0680/4800, lr:1.3e-05 ∣ avg_100 : 31895.221720 ∣ critic_nllloss : 25905.549023 ∣ critic_ganloss : -98.812581 ∣ generator_nllloss : 5075.299805 ∣ generator_ganloss : 1212.298535 ∣  [  std_z : 0.99  real_sub_fake : 473.65 ]
[  epoch 0039/0040] 0690/4800, lr:1.3e-05 ∣ avg_100 : 31895.280141 ∣ critic_nllloss : 25911.123828 ∣ critic_ganloss : -71.574686 ∣ generator_nllloss : 5017.855078 ∣ generator_ganloss : 1188.775732 ∣  [  std_z : 0.99  real_sub_fake : 342.83 ]
[  epoch 0039/0040] 0700/4800, lr:1.3e-05 ∣ avg_100 : 31897.250343 ∣ critic_nllloss : 26008.811914 ∣ critic_ganloss : -112.024744 ∣ generator_nllloss : 5166.370117 ∣ generator_ganloss : 1154.790869 ∣     [  std_z : 1.00  real_sub_fake : 506.49 ]
[  epoch 0039/0040] 0710/4800, lr:1.3e-05 ∣ avg_100 : 31893.243358 ∣ critic_nllloss : 25678.231836 ∣ critic_ganloss : -167.457156 ∣ generator_nllloss : 5115.161328 ∣ generator_ganloss : 1124.160352 ∣     [  std_z : 1.00  real_sub_fake : 654.11 ]
[  epoch 0039/0040] 0720/4800, lr:1.3e-05 ∣ avg_100 : 31892.326684 ∣ critic_nllloss : 25775.544727 ∣ critic_ganloss : -211.636038 ∣ generator_nllloss : 5160.067578 ∣ generator_ganloss : 1109.697607 ∣     [  std_z : 1.00  real_sub_fake : 766.70 ]
[  epoch 0039/0040] 0730/4800, lr:1.3e-05 ∣ avg_100 : 31890.782600 ∣ critic_nllloss : 25772.469141 ∣ critic_ganloss : -274.548270 ∣ generator_nllloss : 5198.310938 ∣ generator_ganloss : 1108.113379 ∣     [  std_z : 0.99  real_sub_fake : 839.70 ]
[  epoch 0039/0040] 0740/4800, lr:1.3e-05 ∣ avg_100 : 31889.381673 ∣ critic_nllloss : 25785.190234 ∣ critic_ganloss : -248.891920 ∣ generator_nllloss : 5170.875000 ∣ generator_ganloss : 1109.354297 ∣     [  std_z : 0.99  real_sub_fake : 895.39 ]
[  epoch 0039/0040] 0750/4800, lr:1.3e-05 ∣ avg_100 : 31892.309667 ∣ critic_nllloss : 25897.470508 ∣ critic_ganloss : -298.416895 ∣ generator_nllloss : 5238.132031 ∣ generator_ganloss : 1112.746777 ∣     [  std_z : 0.98  real_sub_fake : 1040.32 ]
[  epoch 0039/0040] 0760/4800, lr:1.3e-05 ∣ avg_100 : 31890.280453 ∣ critic_nllloss : 25754.018945 ∣ critic_ganloss : -398.540268 ∣ generator_nllloss : 5222.143750 ∣ generator_ganloss : 1116.524365 ∣     [  std_z : 0.99  real_sub_fake : 1122.59 ]
[  epoch 0039/0040] 0770/4800, lr:1.3e-05 ∣ avg_100 : 31889.690783 ∣ critic_nllloss : 25979.181641 ∣ critic_ganloss : -358.123306 ∣ generator_nllloss : 5286.933203 ∣ generator_ganloss : 1111.546680 ∣     [  std_z : 0.99  real_sub_fake : 1323.58 ]
[  epoch 0039/0040] 0780/4800, lr:1.3e-05 ∣ avg_100 : 31887.841699 ∣ critic_nllloss : 25881.805859 ∣ critic_ganloss : -386.303784 ∣ generator_nllloss : 5267.557813 ∣ generator_ganloss : 1119.554297 ∣     [  std_z : 1.00  real_sub_fake : 1361.90 ]
[  epoch 0039/0040] 0790/4800, lr:1.3e-05 ∣ avg_100 : 31887.613575 ∣ critic_nllloss : 25829.603906 ∣ critic_ganloss : -331.704623 ∣ generator_nllloss : 5132.391602 ∣ generator_ganloss : 1118.590918 ∣     [  std_z : 1.00  real_sub_fake : 1407.75 ]
[  epoch 0039/0040] 0800/4800, lr:1.3e-05 ∣ avg_100 : 31890.369633 ∣ critic_nllloss : 25873.541992 ∣ critic_ganloss : -293.526846 ∣ generator_nllloss : 5250.721484 ∣ generator_ganloss : 1140.648242 ∣     [  std_z : 1.00  real_sub_fake : 1411.25 ]
[  epoch 0039/0040] 0810/4800, lr:1.3e-05 ∣ avg_100 : 31889.491689 ∣ critic_nllloss : 25827.643164 ∣ critic_ganloss : -384.985226 ∣ generator_nllloss : 5191.913672 ∣ generator_ganloss : 1148.908643 ∣     [  std_z : 1.00  real_sub_fake : 1396.17 ]
[  epoch 0039/0040] 0820/4800, lr:1.3e-05 ∣ avg_100 : 31895.897883 ∣ critic_nllloss : 26131.364453 ∣ critic_ganloss : -352.717755 ∣ generator_nllloss : 5317.734180 ∣ generator_ganloss : 1153.260059 ∣     [  std_z : 0.99  real_sub_fake : 1421.29 ]
[  epoch 0039/0040] 0830/4800, lr:1.3e-05 ∣ avg_100 : 31895.210045 ∣ critic_nllloss : 25903.684961 ∣ critic_ganloss : -423.522366 ∣ generator_nllloss : 5176.966211 ∣ generator_ganloss : 1168.135889 ∣     [  std_z : 0.99  real_sub_fake : 1362.07 ]
[  epoch 0039/0040] 0840/4800, lr:1.3e-05 ∣ avg_100 : 31894.448661 ∣ critic_nllloss : 25802.589844 ∣ critic_ganloss : -463.552615 ∣ generator_nllloss : 5136.114258 ∣ generator_ganloss : 1174.725781 ∣     [  std_z : 0.99  real_sub_fake : 1337.09 ]
[  epoch 0039/0040] 0850/4800, lr:1.3e-05 ∣ avg_100 : 31893.075294 ∣ critic_nllloss : 26073.900586 ∣ critic_ganloss : -467.789401 ∣ generator_nllloss : 5186.643945 ∣ generator_ganloss : 1143.149023 ∣     [  std_z : 0.99  real_sub_fake : 1729.17 ]
[  epoch 0039/0040] 0860/4800, lr:1.3e-05 ∣ avg_100 : 31891.950012 ∣ critic_nllloss : 25841.129688 ∣ critic_ganloss : -361.401361 ∣ generator_nllloss : 5243.656250 ∣ generator_ganloss : 1165.949316 ∣     [  std_z : 1.00  real_sub_fake : 1640.77 ]
[  epoch 0039/0040] 0870/4800, lr:1.3e-05 ∣ avg_100 : 31893.665773 ∣ critic_nllloss : 25875.089844 ∣ critic_ganloss : -343.509882 ∣ generator_nllloss : 5191.744727 ∣ generator_ganloss : 1183.159473 ∣     [  std_z : 1.00  real_sub_fake : 1306.65 ]
[  epoch 0039/0040] 0880/4800, lr:1.3e-05 ∣ avg_100 : 31888.545866 ∣ critic_nllloss : 25633.413477 ∣ critic_ganloss : -305.750897 ∣ generator_nllloss : 5101.617188 ∣ generator_ganloss : 1152.512500 ∣     [  std_z : 1.00  real_sub_fake : 1330.70 ]
[  epoch 0039/0040] 0890/4800, lr:1.3e-05 ∣ avg_100 : 31887.969794 ∣ critic_nllloss : 25881.433203 ∣ critic_ganloss : -229.504375 ∣ generator_nllloss : 5262.805078 ∣ generator_ganloss : 1199.933398 ∣     [  std_z : 0.99  real_sub_fake : 1032.12 ]
[  epoch 0039/0040] 0900/4800, lr:1.3e-05 ∣ avg_100 : 31891.676217 ∣ critic_nllloss : 25899.158008 ∣ critic_ganloss : -259.485667 ∣ generator_nllloss : 5230.869531 ∣ generator_ganloss : 1206.997998 ∣     [  std_z : 0.98  real_sub_fake : 824.74 ]
[  epoch 0039/0040] 0910/4800, lr:1.3e-05 ∣ avg_100 : 31895.207275 ∣ critic_nllloss : 26086.100781 ∣ critic_ganloss : -251.822304 ∣ generator_nllloss : 5187.947656 ∣ generator_ganloss : 1183.137744 ∣     [  std_z : 0.99  real_sub_fake : 1002.64 ]
[  epoch 0039/0040] 0920/4800, lr:1.3e-05 ∣ avg_100 : 31898.236101 ∣ critic_nllloss : 25895.314258 ∣ critic_ganloss : -241.645024 ∣ generator_nllloss : 5201.926758 ∣ generator_ganloss : 1190.851660 ∣     [  std_z : 0.99  real_sub_fake : 931.53 ]
[  epoch 0039/0040] 0930/4800, lr:1.3e-05 ∣ avg_100 : 31896.191668 ∣ critic_nllloss : 25830.168750 ∣ critic_ganloss : -191.240805 ∣ generator_nllloss : 5060.864648 ∣ generator_ganloss : 1181.606250 ∣     [  std_z : 0.99  real_sub_fake : 850.45 ]
[  epoch 0039/0040] 0940/4800, lr:1.3e-05 ∣ avg_100 : 31896.450314 ∣ critic_nllloss : 25953.455469 ∣ critic_ganloss : -229.322488 ∣ generator_nllloss : 5173.930078 ∣ generator_ganloss : 1155.583008 ∣     [  std_z : 1.00  real_sub_fake : 1012.45 ]
[  epoch 0039/0040] 0950/4800, lr:1.3e-05 ∣ avg_100 : 31899.856508 ∣ critic_nllloss : 26086.471484 ∣ critic_ganloss : -305.502693 ∣ generator_nllloss : 5241.364453 ∣ generator_ganloss : 1153.596484 ∣     [  std_z : 1.00  real_sub_fake : 946.12 ]
[  epoch 0039/0040] 0960/4800, lr:1.3e-05 ∣ avg_100 : 31902.899753 ∣ critic_nllloss : 26102.202539 ∣ critic_ganloss : -228.446297 ∣ generator_nllloss : 5135.188086 ∣ generator_ganloss : 1170.243359 ∣     [  std_z : 1.01  real_sub_fake : 1018.90 ]
[  epoch 0039/0040] 0970/4800, lr:1.3e-05 ∣ avg_100 : 31903.505544 ∣ critic_nllloss : 25973.597461 ∣ critic_ganloss : -222.908702 ∣ generator_nllloss : 5072.963086 ∣ generator_ganloss : 1164.818652 ∣     [  std_z : 1.00  real_sub_fake : 981.87 ]
[  epoch 0039/0040] 0980/4800, lr:1.3e-05 ∣ avg_100 : 31900.554546 ∣ critic_nllloss : 25655.526758 ∣ critic_ganloss : -282.934665 ∣ generator_nllloss : 5129.841211 ∣ generator_ganloss : 1178.523730 ∣     [  std_z : 0.99  real_sub_fake : 921.01 ]
[  epoch 0039/0040] 0990/4800, lr:1.3e-05 ∣ avg_100 : 31898.248093 ∣ critic_nllloss : 25603.522461 ∣ critic_ganloss : -272.525122 ∣ generator_nllloss : 5089.992578 ∣ generator_ganloss : 1180.313623 ∣     [  std_z : 0.99  real_sub_fake : 911.95 ]
[  epoch 0039/0040] 1000/4800, lr:1.3e-05 ∣ avg_100 : 31904.558817 ∣ critic_nllloss : 26142.170508 ∣ critic_ganloss : -269.793523 ∣ generator_nllloss : 5240.561719 ∣ generator_ganloss : 1179.418066 ∣     [  std_z : 0.99  real_sub_fake : 1101.58 ]
[  epoch 0039/0040] 1010/4800, lr:1.3e-05 ∣ avg_100 : 31906.269428 ∣ critic_nllloss : 25820.513867 ∣ critic_ganloss : -293.577393 ∣ generator_nllloss : 5189.800195 ∣ generator_ganloss : 1181.332617 ∣     [  std_z : 0.99  real_sub_fake : 1181.00 ]
[  epoch 0039/0040] 1020/4800, lr:1.3e-05 ∣ avg_100 : 31905.747811 ∣ critic_nllloss : 25906.024609 ∣ critic_ganloss : -343.856064 ∣ generator_nllloss : 5219.187109 ∣ generator_ganloss : 1171.739209 ∣     [  std_z : 1.00  real_sub_fake : 1226.88 ]
[  epoch 0039/0040] 1030/4800, lr:1.3e-05 ∣ avg_100 : 31906.948818 ∣ critic_nllloss : 25771.386719 ∣ critic_ganloss : -353.901471 ∣ generator_nllloss : 5242.369336 ∣ generator_ganloss : 1194.876611 ∣     [  std_z : 1.00  real_sub_fake : 1254.94 ]
[  epoch 0039/0040] 1040/4800, lr:1.3e-05 ∣ avg_100 : 31911.003902 ∣ critic_nllloss : 25928.340820 ∣ critic_ganloss : -403.370703 ∣ generator_nllloss : 5245.891211 ∣ generator_ganloss : 1194.528174 ∣     [  std_z : 0.99  real_sub_fake : 1251.15 ]
[  epoch 0039/0040] 1050/4800, lr:1.3e-05 ∣ avg_100 : 31912.239053 ∣ critic_nllloss : 25948.702539 ∣ critic_ganloss : -326.934195 ∣ generator_nllloss : 5218.093359 ∣ generator_ganloss : 1182.194092 ∣     [  std_z : 0.99  real_sub_fake : 1481.24 ]
[  epoch 0039/0040] 1060/4800, lr:1.3e-05 ∣ avg_100 : 31911.434413 ∣ critic_nllloss : 25906.028516 ∣ critic_ganloss : -228.957480 ∣ generator_nllloss : 5193.839063 ∣ generator_ganloss : 1202.219336 ∣     [  std_z : 0.99  real_sub_fake : 1228.21 ]
[  epoch 0039/0040] 1070/4800, lr:1.3e-05 ∣ avg_100 : 31910.865531 ∣ critic_nllloss : 25899.075195 ∣ critic_ganloss : -342.272382 ∣ generator_nllloss : 5232.260547 ∣ generator_ganloss : 1200.469434 ∣     [  std_z : 0.99  real_sub_fake : 1242.41 ]
[  epoch 0039/0040] 1080/4800, lr:1.3e-05 ∣ avg_100 : 31907.300975 ∣ critic_nllloss : 26023.179883 ∣ critic_ganloss : -327.997058 ∣ generator_nllloss : 5190.681055 ∣ generator_ganloss : 1182.742969 ∣     [  std_z : 1.00  real_sub_fake : 1195.88 ]
[  epoch 0039/0040] 1090/4800, lr:1.3e-05 ∣ avg_100 : 31907.904680 ∣ critic_nllloss : 25952.152539 ∣ critic_ganloss : -333.171570 ∣ generator_nllloss : 5290.386719 ∣ generator_ganloss : 1170.867139 ∣     [  std_z : 1.00  real_sub_fake : 1294.66 ]
[  epoch 0039/0040] 1100/4800, lr:1.3e-05 ∣ avg_100 : 31905.529078 ∣ critic_nllloss : 25556.996094 ∣ critic_ganloss : -179.011136 ∣ generator_nllloss : 5113.155664 ∣ generator_ganloss : 1166.919824 ∣     [  std_z : 0.99  real_sub_fake : 1108.89 ]
[  epoch 0039/0040] 1110/4800, lr:1.3e-05 ∣ avg_100 : 31903.468051 ∣ critic_nllloss : 25799.610547 ∣ critic_ganloss : -309.744070 ∣ generator_nllloss : 5183.806055 ∣ generator_ganloss : 1169.271338 ∣     [  std_z : 0.99  real_sub_fake : 1055.78 ]
[  epoch 0039/0040] 1120/4800, lr:1.3e-05 ∣ avg_100 : 31903.441629 ∣ critic_nllloss : 25905.254297 ∣ critic_ganloss : -277.830786 ∣ generator_nllloss : 5153.195508 ∣ generator_ganloss : 1188.478906 ∣     [  std_z : 0.99  real_sub_fake : 956.79 ]
[  epoch 0039/0040] 1130/4800, lr:1.3e-05 ∣ avg_100 : 31905.596541 ∣ critic_nllloss : 25995.917773 ∣ critic_ganloss : -354.257458 ∣ generator_nllloss : 5215.937891 ∣ generator_ganloss : 1186.418652 ∣     [  std_z : 1.00  real_sub_fake : 1152.37 ]
[  epoch 0039/0040] 1140/4800, lr:1.3e-05 ∣ avg_100 : 31907.687396 ∣ critic_nllloss : 25687.016016 ∣ critic_ganloss : -243.590729 ∣ generator_nllloss : 5200.361914 ∣ generator_ganloss : 1186.778564 ∣     [  std_z : 1.00  real_sub_fake : 1077.60 ]
[  epoch 0039/0040] 1150/4800, lr:1.3e-05 ∣ avg_100 : 31910.500463 ∣ critic_nllloss : 25708.394727 ∣ critic_ganloss : -260.171262 ∣ generator_nllloss : 5202.847461 ∣ generator_ganloss : 1196.525586 ∣     [  std_z : 1.01  real_sub_fake : 885.95 ]
[  epoch 0039/0040] 1160/4800, lr:1.3e-05 ∣ avg_100 : 31911.175796 ∣ critic_nllloss : 25701.692773 ∣ critic_ganloss : -316.208572 ∣ generator_nllloss : 5110.489062 ∣ generator_ganloss : 1155.211621 ∣     [  std_z : 1.00  real_sub_fake : 1140.23 ]
[  epoch 0039/0040] 1170/4800, lr:1.3e-05 ∣ avg_100 : 31918.219208 ∣ critic_nllloss : 26078.750391 ∣ critic_ganloss : -256.936130 ∣ generator_nllloss : 5376.386328 ∣ generator_ganloss : 1169.404834 ∣     [  std_z : 0.99  real_sub_fake : 1096.37 ]
[  epoch 0039/0040] 1180/4800, lr:1.3e-05 ∣ avg_100 : 31920.053486 ∣ critic_nllloss : 25802.240430 ∣ critic_ganloss : -212.316411 ∣ generator_nllloss : 5203.560547 ∣ generator_ganloss : 1175.175098 ∣     [  std_z : 0.98  real_sub_fake : 970.35 ]
[  epoch 0039/0040] 1190/4800, lr:1.3e-05 ∣ avg_100 : 31921.691591 ∣ critic_nllloss : 25895.375586 ∣ critic_ganloss : -324.020857 ∣ generator_nllloss : 5265.412891 ∣ generator_ganloss : 1174.820801 ∣     [  std_z : 0.99  real_sub_fake : 1104.13 ]
[  epoch 0039/0040] 1200/4800, lr:1.3e-05 ∣ avg_100 : 31923.698900 ∣ critic_nllloss : 25940.786523 ∣ critic_ganloss : -295.665509 ∣ generator_nllloss : 5229.210156 ∣ generator_ganloss : 1175.217236 ∣     [  std_z : 0.99  real_sub_fake : 1136.52 ]
[  epoch 0039/0040] 1210/4800, lr:1.3e-05 ∣ avg_100 : 31928.958618 ∣ critic_nllloss : 25988.730469 ∣ critic_ganloss : -230.381921 ∣ generator_nllloss : 5235.675391 ∣ generator_ganloss : 1177.376660 ∣     [  std_z : 1.00  real_sub_fake : 1012.94 ]
[  epoch 0039/0040] 1220/4800, lr:1.3e-05 ∣ avg_100 : 31928.055326 ∣ critic_nllloss : 25809.248242 ∣ critic_ganloss : -330.752043 ∣ generator_nllloss : 5178.101758 ∣ generator_ganloss : 1182.947852 ∣     [  std_z : 1.00  real_sub_fake : 1049.57 ]
[  epoch 0039/0040] 1230/4800, lr:1.3e-05 ∣ avg_100 : 31927.547363 ∣ critic_nllloss : 25981.416797 ∣ critic_ganloss : -336.783479 ∣ generator_nllloss : 5176.213672 ∣ generator_ganloss : 1187.895410 ∣     [  std_z : 1.00  real_sub_fake : 1023.15 ]
[  epoch 0039/0040] 1240/4800, lr:1.3e-05 ∣ avg_100 : 31927.175491 ∣ critic_nllloss : 25811.252539 ∣ critic_ganloss : -268.141641 ∣ generator_nllloss : 5138.107422 ∣ generator_ganloss : 1186.966748 ∣     [  std_z : 1.00  real_sub_fake : 1033.48 ]
[  epoch 0039/0040] 1250/4800, lr:1.3e-05 ∣ avg_100 : 31926.741685 ∣ critic_nllloss : 25752.141211 ∣ critic_ganloss : -152.161063 ∣ generator_nllloss : 5200.012305 ∣ generator_ganloss : 1160.301270 ∣     [  std_z : 0.99  real_sub_fake : 1098.27 ]
[  epoch 0039/0040] 1260/4800, lr:1.3e-05 ∣ avg_100 : 31928.288712 ∣ critic_nllloss : 25864.640234 ∣ critic_ganloss : -307.135947 ∣ generator_nllloss : 5107.710547 ∣ generator_ganloss : 1171.132910 ∣     [  std_z : 0.99  real_sub_fake : 1033.63 ]
[  epoch 0039/0040] 1270/4800, lr:1.3e-05 ∣ avg_100 : 31928.143214 ∣ critic_nllloss : 25784.535938 ∣ critic_ganloss : -301.714789 ∣ generator_nllloss : 5047.818750 ∣ generator_ganloss : 1174.106934 ∣     [  std_z : 0.99  real_sub_fake : 1028.40 ]
[  epoch 0039/0040] 1280/4800, lr:1.3e-05 ∣ avg_100 : 31929.093357 ∣ critic_nllloss : 25898.324219 ∣ critic_ganloss : -347.954944 ∣ generator_nllloss : 5136.794531 ∣ generator_ganloss : 1175.196387 ∣     [  std_z : 0.99  real_sub_fake : 1107.25 ]
[  epoch 0039/0040] 1290/4800, lr:1.3e-05 ∣ avg_100 : 31930.084407 ∣ critic_nllloss : 25937.433008 ∣ critic_ganloss : -308.632980 ∣ generator_nllloss : 5107.703711 ∣ generator_ganloss : 1188.402637 ∣     [  std_z : 0.99  real_sub_fake : 1109.56 ]
[  epoch 0039/0040] 1300/4800, lr:1.3e-05 ∣ avg_100 : 31926.111948 ∣ critic_nllloss : 25677.958398 ∣ critic_ganloss : -338.408261 ∣ generator_nllloss : 5112.298437 ∣ generator_ganloss : 1173.591406 ∣     [  std_z : 0.99  real_sub_fake : 1172.52 ]
[  epoch 0039/0040] 1310/4800, lr:1.3e-05 ∣ avg_100 : 31926.432345 ∣ critic_nllloss : 25777.042969 ∣ critic_ganloss : -252.381677 ∣ generator_nllloss : 5056.516211 ∣ generator_ganloss : 1172.480225 ∣     [  std_z : 1.00  real_sub_fake : 1229.90 ]
[  epoch 0039/0040] 1320/4800, lr:1.3e-05 ∣ avg_100 : 31925.197342 ∣ critic_nllloss : 25789.474609 ∣ critic_ganloss : -257.299899 ∣ generator_nllloss : 5184.340625 ∣ generator_ganloss : 1160.675635 ∣     [  std_z : 1.00  real_sub_fake : 1119.94 ]
[  epoch 0039/0040] 1330/4800, lr:1.3e-05 ∣ avg_100 : 31926.378918 ∣ critic_nllloss : 25889.655859 ∣ critic_ganloss : -367.605751 ∣ generator_nllloss : 5137.028516 ∣ generator_ganloss : 1184.128418 ∣     [  std_z : 1.00  real_sub_fake : 1159.22 ]
[  epoch 0039/0040] 1340/4800, lr:1.3e-05 ∣ avg_100 : 31929.764299 ∣ critic_nllloss : 25898.576562 ∣ critic_ganloss : -214.716318 ∣ generator_nllloss : 5188.495703 ∣ generator_ganloss : 1191.350732 ∣     [  std_z : 0.99  real_sub_fake : 1042.51 ]
[  epoch 0039/0040] 1350/4800, lr:1.3e-05 ∣ avg_100 : 31928.726102 ∣ critic_nllloss : 25747.905469 ∣ critic_ganloss : -305.237396 ∣ generator_nllloss : 5267.296875 ∣ generator_ganloss : 1173.893799 ∣     [  std_z : 0.99  real_sub_fake : 1043.81 ]
[  epoch 0039/0040] 1360/4800, lr:1.3e-05 ∣ avg_100 : 31933.759464 ∣ critic_nllloss : 26089.162305 ∣ critic_ganloss : -264.512466 ∣ generator_nllloss : 5234.034961 ∣ generator_ganloss : 1189.085938 ∣     [  std_z : 0.99  real_sub_fake : 1074.38 ]
[  epoch 0039/0040] 1370/4800, lr:1.3e-05 ∣ avg_100 : 31936.225965 ∣ critic_nllloss : 25867.817773 ∣ critic_ganloss : -230.712187 ∣ generator_nllloss : 5162.772070 ∣ generator_ganloss : 1177.271729 ∣     [  std_z : 0.99  real_sub_fake : 1058.69 ]
[  epoch 0039/0040] 1380/4800, lr:1.3e-05 ∣ avg_100 : 31932.188593 ∣ critic_nllloss : 25690.551758 ∣ critic_ganloss : -360.117438 ∣ generator_nllloss : 5117.073242 ∣ generator_ganloss : 1163.168506 ∣     [  std_z : 1.00  real_sub_fake : 1192.43 ]
[  epoch 0039/0040] 1390/4800, lr:1.3e-05 ∣ avg_100 : 31929.471877 ∣ critic_nllloss : 25880.817578 ∣ critic_ganloss : -329.279382 ∣ generator_nllloss : 5129.898438 ∣ generator_ganloss : 1181.596826 ∣     [  std_z : 1.00  real_sub_fake : 1178.81 ]
[  epoch 0039/0040] 1400/4800, lr:1.3e-05 ∣ avg_100 : 31933.681089 ∣ critic_nllloss : 26047.570312 ∣ critic_ganloss : -374.788361 ∣ generator_nllloss : 5176.990820 ∣ generator_ganloss : 1189.706494 ∣     [  std_z : 0.99  real_sub_fake : 1237.52 ]
[  epoch 0039/0040] 1410/4800, lr:1.3e-05 ∣ avg_100 : 31927.890877 ∣ critic_nllloss : 25803.100391 ∣ critic_ganloss : -358.399112 ∣ generator_nllloss : 5161.878516 ∣ generator_ganloss : 1180.704883 ∣     [  std_z : 0.99  real_sub_fake : 1318.04 ]
[  epoch 0039/0040] 1420/4800, lr:1.3e-05 ∣ avg_100 : 31927.512287 ∣ critic_nllloss : 25896.388477 ∣ critic_ganloss : -371.388333 ∣ generator_nllloss : 5176.508398 ∣ generator_ganloss : 1184.949219 ∣     [  std_z : 0.99  real_sub_fake : 1277.97 ]
[  epoch 0039/0040] 1430/4800, lr:1.3e-05 ∣ avg_100 : 31926.662623 ∣ critic_nllloss : 25789.053711 ∣ critic_ganloss : -333.003720 ∣ generator_nllloss : 5080.690625 ∣ generator_ganloss : 1188.135937 ∣     [  std_z : 0.99  real_sub_fake : 1218.97 ]
[  epoch 0039/0040] 1440/4800, lr:1.3e-05 ∣ avg_100 : 31921.297570 ∣ critic_nllloss : 25755.023633 ∣ critic_ganloss : -219.080853 ∣ generator_nllloss : 5191.493164 ∣ generator_ganloss : 1177.543457 ∣     [  std_z : 0.99  real_sub_fake : 1267.39 ]
[  epoch 0039/0040] 1450/4800, lr:1.3e-05 ∣ avg_100 : 31920.641387 ∣ critic_nllloss : 25880.936133 ∣ critic_ganloss : -246.036804 ∣ generator_nllloss : 5186.687695 ∣ generator_ganloss : 1184.264502 ∣     [  std_z : 0.99  real_sub_fake : 1092.70 ]
[  epoch 0039/0040] 1460/4800, lr:1.3e-05 ∣ avg_100 : 31923.319565 ∣ critic_nllloss : 26040.217578 ∣ critic_ganloss : -325.308334 ∣ generator_nllloss : 5171.534766 ∣ generator_ganloss : 1180.752686 ∣     [  std_z : 1.00  real_sub_fake : 1025.83 ]
[  epoch 0039/0040] 1470/4800, lr:1.3e-05 ∣ avg_100 : 31920.525512 ∣ critic_nllloss : 25713.458398 ∣ critic_ganloss : -317.354158 ∣ generator_nllloss : 5177.089453 ∣ generator_ganloss : 1165.966113 ∣     [  std_z : 0.99  real_sub_fake : 987.30 ]
[  epoch 0039/0040] 1480/4800, lr:1.3e-05 ∣ avg_100 : 31919.283662 ∣ critic_nllloss : 25770.205078 ∣ critic_ganloss : -307.673465 ∣ generator_nllloss : 5222.605273 ∣ generator_ganloss : 1163.820996 ∣     [  std_z : 1.00  real_sub_fake : 1121.92 ]
[  epoch 0039/0040] 1490/4800, lr:1.3e-05 ∣ avg_100 : 31919.558398 ∣ critic_nllloss : 25818.362891 ∣ critic_ganloss : -322.891599 ∣ generator_nllloss : 5137.929297 ∣ generator_ganloss : 1173.930225 ∣     [  std_z : 0.99  real_sub_fake : 1183.11 ]
[  epoch 0039/0040] 1500/4800, lr:1.3e-05 ∣ avg_100 : 31919.348908 ∣ critic_nllloss : 25742.837500 ∣ critic_ganloss : -306.315967 ∣ generator_nllloss : 5197.026172 ∣ generator_ganloss : 1176.771484 ∣     [  std_z : 0.99  real_sub_fake : 1209.37 ]
[  epoch 0039/0040] 1510/4800, lr:1.3e-05 ∣ avg_100 : 31922.624322 ∣ critic_nllloss : 26107.525391 ∣ critic_ganloss : -319.947119 ∣ generator_nllloss : 5099.640234 ∣ generator_ganloss : 1180.998926 ∣     [  std_z : 1.00  real_sub_fake : 1310.03 ]
[  epoch 0039/0040] 1520/4800, lr:1.3e-05 ∣ avg_100 : 31924.558608 ∣ critic_nllloss : 25929.851367 ∣ critic_ganloss : -378.354242 ∣ generator_nllloss : 5163.084570 ∣ generator_ganloss : 1189.247412 ∣     [  std_z : 1.00  real_sub_fake : 1334.77 ]
[  epoch 0039/0040] 1530/4800, lr:1.3e-05 ∣ avg_100 : 31926.555825 ∣ critic_nllloss : 25878.231445 ∣ critic_ganloss : -237.594275 ∣ generator_nllloss : 5183.514063 ∣ generator_ganloss : 1154.131982 ∣     [  std_z : 1.00  real_sub_fake : 1310.80 ]
[  epoch 0039/0040] 1540/4800, lr:1.3e-05 ∣ avg_100 : 31926.374933 ∣ critic_nllloss : 25960.588867 ∣ critic_ganloss : -330.913440 ∣ generator_nllloss : 5239.583789 ∣ generator_ganloss : 1171.004688 ∣     [  std_z : 1.00  real_sub_fake : 1281.42 ]
[  epoch 0039/0040] 1550/4800, lr:1.3e-05 ∣ avg_100 : 31928.167775 ∣ critic_nllloss : 25861.893555 ∣ critic_ganloss : -158.179131 ∣ generator_nllloss : 5189.449023 ∣ generator_ganloss : 1202.621875 ∣     [  std_z : 0.99  real_sub_fake : 922.46 ]
[  epoch 0039/0040] 1560/4800, lr:1.3e-05 ∣ avg_100 : 31930.779371 ∣ critic_nllloss : 25993.613086 ∣ critic_ganloss : -246.067883 ∣ generator_nllloss : 5195.008008 ∣ generator_ganloss : 1193.078320 ∣     [  std_z : 0.99  real_sub_fake : 789.85 ]
[  epoch 0039/0040] 1570/4800, lr:1.3e-05 ∣ avg_100 : 31930.806324 ∣ critic_nllloss : 25843.390625 ∣ critic_ganloss : -247.132867 ∣ generator_nllloss : 5199.459375 ∣ generator_ganloss : 1155.837305 ∣     [  std_z : 1.00  real_sub_fake : 909.74 ]
[  epoch 0039/0040] 1580/4800, lr:1.3e-05 ∣ avg_100 : 31934.229118 ∣ critic_nllloss : 25939.614844 ∣ critic_ganloss : -250.961378 ∣ generator_nllloss : 5190.782227 ∣ generator_ganloss : 1155.004297 ∣     [  std_z : 0.99  real_sub_fake : 937.64 ]
[  epoch 0039/0040] 1590/4800, lr:1.3e-05 ∣ avg_100 : 31933.861407 ∣ critic_nllloss : 25862.997656 ∣ critic_ganloss : -356.631879 ∣ generator_nllloss : 5233.287695 ∣ generator_ganloss : 1164.883984 ∣     [  std_z : 0.99  real_sub_fake : 965.85 ]
[  epoch 0039/0040] 1600/4800, lr:1.3e-05 ∣ avg_100 : 31932.528370 ∣ critic_nllloss : 25994.912109 ∣ critic_ganloss : -338.218756 ∣ generator_nllloss : 5157.140039 ∣ generator_ganloss : 1157.982715 ∣     [  std_z : 0.99  real_sub_fake : 1067.75 ]
[  epoch 0039/0040] 1610/4800, lr:1.3e-05 ∣ avg_100 : 31932.306203 ∣ critic_nllloss : 25820.200195 ∣ critic_ganloss : -399.361942 ∣ generator_nllloss : 5261.405859 ∣ generator_ganloss : 1163.774170 ∣     [  std_z : 1.00  real_sub_fake : 1227.18 ]
[  epoch 0039/0040] 1620/4800, lr:1.3e-05 ∣ avg_100 : 31932.430505 ∣ critic_nllloss : 25743.650586 ∣ critic_ganloss : -316.665948 ∣ generator_nllloss : 5091.129492 ∣ generator_ganloss : 1160.575244 ∣     [  std_z : 1.00  real_sub_fake : 1332.46 ]
[  epoch 0039/0040] 1630/4800, lr:1.3e-05 ∣ avg_100 : 31927.914764 ∣ critic_nllloss : 25677.143945 ∣ critic_ganloss : -423.546127 ∣ generator_nllloss : 5161.151172 ∣ generator_ganloss : 1166.467871 ∣     [  std_z : 1.00  real_sub_fake : 1402.71 ]
[  epoch 0039/0040] 1640/4800, lr:1.3e-05 ∣ avg_100 : 31928.990228 ∣ critic_nllloss : 25998.010937 ∣ critic_ganloss : -322.025797 ∣ generator_nllloss : 5139.879687 ∣ generator_ganloss : 1200.094482 ∣     [  std_z : 0.99  real_sub_fake : 1275.15 ]
[  epoch 0039/0040] 1650/4800, lr:1.3e-05 ∣ avg_100 : 31928.197136 ∣ critic_nllloss : 25736.773633 ∣ critic_ganloss : -140.880838 ∣ generator_nllloss : 5155.074219 ∣ generator_ganloss : 1188.313525 ∣     [  std_z : 0.99  real_sub_fake : 1205.54 ]
[  epoch 0039/0040] 1660/4800, lr:1.3e-05 ∣ avg_100 : 31927.873390 ∣ critic_nllloss : 25815.474023 ∣ critic_ganloss : -210.151288 ∣ generator_nllloss : 5150.287109 ∣ generator_ganloss : 1189.942529 ∣     [  std_z : 0.99  real_sub_fake : 779.39 ]
[  epoch 0039/0040] 1670/4800, lr:1.3e-05 ∣ avg_100 : 31928.913690 ∣ critic_nllloss : 26026.828906 ∣ critic_ganloss : -188.146393 ∣ generator_nllloss : 5143.387109 ∣ generator_ganloss : 1179.747559 ∣     [  std_z : 0.99  real_sub_fake : 774.08 ]
[  epoch 0039/0040] 1680/4800, lr:1.3e-05 ∣ avg_100 : 31927.139642 ∣ critic_nllloss : 25938.899609 ∣ critic_ganloss : -278.954660 ∣ generator_nllloss : 5091.044141 ∣ generator_ganloss : 1165.940918 ∣     [  std_z : 1.00  real_sub_fake : 989.91 ]
[  epoch 0039/0040] 1690/4800, lr:1.3e-05 ∣ avg_100 : 31925.258306 ∣ critic_nllloss : 25772.052734 ∣ critic_ganloss : -242.748151 ∣ generator_nllloss : 5148.738281 ∣ generator_ganloss : 1180.003467 ∣     [  std_z : 1.00  real_sub_fake : 912.95 ]
[  epoch 0039/0040] 1700/4800, lr:1.3e-05 ∣ avg_100 : 31920.390560 ∣ critic_nllloss : 25795.470313 ∣ critic_ganloss : -340.844580 ∣ generator_nllloss : 5089.141211 ∣ generator_ganloss : 1187.406641 ∣     [  std_z : 1.00  real_sub_fake : 1049.19 ]
[  epoch 0039/0040] 1710/4800, lr:1.3e-05 ∣ avg_100 : 31921.141237 ∣ critic_nllloss : 25844.196484 ∣ critic_ganloss : -293.412024 ∣ generator_nllloss : 5093.797852 ∣ generator_ganloss : 1180.581738 ∣     [  std_z : 1.00  real_sub_fake : 1058.57 ]
[  epoch 0039/0040] 1720/4800, lr:1.3e-05 ∣ avg_100 : 31923.033511 ∣ critic_nllloss : 26010.984375 ∣ critic_ganloss : -275.984064 ∣ generator_nllloss : 5110.616406 ∣ generator_ganloss : 1177.284570 ∣     [  std_z : 1.00  real_sub_fake : 1112.20 ]
[  epoch 0039/0040] 1730/4800, lr:1.3e-05 ∣ avg_100 : 31922.431056 ∣ critic_nllloss : 25799.376563 ∣ critic_ganloss : -317.671677 ∣ generator_nllloss : 5089.188672 ∣ generator_ganloss : 1173.206152 ∣     [  std_z : 0.99  real_sub_fake : 1170.55 ]
[  epoch 0039/0040] 1740/4800, lr:1.3e-05 ∣ avg_100 : 31922.599362 ∣ critic_nllloss : 25940.672852 ∣ critic_ganloss : -457.043607 ∣ generator_nllloss : 5165.027148 ∣ generator_ganloss : 1184.701807 ∣     [  std_z : 0.99  real_sub_fake : 1290.96 ]
[  epoch 0039/0040] 1750/4800, lr:1.3e-05 ∣ avg_100 : 31923.460426 ∣ critic_nllloss : 25934.115820 ∣ critic_ganloss : -283.326840 ∣ generator_nllloss : 5186.925586 ∣ generator_ganloss : 1198.324268 ∣     [  std_z : 0.99  real_sub_fake : 1166.79 ]
[  epoch 0039/0040] 1760/4800, lr:1.3e-05 ∣ avg_100 : 31928.902611 ∣ critic_nllloss : 26034.599023 ∣ critic_ganloss : -169.256898 ∣ generator_nllloss : 5181.174219 ∣ generator_ganloss : 1191.848877 ∣     [  std_z : 1.00  real_sub_fake : 899.13 ]
[  epoch 0039/0040] 1770/4800, lr:1.3e-05 ∣ avg_100 : 31928.350884 ∣ critic_nllloss : 25766.804492 ∣ critic_ganloss : -146.322025 ∣ generator_nllloss : 5172.088281 ∣ generator_ganloss : 1171.794824 ∣     [  std_z : 1.00  real_sub_fake : 883.46 ]
[  epoch 0039/0040] 1780/4800, lr:1.3e-05 ∣ avg_100 : 31929.340862 ∣ critic_nllloss : 25970.383984 ∣ critic_ganloss : -310.902502 ∣ generator_nllloss : 5158.512500 ∣ generator_ganloss : 1163.618018 ∣     [  std_z : 0.99  real_sub_fake : 1014.36 ]
[  epoch 0039/0040] 1790/4800, lr:1.3e-05 ∣ avg_100 : 31932.289326 ∣ critic_nllloss : 25948.732422 ∣ critic_ganloss : -322.851102 ∣ generator_nllloss : 5247.630078 ∣ generator_ganloss : 1170.216797 ∣     [  std_z : 0.99  real_sub_fake : 1026.51 ]
[  epoch 0039/0040] 1800/4800, lr:1.3e-05 ∣ avg_100 : 31930.435958 ∣ critic_nllloss : 25773.771484 ∣ critic_ganloss : -229.565381 ∣ generator_nllloss : 5078.167188 ∣ generator_ganloss : 1163.674805 ∣     [  std_z : 0.99  real_sub_fake : 1133.05 ]
[  epoch 0039/0040] 1810/4800, lr:1.3e-05 ∣ avg_100 : 31933.443425 ∣ critic_nllloss : 25976.366211 ∣ critic_ganloss : -287.013760 ∣ generator_nllloss : 5231.155859 ∣ generator_ganloss : 1163.718555 ∣     [  std_z : 0.99  real_sub_fake : 1230.77 ]
[  epoch 0039/0040] 1820/4800, lr:1.3e-05 ∣ avg_100 : 31932.012501 ∣ critic_nllloss : 25978.245508 ∣ critic_ganloss : -273.214334 ∣ generator_nllloss : 5202.683594 ∣ generator_ganloss : 1198.833789 ∣     [  std_z : 1.00  real_sub_fake : 1025.34 ]
[  epoch 0039/0040] 1830/4800, lr:1.3e-05 ∣ avg_100 : 31932.021944 ∣ critic_nllloss : 25776.460938 ∣ critic_ganloss : -275.195496 ∣ generator_nllloss : 5157.635352 ∣ generator_ganloss : 1167.308252 ∣     [  std_z : 1.00  real_sub_fake : 1148.20 ]
[  epoch 0039/0040] 1840/4800, lr:1.3e-05 ∣ avg_100 : 31936.779768 ∣ critic_nllloss : 26046.981641 ∣ critic_ganloss : -371.608591 ∣ generator_nllloss : 5274.273438 ∣ generator_ganloss : 1176.013135 ∣     [  std_z : 1.00  real_sub_fake : 1204.86 ]
[  epoch 0039/0040] 1850/4800, lr:1.3e-05 ∣ avg_100 : 31936.662750 ∣ critic_nllloss : 25867.832813 ∣ critic_ganloss : -320.765848 ∣ generator_nllloss : 5180.289648 ∣ generator_ganloss : 1196.845752 ∣     [  std_z : 1.00  real_sub_fake : 991.02 ]
[  epoch 0039/0040] 1860/4800, lr:1.3e-05 ∣ avg_100 : 31937.362834 ∣ critic_nllloss : 25875.388281 ∣ critic_ganloss : -202.378387 ∣ generator_nllloss : 5123.907812 ∣ generator_ganloss : 1162.424561 ∣     [  std_z : 0.99  real_sub_fake : 1231.80 ]
[  epoch 0039/0040] 1870/4800, lr:1.3e-05 ∣ avg_100 : 31939.130131 ∣ critic_nllloss : 25985.515625 ∣ critic_ganloss : -366.637924 ∣ generator_nllloss : 5298.035937 ∣ generator_ganloss : 1166.300293 ∣     [  std_z : 0.99  real_sub_fake : 1234.04 ]
[  epoch 0039/0040] 1880/4800, lr:1.3e-05 ∣ avg_100 : 31942.340125 ∣ critic_nllloss : 25747.255078 ∣ critic_ganloss : -220.582678 ∣ generator_nllloss : 5192.185352 ∣ generator_ganloss : 1183.933887 ∣     [  std_z : 0.98  real_sub_fake : 1208.82 ]
[  epoch 0039/0040] 1890/4800, lr:1.3e-05 ∣ avg_100 : 31939.414688 ∣ critic_nllloss : 25782.365820 ∣ critic_ganloss : -319.554419 ∣ generator_nllloss : 5166.795703 ∣ generator_ganloss : 1192.516504 ∣     [  std_z : 0.99  real_sub_fake : 1098.41 ]
[  epoch 0039/0040] 1900/4800, lr:1.3e-05 ∣ avg_100 : 31935.866312 ∣ critic_nllloss : 25881.723242 ∣ critic_ganloss : -400.174960 ∣ generator_nllloss : 5056.433398 ∣ generator_ganloss : 1184.720605 ∣     [  std_z : 1.00  real_sub_fake : 1220.29 ]
[  epoch 0039/0040] 1910/4800, lr:1.3e-05 ∣ avg_100 : 31934.292171 ∣ critic_nllloss : 26098.934961 ∣ critic_ganloss : -412.770978 ∣ generator_nllloss : 5169.370703 ∣ generator_ganloss : 1192.415039 ∣     [  std_z : 1.00  real_sub_fake : 1374.43 ]
[  epoch 0039/0040] 1920/4800, lr:1.3e-05 ∣ avg_100 : 31935.114472 ∣ critic_nllloss : 26001.057422 ∣ critic_ganloss : -310.912582 ∣ generator_nllloss : 5244.792578 ∣ generator_ganloss : 1193.740332 ∣     [  std_z : 1.00  real_sub_fake : 1314.04 ]
[  epoch 0039/0040] 1930/4800, lr:1.3e-05 ∣ avg_100 : 31935.470926 ∣ critic_nllloss : 25838.894141 ∣ critic_ganloss : -310.894196 ∣ generator_nllloss : 5191.640430 ∣ generator_ganloss : 1197.403906 ∣     [  std_z : 1.00  real_sub_fake : 1166.68 ]
[  epoch 0039/0040] 1940/4800, lr:1.3e-05 ∣ avg_100 : 31933.865864 ∣ critic_nllloss : 25736.241211 ∣ critic_ganloss : -295.866992 ∣ generator_nllloss : 5250.051758 ∣ generator_ganloss : 1202.713867 ∣     [  std_z : 0.99  real_sub_fake : 1134.16 ]
[  epoch 0039/0040] 1950/4800, lr:1.3e-05 ∣ avg_100 : 31931.854204 ∣ critic_nllloss : 25946.805273 ∣ critic_ganloss : -317.530649 ∣ generator_nllloss : 5164.907617 ∣ generator_ganloss : 1180.581494 ∣     [  std_z : 0.99  real_sub_fake : 1181.53 ]
[  epoch 0039/0040] 1960/4800, lr:1.3e-05 ∣ avg_100 : 31928.642006 ∣ critic_nllloss : 25919.674023 ∣ critic_ganloss : -386.239902 ∣ generator_nllloss : 5151.792969 ∣ generator_ganloss : 1172.740820 ∣     [  std_z : 0.99  real_sub_fake : 1242.56 ]
[  epoch 0039/0040] 1970/4800, lr:1.3e-05 ∣ avg_100 : 31928.010986 ∣ critic_nllloss : 25849.159961 ∣ critic_ganloss : -320.139850 ∣ generator_nllloss : 5208.306445 ∣ generator_ganloss : 1188.041943 ∣     [  std_z : 0.99  real_sub_fake : 1321.27 ]
[  epoch 0039/0040] 1980/4800, lr:1.3e-05 ∣ avg_100 : 31928.570383 ∣ critic_nllloss : 25684.751172 ∣ critic_ganloss : -262.156833 ∣ generator_nllloss : 5127.999609 ∣ generator_ganloss : 1186.302783 ∣     [  std_z : 1.00  real_sub_fake : 1333.16 ]
[  epoch 0039/0040] 1990/4800, lr:1.3e-05 ∣ avg_100 : 31933.303149 ∣ critic_nllloss : 26038.398242 ∣ critic_ganloss : -379.445374 ∣ generator_nllloss : 5231.551758 ∣ generator_ganloss : 1184.075488 ∣     [  std_z : 1.00  real_sub_fake : 1361.47 ]
[  epoch 0039/0040] 2000/4800, lr:1.3e-05 ∣ avg_100 : 31929.797423 ∣ critic_nllloss : 25948.644922 ∣ critic_ganloss : -383.967624 ∣ generator_nllloss : 5174.423047 ∣ generator_ganloss : 1202.683838 ∣     [  std_z : 0.99  real_sub_fake : 1231.34 ]
[  epoch 0039/0040] 2010/4800, lr:1.3e-05 ∣ avg_100 : 31932.117500 ∣ critic_nllloss : 26076.278711 ∣ critic_ganloss : -291.152582 ∣ generator_nllloss : 5155.849023 ∣ generator_ganloss : 1189.101855 ∣     [  std_z : 0.99  real_sub_fake : 1231.03 ]
[  epoch 0039/0040] 2020/4800, lr:1.3e-05 ∣ avg_100 : 31932.268933 ∣ critic_nllloss : 25933.444531 ∣ critic_ganloss : -291.239468 ∣ generator_nllloss : 5131.752539 ∣ generator_ganloss : 1194.280566 ∣     [  std_z : 0.99  real_sub_fake : 1207.51 ]
[  epoch 0039/0040] 2030/4800, lr:1.3e-05 ∣ avg_100 : 31933.204683 ∣ critic_nllloss : 25894.821875 ∣ critic_ganloss : -289.775005 ∣ generator_nllloss : 5153.945312 ∣ generator_ganloss : 1189.313965 ∣     [  std_z : 0.99  real_sub_fake : 1055.06 ]
[  epoch 0039/0040] 2040/4800, lr:1.3e-05 ∣ avg_100 : 31928.256819 ∣ critic_nllloss : 25570.748437 ∣ critic_ganloss : -328.926016 ∣ generator_nllloss : 5043.427148 ∣ generator_ganloss : 1185.353516 ∣     [  std_z : 1.00  real_sub_fake : 1076.50 ]
[  epoch 0039/0040] 2050/4800, lr:1.3e-05 ∣ avg_100 : 31927.699863 ∣ critic_nllloss : 25939.637305 ∣ critic_ganloss : -321.721042 ∣ generator_nllloss : 5178.024609 ∣ generator_ganloss : 1170.419336 ∣     [  std_z : 1.00  real_sub_fake : 1204.89 ]
[  epoch 0039/0040] 2060/4800, lr:1.3e-05 ∣ avg_100 : 31924.942632 ∣ critic_nllloss : 25707.290234 ∣ critic_ganloss : -282.913846 ∣ generator_nllloss : 5188.478711 ∣ generator_ganloss : 1184.551270 ∣     [  std_z : 1.00  real_sub_fake : 1205.93 ]
[  epoch 0039/0040] 2070/4800, lr:1.3e-05 ∣ avg_100 : 31924.018514 ∣ critic_nllloss : 25817.121680 ∣ critic_ganloss : -266.104477 ∣ generator_nllloss : 5169.195312 ∣ generator_ganloss : 1176.908496 ∣     [  std_z : 0.99  real_sub_fake : 1025.96 ]
[  epoch 0039/0040] 2080/4800, lr:1.3e-05 ∣ avg_100 : 31920.411012 ∣ critic_nllloss : 25788.099414 ∣ critic_ganloss : -380.700056 ∣ generator_nllloss : 5122.988672 ∣ generator_ganloss : 1177.468604 ∣     [  std_z : 0.99  real_sub_fake : 1118.75 ]
[  epoch 0039/0040] 2090/4800, lr:1.3e-05 ∣ avg_100 : 31921.613664 ∣ critic_nllloss : 26121.103125 ∣ critic_ganloss : -264.808527 ∣ generator_nllloss : 5165.953906 ∣ generator_ganloss : 1178.251465 ∣     [  std_z : 0.99  real_sub_fake : 1210.80 ]
[  epoch 0039/0040] 2100/4800, lr:1.3e-05 ∣ avg_100 : 31922.869263 ∣ critic_nllloss : 25846.310937 ∣ critic_ganloss : -351.052341 ∣ generator_nllloss : 5105.130078 ∣ generator_ganloss : 1183.231738 ∣     [  std_z : 0.99  real_sub_fake : 1124.41 ]
[  epoch 0039/0040] 2110/4800, lr:1.3e-05 ∣ avg_100 : 31922.139419 ∣ critic_nllloss : 25844.729102 ∣ critic_ganloss : -341.098407 ∣ generator_nllloss : 5090.741797 ∣ generator_ganloss : 1175.586914 ∣     [  std_z : 0.99  real_sub_fake : 1291.06 ]
[  epoch 0039/0040] 2120/4800, lr:1.3e-05 ∣ avg_100 : 31921.746349 ∣ critic_nllloss : 25913.173828 ∣ critic_ganloss : -353.150296 ∣ generator_nllloss : 5181.253516 ∣ generator_ganloss : 1188.513867 ∣     [  std_z : 1.00  real_sub_fake : 1326.13 ]
[  epoch 0039/0040] 2130/4800, lr:1.3e-05 ∣ avg_100 : 31920.639927 ∣ critic_nllloss : 25906.856641 ∣ critic_ganloss : -321.585947 ∣ generator_nllloss : 5171.442969 ∣ generator_ganloss : 1176.661035 ∣     [  std_z : 1.00  real_sub_fake : 1398.07 ]
[  epoch 0039/0040] 2140/4800, lr:1.3e-05 ∣ avg_100 : 31921.412765 ∣ critic_nllloss : 25972.792383 ∣ critic_ganloss : -396.299899 ∣ generator_nllloss : 5149.166211 ∣ generator_ganloss : 1182.190869 ∣     [  std_z : 1.00  real_sub_fake : 1299.49 ]
[  epoch 0039/0040] 2150/4800, lr:1.3e-05 ∣ avg_100 : 31921.376378 ∣ critic_nllloss : 25876.969922 ∣ critic_ganloss : -413.540701 ∣ generator_nllloss : 5193.231250 ∣ generator_ganloss : 1187.297363 ∣     [  std_z : 0.99  real_sub_fake : 1332.33 ]
[  epoch 0039/0040] 2160/4800, lr:1.3e-05 ∣ avg_100 : 31923.438380 ∣ critic_nllloss : 25821.705859 ∣ critic_ganloss : -308.377292 ∣ generator_nllloss : 5161.276953 ∣ generator_ganloss : 1182.779590 ∣     [  std_z : 0.99  real_sub_fake : 1523.33 ]
[  epoch 0039/0040] 2170/4800, lr:1.3e-05 ∣ avg_100 : 31919.140450 ∣ critic_nllloss : 25865.899023 ∣ critic_ganloss : -268.876801 ∣ generator_nllloss : 5139.887500 ∣ generator_ganloss : 1200.902686 ∣     [  std_z : 0.99  real_sub_fake : 1363.49 ]
[  epoch 0039/0040] 2180/4800, lr:1.3e-05 ∣ avg_100 : 31919.801525 ∣ critic_nllloss : 26037.761133 ∣ critic_ganloss : -330.991054 ∣ generator_nllloss : 5129.126562 ∣ generator_ganloss : 1198.870459 ∣     [  std_z : 0.99  real_sub_fake : 1150.94 ]
[  epoch 0039/0040] 2190/4800, lr:1.3e-05 ∣ avg_100 : 31918.693115 ∣ critic_nllloss : 25870.194141 ∣ critic_ganloss : -321.673599 ∣ generator_nllloss : 5160.782617 ∣ generator_ganloss : 1191.444336 ∣     [  std_z : 0.99  real_sub_fake : 1182.86 ]
[  epoch 0039/0040] 2200/4800, lr:1.3e-05 ∣ avg_100 : 31920.097751 ∣ critic_nllloss : 26099.695117 ∣ critic_ganloss : -338.896346 ∣ generator_nllloss : 5232.487500 ∣ generator_ganloss : 1196.725732 ∣     [  std_z : 1.00  real_sub_fake : 1135.69 ]
[  epoch 0039/0040] 2210/4800, lr:1.3e-05 ∣ avg_100 : 31917.479867 ∣ critic_nllloss : 25944.768945 ∣ critic_ganloss : -374.842252 ∣ generator_nllloss : 5156.410352 ∣ generator_ganloss : 1183.275146 ∣     [  std_z : 1.00  real_sub_fake : 1267.09 ]
[  epoch 0039/0040] 2220/4800, lr:1.3e-05 ∣ avg_100 : 31919.933228 ∣ critic_nllloss : 26193.906836 ∣ critic_ganloss : -425.996188 ∣ generator_nllloss : 5130.904883 ∣ generator_ganloss : 1186.066309 ∣     [  std_z : 1.00  real_sub_fake : 1394.44 ]
[  epoch 0039/0040] 2230/4800, lr:1.3e-05 ∣ avg_100 : 31917.418062 ∣ critic_nllloss : 25750.029297 ∣ critic_ganloss : -359.537933 ∣ generator_nllloss : 5179.112500 ∣ generator_ganloss : 1187.621973 ∣     [  std_z : 0.99  real_sub_fake : 1402.12 ]
[  epoch 0039/0040] 2240/4800, lr:1.3e-05 ∣ avg_100 : 31914.690844 ∣ critic_nllloss : 25582.443555 ∣ critic_ganloss : -325.496198 ∣ generator_nllloss : 5138.275000 ∣ generator_ganloss : 1200.240918 ∣     [  std_z : 0.99  real_sub_fake : 1269.52 ]
[  epoch 0039/0040] 2250/4800, lr:1.3e-05 ∣ avg_100 : 31915.650855 ∣ critic_nllloss : 25971.099414 ∣ critic_ganloss : -276.194397 ∣ generator_nllloss : 5164.985937 ∣ generator_ganloss : 1196.403906 ∣     [  std_z : 0.99  real_sub_fake : 1228.70 ]
[  epoch 0039/0040] 2260/4800, lr:1.3e-05 ∣ avg_100 : 31916.458828 ∣ critic_nllloss : 25795.797461 ∣ critic_ganloss : -203.576483 ∣ generator_nllloss : 5156.202539 ∣ generator_ganloss : 1168.721533 ∣     [  std_z : 1.00  real_sub_fake : 1043.65 ]
[  epoch 0039/0040] 2270/4800, lr:1.3e-05 ∣ avg_100 : 31921.360554 ∣ critic_nllloss : 26004.186523 ∣ critic_ganloss : -267.571387 ∣ generator_nllloss : 5276.289648 ∣ generator_ganloss : 1182.014648 ∣     [  std_z : 1.00  real_sub_fake : 999.67 ]
[  epoch 0039/0040] 2280/4800, lr:1.3e-05 ∣ avg_100 : 31924.068094 ∣ critic_nllloss : 26026.983594 ∣ critic_ganloss : -259.124762 ∣ generator_nllloss : 5202.778711 ∣ generator_ganloss : 1162.476611 ∣     [  std_z : 1.00  real_sub_fake : 975.11 ]
[  epoch 0039/0040] 2290/4800, lr:1.3e-05 ∣ avg_100 : 31923.286155 ∣ critic_nllloss : 25812.010352 ∣ critic_ganloss : -287.311066 ∣ generator_nllloss : 5164.202344 ∣ generator_ganloss : 1157.810840 ∣     [  std_z : 1.00  real_sub_fake : 980.83 ]
[  epoch 0039/0040] 2300/4800, lr:1.3e-05 ∣ avg_100 : 31925.485288 ∣ critic_nllloss : 25830.085938 ∣ critic_ganloss : -305.916718 ∣ generator_nllloss : 5153.280469 ∣ generator_ganloss : 1167.903564 ∣     [  std_z : 0.99  real_sub_fake : 1060.97 ]
[  epoch 0039/0040] 2310/4800, lr:1.3e-05 ∣ avg_100 : 31925.257219 ∣ critic_nllloss : 25699.315430 ∣ critic_ganloss : -289.620145 ∣ generator_nllloss : 5155.247266 ∣ generator_ganloss : 1165.908350 ∣     [  std_z : 0.99  real_sub_fake : 1135.19 ]
[  epoch 0039/0040] 2320/4800, lr:1.3e-05 ∣ avg_100 : 31924.201317 ∣ critic_nllloss : 25727.889062 ∣ critic_ganloss : -266.169720 ∣ generator_nllloss : 5144.396289 ∣ generator_ganloss : 1165.485059 ∣     [  std_z : 0.99  real_sub_fake : 1056.53 ]
[  epoch 0039/0040] 2330/4800, lr:1.3e-05 ∣ avg_100 : 31926.203023 ∣ critic_nllloss : 25941.700977 ∣ critic_ganloss : -274.836343 ∣ generator_nllloss : 5217.204687 ∣ generator_ganloss : 1159.308398 ∣     [  std_z : 1.00  real_sub_fake : 1011.82 ]
[  epoch 0039/0040] 2340/4800, lr:1.3e-05 ∣ avg_100 : 31923.132355 ∣ critic_nllloss : 25825.265820 ∣ critic_ganloss : -349.729147 ∣ generator_nllloss : 5146.212891 ∣ generator_ganloss : 1134.890234 ∣     [  std_z : 1.00  real_sub_fake : 1155.37 ]
[  epoch 0039/0040] 2350/4800, lr:1.3e-05 ∣ avg_100 : 31920.493381 ∣ critic_nllloss : 25681.204688 ∣ critic_ganloss : -326.344908 ∣ generator_nllloss : 5124.571484 ∣ generator_ganloss : 1140.530127 ∣     [  std_z : 1.00  real_sub_fake : 1076.92 ]
[  epoch 0039/0040] 2360/4800, lr:1.3e-05 ∣ avg_100 : 31917.453633 ∣ critic_nllloss : 25926.576172 ∣ critic_ganloss : -357.455597 ∣ generator_nllloss : 5221.113672 ∣ generator_ganloss : 1153.561719 ∣     [  std_z : 1.00  real_sub_fake : 1264.69 ]
[  epoch 0039/0040] 2370/4800, lr:1.3e-05 ∣ avg_100 : 31916.098777 ∣ critic_nllloss : 25791.372656 ∣ critic_ganloss : -234.919177 ∣ generator_nllloss : 5138.808008 ∣ generator_ganloss : 1146.402295 ∣     [  std_z : 0.99  real_sub_fake : 1200.51 ]
[  epoch 0039/0040] 2380/4800, lr:1.3e-05 ∣ avg_100 : 31920.312112 ∣ critic_nllloss : 25973.928711 ∣ critic_ganloss : -304.844766 ∣ generator_nllloss : 5190.664258 ∣ generator_ganloss : 1172.261328 ∣     [  std_z : 0.99  real_sub_fake : 1135.69 ]
[  epoch 0039/0040] 2390/4800, lr:1.3e-05 ∣ avg_100 : 31918.084739 ∣ critic_nllloss : 25714.470898 ∣ critic_ganloss : -342.423253 ∣ generator_nllloss : 5068.289062 ∣ generator_ganloss : 1199.959424 ∣     [  std_z : 0.99  real_sub_fake : 1032.39 ]
[  epoch 0039/0040] 2400/4800, lr:1.3e-05 ∣ avg_100 : 31917.100980 ∣ critic_nllloss : 25834.483203 ∣ critic_ganloss : -284.172549 ∣ generator_nllloss : 5190.125977 ∣ generator_ganloss : 1200.666797 ∣     [  std_z : 0.99  real_sub_fake : 1037.44 ]
[  epoch 0039/0040] 2410/4800, lr:1.3e-05 ∣ avg_100 : 31923.267089 ∣ critic_nllloss : 26157.076367 ∣ critic_ganloss : -201.809225 ∣ generator_nllloss : 5262.666797 ∣ generator_ganloss : 1185.961621 ∣     [  std_z : 1.00  real_sub_fake : 1145.58 ]
[  epoch 0039/0040] 2420/4800, lr:1.3e-05 ∣ avg_100 : 31922.389706 ∣ critic_nllloss : 25736.720508 ∣ critic_ganloss : -301.306013 ∣ generator_nllloss : 5182.043750 ∣ generator_ganloss : 1181.261230 ∣     [  std_z : 0.99  real_sub_fake : 1110.15 ]
[  epoch 0039/0040] 2430/4800, lr:1.3e-05 ∣ avg_100 : 31923.420527 ∣ critic_nllloss : 25763.658203 ∣ critic_ganloss : -290.009543 ∣ generator_nllloss : 5161.349609 ∣ generator_ganloss : 1192.960352 ∣     [  std_z : 0.99  real_sub_fake : 1040.03 ]
[  epoch 0039/0040] 2440/4800, lr:1.3e-05 ∣ avg_100 : 31924.722041 ∣ critic_nllloss : 25942.263867 ∣ critic_ganloss : -317.119727 ∣ generator_nllloss : 5213.033984 ∣ generator_ganloss : 1196.952734 ∣     [  std_z : 0.99  real_sub_fake : 1186.86 ]
[  epoch 0039/0040] 2450/4800, lr:1.3e-05 ∣ avg_100 : 31923.643682 ∣ critic_nllloss : 25874.471680 ∣ critic_ganloss : -340.417453 ∣ generator_nllloss : 5161.183984 ∣ generator_ganloss : 1202.777344 ∣     [  std_z : 1.00  real_sub_fake : 1169.35 ]
[  epoch 0039/0040] 2460/4800, lr:1.3e-05 ∣ avg_100 : 31918.829652 ∣ critic_nllloss : 25482.960156 ∣ critic_ganloss : -228.931067 ∣ generator_nllloss : 5120.030469 ∣ generator_ganloss : 1211.734180 ∣     [  std_z : 1.00  real_sub_fake : 1134.02 ]
[  epoch 0039/0040] 2470/4800, lr:1.3e-05 ∣ avg_100 : 31921.730676 ∣ critic_nllloss : 25847.099023 ∣ critic_ganloss : -235.961491 ∣ generator_nllloss : 5208.648828 ∣ generator_ganloss : 1209.475830 ∣     [  std_z : 1.00  real_sub_fake : 1044.33 ]
[  epoch 0039/0040] 2480/4800, lr:1.3e-05 ∣ avg_100 : 31923.533002 ∣ critic_nllloss : 25926.368164 ∣ critic_ganloss : -296.801434 ∣ generator_nllloss : 5222.645898 ∣ generator_ganloss : 1176.977832 ∣     [  std_z : 1.00  real_sub_fake : 1156.09 ]
[  epoch 0039/0040] 2490/4800, lr:1.3e-05 ∣ avg_100 : 31924.954662 ∣ critic_nllloss : 25769.850000 ∣ critic_ganloss : -206.876669 ∣ generator_nllloss : 5195.537891 ∣ generator_ganloss : 1190.985645 ∣     [  std_z : 1.00  real_sub_fake : 1037.73 ]
[  epoch 0039/0040] 2500/4800, lr:1.3e-05 ∣ avg_100 : 31929.255398 ∣ critic_nllloss : 26047.246484 ∣ critic_ganloss : -242.585014 ∣ generator_nllloss : 5200.906445 ∣ generator_ganloss : 1234.824805 ∣     [  std_z : 0.99  real_sub_fake : 936.38 ]
[  epoch 0039/0040] 2510/4800, lr:1.3e-05 ∣ avg_100 : 31929.135696 ∣ critic_nllloss : 25941.017188 ∣ critic_ganloss : -270.876283 ∣ generator_nllloss : 5155.248633 ∣ generator_ganloss : 1230.857715 ∣     [  std_z : 0.99  real_sub_fake : 844.41 ]
[  epoch 0039/0040] 2520/4800, lr:1.3e-05 ∣ avg_100 : 31929.045744 ∣ critic_nllloss : 25775.362305 ∣ critic_ganloss : -271.192368 ∣ generator_nllloss : 5179.869141 ∣ generator_ganloss : 1210.794824 ∣     [  std_z : 1.00  real_sub_fake : 1032.41 ]
[  epoch 0039/0040] 2530/4800, lr:1.3e-05 ∣ avg_100 : 31925.948376 ∣ critic_nllloss : 25630.514844 ∣ critic_ganloss : -316.734950 ∣ generator_nllloss : 5142.885156 ∣ generator_ganloss : 1211.881396 ∣     [  std_z : 0.99  real_sub_fake : 917.87 ]
[  epoch 0039/0040] 2540/4800, lr:1.3e-05 ∣ avg_100 : 31924.717847 ∣ critic_nllloss : 25911.361523 ∣ critic_ganloss : -337.138800 ∣ generator_nllloss : 5144.006445 ∣ generator_ganloss : 1198.981836 ∣     [  std_z : 1.00  real_sub_fake : 1168.71 ]
[  epoch 0039/0040] 2550/4800, lr:1.3e-05 ∣ avg_100 : 31920.930217 ∣ critic_nllloss : 25741.051563 ∣ critic_ganloss : -338.449667 ∣ generator_nllloss : 5117.070703 ∣ generator_ganloss : 1197.349707 ∣     [  std_z : 1.00  real_sub_fake : 1198.78 ]
[  epoch 0039/0040] 2560/4800, lr:1.3e-05 ∣ avg_100 : 31921.187665 ∣ critic_nllloss : 26054.535156 ∣ critic_ganloss : -419.619009 ∣ generator_nllloss : 5315.572852 ∣ generator_ganloss : 1210.887305 ∣     [  std_z : 1.00  real_sub_fake : 1259.35 ]
[  epoch 0039/0040] 2570/4800, lr:1.3e-05 ∣ avg_100 : 31919.101328 ∣ critic_nllloss : 25668.151953 ∣ critic_ganloss : -357.026462 ∣ generator_nllloss : 5226.534766 ∣ generator_ganloss : 1205.260498 ∣     [  std_z : 0.99  real_sub_fake : 1232.16 ]
[  epoch 0039/0040] 2580/4800, lr:1.3e-05 ∣ avg_100 : 31919.188236 ∣ critic_nllloss : 25971.551172 ∣ critic_ganloss : -347.106833 ∣ generator_nllloss : 5238.478906 ∣ generator_ganloss : 1180.207568 ∣     [  std_z : 0.99  real_sub_fake : 1426.90 ]
[  epoch 0039/0040] 2590/4800, lr:1.3e-05 ∣ avg_100 : 31919.745980 ∣ critic_nllloss : 25829.301953 ∣ critic_ganloss : -240.180630 ∣ generator_nllloss : 5166.050391 ∣ generator_ganloss : 1205.140186 ∣     [  std_z : 0.99  real_sub_fake : 1238.10 ]
[  epoch 0039/0040] 2600/4800, lr:1.3e-05 ∣ avg_100 : 31922.103949 ∣ critic_nllloss : 26142.228906 ∣ critic_ganloss : -390.394241 ∣ generator_nllloss : 5274.027344 ∣ generator_ganloss : 1181.750977 ∣     [  std_z : 0.99  real_sub_fake : 1209.71 ]
[  epoch 0039/0040] 2610/4800, lr:1.3e-05 ∣ avg_100 : 31927.757586 ∣ critic_nllloss : 26299.766992 ∣ critic_ganloss : -272.309723 ∣ generator_nllloss : 5216.771875 ∣ generator_ganloss : 1167.152832 ∣     [  std_z : 0.99  real_sub_fake : 1290.05 ]
[  epoch 0039/0040] 2620/4800, lr:1.3e-05 ∣ avg_100 : 31928.565220 ∣ critic_nllloss : 25694.431445 ∣ critic_ganloss : -268.353571 ∣ generator_nllloss : 5160.029688 ∣ generator_ganloss : 1173.345215 ∣     [  std_z : 0.99  real_sub_fake : 1169.76 ]
[  epoch 0039/0040] 2630/4800, lr:1.3e-05 ∣ avg_100 : 31933.453884 ∣ critic_nllloss : 25969.437695 ∣ critic_ganloss : -339.314340 ∣ generator_nllloss : 5250.757227 ∣ generator_ganloss : 1189.202637 ∣     [  std_z : 1.00  real_sub_fake : 1127.52 ]
[  epoch 0039/0040] 2640/4800, lr:1.3e-05 ∣ avg_100 : 31936.079682 ∣ critic_nllloss : 26196.531250 ∣ critic_ganloss : -318.688638 ∣ generator_nllloss : 5203.441797 ∣ generator_ganloss : 1197.254688 ∣     [  std_z : 1.00  real_sub_fake : 1133.48 ]
[  epoch 0039/0040] 2650/4800, lr:1.3e-05 ∣ avg_100 : 31936.673067 ∣ critic_nllloss : 25967.897070 ∣ critic_ganloss : -333.412927 ∣ generator_nllloss : 5197.249414 ∣ generator_ganloss : 1166.885547 ∣     [  std_z : 1.00  real_sub_fake : 1278.35 ]
[  epoch 0039/0040] 2660/4800, lr:1.3e-05 ∣ avg_100 : 31936.591691 ∣ critic_nllloss : 26034.644727 ∣ critic_ganloss : -385.957971 ∣ generator_nllloss : 5101.100586 ∣ generator_ganloss : 1187.627393 ∣     [  std_z : 1.00  real_sub_fake : 1312.87 ]
[  epoch 0039/0040] 2670/4800, lr:1.3e-05 ∣ avg_100 : 31934.689196 ∣ critic_nllloss : 25892.341211 ∣ critic_ganloss : -383.596628 ∣ generator_nllloss : 5268.335742 ∣ generator_ganloss : 1194.487354 ∣     [  std_z : 0.99  real_sub_fake : 1273.55 ]
[  epoch 0039/0040] 2680/4800, lr:1.3e-05 ∣ avg_100 : 31934.844514 ∣ critic_nllloss : 25930.842187 ∣ critic_ganloss : -395.979559 ∣ generator_nllloss : 5205.492969 ∣ generator_ganloss : 1192.106201 ∣     [  std_z : 0.99  real_sub_fake : 1364.47 ]
[  epoch 0039/0040] 2690/4800, lr:1.3e-05 ∣ avg_100 : 31935.310974 ∣ critic_nllloss : 25809.897266 ∣ critic_ganloss : -174.479700 ∣ generator_nllloss : 5072.389453 ∣ generator_ganloss : 1196.885352 ∣     [  std_z : 0.99  real_sub_fake : 1296.90 ]
[  epoch 0039/0040] 2700/4800, lr:1.3e-05 ∣ avg_100 : 31936.578503 ∣ critic_nllloss : 25901.856641 ∣ critic_ganloss : -301.374713 ∣ generator_nllloss : 5085.103516 ∣ generator_ganloss : 1172.341016 ∣     [  std_z : 1.00  real_sub_fake : 1290.88 ]
[  epoch 0039/0040] 2710/4800, lr:1.3e-05 ∣ avg_100 : 31935.560386 ∣ critic_nllloss : 25693.928711 ∣ critic_ganloss : -289.682031 ∣ generator_nllloss : 5114.150977 ∣ generator_ganloss : 1204.954688 ∣     [  std_z : 1.00  real_sub_fake : 1159.76 ]
[  epoch 0039/0040] 2720/4800, lr:1.3e-05 ∣ avg_100 : 31933.267775 ∣ critic_nllloss : 25734.101758 ∣ critic_ganloss : -357.979686 ∣ generator_nllloss : 5208.648828 ∣ generator_ganloss : 1208.869336 ∣     [  std_z : 1.00  real_sub_fake : 1089.73 ]
[  epoch 0039/0040] 2730/4800, lr:1.3e-05 ∣ avg_100 : 31934.103164 ∣ critic_nllloss : 25857.835547 ∣ critic_ganloss : -365.571884 ∣ generator_nllloss : 5145.690039 ∣ generator_ganloss : 1189.684863 ∣     [  std_z : 0.99  real_sub_fake : 1260.62 ]
[  epoch 0039/0040] 2740/4800, lr:1.3e-05 ∣ avg_100 : 31936.173378 ∣ critic_nllloss : 25938.267969 ∣ critic_ganloss : -293.118515 ∣ generator_nllloss : 5176.498438 ∣ generator_ganloss : 1218.731738 ∣     [  std_z : 0.99  real_sub_fake : 1124.42 ]
[  epoch 0039/0040] 2750/4800, lr:1.3e-05 ∣ avg_100 : 31935.876395 ∣ critic_nllloss : 25848.002734 ∣ critic_ganloss : -254.264784 ∣ generator_nllloss : 5207.390234 ∣ generator_ganloss : 1205.212354 ∣     [  std_z : 0.99  real_sub_fake : 987.96 ]
[  epoch 0039/0040] 2760/4800, lr:1.3e-05 ∣ avg_100 : 31929.601463 ∣ critic_nllloss : 25729.012695 ∣ critic_ganloss : -327.786108 ∣ generator_nllloss : 5043.599219 ∣ generator_ganloss : 1166.046143 ∣     [  std_z : 0.99  real_sub_fake : 1136.51 ]
[  epoch 0039/0040] 2770/4800, lr:1.3e-05 ∣ avg_100 : 31928.321332 ∣ critic_nllloss : 25863.533203 ∣ critic_ganloss : -315.568503 ∣ generator_nllloss : 5116.248242 ∣ generator_ganloss : 1172.139551 ∣     [  std_z : 0.99  real_sub_fake : 1220.82 ]
[  epoch 0039/0040] 2780/4800, lr:1.3e-05 ∣ avg_100 : 31932.007984 ∣ critic_nllloss : 26144.901953 ∣ critic_ganloss : -237.154254 ∣ generator_nllloss : 5268.830078 ∣ generator_ganloss : 1173.699414 ∣     [  std_z : 1.00  real_sub_fake : 1184.51 ]
[  epoch 0039/0040] 2790/4800, lr:1.3e-05 ∣ avg_100 : 31930.434051 ∣ critic_nllloss : 25806.101953 ∣ critic_ganloss : -318.212698 ∣ generator_nllloss : 5222.338281 ∣ generator_ganloss : 1176.107422 ∣     [  std_z : 1.00  real_sub_fake : 1146.59 ]
[  epoch 0039/0040] 2800/4800, lr:1.3e-05 ∣ avg_100 : 31932.838702 ∣ critic_nllloss : 26004.000977 ∣ critic_ganloss : -295.325308 ∣ generator_nllloss : 5131.303125 ∣ generator_ganloss : 1186.534424 ∣     [  std_z : 1.00  real_sub_fake : 1136.52 ]
[  epoch 0039/0040] 2810/4800, lr:1.3e-05 ∣ avg_100 : 31930.718877 ∣ critic_nllloss : 25817.852930 ∣ critic_ganloss : -333.490161 ∣ generator_nllloss : 5207.043945 ∣ generator_ganloss : 1180.837598 ∣     [  std_z : 1.00  real_sub_fake : 1216.41 ]
[  epoch 0039/0040] 2820/4800, lr:1.3e-05 ∣ avg_100 : 31932.319454 ∣ critic_nllloss : 26071.582422 ∣ critic_ganloss : -221.987003 ∣ generator_nllloss : 5239.103125 ∣ generator_ganloss : 1177.907764 ∣     [  std_z : 0.99  real_sub_fake : 1271.67 ]
[  epoch 0039/0040] 2830/4800, lr:1.3e-05 ∣ avg_100 : 31931.738109 ∣ critic_nllloss : 25679.255273 ∣ critic_ganloss : -269.378409 ∣ generator_nllloss : 5163.991992 ∣ generator_ganloss : 1194.205615 ∣     [  std_z : 0.99  real_sub_fake : 991.19 ]
[  epoch 0039/0040] 2840/4800, lr:1.3e-05 ∣ avg_100 : 31932.083419 ∣ critic_nllloss : 25989.926953 ∣ critic_ganloss : -279.971530 ∣ generator_nllloss : 5276.226367 ∣ generator_ganloss : 1174.008887 ∣     [  std_z : 0.99  real_sub_fake : 1117.14 ]
[  epoch 0039/0040] 2850/4800, lr:1.3e-05 ∣ avg_100 : 31930.990382 ∣ critic_nllloss : 25638.527539 ∣ critic_ganloss : -161.869554 ∣ generator_nllloss : 5147.393945 ∣ generator_ganloss : 1190.846729 ∣     [  std_z : 0.99  real_sub_fake : 1007.03 ]
[  epoch 0039/0040] 2860/4800, lr:1.3e-05 ∣ avg_100 : 31932.320745 ∣ critic_nllloss : 25890.910938 ∣ critic_ganloss : -100.061311 ∣ generator_nllloss : 5128.379687 ∣ generator_ganloss : 1173.149268 ∣     [  std_z : 0.99  real_sub_fake : 870.48 ]
[  epoch 0039/0040] 2870/4800, lr:1.3e-05 ∣ avg_100 : 31933.127290 ∣ critic_nllloss : 26031.952344 ∣ critic_ganloss : -241.239970 ∣ generator_nllloss : 5218.971484 ∣ generator_ganloss : 1154.184570 ∣     [  std_z : 0.99  real_sub_fake : 961.69 ]
[  epoch 0039/0040] 2880/4800, lr:1.3e-05 ∣ avg_100 : 31929.950048 ∣ critic_nllloss : 25532.089844 ∣ critic_ganloss : -225.051079 ∣ generator_nllloss : 5099.264844 ∣ generator_ganloss : 1178.763818 ∣     [  std_z : 1.00  real_sub_fake : 762.57 ]
[  epoch 0039/0040] 2890/4800, lr:1.3e-05 ∣ avg_100 : 31930.393203 ∣ critic_nllloss : 25660.481055 ∣ critic_ganloss : -136.497350 ∣ generator_nllloss : 5145.171094 ∣ generator_ganloss : 1197.284277 ∣     [  std_z : 1.00  real_sub_fake : 639.67 ]
[  epoch 0039/0040] 2900/4800, lr:1.3e-05 ∣ avg_100 : 31931.804022 ∣ critic_nllloss : 25726.600977 ∣ critic_ganloss : -195.506581 ∣ generator_nllloss : 5134.308984 ∣ generator_ganloss : 1198.380811 ∣     [  std_z : 0.99  real_sub_fake : 616.99 ]
[  epoch 0039/0040] 2910/4800, lr:1.3e-05 ∣ avg_100 : 31929.557282 ∣ critic_nllloss : 25743.227148 ∣ critic_ganloss : -251.990988 ∣ generator_nllloss : 5154.505664 ∣ generator_ganloss : 1177.533887 ∣     [  std_z : 1.00  real_sub_fake : 724.71 ]
[  epoch 0039/0040] 2920/4800, lr:1.3e-05 ∣ avg_100 : 31926.324625 ∣ critic_nllloss : 25818.694141 ∣ critic_ganloss : -298.810672 ∣ generator_nllloss : 5128.711328 ∣ generator_ganloss : 1156.817285 ∣     [  std_z : 0.99  real_sub_fake : 902.32 ]
[  epoch 0039/0040] 2930/4800, lr:1.3e-05 ∣ avg_100 : 31928.343507 ∣ critic_nllloss : 26091.142578 ∣ critic_ganloss : -267.833360 ∣ generator_nllloss : 5156.548633 ∣ generator_ganloss : 1139.074658 ∣     [  std_z : 0.99  real_sub_fake : 1054.63 ]
[  epoch 0039/0040] 2940/4800, lr:1.3e-05 ∣ avg_100 : 31926.546639 ∣ critic_nllloss : 25743.609570 ∣ critic_ganloss : -336.124802 ∣ generator_nllloss : 5162.187695 ∣ generator_ganloss : 1143.780566 ∣     [  std_z : 0.99  real_sub_fake : 1068.95 ]
[  epoch 0039/0040] 2950/4800, lr:1.3e-05 ∣ avg_100 : 31925.790035 ∣ critic_nllloss : 25851.671289 ∣ critic_ganloss : -261.800096 ∣ generator_nllloss : 5162.610547 ∣ generator_ganloss : 1146.621582 ∣     [  std_z : 0.99  real_sub_fake : 1059.70 ]
[  epoch 0039/0040] 2960/4800, lr:1.3e-05 ∣ avg_100 : 31926.240785 ∣ critic_nllloss : 25852.959961 ∣ critic_ganloss : -275.874265 ∣ generator_nllloss : 5169.792969 ∣ generator_ganloss : 1156.164209 ∣     [  std_z : 0.99  real_sub_fake : 1089.35 ]
[  epoch 0039/0040] 2970/4800, lr:1.3e-05 ∣ avg_100 : 31927.056740 ∣ critic_nllloss : 26015.045898 ∣ critic_ganloss : -227.173859 ∣ generator_nllloss : 5055.830469 ∣ generator_ganloss : 1163.261523 ∣     [  std_z : 1.00  real_sub_fake : 1083.34 ]
[  epoch 0039/0040] 2980/4800, lr:1.3e-05 ∣ avg_100 : 31928.737742 ∣ critic_nllloss : 25889.770703 ∣ critic_ganloss : -268.334441 ∣ generator_nllloss : 5126.363281 ∣ generator_ganloss : 1157.197412 ∣     [  std_z : 1.00  real_sub_fake : 1058.86 ]
[  epoch 0039/0040] 2990/4800, lr:1.3e-05 ∣ avg_100 : 31930.208372 ∣ critic_nllloss : 26085.376953 ∣ critic_ganloss : -261.171298 ∣ generator_nllloss : 5228.254883 ∣ generator_ganloss : 1169.182520 ∣     [  std_z : 0.99  real_sub_fake : 1080.74 ]
[  epoch 0039/0040] 3000/4800, lr:1.3e-05 ∣ avg_100 : 31930.000316 ∣ critic_nllloss : 25852.421289 ∣ critic_ganloss : -316.614891 ∣ generator_nllloss : 5203.773047 ∣ generator_ganloss : 1181.399121 ∣     [  std_z : 0.99  real_sub_fake : 985.33 ]
[  epoch 0039/0040] 3010/4800, lr:1.3e-05 ∣ avg_100 : 31925.602234 ∣ critic_nllloss : 25683.207422 ∣ critic_ganloss : -316.952394 ∣ generator_nllloss : 5149.109570 ∣ generator_ganloss : 1174.904297 ∣     [  std_z : 0.99  real_sub_fake : 973.81 ]
[  epoch 0039/0040] 3020/4800, lr:1.3e-05 ∣ avg_100 : 31926.040026 ∣ critic_nllloss : 25956.362109 ∣ critic_ganloss : -279.439529 ∣ generator_nllloss : 5172.217188 ∣ generator_ganloss : 1162.877539 ∣     [  std_z : 0.99  real_sub_fake : 1042.41 ]
[  epoch 0039/0040] 3030/4800, lr:1.3e-05 ∣ avg_100 : 31926.250304 ∣ critic_nllloss : 25919.303711 ∣ critic_ganloss : -334.958481 ∣ generator_nllloss : 5212.986523 ∣ generator_ganloss : 1172.002246 ∣     [  std_z : 0.99  real_sub_fake : 1182.82 ]
[  epoch 0039/0040] 3040/4800, lr:1.3e-05 ∣ avg_100 : 31930.568779 ∣ critic_nllloss : 25829.177930 ∣ critic_ganloss : -269.717453 ∣ generator_nllloss : 5166.956836 ∣ generator_ganloss : 1176.033203 ∣     [  std_z : 1.00  real_sub_fake : 1018.65 ]
[  epoch 0039/0040] 3050/4800, lr:1.3e-05 ∣ avg_100 : 31929.651812 ∣ critic_nllloss : 25899.806055 ∣ critic_ganloss : -333.794699 ∣ generator_nllloss : 5141.741211 ∣ generator_ganloss : 1166.910938 ∣     [  std_z : 1.00  real_sub_fake : 1151.37 ]
[  epoch 0039/0040] 3060/4800, lr:1.3e-05 ∣ avg_100 : 31928.796688 ∣ critic_nllloss : 25789.300000 ∣ critic_ganloss : -313.939746 ∣ generator_nllloss : 5081.350000 ∣ generator_ganloss : 1155.183740 ∣     [  std_z : 0.99  real_sub_fake : 1268.85 ]
[  epoch 0039/0040] 3070/4800, lr:1.3e-05 ∣ avg_100 : 31927.915978 ∣ critic_nllloss : 25856.284766 ∣ critic_ganloss : -361.472998 ∣ generator_nllloss : 5135.568750 ∣ generator_ganloss : 1178.669531 ∣     [  std_z : 0.99  real_sub_fake : 1254.29 ]
[  epoch 0039/0040] 3080/4800, lr:1.3e-05 ∣ avg_100 : 31929.584585 ∣ critic_nllloss : 25819.239453 ∣ critic_ganloss : -252.447400 ∣ generator_nllloss : 5136.240820 ∣ generator_ganloss : 1171.684424 ∣     [  std_z : 0.99  real_sub_fake : 1153.62 ]
[  epoch 0039/0040] 3090/4800, lr:1.3e-05 ∣ avg_100 : 31925.038101 ∣ critic_nllloss : 25736.916211 ∣ critic_ganloss : -322.892035 ∣ generator_nllloss : 5160.727344 ∣ generator_ganloss : 1171.100098 ∣     [  std_z : 1.00  real_sub_fake : 1109.12 ]
[  epoch 0039/0040] 3100/4800, lr:1.3e-05 ∣ avg_100 : 31924.781682 ∣ critic_nllloss : 25764.161133 ∣ critic_ganloss : -346.494189 ∣ generator_nllloss : 5158.127344 ∣ generator_ganloss : 1182.184229 ∣     [  std_z : 1.00  real_sub_fake : 1186.86 ]
[  epoch 0039/0040] 3110/4800, lr:1.3e-05 ∣ avg_100 : 31926.876758 ∣ critic_nllloss : 25952.355469 ∣ critic_ganloss : -295.206500 ∣ generator_nllloss : 5135.510156 ∣ generator_ganloss : 1186.807812 ∣     [  std_z : 1.00  real_sub_fake : 1273.04 ]
[  epoch 0039/0040] 3120/4800, lr:1.3e-05 ∣ avg_100 : 31926.885561 ∣ critic_nllloss : 25803.671094 ∣ critic_ganloss : -401.988669 ∣ generator_nllloss : 5322.659180 ∣ generator_ganloss : 1206.329639 ∣     [  std_z : 0.99  real_sub_fake : 1217.01 ]
[  epoch 0039/0040] 3130/4800, lr:1.3e-05 ∣ avg_100 : 31928.184739 ∣ critic_nllloss : 25965.236914 ∣ critic_ganloss : -314.654776 ∣ generator_nllloss : 5232.184180 ∣ generator_ganloss : 1180.526221 ∣     [  std_z : 0.99  real_sub_fake : 1285.62 ]
[  epoch 0039/0040] 3140/4800, lr:1.3e-05 ∣ avg_100 : 31929.530192 ∣ critic_nllloss : 25857.032617 ∣ critic_ganloss : -273.942984 ∣ generator_nllloss : 5254.893164 ∣ generator_ganloss : 1204.412012 ∣     [  std_z : 0.99  real_sub_fake : 1233.76 ]
[  epoch 0039/0040] 3150/4800, lr:1.3e-05 ∣ avg_100 : 31933.503467 ∣ critic_nllloss : 26011.295508 ∣ critic_ganloss : -118.520522 ∣ generator_nllloss : 5154.216797 ∣ generator_ganloss : 1194.293555 ∣     [  std_z : 0.99  real_sub_fake : 1018.32 ]
[  epoch 0039/0040] 3160/4800, lr:1.3e-05 ∣ avg_100 : 31935.716531 ∣ critic_nllloss : 25962.720117 ∣ critic_ganloss : -287.298787 ∣ generator_nllloss : 5195.362891 ∣ generator_ganloss : 1207.907275 ∣     [  std_z : 1.00  real_sub_fake : 950.12 ]
[  epoch 0039/0040] 3170/4800, lr:1.3e-05 ∣ avg_100 : 31936.963982 ∣ critic_nllloss : 25947.932227 ∣ critic_ganloss : -288.291974 ∣ generator_nllloss : 5197.629492 ∣ generator_ganloss : 1205.287744 ∣     [  std_z : 1.00  real_sub_fake : 896.45 ]
[  epoch 0039/0040] 3180/4800, lr:1.3e-05 ∣ avg_100 : 31936.708508 ∣ critic_nllloss : 25982.540234 ∣ critic_ganloss : -265.611093 ∣ generator_nllloss : 5096.663672 ∣ generator_ganloss : 1195.626953 ∣     [  std_z : 1.00  real_sub_fake : 911.93 ]
[  epoch 0039/0040] 3190/4800, lr:1.3e-05 ∣ avg_100 : 31935.490080 ∣ critic_nllloss : 25724.125586 ∣ critic_ganloss : -233.248437 ∣ generator_nllloss : 5092.767773 ∣ generator_ganloss : 1195.259766 ∣     [  std_z : 0.99  real_sub_fake : 1094.50 ]
[  epoch 0039/0040] 3200/4800, lr:1.3e-05 ∣ avg_100 : 31932.273893 ∣ critic_nllloss : 25843.989258 ∣ critic_ganloss : -306.553424 ∣ generator_nllloss : 5138.215820 ∣ generator_ganloss : 1192.741650 ∣     [  std_z : 0.99  real_sub_fake : 1140.72 ]
[  epoch 0039/0040] 3210/4800, lr:1.3e-05 ∣ avg_100 : 31934.127653 ∣ critic_nllloss : 25868.645508 ∣ critic_ganloss : -226.019943 ∣ generator_nllloss : 5245.970898 ∣ generator_ganloss : 1206.391748 ∣     [  std_z : 0.99  real_sub_fake : 952.67 ]
[  epoch 0039/0040] 3220/4800, lr:1.3e-05 ∣ avg_100 : 31931.185630 ∣ critic_nllloss : 25701.370703 ∣ critic_ganloss : -297.376689 ∣ generator_nllloss : 5183.895703 ∣ generator_ganloss : 1202.789795 ∣     [  std_z : 0.99  real_sub_fake : 1033.10 ]
[  epoch 0039/0040] 3230/4800, lr:1.3e-05 ∣ avg_100 : 31933.290087 ∣ critic_nllloss : 25858.791211 ∣ critic_ganloss : -324.020688 ∣ generator_nllloss : 5235.042969 ∣ generator_ganloss : 1197.858008 ∣     [  std_z : 0.99  real_sub_fake : 1101.55 ]
[  epoch 0039/0040] 3240/4800, lr:1.3e-05 ∣ avg_100 : 31939.019727 ∣ critic_nllloss : 26032.796484 ∣ critic_ganloss : -331.549814 ∣ generator_nllloss : 5268.962109 ∣ generator_ganloss : 1198.218506 ∣     [  std_z : 1.00  real_sub_fake : 1204.76 ]
[  epoch 0039/0040] 3250/4800, lr:1.3e-05 ∣ avg_100 : 31937.035912 ∣ critic_nllloss : 25817.286719 ∣ critic_ganloss : -345.904865 ∣ generator_nllloss : 5180.709375 ∣ generator_ganloss : 1205.822168 ∣     [  std_z : 0.99  real_sub_fake : 1123.43 ]
[  epoch 0039/0040] 3260/4800, lr:1.3e-05 ∣ avg_100 : 31933.773646 ∣ critic_nllloss : 25631.673438 ∣ critic_ganloss : -403.032959 ∣ generator_nllloss : 5169.919141 ∣ generator_ganloss : 1192.358789 ∣     [  std_z : 0.99  real_sub_fake : 1266.26 ]
[  epoch 0039/0040] 3270/4800, lr:1.3e-05 ∣ avg_100 : 31932.754067 ∣ critic_nllloss : 26071.131641 ∣ critic_ganloss : -385.184320 ∣ generator_nllloss : 5213.530078 ∣ generator_ganloss : 1193.484131 ∣     [  std_z : 0.99  real_sub_fake : 1390.32 ]
[  epoch 0039/0040] 3280/4800, lr:1.3e-05 ∣ avg_100 : 31931.363477 ∣ critic_nllloss : 25838.020508 ∣ critic_ganloss : -177.510257 ∣ generator_nllloss : 5132.092773 ∣ generator_ganloss : 1201.452197 ∣     [  std_z : 0.99  real_sub_fake : 1232.53 ]
[  epoch 0039/0040] 3290/4800, lr:1.3e-05 ∣ avg_100 : 31930.004863 ∣ critic_nllloss : 25640.015820 ∣ critic_ganloss : -335.220059 ∣ generator_nllloss : 5200.578320 ∣ generator_ganloss : 1205.476953 ∣     [  std_z : 1.00  real_sub_fake : 1134.76 ]
[  epoch 0039/0040] 3300/4800, lr:1.3e-05 ∣ avg_100 : 31931.272274 ∣ critic_nllloss : 25863.313281 ∣ critic_ganloss : -257.608255 ∣ generator_nllloss : 5162.497656 ∣ generator_ganloss : 1203.891699 ∣     [  std_z : 1.00  real_sub_fake : 1256.83 ]
[  epoch 0039/0040] 3310/4800, lr:1.3e-05 ∣ avg_100 : 31933.257065 ∣ critic_nllloss : 25875.616016 ∣ critic_ganloss : -287.794937 ∣ generator_nllloss : 5128.900195 ∣ generator_ganloss : 1212.608691 ∣     [  std_z : 1.00  real_sub_fake : 1047.97 ]
[  epoch 0039/0040] 3320/4800, lr:1.3e-05 ∣ avg_100 : 31934.873270 ∣ critic_nllloss : 25948.089453 ∣ critic_ganloss : -308.223950 ∣ generator_nllloss : 5086.016016 ∣ generator_ganloss : 1207.339648 ∣     [  std_z : 0.99  real_sub_fake : 1196.55 ]
[  epoch 0039/0040] 3330/4800, lr:1.3e-05 ∣ avg_100 : 31933.985063 ∣ critic_nllloss : 25873.276758 ∣ critic_ganloss : -279.251877 ∣ generator_nllloss : 5162.699609 ∣ generator_ganloss : 1197.832520 ∣     [  std_z : 0.99  real_sub_fake : 1139.83 ]
[  epoch 0039/0040] 3340/4800, lr:1.3e-05 ∣ avg_100 : 31934.922411 ∣ critic_nllloss : 25712.160938 ∣ critic_ganloss : -226.698880 ∣ generator_nllloss : 5172.353711 ∣ generator_ganloss : 1192.558838 ∣     [  std_z : 0.99  real_sub_fake : 1115.70 ]
[  epoch 0039/0040] 3350/4800, lr:1.3e-05 ∣ avg_100 : 31937.098196 ∣ critic_nllloss : 25724.656250 ∣ critic_ganloss : -260.903729 ∣ generator_nllloss : 5156.015430 ∣ generator_ganloss : 1217.771973 ∣     [  std_z : 1.00  real_sub_fake : 897.47 ]
[  epoch 0039/0040] 3360/4800, lr:1.3e-05 ∣ avg_100 : 31935.231051 ∣ critic_nllloss : 25755.224219 ∣ critic_ganloss : -301.003494 ∣ generator_nllloss : 5104.458008 ∣ generator_ganloss : 1198.402734 ∣     [  std_z : 0.99  real_sub_fake : 1062.64 ]
[  epoch 0039/0040] 3370/4800, lr:1.3e-05 ∣ avg_100 : 31939.214096 ∣ critic_nllloss : 26135.198633 ∣ critic_ganloss : -331.474194 ∣ generator_nllloss : 5232.025781 ∣ generator_ganloss : 1204.218018 ∣     [  std_z : 1.00  real_sub_fake : 1216.75 ]
[  epoch 0039/0040] 3380/4800, lr:1.3e-05 ∣ avg_100 : 31939.739865 ∣ critic_nllloss : 26067.717187 ∣ critic_ganloss : -392.884311 ∣ generator_nllloss : 5215.209570 ∣ generator_ganloss : 1194.544043 ∣     [  std_z : 0.99  real_sub_fake : 1189.99 ]
[  epoch 0039/0040] 3390/4800, lr:1.3e-05 ∣ avg_100 : 31942.873942 ∣ critic_nllloss : 25931.079883 ∣ critic_ganloss : -323.689076 ∣ generator_nllloss : 5167.209961 ∣ generator_ganloss : 1179.103027 ∣     [  std_z : 0.99  real_sub_fake : 1306.93 ]
[  epoch 0039/0040] 3400/4800, lr:1.3e-05 ∣ avg_100 : 31943.324068 ∣ critic_nllloss : 25909.742383 ∣ critic_ganloss : -308.538870 ∣ generator_nllloss : 5185.908008 ∣ generator_ganloss : 1199.004492 ∣     [  std_z : 0.99  real_sub_fake : 1245.61 ]
[  epoch 0039/0040] 3410/4800, lr:1.3e-05 ∣ avg_100 : 31937.778261 ∣ critic_nllloss : 25807.514453 ∣ critic_ganloss : -219.556711 ∣ generator_nllloss : 5080.675195 ∣ generator_ganloss : 1180.681934 ∣     [  std_z : 0.99  real_sub_fake : 1036.47 ]
[  epoch 0039/0040] 3420/4800, lr:1.3e-05 ∣ avg_100 : 31936.986889 ∣ critic_nllloss : 25709.953516 ∣ critic_ganloss : -230.360011 ∣ generator_nllloss : 5065.506641 ∣ generator_ganloss : 1174.482129 ∣     [  std_z : 1.00  real_sub_fake : 1039.01 ]
[  epoch 0039/0040] 3430/4800, lr:1.3e-05 ∣ avg_100 : 31937.406986 ∣ critic_nllloss : 25842.931836 ∣ critic_ganloss : -286.832922 ∣ generator_nllloss : 5129.234375 ∣ generator_ganloss : 1184.635059 ∣     [  std_z : 1.00  real_sub_fake : 1013.37 ]
[  epoch 0039/0040] 3440/4800, lr:1.3e-05 ∣ avg_100 : 31937.045915 ∣ critic_nllloss : 25937.158594 ∣ critic_ganloss : -301.398679 ∣ generator_nllloss : 5168.440234 ∣ generator_ganloss : 1194.823633 ∣     [  std_z : 1.00  real_sub_fake : 1051.33 ]
[  epoch 0039/0040] 3450/4800, lr:1.3e-05 ∣ avg_100 : 31936.481609 ∣ critic_nllloss : 25877.526953 ∣ critic_ganloss : -358.755731 ∣ generator_nllloss : 5136.907422 ∣ generator_ganloss : 1185.906299 ∣     [  std_z : 0.99  real_sub_fake : 1198.64 ]
[  epoch 0039/0040] 3460/4800, lr:1.3e-05 ∣ avg_100 : 31938.539611 ∣ critic_nllloss : 25914.376953 ∣ critic_ganloss : -476.671652 ∣ generator_nllloss : 5172.063281 ∣ generator_ganloss : 1181.825342 ∣     [  std_z : 0.99  real_sub_fake : 1422.55 ]
[  epoch 0039/0040] 3470/4800, lr:1.3e-05 ∣ avg_100 : 31938.278428 ∣ critic_nllloss : 25887.030078 ∣ critic_ganloss : -324.522098 ∣ generator_nllloss : 5252.442578 ∣ generator_ganloss : 1188.193359 ∣     [  std_z : 0.99  real_sub_fake : 1361.97 ]
[  epoch 0039/0040] 3480/4800, lr:1.3e-05 ∣ avg_100 : 31936.908810 ∣ critic_nllloss : 25888.549023 ∣ critic_ganloss : -320.680801 ∣ generator_nllloss : 5125.332422 ∣ generator_ganloss : 1199.027979 ∣     [  std_z : 1.00  real_sub_fake : 1236.19 ]
[  epoch 0039/0040] 3490/4800, lr:1.3e-05 ∣ avg_100 : 31934.346848 ∣ critic_nllloss : 25714.075391 ∣ critic_ganloss : -387.539075 ∣ generator_nllloss : 5170.673633 ∣ generator_ganloss : 1196.090771 ∣     [  std_z : 0.99  real_sub_fake : 1294.71 ]
[  epoch 0039/0040] 3500/4800, lr:1.3e-05 ∣ avg_100 : 31929.354728 ∣ critic_nllloss : 25688.508008 ∣ critic_ganloss : -228.968427 ∣ generator_nllloss : 5079.588086 ∣ generator_ganloss : 1202.053027 ∣     [  std_z : 1.00  real_sub_fake : 1171.79 ]
[  epoch 0039/0040] 3510/4800, lr:1.3e-05 ∣ avg_100 : 31928.891471 ∣ critic_nllloss : 25821.716992 ∣ critic_ganloss : -278.624857 ∣ generator_nllloss : 5274.565430 ∣ generator_ganloss : 1192.263916 ∣     [  std_z : 1.00  real_sub_fake : 1111.98 ]
[  epoch 0039/0040] 3520/4800, lr:1.3e-05 ∣ avg_100 : 31929.687045 ∣ critic_nllloss : 25926.148047 ∣ critic_ganloss : -345.590796 ∣ generator_nllloss : 5217.463281 ∣ generator_ganloss : 1176.370801 ∣     [  std_z : 1.00  real_sub_fake : 1206.04 ]
[  epoch 0039/0040] 3530/4800, lr:1.3e-05 ∣ avg_100 : 31931.792371 ∣ critic_nllloss : 25892.960938 ∣ critic_ganloss : -367.852649 ∣ generator_nllloss : 5177.029688 ∣ generator_ganloss : 1176.941064 ∣     [  std_z : 1.00  real_sub_fake : 1296.07 ]
[  epoch 0039/0040] 3540/4800, lr:1.3e-05 ∣ avg_100 : 31933.215862 ∣ critic_nllloss : 25943.316602 ∣ critic_ganloss : -307.665125 ∣ generator_nllloss : 5232.580273 ∣ generator_ganloss : 1191.328369 ∣     [  std_z : 1.00  real_sub_fake : 1297.67 ]
[  epoch 0039/0040] 3550/4800, lr:1.3e-05 ∣ avg_100 : 31936.868423 ∣ critic_nllloss : 26004.795508 ∣ critic_ganloss : -315.881647 ∣ generator_nllloss : 5182.144531 ∣ generator_ganloss : 1211.220068 ∣     [  std_z : 1.00  real_sub_fake : 1123.01 ]
[  epoch 0039/0040] 3560/4800, lr:1.3e-05 ∣ avg_100 : 31935.317233 ∣ critic_nllloss : 25901.414062 ∣ critic_ganloss : -320.565018 ∣ generator_nllloss : 5232.789844 ∣ generator_ganloss : 1192.618359 ∣     [  std_z : 0.99  real_sub_fake : 1298.18 ]
[  epoch 0039/0040] 3570/4800, lr:1.3e-05 ∣ avg_100 : 31936.266011 ∣ critic_nllloss : 25801.697852 ∣ critic_ganloss : -253.125305 ∣ generator_nllloss : 5073.645508 ∣ generator_ganloss : 1215.580518 ∣     [  std_z : 0.99  real_sub_fake : 939.57 ]
[  epoch 0039/0040] 3580/4800, lr:1.3e-05 ∣ avg_100 : 31934.371845 ∣ critic_nllloss : 25674.444336 ∣ critic_ganloss : -172.957138 ∣ generator_nllloss : 5143.331055 ∣ generator_ganloss : 1208.895996 ∣     [  std_z : 0.99  real_sub_fake : 858.16 ]
[  epoch 0039/0040] 3590/4800, lr:1.3e-05 ∣ avg_100 : 31936.233503 ∣ critic_nllloss : 25850.634180 ∣ critic_ganloss : -172.234378 ∣ generator_nllloss : 5253.715234 ∣ generator_ganloss : 1214.362598 ∣     [  std_z : 0.99  real_sub_fake : 802.48 ]
[  epoch 0039/0040] 3600/4800, lr:1.3e-05 ∣ avg_100 : 31935.966472 ∣ critic_nllloss : 26030.771875 ∣ critic_ganloss : -241.002202 ∣ generator_nllloss : 5199.362109 ∣ generator_ganloss : 1191.778076 ∣     [  std_z : 1.00  real_sub_fake : 890.82 ]
[  epoch 0039/0040] 3610/4800, lr:1.3e-05 ∣ avg_100 : 31930.378573 ∣ critic_nllloss : 25756.485547 ∣ critic_ganloss : -230.699493 ∣ generator_nllloss : 5178.124609 ∣ generator_ganloss : 1148.681494 ∣     [  std_z : 1.00  real_sub_fake : 1009.04 ]
[  epoch 0039/0040] 3620/4800, lr:1.3e-05 ∣ avg_100 : 31928.905036 ∣ critic_nllloss : 25532.951953 ∣ critic_ganloss : -181.028354 ∣ generator_nllloss : 5093.852344 ∣ generator_ganloss : 1166.323145 ∣     [  std_z : 1.00  real_sub_fake : 924.49 ]
[  epoch 0039/0040] 3630/4800, lr:1.3e-05 ∣ avg_100 : 31926.132953 ∣ critic_nllloss : 25727.766797 ∣ critic_ganloss : -145.687534 ∣ generator_nllloss : 5031.801172 ∣ generator_ganloss : 1178.994482 ∣     [  std_z : 1.00  real_sub_fake : 851.29 ]
[  epoch 0039/0040] 3640/4800, lr:1.3e-05 ∣ avg_100 : 31921.909126 ∣ critic_nllloss : 25774.134375 ∣ critic_ganloss : -223.908099 ∣ generator_nllloss : 5131.202734 ∣ generator_ganloss : 1174.727393 ∣     [  std_z : 0.99  real_sub_fake : 855.10 ]
[  epoch 0039/0040] 3650/4800, lr:1.3e-05 ∣ avg_100 : 31923.792792 ∣ critic_nllloss : 25984.858984 ∣ critic_ganloss : -237.280884 ∣ generator_nllloss : 5269.709375 ∣ generator_ganloss : 1169.698145 ∣     [  std_z : 0.99  real_sub_fake : 1013.46 ]
[  epoch 0039/0040] 3660/4800, lr:1.3e-05 ∣ avg_100 : 31925.298742 ∣ critic_nllloss : 25959.575586 ∣ critic_ganloss : -266.342334 ∣ generator_nllloss : 5219.269336 ∣ generator_ganloss : 1175.507178 ∣     [  std_z : 0.99  real_sub_fake : 962.16 ]
[  epoch 0039/0040] 3670/4800, lr:1.3e-05 ∣ avg_100 : 31926.974542 ∣ critic_nllloss : 26103.409570 ∣ critic_ganloss : -314.303154 ∣ generator_nllloss : 5162.514453 ∣ generator_ganloss : 1187.526855 ∣     [  std_z : 1.00  real_sub_fake : 979.54 ]
[  epoch 0039/0040] 3680/4800, lr:1.3e-05 ∣ avg_100 : 31927.742280 ∣ critic_nllloss : 25891.462695 ∣ critic_ganloss : -272.975780 ∣ generator_nllloss : 5195.889063 ∣ generator_ganloss : 1194.859570 ∣     [  std_z : 1.00  real_sub_fake : 981.96 ]
[  epoch 0039/0040] 3690/4800, lr:1.3e-05 ∣ avg_100 : 31929.875879 ∣ critic_nllloss : 25971.333789 ∣ critic_ganloss : -256.674506 ∣ generator_nllloss : 5213.144531 ∣ generator_ganloss : 1190.248486 ∣     [  std_z : 0.99  real_sub_fake : 969.80 ]
[  epoch 0039/0040] 3700/4800, lr:1.3e-05 ∣ avg_100 : 31931.396915 ∣ critic_nllloss : 25860.135352 ∣ critic_ganloss : -239.969920 ∣ generator_nllloss : 5200.394336 ∣ generator_ganloss : 1189.470264 ∣     [  std_z : 0.99  real_sub_fake : 1010.32 ]
[  epoch 0039/0040] 3710/4800, lr:1.3e-05 ∣ avg_100 : 31932.523582 ∣ critic_nllloss : 25865.441406 ∣ critic_ganloss : -312.997827 ∣ generator_nllloss : 5095.149023 ∣ generator_ganloss : 1188.426465 ∣     [  std_z : 0.99  real_sub_fake : 1058.07 ]
[  epoch 0039/0040] 3720/4800, lr:1.3e-05 ∣ avg_100 : 31931.295226 ∣ critic_nllloss : 25775.027539 ∣ critic_ganloss : -345.513821 ∣ generator_nllloss : 5043.135547 ∣ generator_ganloss : 1198.155371 ∣     [  std_z : 1.00  real_sub_fake : 1083.27 ]
[  epoch 0039/0040] 3730/4800, lr:1.3e-05 ∣ avg_100 : 31932.386550 ∣ critic_nllloss : 25905.529687 ∣ critic_ganloss : -446.276804 ∣ generator_nllloss : 5271.769141 ∣ generator_ganloss : 1205.748926 ∣     [  std_z : 1.00  real_sub_fake : 1347.97 ]
[  epoch 0039/0040] 3740/4800, lr:1.3e-05 ∣ avg_100 : 31929.443184 ∣ critic_nllloss : 25813.596094 ∣ critic_ganloss : -473.887286 ∣ generator_nllloss : 5185.930469 ∣ generator_ganloss : 1220.403760 ∣     [  std_z : 1.00  real_sub_fake : 1333.61 ]
[  epoch 0039/0040] 3750/4800, lr:1.3e-05 ∣ avg_100 : 31928.015601 ∣ critic_nllloss : 25717.790234 ∣ critic_ganloss : -291.663855 ∣ generator_nllloss : 5235.070898 ∣ generator_ganloss : 1202.384961 ∣     [  std_z : 0.99  real_sub_fake : 1429.06 ]
[  epoch 0039/0040] 3760/4800, lr:1.3e-05 ∣ avg_100 : 31934.146402 ∣ critic_nllloss : 26056.428711 ∣ critic_ganloss : -177.238757 ∣ generator_nllloss : 5195.469141 ∣ generator_ganloss : 1149.292920 ∣     [  std_z : 0.99  real_sub_fake : 1346.70 ]
[  epoch 0039/0040] 3770/4800, lr:1.3e-05 ∣ avg_100 : 31938.257858 ∣ critic_nllloss : 26029.906055 ∣ critic_ganloss : -124.615170 ∣ generator_nllloss : 5171.090625 ∣ generator_ganloss : 1171.116650 ∣     [  std_z : 0.99  real_sub_fake : 996.94 ]
[  epoch 0039/0040] 3780/4800, lr:1.3e-05 ∣ avg_100 : 31935.134695 ∣ critic_nllloss : 25941.221680 ∣ critic_ganloss : -215.276204 ∣ generator_nllloss : 5118.579297 ∣ generator_ganloss : 1193.436035 ∣     [  std_z : 1.00  real_sub_fake : 815.99 ]
[  epoch 0039/0040] 3790/4800, lr:1.3e-05 ∣ avg_100 : 31936.361807 ∣ critic_nllloss : 25830.435156 ∣ critic_ganloss : -209.587343 ∣ generator_nllloss : 5192.556250 ∣ generator_ganloss : 1195.642090 ∣     [  std_z : 1.00  real_sub_fake : 733.42 ]
[  epoch 0039/0040] 3800/4800, lr:1.3e-05 ∣ avg_100 : 31935.627475 ∣ critic_nllloss : 25769.075000 ∣ critic_ganloss : -206.819080 ∣ generator_nllloss : 5191.525586 ∣ generator_ganloss : 1199.298535 ∣     [  std_z : 1.00  real_sub_fake : 753.02 ]
[  epoch 0039/0040] 3810/4800, lr:1.3e-05 ∣ avg_100 : 31938.479076 ∣ critic_nllloss : 25950.655859 ∣ critic_ganloss : -207.467387 ∣ generator_nllloss : 5218.219727 ∣ generator_ganloss : 1195.996191 ∣     [  std_z : 1.00  real_sub_fake : 789.53 ]
[  epoch 0039/0040] 3820/4800, lr:1.3e-05 ∣ avg_100 : 31936.341369 ∣ critic_nllloss : 25795.962500 ∣ critic_ganloss : -153.016704 ∣ generator_nllloss : 5186.172461 ∣ generator_ganloss : 1223.717383 ∣     [  std_z : 0.99  real_sub_fake : 784.38 ]
[  epoch 0039/0040] 3830/4800, lr:1.3e-05 ∣ avg_100 : 31938.307421 ∣ critic_nllloss : 25866.344922 ∣ critic_ganloss : -249.322418 ∣ generator_nllloss : 5136.881836 ∣ generator_ganloss : 1210.775293 ∣     [  std_z : 0.98  real_sub_fake : 788.21 ]
[  epoch 0039/0040] 3840/4800, lr:1.3e-05 ∣ avg_100 : 31938.108310 ∣ critic_nllloss : 25995.751172 ∣ critic_ganloss : -207.455652 ∣ generator_nllloss : 5143.763477 ∣ generator_ganloss : 1208.220605 ∣     [  std_z : 0.98  real_sub_fake : 914.88 ]
[  epoch 0039/0040] 3850/4800, lr:1.3e-05 ∣ avg_100 : 31940.586869 ∣ critic_nllloss : 25778.016406 ∣ critic_ganloss : -229.757162 ∣ generator_nllloss : 5299.816211 ∣ generator_ganloss : 1214.679102 ∣     [  std_z : 0.99  real_sub_fake : 866.60 ]
[  epoch 0039/0040] 3860/4800, lr:1.3e-05 ∣ avg_100 : 31941.793121 ∣ critic_nllloss : 25974.057617 ∣ critic_ganloss : -248.599667 ∣ generator_nllloss : 5268.736133 ∣ generator_ganloss : 1218.809766 ∣     [  std_z : 1.00  real_sub_fake : 862.29 ]
[  epoch 0039/0040] 3870/4800, lr:1.3e-05 ∣ avg_100 : 31938.463721 ∣ critic_nllloss : 25765.051367 ∣ critic_ganloss : -271.712198 ∣ generator_nllloss : 5122.094531 ∣ generator_ganloss : 1215.494727 ∣     [  std_z : 1.00  real_sub_fake : 891.23 ]
[  epoch 0039/0040] 3880/4800, lr:1.3e-05 ∣ avg_100 : 31943.243431 ∣ critic_nllloss : 25951.008398 ∣ critic_ganloss : -298.577159 ∣ generator_nllloss : 5194.132617 ∣ generator_ganloss : 1216.474561 ∣     [  std_z : 1.00  real_sub_fake : 939.32 ]
[  epoch 0039/0040] 3890/4800, lr:1.3e-05 ∣ avg_100 : 31946.895028 ∣ critic_nllloss : 25970.612500 ∣ critic_ganloss : -237.326489 ∣ generator_nllloss : 5275.884570 ∣ generator_ganloss : 1222.428125 ∣     [  std_z : 1.00  real_sub_fake : 1019.78 ]
[  epoch 0039/0040] 3900/4800, lr:1.3e-05 ∣ avg_100 : 31951.545957 ∣ critic_nllloss : 26037.076758 ∣ critic_ganloss : -194.989061 ∣ generator_nllloss : 5256.624805 ∣ generator_ganloss : 1230.164648 ∣     [  std_z : 1.00  real_sub_fake : 1024.46 ]
[  epoch 0039/0040] 3910/4800, lr:1.3e-05 ∣ avg_100 : 31955.978636 ∣ critic_nllloss : 25878.246094 ∣ critic_ganloss : -114.337947 ∣ generator_nllloss : 5255.778906 ∣ generator_ganloss : 1246.856494 ∣     [  std_z : 0.99  real_sub_fake : 763.71 ]
[  epoch 0039/0040] 3920/4800, lr:1.3e-05 ∣ avg_100 : 31959.402710 ∣ critic_nllloss : 26020.563086 ∣ critic_ganloss : -239.478972 ∣ generator_nllloss : 5146.359570 ∣ generator_ganloss : 1220.375879 ∣     [  std_z : 0.99  real_sub_fake : 883.61 ]
[  epoch 0039/0040] 3930/4800, lr:1.3e-05 ∣ avg_100 : 31956.378432 ∣ critic_nllloss : 25786.080664 ∣ critic_ganloss : -225.066202 ∣ generator_nllloss : 5050.773242 ∣ generator_ganloss : 1204.716992 ∣     [  std_z : 0.99  real_sub_fake : 832.36 ]
[  epoch 0039/0040] 3940/4800, lr:1.3e-05 ∣ avg_100 : 31959.236416 ∣ critic_nllloss : 25952.697461 ∣ critic_ganloss : -275.642906 ∣ generator_nllloss : 5110.116797 ∣ generator_ganloss : 1212.080078 ∣     [  std_z : 1.00  real_sub_fake : 861.36 ]
[  epoch 0039/0040] 3950/4800, lr:1.3e-05 ∣ avg_100 : 31959.036836 ∣ critic_nllloss : 25842.139844 ∣ critic_ganloss : -222.146454 ∣ generator_nllloss : 5036.937695 ∣ generator_ganloss : 1222.214258 ∣     [  std_z : 1.00  real_sub_fake : 952.74 ]
[  epoch 0039/0040] 3960/4800, lr:1.3e-05 ∣ avg_100 : 31959.530555 ∣ critic_nllloss : 25832.281055 ∣ critic_ganloss : -258.602742 ∣ generator_nllloss : 5153.363477 ∣ generator_ganloss : 1225.372949 ∣     [  std_z : 1.00  real_sub_fake : 965.42 ]
[  epoch 0039/0040] 3970/4800, lr:1.3e-05 ∣ avg_100 : 31960.029345 ∣ critic_nllloss : 25940.997070 ∣ critic_ganloss : -280.767209 ∣ generator_nllloss : 5178.100781 ∣ generator_ganloss : 1218.512402 ∣     [  std_z : 0.99  real_sub_fake : 938.76 ]
[  epoch 0039/0040] 3980/4800, lr:1.3e-05 ∣ avg_100 : 31959.691247 ∣ critic_nllloss : 25780.080664 ∣ critic_ganloss : -319.920476 ∣ generator_nllloss : 5188.395508 ∣ generator_ganloss : 1222.631445 ∣     [  std_z : 1.00  real_sub_fake : 959.46 ]
[  epoch 0039/0040] 3990/4800, lr:1.3e-05 ∣ avg_100 : 31955.420880 ∣ critic_nllloss : 25647.892773 ∣ critic_ganloss : -221.795630 ∣ generator_nllloss : 5140.684375 ∣ generator_ganloss : 1227.824854 ∣     [  std_z : 0.99  real_sub_fake : 897.92 ]
[  epoch 0039/0040] 4000/4800, lr:1.3e-05 ∣ avg_100 : 31956.669754 ∣ critic_nllloss : 25909.365820 ∣ critic_ganloss : -303.736646 ∣ generator_nllloss : 5218.460547 ∣ generator_ganloss : 1221.776221 ∣     [  std_z : 1.00  real_sub_fake : 985.20 ]
[  epoch 0039/0040] 4010/4800, lr:1.3e-05 ∣ avg_100 : 31959.243255 ∣ critic_nllloss : 25906.453516 ∣ critic_ganloss : -313.400012 ∣ generator_nllloss : 5141.494336 ∣ generator_ganloss : 1213.071191 ∣     [  std_z : 1.00  real_sub_fake : 1134.63 ]
[  epoch 0039/0040] 4020/4800, lr:1.3e-05 ∣ avg_100 : 31957.292157 ∣ critic_nllloss : 25723.562695 ∣ critic_ganloss : -312.189270 ∣ generator_nllloss : 5175.285156 ∣ generator_ganloss : 1230.248877 ∣     [  std_z : 0.99  real_sub_fake : 1013.05 ]
[  epoch 0039/0040] 4030/4800, lr:1.3e-05 ∣ avg_100 : 31956.961452 ∣ critic_nllloss : 25807.899414 ∣ critic_ganloss : -288.492297 ∣ generator_nllloss : 5196.776172 ∣ generator_ganloss : 1220.080176 ∣     [  std_z : 0.99  real_sub_fake : 987.10 ]
[  epoch 0039/0040] 4040/4800, lr:1.3e-05 ∣ avg_100 : 31957.003527 ∣ critic_nllloss : 25817.947656 ∣ critic_ganloss : -341.059285 ∣ generator_nllloss : 5224.225195 ∣ generator_ganloss : 1205.544531 ∣     [  std_z : 0.99  real_sub_fake : 1143.53 ]
[  epoch 0039/0040] 4050/4800, lr:1.3e-05 ∣ avg_100 : 31956.580233 ∣ critic_nllloss : 25922.773438 ∣ critic_ganloss : -347.907321 ∣ generator_nllloss : 5051.677344 ∣ generator_ganloss : 1205.790625 ∣     [  std_z : 0.99  real_sub_fake : 1113.28 ]
[  epoch 0039/0040] 4060/4800, lr:1.3e-05 ∣ avg_100 : 31957.605899 ∣ critic_nllloss : 25662.400781 ∣ critic_ganloss : -253.705179 ∣ generator_nllloss : 5200.025391 ∣ generator_ganloss : 1205.739551 ∣     [  std_z : 1.00  real_sub_fake : 1192.11 ]
[  epoch 0039/0040] 4070/4800, lr:1.3e-05 ∣ avg_100 : 31959.200352 ∣ critic_nllloss : 25808.313477 ∣ critic_ganloss : -333.630914 ∣ generator_nllloss : 5285.130078 ∣ generator_ganloss : 1208.682715 ∣     [  std_z : 0.99  real_sub_fake : 1220.98 ]
[  epoch 0039/0040] 4080/4800, lr:1.3e-05 ∣ avg_100 : 31959.807450 ∣ critic_nllloss : 25863.741406 ∣ critic_ganloss : -294.166226 ∣ generator_nllloss : 5144.890625 ∣ generator_ganloss : 1220.961279 ∣     [  std_z : 0.99  real_sub_fake : 1182.82 ]
[  epoch 0039/0040] 4090/4800, lr:1.3e-05 ∣ avg_100 : 31961.851571 ∣ critic_nllloss : 25883.155859 ∣ critic_ganloss : -339.933139 ∣ generator_nllloss : 5190.793750 ∣ generator_ganloss : 1216.247266 ∣     [  std_z : 0.99  real_sub_fake : 1252.72 ]
[  epoch 0039/0040] 4100/4800, lr:1.3e-05 ∣ avg_100 : 31962.469103 ∣ critic_nllloss : 25832.754297 ∣ critic_ganloss : -272.493047 ∣ generator_nllloss : 5037.492969 ∣ generator_ganloss : 1221.977539 ∣     [  std_z : 0.99  real_sub_fake : 1123.22 ]
[  epoch 0039/0040] 4110/4800, lr:1.3e-05 ∣ avg_100 : 31963.059552 ∣ critic_nllloss : 25919.368359 ∣ critic_ganloss : -243.740680 ∣ generator_nllloss : 5158.156250 ∣ generator_ganloss : 1204.727930 ∣     [  std_z : 1.00  real_sub_fake : 1058.54 ]
[  epoch 0039/0040] 4120/4800, lr:1.3e-05 ∣ avg_100 : 31963.668615 ∣ critic_nllloss : 25906.280469 ∣ critic_ganloss : -293.798370 ∣ generator_nllloss : 5194.300391 ∣ generator_ganloss : 1184.795020 ∣     [  std_z : 1.00  real_sub_fake : 1216.26 ]
[  epoch 0039/0040] 4130/4800, lr:1.3e-05 ∣ avg_100 : 31963.025646 ∣ critic_nllloss : 25885.603906 ∣ critic_ganloss : -228.086639 ∣ generator_nllloss : 5123.509766 ∣ generator_ganloss : 1217.968555 ∣     [  std_z : 1.00  real_sub_fake : 1061.80 ]
[  epoch 0039/0040] 4140/4800, lr:1.3e-05 ∣ avg_100 : 31964.581204 ∣ critic_nllloss : 25833.870508 ∣ critic_ganloss : -58.146642 ∣ generator_nllloss : 5187.619727 ∣ generator_ganloss : 1234.607031 ∣  [  std_z : 0.99  real_sub_fake : 846.53 ]
[  epoch 0039/0040] 4150/4800, lr:1.3e-05 ∣ avg_100 : 31961.167325 ∣ critic_nllloss : 25735.757617 ∣ critic_ganloss : -239.816418 ∣ generator_nllloss : 5190.466406 ∣ generator_ganloss : 1213.489893 ∣     [  std_z : 0.99  real_sub_fake : 816.87 ]
[  epoch 0039/0040] 4160/4800, lr:1.3e-05 ∣ avg_100 : 31960.136764 ∣ critic_nllloss : 25862.108984 ∣ critic_ganloss : -247.191278 ∣ generator_nllloss : 5164.671680 ∣ generator_ganloss : 1196.045996 ∣     [  std_z : 0.99  real_sub_fake : 924.78 ]
[  epoch 0039/0040] 4170/4800, lr:1.3e-05 ∣ avg_100 : 31957.860422 ∣ critic_nllloss : 25814.131641 ∣ critic_ganloss : -323.628802 ∣ generator_nllloss : 5143.206836 ∣ generator_ganloss : 1201.213623 ∣     [  std_z : 0.99  real_sub_fake : 967.37 ]
[  epoch 0039/0040] 4180/4800, lr:1.3e-05 ∣ avg_100 : 31954.538150 ∣ critic_nllloss : 25774.665625 ∣ critic_ganloss : -309.137126 ∣ generator_nllloss : 5014.064258 ∣ generator_ganloss : 1197.399756 ∣     [  std_z : 0.99  real_sub_fake : 1074.96 ]
[  epoch 0039/0040] 4190/4800, lr:1.3e-05 ∣ avg_100 : 31957.328685 ∣ critic_nllloss : 25991.850000 ∣ critic_ganloss : -309.893481 ∣ generator_nllloss : 5170.932422 ∣ generator_ganloss : 1205.069238 ∣     [  std_z : 1.00  real_sub_fake : 1109.78 ]
[  epoch 0039/0040] 4200/4800, lr:1.3e-05 ∣ avg_100 : 31958.009308 ∣ critic_nllloss : 25935.576562 ∣ critic_ganloss : -415.098450 ∣ generator_nllloss : 5216.260352 ∣ generator_ganloss : 1199.717139 ∣     [  std_z : 1.00  real_sub_fake : 1189.62 ]
[  epoch 0039/0040] 4210/4800, lr:1.3e-05 ∣ avg_100 : 31953.181453 ∣ critic_nllloss : 25580.612109 ∣ critic_ganloss : -286.101395 ∣ generator_nllloss : 5122.625586 ∣ generator_ganloss : 1195.066455 ∣     [  std_z : 1.00  real_sub_fake : 1236.29 ]
[  epoch 0039/0040] 4220/4800, lr:1.3e-05 ∣ avg_100 : 31952.178239 ∣ critic_nllloss : 25755.494727 ∣ critic_ganloss : -391.629187 ∣ generator_nllloss : 5121.543359 ∣ generator_ganloss : 1204.949170 ∣     [  std_z : 0.99  real_sub_fake : 1174.47 ]
[  epoch 0039/0040] 4230/4800, lr:1.3e-05 ∣ avg_100 : 31954.838965 ∣ critic_nllloss : 25989.478516 ∣ critic_ganloss : -260.755725 ∣ generator_nllloss : 5291.923633 ∣ generator_ganloss : 1213.097705 ∣     [  std_z : 0.99  real_sub_fake : 1207.40 ]
[  epoch 0039/0040] 4240/4800, lr:1.3e-05 ∣ avg_100 : 31954.338359 ∣ critic_nllloss : 25957.500000 ∣ critic_ganloss : -245.031024 ∣ generator_nllloss : 5214.276953 ∣ generator_ganloss : 1191.620752 ∣     [  std_z : 0.99  real_sub_fake : 1166.38 ]
[  epoch 0039/0040] 4250/4800, lr:1.3e-05 ∣ avg_100 : 31959.044744 ∣ critic_nllloss : 26123.369141 ∣ critic_ganloss : -232.678453 ∣ generator_nllloss : 5237.392578 ∣ generator_ganloss : 1200.468604 ∣     [  std_z : 0.99  real_sub_fake : 1209.25 ]
[  epoch 0039/0040] 4260/4800, lr:1.3e-05 ∣ avg_100 : 31964.769066 ∣ critic_nllloss : 26013.400586 ∣ critic_ganloss : -214.915372 ∣ generator_nllloss : 5168.023438 ∣ generator_ganloss : 1196.841992 ∣     [  std_z : 0.99  real_sub_fake : 1136.15 ]
[  epoch 0039/0040] 4270/4800, lr:1.3e-05 ∣ avg_100 : 31963.289648 ∣ critic_nllloss : 25768.901953 ∣ critic_ganloss : -248.832550 ∣ generator_nllloss : 5200.049609 ∣ generator_ganloss : 1224.900684 ∣     [  std_z : 1.00  real_sub_fake : 826.98 ]
[  epoch 0039/0040] 4280/4800, lr:1.3e-05 ∣ avg_100 : 31963.628840 ∣ critic_nllloss : 25837.009375 ∣ critic_ganloss : -222.829091 ∣ generator_nllloss : 5201.875781 ∣ generator_ganloss : 1211.918359 ∣     [  std_z : 1.00  real_sub_fake : 728.55 ]
[  epoch 0039/0040] 4290/4800, lr:1.3e-05 ∣ avg_100 : 31967.007036 ∣ critic_nllloss : 26005.027539 ∣ critic_ganloss : -356.854202 ∣ generator_nllloss : 5204.957422 ∣ generator_ganloss : 1195.539941 ∣     [  std_z : 0.99  real_sub_fake : 1028.61 ]
[  epoch 0039/0040] 4300/4800, lr:1.3e-05 ∣ avg_100 : 31969.599368 ∣ critic_nllloss : 26008.264453 ∣ critic_ganloss : -337.387714 ∣ generator_nllloss : 5384.717969 ∣ generator_ganloss : 1175.732861 ∣     [  std_z : 0.99  real_sub_fake : 1177.17 ]
[  epoch 0039/0040] 4310/4800, lr:1.3e-05 ∣ avg_100 : 31966.070819 ∣ critic_nllloss : 25725.536914 ∣ critic_ganloss : -370.135361 ∣ generator_nllloss : 5040.609961 ∣ generator_ganloss : 1180.463525 ∣     [  std_z : 0.99  real_sub_fake : 1181.18 ]
[  epoch 0039/0040] 4320/4800, lr:1.3e-05 ∣ avg_100 : 31965.632330 ∣ critic_nllloss : 25896.592187 ∣ critic_ganloss : -318.910257 ∣ generator_nllloss : 5114.839258 ∣ generator_ganloss : 1196.851123 ∣     [  std_z : 0.99  real_sub_fake : 1254.04 ]
[  epoch 0039/0040] 4330/4800, lr:1.3e-05 ∣ avg_100 : 31965.017769 ∣ critic_nllloss : 25834.657227 ∣ critic_ganloss : -318.040695 ∣ generator_nllloss : 5177.007617 ∣ generator_ganloss : 1199.476758 ∣     [  std_z : 1.00  real_sub_fake : 1182.61 ]
[  epoch 0039/0040] 4340/4800, lr:1.3e-05 ∣ avg_100 : 31963.528441 ∣ critic_nllloss : 25693.265039 ∣ critic_ganloss : -364.243713 ∣ generator_nllloss : 5175.424805 ∣ generator_ganloss : 1196.995654 ∣     [  std_z : 0.99  real_sub_fake : 1253.85 ]
[  epoch 0039/0040] 4350/4800, lr:1.3e-05 ∣ avg_100 : 31963.490902 ∣ critic_nllloss : 25801.806836 ∣ critic_ganloss : -271.998758 ∣ generator_nllloss : 5113.991016 ∣ generator_ganloss : 1189.986914 ∣     [  std_z : 1.00  real_sub_fake : 1187.29 ]
[  epoch 0039/0040] 4360/4800, lr:1.3e-05 ∣ avg_100 : 31966.481967 ∣ critic_nllloss : 25979.899805 ∣ critic_ganloss : -279.386343 ∣ generator_nllloss : 5157.608789 ∣ generator_ganloss : 1198.065771 ∣     [  std_z : 1.00  real_sub_fake : 1325.35 ]
[  epoch 0039/0040] 4370/4800, lr:1.3e-05 ∣ avg_100 : 31963.136538 ∣ critic_nllloss : 25947.920312 ∣ critic_ganloss : -404.776144 ∣ generator_nllloss : 5161.381445 ∣ generator_ganloss : 1200.899707 ∣     [  std_z : 1.00  real_sub_fake : 1276.71 ]
[  epoch 0039/0040] 4380/4800, lr:1.3e-05 ∣ avg_100 : 31961.367498 ∣ critic_nllloss : 25835.557617 ∣ critic_ganloss : -346.782162 ∣ generator_nllloss : 5214.194531 ∣ generator_ganloss : 1204.712451 ∣     [  std_z : 1.00  real_sub_fake : 1302.95 ]
[  epoch 0039/0040] 4390/4800, lr:1.3e-05 ∣ avg_100 : 31956.881243 ∣ critic_nllloss : 25542.449219 ∣ critic_ganloss : -383.749393 ∣ generator_nllloss : 5151.403320 ∣ generator_ganloss : 1194.975146 ∣     [  std_z : 0.99  real_sub_fake : 1312.53 ]
[  epoch 0039/0040] 4400/4800, lr:1.3e-05 ∣ avg_100 : 31955.009005 ∣ critic_nllloss : 25754.116016 ∣ critic_ganloss : -333.865665 ∣ generator_nllloss : 5178.079687 ∣ generator_ganloss : 1200.562207 ∣     [  std_z : 0.99  real_sub_fake : 1369.19 ]
[  epoch 0039/0040] 4410/4800, lr:1.3e-05 ∣ avg_100 : 31952.689168 ∣ critic_nllloss : 25625.374023 ∣ critic_ganloss : -330.718448 ∣ generator_nllloss : 5134.341797 ∣ generator_ganloss : 1188.333789 ∣     [  std_z : 0.99  real_sub_fake : 1246.94 ]
[  epoch 0039/0040] 4420/4800, lr:1.3e-05 ∣ avg_100 : 31956.694770 ∣ critic_nllloss : 25962.286523 ∣ critic_ganloss : -315.636661 ∣ generator_nllloss : 5285.787109 ∣ generator_ganloss : 1187.705469 ∣     [  std_z : 0.99  real_sub_fake : 1458.10 ]
[  epoch 0039/0040] 4430/4800, lr:1.3e-05 ∣ avg_100 : 31956.439139 ∣ critic_nllloss : 25818.386914 ∣ critic_ganloss : -278.840625 ∣ generator_nllloss : 5091.544336 ∣ generator_ganloss : 1213.314697 ∣     [  std_z : 1.00  real_sub_fake : 1243.27 ]
[  epoch 0039/0040] 4440/4800, lr:1.3e-05 ∣ avg_100 : 31954.728533 ∣ critic_nllloss : 25722.313281 ∣ critic_ganloss : -271.769226 ∣ generator_nllloss : 5167.849219 ∣ generator_ganloss : 1209.569873 ∣     [  std_z : 1.00  real_sub_fake : 1026.09 ]
[  epoch 0039/0040] 4450/4800, lr:1.3e-05 ∣ avg_100 : 31954.296697 ∣ critic_nllloss : 25779.083789 ∣ critic_ganloss : -383.088959 ∣ generator_nllloss : 5210.226758 ∣ generator_ganloss : 1192.179785 ∣     [  std_z : 1.00  real_sub_fake : 1217.73 ]
[  epoch 0039/0040] 4460/4800, lr:1.3e-05 ∣ avg_100 : 31955.755928 ∣ critic_nllloss : 25930.864063 ∣ critic_ganloss : -363.018448 ∣ generator_nllloss : 5169.715820 ∣ generator_ganloss : 1199.955518 ∣     [  std_z : 0.99  real_sub_fake : 1187.64 ]
[  epoch 0039/0040] 4470/4800, lr:1.3e-05 ∣ avg_100 : 31954.887012 ∣ critic_nllloss : 25990.411328 ∣ critic_ganloss : -487.267764 ∣ generator_nllloss : 5215.378320 ∣ generator_ganloss : 1197.730420 ∣     [  std_z : 0.99  real_sub_fake : 1376.18 ]
[  epoch 0039/0040] 4480/4800, lr:1.3e-05 ∣ avg_100 : 31956.890509 ∣ critic_nllloss : 26071.245703 ∣ critic_ganloss : -390.187796 ∣ generator_nllloss : 5202.051953 ∣ generator_ganloss : 1209.468506 ∣     [  std_z : 0.99  real_sub_fake : 1419.32 ]
[  epoch 0039/0040] 4490/4800, lr:1.3e-05 ∣ avg_100 : 31959.931468 ∣ critic_nllloss : 25847.319141 ∣ critic_ganloss : -231.508597 ∣ generator_nllloss : 5175.345117 ∣ generator_ganloss : 1206.240967 ∣     [  std_z : 1.00  real_sub_fake : 1483.74 ]
[  epoch 0039/0040] 4500/4800, lr:1.3e-05 ∣ avg_100 : 31964.576881 ∣ critic_nllloss : 25743.850781 ∣ critic_ganloss : 49.196829 ∣ generator_nllloss : 5221.117188 ∣ generator_ganloss : 1191.557227 ∣   [  std_z : 1.00  real_sub_fake : 1034.68 ]
[  epoch 0039/0040] 4510/4800, lr:1.3e-05 ∣ avg_100 : 31966.040119 ∣ critic_nllloss : 25928.996289 ∣ critic_ganloss : -70.571246 ∣ generator_nllloss : 5162.853711 ∣ generator_ganloss : 1134.966504 ∣  [  std_z : 1.00  real_sub_fake : 743.02 ]
[  epoch 0039/0040] 4520/4800, lr:1.3e-05 ∣ avg_100 : 31966.498504 ∣ critic_nllloss : 25841.302539 ∣ critic_ganloss : -103.966035 ∣ generator_nllloss : 5119.227539 ∣ generator_ganloss : 1163.665771 ∣     [  std_z : 0.99  real_sub_fake : 676.39 ]
[  epoch 0039/0040] 4530/4800, lr:1.3e-05 ∣ avg_100 : 31970.446984 ∣ critic_nllloss : 25933.148438 ∣ critic_ganloss : -86.211592 ∣ generator_nllloss : 5241.329297 ∣ generator_ganloss : 1185.660938 ∣  [  std_z : 0.99  real_sub_fake : 481.19 ]
[  epoch 0039/0040] 4540/4800, lr:1.3e-05 ∣ avg_100 : 31969.003819 ∣ critic_nllloss : 25729.407227 ∣ critic_ganloss : -169.808591 ∣ generator_nllloss : 5160.093555 ∣ generator_ganloss : 1195.551367 ∣     [  std_z : 0.99  real_sub_fake : 477.72 ]
[  epoch 0039/0040] 4550/4800, lr:1.3e-05 ∣ avg_100 : 31967.920755 ∣ critic_nllloss : 25738.868750 ∣ critic_ganloss : -154.478880 ∣ generator_nllloss : 5186.544336 ∣ generator_ganloss : 1203.037891 ∣     [  std_z : 0.99  real_sub_fake : 544.16 ]
[  epoch 0039/0040] 4560/4800, lr:1.3e-05 ∣ avg_100 : 31969.944231 ∣ critic_nllloss : 25907.181641 ∣ critic_ganloss : -164.059989 ∣ generator_nllloss : 5259.148438 ∣ generator_ganloss : 1206.334766 ∣     [  std_z : 1.00  real_sub_fake : 516.09 ]
[  epoch 0039/0040] 4570/4800, lr:1.3e-05 ∣ avg_100 : 31972.873698 ∣ critic_nllloss : 25962.159961 ∣ critic_ganloss : -162.693221 ∣ generator_nllloss : 5122.778320 ∣ generator_ganloss : 1208.500195 ∣     [  std_z : 0.99  real_sub_fake : 582.37 ]
[  epoch 0039/0040] 4580/4800, lr:1.3e-05 ∣ avg_100 : 31971.984279 ∣ critic_nllloss : 25666.709570 ∣ critic_ganloss : -168.191237 ∣ generator_nllloss : 5056.395117 ∣ generator_ganloss : 1209.858887 ∣     [  std_z : 1.00  real_sub_fake : 584.88 ]
[  epoch 0039/0040] 4590/4800, lr:1.3e-05 ∣ avg_100 : 31967.987645 ∣ critic_nllloss : 25611.012500 ∣ critic_ganloss : -231.730255 ∣ generator_nllloss : 5152.210156 ∣ generator_ganloss : 1215.321875 ∣     [  std_z : 1.00  real_sub_fake : 650.81 ]
[  epoch 0039/0040] 4600/4800, lr:1.3e-05 ∣ avg_100 : 31964.699825 ∣ critic_nllloss : 25721.175000 ∣ critic_ganloss : -242.220390 ∣ generator_nllloss : 5151.592969 ∣ generator_ganloss : 1221.580225 ∣     [  std_z : 1.00  real_sub_fake : 694.79 ]
[  epoch 0039/0040] 4610/4800, lr:1.3e-05 ∣ avg_100 : 31967.882263 ∣ critic_nllloss : 25902.002734 ∣ critic_ganloss : -223.186177 ∣ generator_nllloss : 5271.845898 ∣ generator_ganloss : 1220.173535 ∣     [  std_z : 0.99  real_sub_fake : 749.29 ]
[  epoch 0039/0040] 4620/4800, lr:1.3e-05 ∣ avg_100 : 31970.472279 ∣ critic_nllloss : 25754.588281 ∣ critic_ganloss : -303.721417 ∣ generator_nllloss : 5199.100195 ∣ generator_ganloss : 1221.133643 ∣     [  std_z : 0.99  real_sub_fake : 864.85 ]
[  epoch 0039/0040] 4630/4800, lr:1.3e-05 ∣ avg_100 : 31976.553866 ∣ critic_nllloss : 26252.828906 ∣ critic_ganloss : -263.043329 ∣ generator_nllloss : 5196.603125 ∣ generator_ganloss : 1214.644873 ∣     [  std_z : 0.99  real_sub_fake : 1010.77 ]
[  epoch 0039/0040] 4640/4800, lr:1.3e-05 ∣ avg_100 : 31977.036492 ∣ critic_nllloss : 25908.059570 ∣ critic_ganloss : -322.183673 ∣ generator_nllloss : 5095.135156 ∣ generator_ganloss : 1223.407959 ∣     [  std_z : 0.99  real_sub_fake : 976.42 ]
[  epoch 0039/0040] 4650/4800, lr:1.3e-05 ∣ avg_100 : 31972.778254 ∣ critic_nllloss : 25663.275586 ∣ critic_ganloss : -231.256027 ∣ generator_nllloss : 5113.495117 ∣ generator_ganloss : 1215.647119 ∣     [  std_z : 1.00  real_sub_fake : 986.36 ]
[  epoch 0039/0040] 4660/4800, lr:1.3e-05 ∣ avg_100 : 31969.248352 ∣ critic_nllloss : 25656.583398 ∣ critic_ganloss : -291.485951 ∣ generator_nllloss : 5154.731055 ∣ generator_ganloss : 1215.191113 ∣     [  std_z : 1.00  real_sub_fake : 969.73 ]
[  epoch 0039/0040] 4670/4800, lr:1.3e-05 ∣ avg_100 : 31967.371481 ∣ critic_nllloss : 25865.970703 ∣ critic_ganloss : -309.968179 ∣ generator_nllloss : 5193.054688 ∣ generator_ganloss : 1202.403418 ∣     [  std_z : 1.00  real_sub_fake : 1056.82 ]
[  epoch 0039/0040] 4680/4800, lr:1.3e-05 ∣ avg_100 : 31962.486055 ∣ critic_nllloss : 25646.728125 ∣ critic_ganloss : -373.092690 ∣ generator_nllloss : 5047.429102 ∣ generator_ganloss : 1199.628369 ∣     [  std_z : 1.00  real_sub_fake : 1132.09 ]
[  epoch 0039/0040] 4690/4800, lr:1.3e-05 ∣ avg_100 : 31961.729457 ∣ critic_nllloss : 25889.178320 ∣ critic_ganloss : -264.889865 ∣ generator_nllloss : 5206.844531 ∣ generator_ganloss : 1211.259521 ∣     [  std_z : 0.99  real_sub_fake : 1192.21 ]
[  epoch 0039/0040] 4700/4800, lr:1.3e-05 ∣ avg_100 : 31961.424327 ∣ critic_nllloss : 25928.324609 ∣ critic_ganloss : -352.899240 ∣ generator_nllloss : 5179.949219 ∣ generator_ganloss : 1224.142432 ∣     [  std_z : 0.99  real_sub_fake : 1180.65 ]
[  epoch 0039/0040] 4710/4800, lr:1.3e-05 ∣ avg_100 : 31964.175443 ∣ critic_nllloss : 26073.167773 ∣ critic_ganloss : -419.223907 ∣ generator_nllloss : 5227.366016 ∣ generator_ganloss : 1229.820801 ∣     [  std_z : 0.99  real_sub_fake : 1239.57 ]
[  epoch 0039/0040] 4720/4800, lr:1.3e-05 ∣ avg_100 : 31963.970109 ∣ critic_nllloss : 25713.155273 ∣ critic_ganloss : -365.630818 ∣ generator_nllloss : 5082.812305 ∣ generator_ganloss : 1219.934473 ∣     [  std_z : 0.99  real_sub_fake : 1250.76 ]
[  epoch 0039/0040] 4730/4800, lr:1.3e-05 ∣ avg_100 : 31963.530778 ∣ critic_nllloss : 25884.424414 ∣ critic_ganloss : -359.921060 ∣ generator_nllloss : 5141.156641 ∣ generator_ganloss : 1227.177832 ∣     [  std_z : 1.00  real_sub_fake : 1324.00 ]
[  epoch 0039/0040] 4740/4800, lr:1.3e-05 ∣ avg_100 : 31962.521642 ∣ critic_nllloss : 25670.462305 ∣ critic_ganloss : -322.251431 ∣ generator_nllloss : 5071.038281 ∣ generator_ganloss : 1225.880371 ∣     [  std_z : 1.00  real_sub_fake : 1354.43 ]
[  epoch 0039/0040] 4750/4800, lr:1.3e-05 ∣ avg_100 : 31961.193837 ∣ critic_nllloss : 25778.593359 ∣ critic_ganloss : -441.918265 ∣ generator_nllloss : 5167.592969 ∣ generator_ganloss : 1226.533643 ∣     [  std_z : 1.00  real_sub_fake : 1309.75 ]
[  epoch 0039/0040] 4760/4800, lr:1.3e-05 ∣ avg_100 : 31956.892143 ∣ critic_nllloss : 25790.038281 ∣ critic_ganloss : -332.620554 ∣ generator_nllloss : 5117.165234 ∣ generator_ganloss : 1219.199658 ∣     [  std_z : 1.00  real_sub_fake : 1398.55 ]
[  epoch 0039/0040] 4770/4800, lr:1.3e-05 ∣ avg_100 : 31950.969747 ∣ critic_nllloss : 25751.427734 ∣ critic_ganloss : -393.087387 ∣ generator_nllloss : 5081.772070 ∣ generator_ganloss : 1215.146094 ∣     [  std_z : 0.99  real_sub_fake : 1410.64 ]
[  epoch 0039/0040] 4780/4800, lr:1.3e-05 ∣ avg_100 : 31950.274775 ∣ critic_nllloss : 25984.533984 ∣ critic_ganloss : -372.745529 ∣ generator_nllloss : 5152.520312 ∣ generator_ganloss : 1204.154883 ∣     [  std_z : 0.99  real_sub_fake : 1459.08 ]
[  epoch 0039/0040] 4790/4800, lr:1.3e-05 ∣ avg_100 : 31950.262547 ∣ critic_nllloss : 25916.114453 ∣ critic_ganloss : -304.889099 ∣ generator_nllloss : 5182.032227 ∣ generator_ganloss : 1214.565723 ∣     [  std_z : 0.99  real_sub_fake : 1423.18 ]
[  epoch 0039/0040] 4800/4800, lr:1.3e-05 ∣ avg_100 : 31952.189709 ∣ critic_nllloss : 25935.208398 ∣ critic_ganloss : -184.800079 ∣ generator_nllloss : 5161.657812 ∣ generator_ganloss : 1233.730176 ∣     [  std_z : 0.99  real_sub_fake : 1268.85 ]
[    val 039    ] Done! KLD: 0.026955: 0.011170g: 0:41:19, total: 1 day, 3:32:27                    
[  epoch 0040/0040] 0010/4800, lr:1.3e-05 ∣ avg_100 : 31947.207249 ∣ critic_nllloss : 25559.529492 ∣ critic_ganloss : -202.802380 ∣ generator_nllloss : 5079.487305 ∣ generator_ganloss : 1222.943994 ∣     [  std_z : 1.00  real_sub_fake : 1048.52 ]
[  epoch 0040/0040] 0020/4800, lr:1.3e-05 ∣ avg_100 : 31947.025634 ∣ critic_nllloss : 25952.439648 ∣ critic_ganloss : -315.248582 ∣ generator_nllloss : 5164.495117 ∣ generator_ganloss : 1232.987939 ∣     [  std_z : 1.00  real_sub_fake : 1104.88 ]
[  epoch 0040/0040] 0030/4800, lr:1.3e-05 ∣ avg_100 : 31946.217478 ∣ critic_nllloss : 25835.418750 ∣ critic_ganloss : -305.093710 ∣ generator_nllloss : 5115.253906 ∣ generator_ganloss : 1238.285010 ∣     [  std_z : 1.00  real_sub_fake : 953.85 ]
[  epoch 0040/0040] 0040/4800, lr:1.3e-05 ∣ avg_100 : 31944.020115 ∣ critic_nllloss : 25987.682031 ∣ critic_ganloss : -412.809320 ∣ generator_nllloss : 5118.643164 ∣ generator_ganloss : 1227.027441 ∣     [  std_z : 1.00  real_sub_fake : 1074.05 ]
[  epoch 0040/0040] 0050/4800, lr:1.3e-05 ∣ avg_100 : 31941.545304 ∣ critic_nllloss : 25776.386328 ∣ critic_ganloss : -370.786243 ∣ generator_nllloss : 5201.909180 ∣ generator_ganloss : 1207.764209 ∣     [  std_z : 0.99  real_sub_fake : 1313.58 ]
[  epoch 0040/0040] 0060/4800, lr:1.3e-05 ∣ avg_100 : 31937.034742 ∣ critic_nllloss : 25751.320898 ∣ critic_ganloss : -285.807770 ∣ generator_nllloss : 5086.077930 ∣ generator_ganloss : 1210.356641 ∣     [  std_z : 0.99  real_sub_fake : 1326.40 ]
[  epoch 0040/0040] 0070/4800, lr:1.3e-05 ∣ avg_100 : 31940.040947 ∣ critic_nllloss : 26030.062500 ∣ critic_ganloss : -294.879739 ∣ generator_nllloss : 5193.173828 ∣ generator_ganloss : 1203.192285 ∣     [  std_z : 0.99  real_sub_fake : 1406.20 ]
[  epoch 0040/0040] 0080/4800, lr:1.3e-05 ∣ avg_100 : 31937.225375 ∣ critic_nllloss : 25774.914062 ∣ critic_ganloss : -309.046533 ∣ generator_nllloss : 5095.667578 ∣ generator_ganloss : 1219.946094 ∣     [  std_z : 1.00  real_sub_fake : 1206.87 ]
[  epoch 0040/0040] 0090/4800, lr:1.3e-05 ∣ avg_100 : 31937.115480 ∣ critic_nllloss : 26074.633398 ∣ critic_ganloss : -293.041577 ∣ generator_nllloss : 5212.361914 ∣ generator_ganloss : 1226.655469 ∣     [  std_z : 1.00  real_sub_fake : 1174.70 ]
[  epoch 0040/0040] 0100/4800, lr:1.3e-05 ∣ avg_100 : 31935.472306 ∣ critic_nllloss : 25919.347461 ∣ critic_ganloss : -260.153635 ∣ generator_nllloss : 5272.795898 ∣ generator_ganloss : 1232.570020 ∣     [  std_z : 1.00  real_sub_fake : 1025.13 ]
[  epoch 0040/0040] 0110/4800, lr:1.3e-05 ∣ avg_100 : 31934.909230 ∣ critic_nllloss : 26052.257812 ∣ critic_ganloss : -268.021381 ∣ generator_nllloss : 5215.939453 ∣ generator_ganloss : 1210.060107 ∣     [  std_z : 0.99  real_sub_fake : 1185.18 ]
[  epoch 0040/0040] 0120/4800, lr:1.3e-05 ∣ avg_100 : 31935.971688 ∣ critic_nllloss : 26046.542773 ∣ critic_ganloss : -224.492690 ∣ generator_nllloss : 5203.146484 ∣ generator_ganloss : 1228.868799 ∣     [  std_z : 0.99  real_sub_fake : 1015.77 ]
[  epoch 0040/0040] 0130/4800, lr:1.3e-05 ∣ avg_100 : 31939.798758 ∣ critic_nllloss : 25900.541211 ∣ critic_ganloss : -174.128181 ∣ generator_nllloss : 5232.071484 ∣ generator_ganloss : 1240.727148 ∣     [  std_z : 0.99  real_sub_fake : 608.67 ]
[  epoch 0040/0040] 0140/4800, lr:1.3e-05 ∣ avg_100 : 31938.619406 ∣ critic_nllloss : 25776.555273 ∣ critic_ganloss : -175.569035 ∣ generator_nllloss : 5057.405469 ∣ generator_ganloss : 1222.924512 ∣     [  std_z : 0.99  real_sub_fake : 565.91 ]
[  epoch 0040/0040] 0150/4800, lr:1.3e-05 ∣ avg_100 : 31939.190931 ∣ critic_nllloss : 25819.690234 ∣ critic_ganloss : -187.933420 ∣ generator_nllloss : 5109.930078 ∣ generator_ganloss : 1194.610938 ∣     [  std_z : 1.00  real_sub_fake : 709.36 ]
[  epoch 0040/0040] 0160/4800, lr:1.3e-05 ∣ avg_100 : 31938.118710 ∣ critic_nllloss : 25751.140430 ∣ critic_ganloss : -207.768152 ∣ generator_nllloss : 5108.530078 ∣ generator_ganloss : 1193.290283 ∣     [  std_z : 1.00  real_sub_fake : 720.79 ]
[  epoch 0040/0040] 0170/4800, lr:1.3e-05 ∣ avg_100 : 31938.982447 ∣ critic_nllloss : 25911.707031 ∣ critic_ganloss : -209.157742 ∣ generator_nllloss : 5241.252930 ∣ generator_ganloss : 1199.414551 ∣     [  std_z : 1.00  real_sub_fake : 737.07 ]
[  epoch 0040/0040] 0180/4800, lr:1.3e-05 ∣ avg_100 : 31939.304521 ∣ critic_nllloss : 25798.906836 ∣ critic_ganloss : -234.096353 ∣ generator_nllloss : 5156.375000 ∣ generator_ganloss : 1182.209033 ∣     [  std_z : 1.00  real_sub_fake : 754.81 ]
[  epoch 0040/0040] 0190/4800, lr:1.3e-05 ∣ avg_100 : 31940.738982 ∣ critic_nllloss : 25827.114844 ∣ critic_ganloss : -210.225804 ∣ generator_nllloss : 5161.077148 ∣ generator_ganloss : 1160.086377 ∣     [  std_z : 0.99  real_sub_fake : 941.84 ]
[  epoch 0040/0040] 0200/4800, lr:1.3e-05 ∣ avg_100 : 31941.236029 ∣ critic_nllloss : 25998.141602 ∣ critic_ganloss : -205.454196 ∣ generator_nllloss : 5154.769531 ∣ generator_ganloss : 1148.113672 ∣     [  std_z : 0.99  real_sub_fake : 903.39 ]
[  epoch 0040/0040] 0210/4800, lr:1.3e-05 ∣ avg_100 : 31943.078397 ∣ critic_nllloss : 25919.826172 ∣ critic_ganloss : -180.928452 ∣ generator_nllloss : 5216.485547 ∣ generator_ganloss : 1176.472559 ∣     [  std_z : 0.99  real_sub_fake : 898.21 ]
[  epoch 0040/0040] 0220/4800, lr:1.3e-05 ∣ avg_100 : 31943.714912 ∣ critic_nllloss : 25779.891797 ∣ critic_ganloss : -292.453548 ∣ generator_nllloss : 5201.732031 ∣ generator_ganloss : 1191.388672 ∣     [  std_z : 1.00  real_sub_fake : 798.51 ]
[  epoch 0040/0040] 0230/4800, lr:1.3e-05 ∣ avg_100 : 31944.613053 ∣ critic_nllloss : 25878.563867 ∣ critic_ganloss : -227.252393 ∣ generator_nllloss : 5200.067773 ∣ generator_ganloss : 1174.698340 ∣     [  std_z : 1.00  real_sub_fake : 915.24 ]
[  epoch 0040/0040] 0240/4800, lr:1.3e-05 ∣ avg_100 : 31942.184691 ∣ critic_nllloss : 25688.619531 ∣ critic_ganloss : -287.532397 ∣ generator_nllloss : 5102.595312 ∣ generator_ganloss : 1160.139453 ∣     [  std_z : 0.99  real_sub_fake : 999.27 ]
[  epoch 0040/0040] 0250/4800, lr:1.3e-05 ∣ avg_100 : 31943.110777 ∣ critic_nllloss : 25957.689648 ∣ critic_ganloss : -375.905756 ∣ generator_nllloss : 5181.839648 ∣ generator_ganloss : 1161.319141 ∣     [  std_z : 1.00  real_sub_fake : 1130.08 ]
[  epoch 0040/0040] 0260/4800, lr:1.3e-05 ∣ avg_100 : 31941.672584 ∣ critic_nllloss : 25671.325977 ∣ critic_ganloss : -318.388589 ∣ generator_nllloss : 5147.442578 ∣ generator_ganloss : 1170.261230 ∣     [  std_z : 0.99  real_sub_fake : 1130.67 ]
[  epoch 0040/0040] 0270/4800, lr:1.3e-05 ∣ avg_100 : 31942.320225 ∣ critic_nllloss : 25909.891016 ∣ critic_ganloss : -276.516089 ∣ generator_nllloss : 5224.226758 ∣ generator_ganloss : 1175.657813 ∣     [  std_z : 1.00  real_sub_fake : 1136.21 ]
[  epoch 0040/0040] 0280/4800, lr:1.3e-05 ∣ avg_100 : 31940.025915 ∣ critic_nllloss : 25711.628711 ∣ critic_ganloss : -380.222504 ∣ generator_nllloss : 5202.030859 ∣ generator_ganloss : 1172.558984 ∣     [  std_z : 1.00  real_sub_fake : 1269.43 ]
[  epoch 0040/0040] 0290/4800, lr:1.3e-05 ∣ avg_100 : 31938.957031 ∣ critic_nllloss : 25741.361914 ∣ critic_ganloss : -325.267926 ∣ generator_nllloss : 5253.368750 ∣ generator_ganloss : 1173.912646 ∣     [  std_z : 1.00  real_sub_fake : 1270.98 ]
[  epoch 0040/0040] 0300/4800, lr:1.3e-05 ∣ avg_100 : 31940.675247 ∣ critic_nllloss : 25974.854102 ∣ critic_ganloss : -369.620599 ∣ generator_nllloss : 5200.750195 ∣ generator_ganloss : 1185.569678 ∣     [  std_z : 0.99  real_sub_fake : 1358.60 ]
[  epoch 0040/0040] 0310/4800, lr:1.3e-05 ∣ avg_100 : 31938.709924 ∣ critic_nllloss : 25839.943945 ∣ critic_ganloss : -393.805499 ∣ generator_nllloss : 5199.793164 ∣ generator_ganloss : 1196.047900 ∣     [  std_z : 0.99  real_sub_fake : 1271.77 ]
[  epoch 0040/0040] 0320/4800, lr:1.3e-05 ∣ avg_100 : 31935.399679 ∣ critic_nllloss : 25813.178711 ∣ critic_ganloss : -402.429868 ∣ generator_nllloss : 5064.995117 ∣ generator_ganloss : 1184.809033 ∣     [  std_z : 0.99  real_sub_fake : 1334.01 ]
[  epoch 0040/0040] 0330/4800, lr:1.3e-05 ∣ avg_100 : 31939.093048 ∣ critic_nllloss : 26127.522266 ∣ critic_ganloss : -312.530185 ∣ generator_nllloss : 5354.082617 ∣ generator_ganloss : 1199.257764 ∣     [  std_z : 0.99  real_sub_fake : 1484.95 ]
[  epoch 0040/0040] 0340/4800, lr:1.3e-05 ∣ avg_100 : 31936.525061 ∣ critic_nllloss : 25908.102148 ∣ critic_ganloss : -271.825983 ∣ generator_nllloss : 5095.495313 ∣ generator_ganloss : 1209.380518 ∣     [  std_z : 1.00  real_sub_fake : 1325.67 ]
[  epoch 0040/0040] 0350/4800, lr:1.3e-05 ∣ avg_100 : 31934.759444 ∣ critic_nllloss : 25718.267188 ∣ critic_ganloss : -355.471628 ∣ generator_nllloss : 5151.025586 ∣ generator_ganloss : 1209.514600 ∣     [  std_z : 1.00  real_sub_fake : 1328.01 ]
[  epoch 0040/0040] 0360/4800, lr:1.3e-05 ∣ avg_100 : 31933.629184 ∣ critic_nllloss : 25820.258984 ∣ critic_ganloss : -428.779880 ∣ generator_nllloss : 5252.587891 ∣ generator_ganloss : 1218.542432 ∣     [  std_z : 0.99  real_sub_fake : 1362.11 ]
[  epoch 0040/0040] 0370/4800, lr:1.3e-05 ∣ avg_100 : 31936.985081 ∣ critic_nllloss : 26030.940430 ∣ critic_ganloss : -330.037982 ∣ generator_nllloss : 5227.424609 ∣ generator_ganloss : 1242.185889 ∣     [  std_z : 0.99  real_sub_fake : 1291.66 ]
[  epoch 0040/0040] 0380/4800, lr:1.3e-05 ∣ avg_100 : 31937.715236 ∣ critic_nllloss : 25735.100586 ∣ critic_ganloss : -308.491806 ∣ generator_nllloss : 5099.867578 ∣ generator_ganloss : 1223.531641 ∣     [  std_z : 1.00  real_sub_fake : 1137.89 ]
[  epoch 0040/0040] 0390/4800, lr:1.3e-05 ∣ avg_100 : 31936.392159 ∣ critic_nllloss : 25755.935742 ∣ critic_ganloss : -227.083884 ∣ generator_nllloss : 5179.753516 ∣ generator_ganloss : 1217.045117 ∣     [  std_z : 1.00  real_sub_fake : 1145.04 ]
[  epoch 0040/0040] 0400/4800, lr:1.3e-05 ∣ avg_100 : 31937.436796 ∣ critic_nllloss : 25922.945312 ∣ critic_ganloss : -314.008810 ∣ generator_nllloss : 5227.908203 ∣ generator_ganloss : 1204.074658 ∣     [  std_z : 1.00  real_sub_fake : 1144.30 ]
[  epoch 0040/0040] 0410/4800, lr:1.3e-05 ∣ avg_100 : 31938.003555 ∣ critic_nllloss : 25627.450977 ∣ critic_ganloss : -308.143208 ∣ generator_nllloss : 5137.005859 ∣ generator_ganloss : 1212.565039 ∣     [  std_z : 1.00  real_sub_fake : 1069.26 ]
[  epoch 0040/0040] 0420/4800, lr:1.3e-05 ∣ avg_100 : 31941.647998 ∣ critic_nllloss : 25919.407813 ∣ critic_ganloss : -225.611353 ∣ generator_nllloss : 5155.826172 ∣ generator_ganloss : 1205.179688 ∣     [  std_z : 1.00  real_sub_fake : 1080.26 ]
[  epoch 0040/0040] 0430/4800, lr:1.3e-05 ∣ avg_100 : 31935.778771 ∣ critic_nllloss : 25562.269531 ∣ critic_ganloss : -265.274060 ∣ generator_nllloss : 5160.502734 ∣ generator_ganloss : 1189.323193 ∣     [  std_z : 0.99  real_sub_fake : 1084.45 ]
[  epoch 0040/0040] 0440/4800, lr:1.3e-05 ∣ avg_100 : 31932.864911 ∣ critic_nllloss : 25823.201562 ∣ critic_ganloss : -297.804514 ∣ generator_nllloss : 5099.088672 ∣ generator_ganloss : 1202.495020 ∣     [  std_z : 0.99  real_sub_fake : 1090.85 ]
[  epoch 0040/0040] 0450/4800, lr:1.3e-05 ∣ avg_100 : 31928.828917 ∣ critic_nllloss : 25831.430664 ∣ critic_ganloss : -332.540601 ∣ generator_nllloss : 5218.222852 ∣ generator_ganloss : 1207.839502 ∣     [  std_z : 0.99  real_sub_fake : 1054.92 ]
[  epoch 0040/0040] 0460/4800, lr:1.3e-05 ∣ avg_100 : 31928.095925 ∣ critic_nllloss : 25814.322266 ∣ critic_ganloss : -156.478455 ∣ generator_nllloss : 5214.324219 ∣ generator_ganloss : 1217.883398 ∣     [  std_z : 0.99  real_sub_fake : 961.55 ]
[  epoch 0040/0040] 0470/4800, lr:1.3e-05 ∣ avg_100 : 31930.876205 ∣ critic_nllloss : 26052.012695 ∣ critic_ganloss : -257.893610 ∣ generator_nllloss : 5213.423047 ∣ generator_ganloss : 1215.505566 ∣     [  std_z : 0.99  real_sub_fake : 847.77 ]
[  epoch 0040/0040] 0480/4800, lr:1.3e-05 ∣ avg_100 : 31932.515101 ∣ critic_nllloss : 25919.566797 ∣ critic_ganloss : -143.168188 ∣ generator_nllloss : 5204.416797 ∣ generator_ganloss : 1211.048682 ∣     [  std_z : 0.99  real_sub_fake : 827.89 ]
[  epoch 0040/0040] 0490/4800, lr:1.3e-05 ∣ avg_100 : 31933.956156 ∣ critic_nllloss : 25943.218750 ∣ critic_ganloss : -105.905199 ∣ generator_nllloss : 5152.799219 ∣ generator_ganloss : 1202.663428 ∣     [  std_z : 0.99  real_sub_fake : 562.51 ]
[  epoch 0040/0040] 0500/4800, lr:1.3e-05 ∣ avg_100 : 31930.803861 ∣ critic_nllloss : 25820.576953 ∣ critic_ganloss : -249.836913 ∣ generator_nllloss : 5175.947852 ∣ generator_ganloss : 1169.410156 ∣     [  std_z : 0.99  real_sub_fake : 710.38 ]
[  epoch 0040/0040] 0510/4800, lr:1.3e-05 ∣ avg_100 : 31932.942494 ∣ critic_nllloss : 25723.925977 ∣ critic_ganloss : -219.887814 ∣ generator_nllloss : 5139.246875 ∣ generator_ganloss : 1147.053320 ∣     [  std_z : 1.00  real_sub_fake : 1008.95 ]
[  epoch 0040/0040] 0520/4800, lr:1.3e-05 ∣ avg_100 : 31934.401928 ∣ critic_nllloss : 25925.536719 ∣ critic_ganloss : -250.180502 ∣ generator_nllloss : 5206.500391 ∣ generator_ganloss : 1153.459131 ∣     [  std_z : 1.00  real_sub_fake : 869.64 ]
[  epoch 0040/0040] 0530/4800, lr:1.3e-05 ∣ avg_100 : 31933.854548 ∣ critic_nllloss : 25766.805859 ∣ critic_ganloss : -206.784743 ∣ generator_nllloss : 5113.559961 ∣ generator_ganloss : 1164.781787 ∣     [  std_z : 1.00  real_sub_fake : 771.13 ]
[  epoch 0040/0040] 0540/4800, lr:1.3e-05 ∣ avg_100 : 31937.452472 ∣ critic_nllloss : 25861.584375 ∣ critic_ganloss : -209.034911 ∣ generator_nllloss : 5245.499805 ∣ generator_ganloss : 1163.184912 ∣     [  std_z : 0.99  real_sub_fake : 833.72 ]
[  epoch 0040/0040] 0550/4800, lr:1.3e-05 ∣ avg_100 : 31937.108897 ∣ critic_nllloss : 25731.098047 ∣ critic_ganloss : -259.641788 ∣ generator_nllloss : 5171.373047 ∣ generator_ganloss : 1156.599170 ∣     [  std_z : 0.99  real_sub_fake : 830.52 ]
[  epoch 0040/0040] 0560/4800, lr:1.3e-05 ∣ avg_100 : 31933.469162 ∣ critic_nllloss : 25752.831445 ∣ critic_ganloss : -268.646753 ∣ generator_nllloss : 5065.126758 ∣ generator_ganloss : 1142.903125 ∣     [  std_z : 0.99  real_sub_fake : 947.93 ]
[  epoch 0040/0040] 0570/4800, lr:1.3e-05 ∣ avg_100 : 31935.450993 ∣ critic_nllloss : 25912.608008 ∣ critic_ganloss : -224.051761 ∣ generator_nllloss : 5251.696094 ∣ generator_ganloss : 1163.356104 ∣     [  std_z : 1.00  real_sub_fake : 1019.89 ]
[  epoch 0040/0040] 0580/4800, lr:1.3e-05 ∣ avg_100 : 31936.780390 ∣ critic_nllloss : 25935.017773 ∣ critic_ganloss : -215.611978 ∣ generator_nllloss : 5159.065625 ∣ generator_ganloss : 1162.150635 ∣     [  std_z : 1.00  real_sub_fake : 900.27 ]
[  epoch 0040/0040] 0590/4800, lr:1.3e-05 ∣ avg_100 : 31939.494756 ∣ critic_nllloss : 25756.484961 ∣ critic_ganloss : -329.441956 ∣ generator_nllloss : 5193.748633 ∣ generator_ganloss : 1155.723340 ∣     [  std_z : 1.00  real_sub_fake : 968.44 ]
[  epoch 0040/0040] 0600/4800, lr:1.3e-05 ∣ avg_100 : 31939.040861 ∣ critic_nllloss : 25817.887109 ∣ critic_ganloss : -344.799545 ∣ generator_nllloss : 5135.005469 ∣ generator_ganloss : 1145.409717 ∣     [  std_z : 0.99  real_sub_fake : 1021.65 ]
[  epoch 0040/0040] 0610/4800, lr:1.3e-05 ∣ avg_100 : 31943.406348 ∣ critic_nllloss : 25991.135937 ∣ critic_ganloss : -242.363547 ∣ generator_nllloss : 5158.036523 ∣ generator_ganloss : 1147.070898 ∣     [  std_z : 0.99  real_sub_fake : 1154.61 ]
[  epoch 0040/0040] 0620/4800, lr:1.3e-05 ∣ avg_100 : 31941.972422 ∣ critic_nllloss : 26007.059570 ∣ critic_ganloss : -375.189560 ∣ generator_nllloss : 5183.044531 ∣ generator_ganloss : 1161.835254 ∣     [  std_z : 0.99  real_sub_fake : 1183.87 ]
[  epoch 0040/0040] 0630/4800, lr:1.3e-05 ∣ avg_100 : 31942.565416 ∣ critic_nllloss : 25833.279492 ∣ critic_ganloss : -287.361142 ∣ generator_nllloss : 5202.383789 ∣ generator_ganloss : 1155.402637 ∣     [  std_z : 1.00  real_sub_fake : 1147.29 ]
[  epoch 0040/0040] 0640/4800, lr:1.3e-05 ∣ avg_100 : 31941.546597 ∣ critic_nllloss : 25625.794336 ∣ critic_ganloss : -199.265387 ∣ generator_nllloss : 5105.012500 ∣ generator_ganloss : 1194.539795 ∣     [  std_z : 1.00  real_sub_fake : 916.02 ]
[  epoch 0040/0040] 0650/4800, lr:1.3e-05 ∣ avg_100 : 31940.841935 ∣ critic_nllloss : 25688.876758 ∣ critic_ganloss : -262.021901 ∣ generator_nllloss : 5119.075977 ∣ generator_ganloss : 1182.004297 ∣     [  std_z : 1.00  real_sub_fake : 804.92 ]
[  epoch 0040/0040] 0660/4800, lr:1.3e-05 ∣ avg_100 : 31942.894989 ∣ critic_nllloss : 26019.637305 ∣ critic_ganloss : -233.546281 ∣ generator_nllloss : 5207.591406 ∣ generator_ganloss : 1149.139941 ∣     [  std_z : 1.00  real_sub_fake : 1036.51 ]
[  epoch 0040/0040] 0670/4800, lr:1.3e-05 ∣ avg_100 : 31945.439013 ∣ critic_nllloss : 26011.547461 ∣ critic_ganloss : -258.836823 ∣ generator_nllloss : 5268.520117 ∣ generator_ganloss : 1149.423926 ∣     [  std_z : 0.99  real_sub_fake : 1162.87 ]
[  epoch 0040/0040] 0680/4800, lr:1.3e-05 ∣ avg_100 : 31940.805839 ∣ critic_nllloss : 25705.337109 ∣ critic_ganloss : -375.680750 ∣ generator_nllloss : 5124.827734 ∣ generator_ganloss : 1174.776904 ∣     [  std_z : 0.99  real_sub_fake : 996.61 ]
[  epoch 0040/0040] 0690/4800, lr:1.3e-05 ∣ avg_100 : 31938.952893 ∣ critic_nllloss : 25903.585938 ∣ critic_ganloss : -345.591791 ∣ generator_nllloss : 5080.803320 ∣ generator_ganloss : 1173.304541 ∣     [  std_z : 0.99  real_sub_fake : 1207.47 ]
[  epoch 0040/0040] 0700/4800, lr:1.3e-05 ∣ avg_100 : 31937.574508 ∣ critic_nllloss : 26034.864453 ∣ critic_ganloss : -299.217346 ∣ generator_nllloss : 5165.476367 ∣ generator_ganloss : 1166.760059 ∣     [  std_z : 0.99  real_sub_fake : 1282.86 ]
[  epoch 0040/0040] 0710/4800, lr:1.3e-05 ∣ avg_100 : 31934.447434 ∣ critic_nllloss : 25836.015430 ∣ critic_ganloss : -297.349536 ∣ generator_nllloss : 5124.196094 ∣ generator_ganloss : 1180.675879 ∣     [  std_z : 0.99  real_sub_fake : 1251.88 ]
[  epoch 0040/0040] 0720/4800, lr:1.3e-05 ∣ avg_100 : 31936.238916 ∣ critic_nllloss : 26001.700781 ∣ critic_ganloss : -237.281827 ∣ generator_nllloss : 5271.370703 ∣ generator_ganloss : 1163.588330 ∣     [  std_z : 1.00  real_sub_fake : 1259.07 ]
[  epoch 0040/0040] 0730/4800, lr:1.3e-05 ∣ avg_100 : 31933.220346 ∣ critic_nllloss : 25847.303711 ∣ critic_ganloss : -278.442700 ∣ generator_nllloss : 5198.430469 ∣ generator_ganloss : 1204.778662 ∣     [  std_z : 1.00  real_sub_fake : 1062.74 ]
[  epoch 0040/0040] 0740/4800, lr:1.3e-05 ∣ avg_100 : 31931.716348 ∣ critic_nllloss : 25649.614648 ∣ critic_ganloss : -196.887862 ∣ generator_nllloss : 5102.388867 ∣ generator_ganloss : 1209.728125 ∣     [  std_z : 0.99  real_sub_fake : 861.26 ]
[  epoch 0040/0040] 0750/4800, lr:1.3e-05 ∣ avg_100 : 31933.718159 ∣ critic_nllloss : 26048.638867 ∣ critic_ganloss : -327.786432 ∣ generator_nllloss : 5269.751367 ∣ generator_ganloss : 1183.549365 ∣     [  std_z : 1.00  real_sub_fake : 1091.30 ]
[  epoch 0040/0040] 0760/4800, lr:1.3e-05 ∣ avg_100 : 31930.476044 ∣ critic_nllloss : 25900.427539 ∣ critic_ganloss : -318.741547 ∣ generator_nllloss : 5125.658984 ∣ generator_ganloss : 1177.048389 ∣     [  std_z : 0.99  real_sub_fake : 1239.97 ]
[  epoch 0040/0040] 0770/4800, lr:1.3e-05 ∣ avg_100 : 31927.097083 ∣ critic_nllloss : 25823.841211 ∣ critic_ganloss : -354.726093 ∣ generator_nllloss : 5135.608398 ∣ generator_ganloss : 1188.125635 ∣     [  std_z : 0.99  real_sub_fake : 1173.60 ]
[  epoch 0040/0040] 0780/4800, lr:1.3e-05 ∣ avg_100 : 31928.821803 ∣ critic_nllloss : 25865.609570 ∣ critic_ganloss : -304.069904 ∣ generator_nllloss : 5199.486914 ∣ generator_ganloss : 1176.217773 ∣     [  std_z : 0.99  real_sub_fake : 1147.90 ]
[  epoch 0040/0040] 0790/4800, lr:1.3e-05 ∣ avg_100 : 31928.539035 ∣ critic_nllloss : 25772.067773 ∣ critic_ganloss : -336.813193 ∣ generator_nllloss : 5111.573242 ∣ generator_ganloss : 1171.709619 ∣     [  std_z : 0.99  real_sub_fake : 1261.02 ]
[  epoch 0040/0040] 0800/4800, lr:1.3e-05 ∣ avg_100 : 31927.339909 ∣ critic_nllloss : 25697.082422 ∣ critic_ganloss : -266.371561 ∣ generator_nllloss : 5110.798828 ∣ generator_ganloss : 1190.705469 ∣     [  std_z : 0.99  real_sub_fake : 1236.82 ]
[  epoch 0040/0040] 0810/4800, lr:1.3e-05 ∣ avg_100 : 31927.716970 ∣ critic_nllloss : 26219.757422 ∣ critic_ganloss : -390.575095 ∣ generator_nllloss : 5183.111523 ∣ generator_ganloss : 1196.248291 ∣     [  std_z : 1.00  real_sub_fake : 1359.89 ]
[  epoch 0040/0040] 0820/4800, lr:1.3e-05 ∣ avg_100 : 31925.689899 ∣ critic_nllloss : 25765.032813 ∣ critic_ganloss : -405.355200 ∣ generator_nllloss : 5111.952148 ∣ generator_ganloss : 1196.763867 ∣     [  std_z : 1.00  real_sub_fake : 1280.83 ]
[  epoch 0040/0040] 0830/4800, lr:1.3e-05 ∣ avg_100 : 31923.440754 ∣ critic_nllloss : 26156.883789 ∣ critic_ganloss : -378.754498 ∣ generator_nllloss : 5210.556250 ∣ generator_ganloss : 1187.433496 ∣     [  std_z : 1.00  real_sub_fake : 1433.90 ]
[  epoch 0040/0040] 0840/4800, lr:1.3e-05 ∣ avg_100 : 31924.594499 ∣ critic_nllloss : 25948.033984 ∣ critic_ganloss : -211.127069 ∣ generator_nllloss : 5134.492383 ∣ generator_ganloss : 1148.394238 ∣     [  std_z : 0.99  real_sub_fake : 1400.74 ]
[  epoch 0040/0040] 0850/4800, lr:1.3e-05 ∣ avg_100 : 31926.461074 ∣ critic_nllloss : 25874.628906 ∣ critic_ganloss : -247.010757 ∣ generator_nllloss : 5139.093555 ∣ generator_ganloss : 1181.107617 ∣     [  std_z : 0.99  real_sub_fake : 1141.82 ]
[  epoch 0040/0040] 0860/4800, lr:1.3e-05 ∣ avg_100 : 31928.579958 ∣ critic_nllloss : 25746.539453 ∣ critic_ganloss : -227.917061 ∣ generator_nllloss : 5212.038867 ∣ generator_ganloss : 1216.246729 ∣     [  std_z : 0.99  real_sub_fake : 859.89 ]
[  epoch 0040/0040] 0870/4800, lr:1.3e-05 ∣ avg_100 : 31930.070332 ∣ critic_nllloss : 25920.492578 ∣ critic_ganloss : -334.588927 ∣ generator_nllloss : 5304.734375 ∣ generator_ganloss : 1209.860010 ∣     [  std_z : 0.99  real_sub_fake : 1001.65 ]
[  epoch 0040/0040] 0880/4800, lr:1.3e-05 ∣ avg_100 : 31934.581093 ∣ critic_nllloss : 25828.142188 ∣ critic_ganloss : -205.659322 ∣ generator_nllloss : 5156.692383 ∣ generator_ganloss : 1192.593701 ∣     [  std_z : 0.99  real_sub_fake : 1024.40 ]
[  epoch 0040/0040] 0890/4800, lr:1.3e-05 ∣ avg_100 : 31931.885799 ∣ critic_nllloss : 25774.097070 ∣ critic_ganloss : -357.655368 ∣ generator_nllloss : 5161.853516 ∣ generator_ganloss : 1194.567871 ∣     [  std_z : 1.00  real_sub_fake : 1050.52 ]
[  epoch 0040/0040] 0900/4800, lr:1.3e-05 ∣ avg_100 : 31929.856521 ∣ critic_nllloss : 25842.028125 ∣ critic_ganloss : -355.293396 ∣ generator_nllloss : 5095.921094 ∣ generator_ganloss : 1193.933447 ∣     [  std_z : 1.00  real_sub_fake : 1192.88 ]
[  epoch 0040/0040] 0910/4800, lr:1.3e-05 ∣ avg_100 : 31924.199510 ∣ critic_nllloss : 25600.806250 ∣ critic_ganloss : -311.444839 ∣ generator_nllloss : 5065.958594 ∣ generator_ganloss : 1190.109570 ∣     [  std_z : 1.00  real_sub_fake : 1198.38 ]
[  epoch 0040/0040] 0920/4800, lr:1.3e-05 ∣ avg_100 : 31927.354407 ∣ critic_nllloss : 25808.106836 ∣ critic_ganloss : -273.325351 ∣ generator_nllloss : 5236.619141 ∣ generator_ganloss : 1194.360352 ∣     [  std_z : 0.99  real_sub_fake : 1227.78 ]
[  epoch 0040/0040] 0930/4800, lr:1.3e-05 ∣ avg_100 : 31927.182274 ∣ critic_nllloss : 25892.055859 ∣ critic_ganloss : -305.462451 ∣ generator_nllloss : 5094.569141 ∣ generator_ganloss : 1194.461963 ∣     [  std_z : 0.99  real_sub_fake : 1224.23 ]
[  epoch 0040/0040] 0940/4800, lr:1.3e-05 ∣ avg_100 : 31927.355441 ∣ critic_nllloss : 25672.383008 ∣ critic_ganloss : -353.837869 ∣ generator_nllloss : 5137.172070 ∣ generator_ganloss : 1206.729004 ∣     [  std_z : 0.99  real_sub_fake : 1123.01 ]
[  epoch 0040/0040] 0950/4800, lr:1.3e-05 ∣ avg_100 : 31928.570833 ∣ critic_nllloss : 25853.191992 ∣ critic_ganloss : -341.294232 ∣ generator_nllloss : 5150.464844 ∣ generator_ganloss : 1189.978320 ∣     [  std_z : 1.00  real_sub_fake : 1174.56 ]
[  epoch 0040/0040] 0960/4800, lr:1.3e-05 ∣ avg_100 : 31929.229198 ∣ critic_nllloss : 25785.176563 ∣ critic_ganloss : -320.442398 ∣ generator_nllloss : 5195.784766 ∣ generator_ganloss : 1199.100195 ∣     [  std_z : 1.00  real_sub_fake : 1169.40 ]
[  epoch 0040/0040] 0970/4800, lr:1.3e-05 ∣ avg_100 : 31928.494098 ∣ critic_nllloss : 25654.221484 ∣ critic_ganloss : -374.239041 ∣ generator_nllloss : 5095.949219 ∣ generator_ganloss : 1205.816797 ∣     [  std_z : 1.00  real_sub_fake : 1270.61 ]
[  epoch 0040/0040] 0980/4800, lr:1.3e-05 ∣ avg_100 : 31927.786746 ∣ critic_nllloss : 25941.112695 ∣ critic_ganloss : -362.501776 ∣ generator_nllloss : 5120.600586 ∣ generator_ganloss : 1198.516992 ∣     [  std_z : 0.99  real_sub_fake : 1417.76 ]
[  epoch 0040/0040] 0990/4800, lr:1.3e-05 ∣ avg_100 : 31926.582786 ∣ critic_nllloss : 25819.018359 ∣ critic_ganloss : -277.031372 ∣ generator_nllloss : 5138.973437 ∣ generator_ganloss : 1206.466846 ∣     [  std_z : 0.99  real_sub_fake : 1279.01 ]
[  epoch 0040/0040] 1000/4800, lr:1.3e-05 ∣ avg_100 : 31924.317179 ∣ critic_nllloss : 25917.281641 ∣ critic_ganloss : -354.036432 ∣ generator_nllloss : 5159.997266 ∣ generator_ganloss : 1195.993164 ∣     [  std_z : 0.99  real_sub_fake : 1395.10 ]
[  epoch 0040/0040] 1010/4800, lr:1.3e-05 ∣ avg_100 : 31926.142107 ∣ critic_nllloss : 25782.557422 ∣ critic_ganloss : -297.489127 ∣ generator_nllloss : 5145.310352 ∣ generator_ganloss : 1211.272559 ∣     [  std_z : 0.99  real_sub_fake : 1303.11 ]
[  epoch 0040/0040] 1020/4800, lr:1.3e-05 ∣ avg_100 : 31923.036499 ∣ critic_nllloss : 25631.126953 ∣ critic_ganloss : -315.629834 ∣ generator_nllloss : 5221.300391 ∣ generator_ganloss : 1187.315820 ∣     [  std_z : 0.99  real_sub_fake : 1234.99 ]
[  epoch 0040/0040] 1030/4800, lr:1.3e-05 ∣ avg_100 : 31927.017702 ∣ critic_nllloss : 26109.630078 ∣ critic_ganloss : -175.652689 ∣ generator_nllloss : 5173.300000 ∣ generator_ganloss : 1174.706787 ∣     [  std_z : 1.00  real_sub_fake : 1241.11 ]
[  epoch 0040/0040] 1040/4800, lr:1.3e-05 ∣ avg_100 : 31926.832780 ∣ critic_nllloss : 25749.059570 ∣ critic_ganloss : -239.365881 ∣ generator_nllloss : 5193.831250 ∣ generator_ganloss : 1198.526270 ∣     [  std_z : 1.00  real_sub_fake : 928.57 ]
[  epoch 0040/0040] 1050/4800, lr:1.3e-05 ∣ avg_100 : 31927.667010 ∣ critic_nllloss : 25820.450977 ∣ critic_ganloss : -270.831265 ∣ generator_nllloss : 5146.098437 ∣ generator_ganloss : 1202.978320 ∣     [  std_z : 1.00  real_sub_fake : 844.77 ]
[  epoch 0040/0040] 1060/4800, lr:1.3e-05 ∣ avg_100 : 31931.033955 ∣ critic_nllloss : 25897.359375 ∣ critic_ganloss : -175.222363 ∣ generator_nllloss : 5179.507617 ∣ generator_ganloss : 1196.997510 ∣     [  std_z : 1.00  real_sub_fake : 996.09 ]
[  epoch 0040/0040] 1070/4800, lr:1.3e-05 ∣ avg_100 : 31930.820489 ∣ critic_nllloss : 26019.171875 ∣ critic_ganloss : -314.952496 ∣ generator_nllloss : 5218.047070 ∣ generator_ganloss : 1187.935889 ∣     [  std_z : 0.99  real_sub_fake : 1073.85 ]
[  epoch 0040/0040] 1080/4800, lr:1.3e-05 ∣ avg_100 : 31933.695721 ∣ critic_nllloss : 26010.503320 ∣ critic_ganloss : -336.244589 ∣ generator_nllloss : 5208.342188 ∣ generator_ganloss : 1186.403418 ∣     [  std_z : 0.99  real_sub_fake : 1046.00 ]
[  epoch 0040/0040] 1090/4800, lr:1.3e-05 ∣ avg_100 : 31932.145612 ∣ critic_nllloss : 26001.808008 ∣ critic_ganloss : -381.107507 ∣ generator_nllloss : 5249.813281 ∣ generator_ganloss : 1195.084570 ∣     [  std_z : 0.99  real_sub_fake : 1086.13 ]
[  epoch 0040/0040] 1100/4800, lr:1.3e-05 ∣ avg_100 : 31929.167555 ∣ critic_nllloss : 25767.165820 ∣ critic_ganloss : -253.335297 ∣ generator_nllloss : 5167.055273 ∣ generator_ganloss : 1185.868213 ∣     [  std_z : 0.99  real_sub_fake : 1149.75 ]
[  epoch 0040/0040] 1110/4800, lr:1.3e-05 ∣ avg_100 : 31923.284747 ∣ critic_nllloss : 25572.557812 ∣ critic_ganloss : -317.586102 ∣ generator_nllloss : 5183.632031 ∣ generator_ganloss : 1183.351416 ∣     [  std_z : 0.99  real_sub_fake : 1138.16 ]
[  epoch 0040/0040] 1120/4800, lr:1.3e-05 ∣ avg_100 : 31919.929744 ∣ critic_nllloss : 25695.945898 ∣ critic_ganloss : -169.271828 ∣ generator_nllloss : 5194.421875 ∣ generator_ganloss : 1197.469141 ∣     [  std_z : 1.00  real_sub_fake : 1073.18 ]
[  epoch 0040/0040] 1130/4800, lr:1.3e-05 ∣ avg_100 : 31917.478654 ∣ critic_nllloss : 25798.712500 ∣ critic_ganloss : -237.599673 ∣ generator_nllloss : 5200.983594 ∣ generator_ganloss : 1192.006250 ∣     [  std_z : 1.00  real_sub_fake : 943.80 ]
[  epoch 0040/0040] 1140/4800, lr:1.3e-05 ∣ avg_100 : 31918.436522 ∣ critic_nllloss : 26013.721094 ∣ critic_ganloss : -344.032797 ∣ generator_nllloss : 5148.007617 ∣ generator_ganloss : 1159.407080 ∣     [  std_z : 1.00  real_sub_fake : 1142.02 ]
[  epoch 0040/0040] 1150/4800, lr:1.3e-05 ∣ avg_100 : 31918.529270 ∣ critic_nllloss : 25874.964453 ∣ critic_ganloss : -307.074567 ∣ generator_nllloss : 5208.269922 ∣ generator_ganloss : 1169.412891 ∣     [  std_z : 0.99  real_sub_fake : 1142.39 ]
[  epoch 0040/0040] 1160/4800, lr:1.3e-05 ∣ avg_100 : 31918.987918 ∣ critic_nllloss : 25848.201953 ∣ critic_ganloss : -280.541284 ∣ generator_nllloss : 5136.936914 ∣ generator_ganloss : 1186.459814 ∣     [  std_z : 0.99  real_sub_fake : 1086.17 ]
[  epoch 0040/0040] 1170/4800, lr:1.3e-05 ∣ avg_100 : 31919.327110 ∣ critic_nllloss : 25995.281641 ∣ critic_ganloss : -158.013104 ∣ generator_nllloss : 5132.961523 ∣ generator_ganloss : 1206.905957 ∣     [  std_z : 0.99  real_sub_fake : 1032.84 ]
[  epoch 0040/0040] 1180/4800, lr:1.3e-05 ∣ avg_100 : 31920.821255 ∣ critic_nllloss : 25860.281641 ∣ critic_ganloss : -268.101743 ∣ generator_nllloss : 5284.062109 ∣ generator_ganloss : 1176.566943 ∣     [  std_z : 1.00  real_sub_fake : 1001.57 ]
[  epoch 0040/0040] 1190/4800, lr:1.3e-05 ∣ avg_100 : 31922.369986 ∣ critic_nllloss : 25907.014648 ∣ critic_ganloss : -226.180879 ∣ generator_nllloss : 5232.342969 ∣ generator_ganloss : 1179.748975 ∣     [  std_z : 1.00  real_sub_fake : 948.44 ]
[  epoch 0040/0040] 1200/4800, lr:1.3e-05 ∣ avg_100 : 31922.079229 ∣ critic_nllloss : 25955.973242 ∣ critic_ganloss : -264.799519 ∣ generator_nllloss : 5215.364648 ∣ generator_ganloss : 1159.956494 ∣     [  std_z : 1.00  real_sub_fake : 959.58 ]
[  epoch 0040/0040] 1210/4800, lr:1.3e-05 ∣ avg_100 : 31919.902378 ∣ critic_nllloss : 25819.379883 ∣ critic_ganloss : -275.881810 ∣ generator_nllloss : 5191.744141 ∣ generator_ganloss : 1178.928564 ∣     [  std_z : 0.99  real_sub_fake : 905.30 ]
[  epoch 0040/0040] 1220/4800, lr:1.3e-05 ∣ avg_100 : 31919.988947 ∣ critic_nllloss : 25817.717969 ∣ critic_ganloss : -286.887503 ∣ generator_nllloss : 5158.885352 ∣ generator_ganloss : 1199.500000 ∣     [  std_z : 0.99  real_sub_fake : 909.46 ]
[  epoch 0040/0040] 1230/4800, lr:1.3e-05 ∣ avg_100 : 31920.430918 ∣ critic_nllloss : 25978.908203 ∣ critic_ganloss : -274.602414 ∣ generator_nllloss : 5175.438477 ∣ generator_ganloss : 1190.530420 ∣     [  std_z : 1.00  real_sub_fake : 928.84 ]
[  epoch 0040/0040] 1240/4800, lr:1.3e-05 ∣ avg_100 : 31924.817851 ∣ critic_nllloss : 25935.093359 ∣ critic_ganloss : -282.046658 ∣ generator_nllloss : 5262.068750 ∣ generator_ganloss : 1187.399756 ∣     [  std_z : 0.99  real_sub_fake : 1101.85 ]
[  epoch 0040/0040] 1250/4800, lr:1.3e-05 ∣ avg_100 : 31926.852797 ∣ critic_nllloss : 25973.016406 ∣ critic_ganloss : -256.427724 ∣ generator_nllloss : 5204.263867 ∣ generator_ganloss : 1207.584766 ∣     [  std_z : 0.99  real_sub_fake : 1000.22 ]
[  epoch 0040/0040] 1260/4800, lr:1.3e-05 ∣ avg_100 : 31931.415728 ∣ critic_nllloss : 25965.048242 ∣ critic_ganloss : -219.561316 ∣ generator_nllloss : 5172.519531 ∣ generator_ganloss : 1208.927783 ∣     [  std_z : 0.99  real_sub_fake : 938.72 ]
[  epoch 0040/0040] 1270/4800, lr:1.3e-05 ∣ avg_100 : 31928.663150 ∣ critic_nllloss : 25695.967383 ∣ critic_ganloss : -282.951195 ∣ generator_nllloss : 5148.957812 ∣ generator_ganloss : 1196.027686 ∣     [  std_z : 0.99  real_sub_fake : 923.83 ]
[  epoch 0040/0040] 1280/4800, lr:1.3e-05 ∣ avg_100 : 31935.312713 ∣ critic_nllloss : 26209.703125 ∣ critic_ganloss : -292.327649 ∣ generator_nllloss : 5255.981250 ∣ generator_ganloss : 1197.595703 ∣     [  std_z : 0.99  real_sub_fake : 1093.45 ]
[  epoch 0040/0040] 1290/4800, lr:1.3e-05 ∣ avg_100 : 31939.145762 ∣ critic_nllloss : 26103.093750 ∣ critic_ganloss : -285.449405 ∣ generator_nllloss : 5211.298828 ∣ generator_ganloss : 1197.737109 ∣     [  std_z : 1.00  real_sub_fake : 1046.73 ]
[  epoch 0040/0040] 1300/4800, lr:1.3e-05 ∣ avg_100 : 31936.814776 ∣ critic_nllloss : 25807.060547 ∣ critic_ganloss : -294.786292 ∣ generator_nllloss : 5049.138281 ∣ generator_ganloss : 1197.042187 ∣     [  std_z : 1.00  real_sub_fake : 1065.32 ]
[  epoch 0040/0040] 1310/4800, lr:1.3e-05 ∣ avg_100 : 31937.000461 ∣ critic_nllloss : 25746.233789 ∣ critic_ganloss : -358.620505 ∣ generator_nllloss : 5275.637500 ∣ generator_ganloss : 1197.297266 ∣     [  std_z : 1.00  real_sub_fake : 1094.43 ]
[  epoch 0040/0040] 1320/4800, lr:1.3e-05 ∣ avg_100 : 31940.187667 ∣ critic_nllloss : 25818.643750 ∣ critic_ganloss : -241.802963 ∣ generator_nllloss : 5206.600000 ∣ generator_ganloss : 1195.832764 ∣     [  std_z : 0.99  real_sub_fake : 1142.09 ]
[  epoch 0040/0040] 1330/4800, lr:1.3e-05 ∣ avg_100 : 31932.586601 ∣ critic_nllloss : 25633.604883 ∣ critic_ganloss : -315.388702 ∣ generator_nllloss : 5096.051758 ∣ generator_ganloss : 1193.957959 ∣     [  std_z : 0.99  real_sub_fake : 1138.75 ]
[  epoch 0040/0040] 1340/4800, lr:1.3e-05 ∣ avg_100 : 31931.955975 ∣ critic_nllloss : 25780.550391 ∣ critic_ganloss : -306.670711 ∣ generator_nllloss : 5198.824414 ∣ generator_ganloss : 1205.385254 ∣     [  std_z : 0.99  real_sub_fake : 1136.73 ]
[  epoch 0040/0040] 1350/4800, lr:1.3e-05 ∣ avg_100 : 31933.530190 ∣ critic_nllloss : 25801.117969 ∣ critic_ganloss : -300.007385 ∣ generator_nllloss : 5169.711719 ∣ generator_ganloss : 1209.934961 ∣     [  std_z : 0.99  real_sub_fake : 1110.66 ]
[  epoch 0040/0040] 1360/4800, lr:1.3e-05 ∣ avg_100 : 31935.099964 ∣ critic_nllloss : 26036.277930 ∣ critic_ganloss : -371.254465 ∣ generator_nllloss : 5151.174023 ∣ generator_ganloss : 1203.389355 ∣     [  std_z : 1.00  real_sub_fake : 1249.81 ]
[  epoch 0040/0040] 1370/4800, lr:1.3e-05 ∣ avg_100 : 31931.564724 ∣ critic_nllloss : 25808.987109 ∣ critic_ganloss : -352.988571 ∣ generator_nllloss : 5140.419141 ∣ generator_ganloss : 1220.571289 ∣     [  std_z : 0.99  real_sub_fake : 1008.93 ]
[  epoch 0040/0040] 1380/4800, lr:1.3e-05 ∣ avg_100 : 31933.867481 ∣ critic_nllloss : 25837.368945 ∣ critic_ganloss : -201.042004 ∣ generator_nllloss : 5131.773828 ∣ generator_ganloss : 1212.182910 ∣     [  std_z : 0.99  real_sub_fake : 984.46 ]
[  epoch 0040/0040] 1390/4800, lr:1.3e-05 ∣ avg_100 : 31935.334921 ∣ critic_nllloss : 25916.456055 ∣ critic_ganloss : -184.072656 ∣ generator_nllloss : 5150.010547 ∣ generator_ganloss : 1190.000537 ∣     [  std_z : 0.99  real_sub_fake : 819.81 ]
[  epoch 0040/0040] 1400/4800, lr:1.3e-05 ∣ avg_100 : 31935.042073 ∣ critic_nllloss : 25891.047266 ∣ critic_ganloss : -311.291245 ∣ generator_nllloss : 5256.106836 ∣ generator_ganloss : 1175.771680 ∣     [  std_z : 1.00  real_sub_fake : 992.40 ]
[  epoch 0040/0040] 1410/4800, lr:1.3e-05 ∣ avg_100 : 31936.519323 ∣ critic_nllloss : 25746.053711 ∣ critic_ganloss : -214.482397 ∣ generator_nllloss : 5120.666016 ∣ generator_ganloss : 1164.366406 ∣     [  std_z : 0.99  real_sub_fake : 927.49 ]
[  epoch 0040/0040] 1420/4800, lr:1.3e-05 ∣ avg_100 : 31935.148217 ∣ critic_nllloss : 25744.957813 ∣ critic_ganloss : -220.356210 ∣ generator_nllloss : 5220.431641 ∣ generator_ganloss : 1172.658398 ∣     [  std_z : 0.99  real_sub_fake : 989.20 ]
[  epoch 0040/0040] 1430/4800, lr:1.3e-05 ∣ avg_100 : 31938.173104 ∣ critic_nllloss : 25773.883398 ∣ critic_ganloss : -163.620305 ∣ generator_nllloss : 5166.329102 ∣ generator_ganloss : 1172.717969 ∣     [  std_z : 0.99  real_sub_fake : 871.51 ]
[  epoch 0040/0040] 1440/4800, lr:1.3e-05 ∣ avg_100 : 31938.502376 ∣ critic_nllloss : 25853.375391 ∣ critic_ganloss : -273.345242 ∣ generator_nllloss : 5106.686719 ∣ generator_ganloss : 1173.191064 ∣     [  std_z : 0.99  real_sub_fake : 938.16 ]
[  epoch 0040/0040] 1450/4800, lr:1.3e-05 ∣ avg_100 : 31939.986525 ∣ critic_nllloss : 25809.888672 ∣ critic_ganloss : -104.287830 ∣ generator_nllloss : 5187.330859 ∣ generator_ganloss : 1180.435596 ∣     [  std_z : 1.00  real_sub_fake : 789.71 ]
[  epoch 0040/0040] 1460/4800, lr:1.3e-05 ∣ avg_100 : 31938.148851 ∣ critic_nllloss : 25863.230664 ∣ critic_ganloss : -217.010768 ∣ generator_nllloss : 5092.621875 ∣ generator_ganloss : 1167.442236 ∣     [  std_z : 1.00  real_sub_fake : 842.29 ]
[  epoch 0040/0040] 1470/4800, lr:1.3e-05 ∣ avg_100 : 31933.534725 ∣ critic_nllloss : 25664.216602 ∣ critic_ganloss : -249.746179 ∣ generator_nllloss : 5185.690430 ∣ generator_ganloss : 1161.474316 ∣     [  std_z : 1.00  real_sub_fake : 926.93 ]
[  epoch 0040/0040] 1480/4800, lr:1.3e-05 ∣ avg_100 : 31931.935047 ∣ critic_nllloss : 25968.246875 ∣ critic_ganloss : -256.516110 ∣ generator_nllloss : 5145.404688 ∣ generator_ganloss : 1174.760791 ∣     [  std_z : 1.00  real_sub_fake : 803.96 ]
[  epoch 0040/0040] 1490/4800, lr:1.3e-05 ∣ avg_100 : 31926.833093 ∣ critic_nllloss : 25644.545898 ∣ critic_ganloss : -256.895711 ∣ generator_nllloss : 5131.099414 ∣ generator_ganloss : 1163.831201 ∣     [  std_z : 0.99  real_sub_fake : 786.50 ]
[  epoch 0040/0040] 1500/4800, lr:1.3e-05 ∣ avg_100 : 31930.669142 ∣ critic_nllloss : 26170.592969 ∣ critic_ganloss : -249.287019 ∣ generator_nllloss : 5239.662305 ∣ generator_ganloss : 1138.734668 ∣     [  std_z : 0.99  real_sub_fake : 1008.81 ]
[  epoch 0040/0040] 1510/4800, lr:1.3e-05 ∣ avg_100 : 31928.981696 ∣ critic_nllloss : 25625.514844 ∣ critic_ganloss : -221.080292 ∣ generator_nllloss : 5071.631445 ∣ generator_ganloss : 1145.527734 ∣     [  std_z : 0.99  real_sub_fake : 928.06 ]
[  epoch 0040/0040] 1520/4800, lr:1.3e-05 ∣ avg_100 : 31927.946390 ∣ critic_nllloss : 25775.005859 ∣ critic_ganloss : -164.899768 ∣ generator_nllloss : 5163.009961 ∣ generator_ganloss : 1158.669092 ∣     [  std_z : 0.99  real_sub_fake : 843.36 ]
[  epoch 0040/0040] 1530/4800, lr:1.3e-05 ∣ avg_100 : 31928.242382 ∣ critic_nllloss : 25750.117969 ∣ critic_ganloss : -258.311240 ∣ generator_nllloss : 5224.684766 ∣ generator_ganloss : 1151.470557 ∣     [  std_z : 1.00  real_sub_fake : 843.21 ]
[  epoch 0040/0040] 1540/4800, lr:1.3e-05 ∣ avg_100 : 31926.820091 ∣ critic_nllloss : 25936.781055 ∣ critic_ganloss : -342.409364 ∣ generator_nllloss : 5188.564062 ∣ generator_ganloss : 1136.069385 ∣     [  std_z : 1.00  real_sub_fake : 1000.35 ]
[  epoch 0040/0040] 1550/4800, lr:1.3e-05 ∣ avg_100 : 31925.315474 ∣ critic_nllloss : 25545.820508 ∣ critic_ganloss : -182.928177 ∣ generator_nllloss : 5139.784180 ∣ generator_ganloss : 1146.290234 ∣     [  std_z : 1.00  real_sub_fake : 801.29 ]
[  epoch 0040/0040] 1560/4800, lr:1.3e-05 ∣ avg_100 : 31926.705715 ∣ critic_nllloss : 25829.294141 ∣ critic_ganloss : -269.675298 ∣ generator_nllloss : 5140.656250 ∣ generator_ganloss : 1130.963574 ∣     [  std_z : 1.00  real_sub_fake : 834.19 ]
[  epoch 0040/0040] 1570/4800, lr:1.3e-05 ∣ avg_100 : 31925.962264 ∣ critic_nllloss : 25981.733398 ∣ critic_ganloss : -283.950085 ∣ generator_nllloss : 5221.807617 ∣ generator_ganloss : 1109.672412 ∣     [  std_z : 0.99  real_sub_fake : 1109.04 ]
[  epoch 0040/0040] 1580/4800, lr:1.3e-05 ∣ avg_100 : 31923.048298 ∣ critic_nllloss : 25752.816797 ∣ critic_ganloss : -296.887555 ∣ generator_nllloss : 5172.232813 ∣ generator_ganloss : 1121.063477 ∣     [  std_z : 0.99  real_sub_fake : 1133.63 ]
[  epoch 0040/0040] 1590/4800, lr:1.3e-05 ∣ avg_100 : 31925.419253 ∣ critic_nllloss : 26025.258398 ∣ critic_ganloss : -303.335739 ∣ generator_nllloss : 5162.216602 ∣ generator_ganloss : 1129.471143 ∣     [  std_z : 0.99  real_sub_fake : 1188.12 ]
[  epoch 0040/0040] 1600/4800, lr:1.3e-05 ∣ avg_100 : 31927.324098 ∣ critic_nllloss : 25913.835547 ∣ critic_ganloss : -380.619772 ∣ generator_nllloss : 5259.399219 ∣ generator_ganloss : 1151.372314 ∣     [  std_z : 0.99  real_sub_fake : 1203.90 ]
[  epoch 0040/0040] 1610/4800, lr:1.3e-05 ∣ avg_100 : 31925.483846 ∣ critic_nllloss : 25754.424219 ∣ critic_ganloss : -219.333154 ∣ generator_nllloss : 5170.755664 ∣ generator_ganloss : 1164.007812 ∣     [  std_z : 1.00  real_sub_fake : 1075.78 ]
[  epoch 0040/0040] 1620/4800, lr:1.3e-05 ∣ avg_100 : 31925.351901 ∣ critic_nllloss : 26008.442773 ∣ critic_ganloss : -321.087338 ∣ generator_nllloss : 5098.955469 ∣ generator_ganloss : 1177.244482 ∣     [  std_z : 1.00  real_sub_fake : 1115.51 ]
[  epoch 0040/0040] 1630/4800, lr:1.3e-05 ∣ avg_100 : 31924.169742 ∣ critic_nllloss : 25871.601172 ∣ critic_ganloss : -355.110788 ∣ generator_nllloss : 5103.367969 ∣ generator_ganloss : 1165.630469 ∣     [  std_z : 1.00  real_sub_fake : 1170.58 ]
[  epoch 0040/0040] 1640/4800, lr:1.3e-05 ∣ avg_100 : 31926.610938 ∣ critic_nllloss : 25914.143359 ∣ critic_ganloss : -286.996329 ∣ generator_nllloss : 5183.909375 ∣ generator_ganloss : 1159.144434 ∣     [  std_z : 0.99  real_sub_fake : 1237.99 ]
[  epoch 0040/0040] 1650/4800, lr:1.3e-05 ∣ avg_100 : 31929.665688 ∣ critic_nllloss : 25935.901953 ∣ critic_ganloss : -356.402310 ∣ generator_nllloss : 5272.027930 ∣ generator_ganloss : 1181.882568 ∣     [  std_z : 0.99  real_sub_fake : 1257.37 ]
[  epoch 0040/0040] 1660/4800, lr:1.3e-05 ∣ avg_100 : 31929.168876 ∣ critic_nllloss : 25786.396094 ∣ critic_ganloss : -148.147697 ∣ generator_nllloss : 5256.628125 ∣ generator_ganloss : 1198.264648 ∣     [  std_z : 0.99  real_sub_fake : 914.92 ]
[  epoch 0040/0040] 1670/4800, lr:1.3e-05 ∣ avg_100 : 31925.332521 ∣ critic_nllloss : 25653.241016 ∣ critic_ganloss : -329.541473 ∣ generator_nllloss : 5283.604297 ∣ generator_ganloss : 1179.715332 ∣     [  std_z : 0.99  real_sub_fake : 940.37 ]
[  epoch 0040/0040] 1680/4800, lr:1.3e-05 ∣ avg_100 : 31929.611068 ∣ critic_nllloss : 25971.969336 ∣ critic_ganloss : -236.630087 ∣ generator_nllloss : 5162.027344 ∣ generator_ganloss : 1159.749121 ∣     [  std_z : 1.00  real_sub_fake : 1181.87 ]
[  epoch 0040/0040] 1690/4800, lr:1.3e-05 ∣ avg_100 : 31932.692102 ∣ critic_nllloss : 25957.823437 ∣ critic_ganloss : -219.027051 ∣ generator_nllloss : 5209.744141 ∣ generator_ganloss : 1171.664893 ∣     [  std_z : 1.00  real_sub_fake : 1114.48 ]
[  epoch 0040/0040] 1700/4800, lr:1.3e-05 ∣ avg_100 : 31930.663398 ∣ critic_nllloss : 25795.184766 ∣ critic_ganloss : -257.571457 ∣ generator_nllloss : 5162.290820 ∣ generator_ganloss : 1165.108984 ∣     [  std_z : 0.99  real_sub_fake : 1120.99 ]
[  epoch 0040/0040] 1710/4800, lr:1.3e-05 ∣ avg_100 : 31931.360973 ∣ critic_nllloss : 25783.383789 ∣ critic_ganloss : -221.482742 ∣ generator_nllloss : 5186.199805 ∣ generator_ganloss : 1165.194482 ∣     [  std_z : 0.99  real_sub_fake : 1089.25 ]
[  epoch 0040/0040] 1720/4800, lr:1.3e-05 ∣ avg_100 : 31928.730997 ∣ critic_nllloss : 25930.727930 ∣ critic_ganloss : -296.696809 ∣ generator_nllloss : 5106.368359 ∣ generator_ganloss : 1195.980908 ∣     [  std_z : 0.99  real_sub_fake : 1091.27 ]
[  epoch 0040/0040] 1730/4800, lr:1.3e-05 ∣ avg_100 : 31929.330145 ∣ critic_nllloss : 25975.615820 ∣ critic_ganloss : -299.335635 ∣ generator_nllloss : 5161.304688 ∣ generator_ganloss : 1194.400146 ∣     [  std_z : 0.99  real_sub_fake : 1041.84 ]
[  epoch 0040/0040] 1740/4800, lr:1.3e-05 ∣ avg_100 : 31927.710871 ∣ critic_nllloss : 25637.429297 ∣ critic_ganloss : -330.972714 ∣ generator_nllloss : 5110.824219 ∣ generator_ganloss : 1185.635498 ∣     [  std_z : 0.99  real_sub_fake : 1064.61 ]
[  epoch 0040/0040] 1750/4800, lr:1.3e-05 ∣ avg_100 : 31924.959507 ∣ critic_nllloss : 25788.293359 ∣ critic_ganloss : -282.228448 ∣ generator_nllloss : 5198.408008 ∣ generator_ganloss : 1194.543848 ∣     [  std_z : 1.00  real_sub_fake : 1117.89 ]
[  epoch 0040/0040] 1760/4800, lr:1.3e-05 ∣ avg_100 : 31926.582398 ∣ critic_nllloss : 25978.588672 ∣ critic_ganloss : -345.530389 ∣ generator_nllloss : 5221.488477 ∣ generator_ganloss : 1192.135742 ∣     [  std_z : 1.00  real_sub_fake : 1122.36 ]
[  epoch 0040/0040] 1770/4800, lr:1.3e-05 ∣ avg_100 : 31929.835220 ∣ critic_nllloss : 26019.602539 ∣ critic_ganloss : -319.114459 ∣ generator_nllloss : 5224.013867 ∣ generator_ganloss : 1193.629443 ∣     [  std_z : 1.00  real_sub_fake : 1263.97 ]
[  epoch 0040/0040] 1780/4800, lr:1.3e-05 ∣ avg_100 : 31930.227339 ∣ critic_nllloss : 25921.156055 ∣ critic_ganloss : -314.519287 ∣ generator_nllloss : 5183.346875 ∣ generator_ganloss : 1186.472607 ∣     [  std_z : 0.99  real_sub_fake : 1178.74 ]
[  epoch 0040/0040] 1790/4800, lr:1.3e-05 ∣ avg_100 : 31932.788860 ∣ critic_nllloss : 25926.958203 ∣ critic_ganloss : -339.079413 ∣ generator_nllloss : 5194.399609 ∣ generator_ganloss : 1192.411133 ∣     [  std_z : 1.00  real_sub_fake : 1161.47 ]
[  epoch 0040/0040] 1800/4800, lr:1.3e-05 ∣ avg_100 : 31934.220029 ∣ critic_nllloss : 25793.570898 ∣ critic_ganloss : -283.769286 ∣ generator_nllloss : 5164.276953 ∣ generator_ganloss : 1201.253516 ∣     [  std_z : 1.00  real_sub_fake : 1020.03 ]
[  epoch 0040/0040] 1810/4800, lr:1.3e-05 ∣ avg_100 : 31930.422407 ∣ critic_nllloss : 25652.212695 ∣ critic_ganloss : -235.819196 ∣ generator_nllloss : 5208.708594 ∣ generator_ganloss : 1203.677832 ∣     [  std_z : 0.99  real_sub_fake : 999.43 ]
[  epoch 0040/0040] 1820/4800, lr:1.3e-05 ∣ avg_100 : 31932.631222 ∣ critic_nllloss : 25825.952734 ∣ critic_ganloss : -274.533197 ∣ generator_nllloss : 5140.755078 ∣ generator_ganloss : 1197.100488 ∣     [  std_z : 0.99  real_sub_fake : 1051.91 ]
[  epoch 0040/0040] 1830/4800, lr:1.3e-05 ∣ avg_100 : 31928.420202 ∣ critic_nllloss : 25596.668359 ∣ critic_ganloss : -215.198080 ∣ generator_nllloss : 5189.238477 ∣ generator_ganloss : 1184.308301 ∣     [  std_z : 0.99  real_sub_fake : 1148.41 ]
[  epoch 0040/0040] 1840/4800, lr:1.3e-05 ∣ avg_100 : 31928.290593 ∣ critic_nllloss : 25914.067773 ∣ critic_ganloss : -328.375366 ∣ generator_nllloss : 5222.132031 ∣ generator_ganloss : 1199.008203 ∣     [  std_z : 0.99  real_sub_fake : 1258.94 ]
[  epoch 0040/0040] 1850/4800, lr:1.3e-05 ∣ avg_100 : 31927.282477 ∣ critic_nllloss : 25850.431250 ∣ critic_ganloss : -380.642068 ∣ generator_nllloss : 5164.019141 ∣ generator_ganloss : 1213.199414 ∣     [  std_z : 0.99  real_sub_fake : 1159.79 ]
[  epoch 0040/0040] 1860/4800, lr:1.3e-05 ∣ avg_100 : 31924.654930 ∣ critic_nllloss : 25604.458984 ∣ critic_ganloss : -315.307217 ∣ generator_nllloss : 5184.083203 ∣ generator_ganloss : 1210.918262 ∣     [  std_z : 0.99  real_sub_fake : 1162.46 ]
[  epoch 0040/0040] 1870/4800, lr:1.3e-05 ∣ avg_100 : 31924.919030 ∣ critic_nllloss : 26007.396875 ∣ critic_ganloss : -315.957004 ∣ generator_nllloss : 5238.212891 ∣ generator_ganloss : 1197.255273 ∣     [  std_z : 0.99  real_sub_fake : 1331.04 ]
[  epoch 0040/0040] 1880/4800, lr:1.3e-05 ∣ avg_100 : 31924.210670 ∣ critic_nllloss : 25762.155664 ∣ critic_ganloss : -209.738492 ∣ generator_nllloss : 5160.113672 ∣ generator_ganloss : 1188.402100 ∣     [  std_z : 0.99  real_sub_fake : 1209.44 ]
[  epoch 0040/0040] 1890/4800, lr:1.3e-05 ∣ avg_100 : 31923.575107 ∣ critic_nllloss : 25744.966016 ∣ critic_ganloss : -334.136633 ∣ generator_nllloss : 5076.952930 ∣ generator_ganloss : 1221.524463 ∣     [  std_z : 0.99  real_sub_fake : 1098.08 ]
[  epoch 0040/0040] 1900/4800, lr:1.3e-05 ∣ avg_100 : 31924.097488 ∣ critic_nllloss : 25745.304297 ∣ critic_ganloss : -279.039146 ∣ generator_nllloss : 5148.115234 ∣ generator_ganloss : 1214.446973 ∣     [  std_z : 1.00  real_sub_fake : 1085.41 ]
[  epoch 0040/0040] 1910/4800, lr:1.3e-05 ∣ avg_100 : 31930.262732 ∣ critic_nllloss : 26043.185937 ∣ critic_ganloss : -269.092657 ∣ generator_nllloss : 5192.808203 ∣ generator_ganloss : 1195.052588 ∣     [  std_z : 1.00  real_sub_fake : 1222.34 ]
[  epoch 0040/0040] 1920/4800, lr:1.3e-05 ∣ avg_100 : 31931.092510 ∣ critic_nllloss : 25924.428906 ∣ critic_ganloss : -289.771133 ∣ generator_nllloss : 5197.645703 ∣ generator_ganloss : 1216.435303 ∣     [  std_z : 1.00  real_sub_fake : 1133.38 ]
[  epoch 0040/0040] 1930/4800, lr:1.3e-05 ∣ avg_100 : 31930.316430 ∣ critic_nllloss : 25723.359570 ∣ critic_ganloss : -357.723398 ∣ generator_nllloss : 5222.733203 ∣ generator_ganloss : 1209.647070 ∣     [  std_z : 0.99  real_sub_fake : 1121.35 ]
[  epoch 0040/0040] 1940/4800, lr:1.3e-05 ∣ avg_100 : 31932.712184 ∣ critic_nllloss : 25910.971094 ∣ critic_ganloss : -388.066876 ∣ generator_nllloss : 5171.647656 ∣ generator_ganloss : 1207.469727 ∣     [  std_z : 0.99  real_sub_fake : 1159.90 ]
[  epoch 0040/0040] 1950/4800, lr:1.3e-05 ∣ avg_100 : 31935.460955 ∣ critic_nllloss : 25944.174805 ∣ critic_ganloss : -288.072665 ∣ generator_nllloss : 5249.991406 ∣ generator_ganloss : 1221.124512 ∣     [  std_z : 0.99  real_sub_fake : 1197.17 ]
[  epoch 0040/0040] 1960/4800, lr:1.3e-05 ∣ avg_100 : 31936.363939 ∣ critic_nllloss : 25806.628906 ∣ critic_ganloss : -324.778967 ∣ generator_nllloss : 5269.376758 ∣ generator_ganloss : 1198.690869 ∣     [  std_z : 0.99  real_sub_fake : 1173.56 ]
[  epoch 0040/0040] 1970/4800, lr:1.3e-05 ∣ avg_100 : 31940.693918 ∣ critic_nllloss : 25977.806445 ∣ critic_ganloss : -329.644974 ∣ generator_nllloss : 5174.768359 ∣ generator_ganloss : 1191.816504 ∣     [  std_z : 0.99  real_sub_fake : 1326.29 ]
[  epoch 0040/0040] 1980/4800, lr:1.3e-05 ∣ avg_100 : 31939.219503 ∣ critic_nllloss : 25677.270117 ∣ critic_ganloss : -266.012219 ∣ generator_nllloss : 5126.746289 ∣ generator_ganloss : 1212.282813 ∣     [  std_z : 1.00  real_sub_fake : 1156.91 ]
[  epoch 0040/0040] 1990/4800, lr:1.3e-05 ∣ avg_100 : 31939.059934 ∣ critic_nllloss : 25691.331250 ∣ critic_ganloss : -278.094000 ∣ generator_nllloss : 5227.984766 ∣ generator_ganloss : 1230.248340 ∣     [  std_z : 1.00  real_sub_fake : 1012.11 ]
[  epoch 0040/0040] 2000/4800, lr:1.3e-05 ∣ avg_100 : 31939.783609 ∣ critic_nllloss : 25806.557227 ∣ critic_ganloss : -223.717346 ∣ generator_nllloss : 5203.814062 ∣ generator_ganloss : 1204.949219 ∣     [  std_z : 0.99  real_sub_fake : 1131.66 ]
[  epoch 0040/0040] 2010/4800, lr:1.3e-05 ∣ avg_100 : 31939.845163 ∣ critic_nllloss : 25784.616797 ∣ critic_ganloss : -304.625079 ∣ generator_nllloss : 5157.934570 ∣ generator_ganloss : 1209.880273 ∣     [  std_z : 0.99  real_sub_fake : 1138.46 ]
[  epoch 0040/0040] 2020/4800, lr:1.3e-05 ∣ avg_100 : 31941.743222 ∣ critic_nllloss : 25762.506250 ∣ critic_ganloss : -314.190334 ∣ generator_nllloss : 5253.893555 ∣ generator_ganloss : 1211.709766 ∣     [  std_z : 0.99  real_sub_fake : 1077.86 ]
[  epoch 0040/0040] 2030/4800, lr:1.3e-05 ∣ avg_100 : 31937.818396 ∣ critic_nllloss : 25844.227148 ∣ critic_ganloss : -318.128021 ∣ generator_nllloss : 5166.761914 ∣ generator_ganloss : 1196.640527 ∣     [  std_z : 0.99  real_sub_fake : 1179.42 ]
[  epoch 0040/0040] 2040/4800, lr:1.3e-05 ∣ avg_100 : 31937.037413 ∣ critic_nllloss : 25873.083984 ∣ critic_ganloss : -350.200836 ∣ generator_nllloss : 5102.590234 ∣ generator_ganloss : 1198.479590 ∣     [  std_z : 0.99  real_sub_fake : 1297.77 ]
[  epoch 0040/0040] 2050/4800, lr:1.3e-05 ∣ avg_100 : 31936.141135 ∣ critic_nllloss : 25689.624414 ∣ critic_ganloss : -246.543561 ∣ generator_nllloss : 5156.468945 ∣ generator_ganloss : 1209.518848 ∣     [  std_z : 1.00  real_sub_fake : 1172.19 ]
[  epoch 0040/0040] 2060/4800, lr:1.3e-05 ∣ avg_100 : 31934.736432 ∣ critic_nllloss : 25866.162891 ∣ critic_ganloss : -313.732544 ∣ generator_nllloss : 5204.128125 ∣ generator_ganloss : 1201.613379 ∣     [  std_z : 1.00  real_sub_fake : 1227.59 ]
[  epoch 0040/0040] 2070/4800, lr:1.3e-05 ∣ avg_100 : 31932.661919 ∣ critic_nllloss : 25892.306836 ∣ critic_ganloss : -348.294061 ∣ generator_nllloss : 5159.569141 ∣ generator_ganloss : 1199.169092 ∣     [  std_z : 1.00  real_sub_fake : 1195.26 ]
[  epoch 0040/0040] 2080/4800, lr:1.3e-05 ∣ avg_100 : 31931.195467 ∣ critic_nllloss : 25870.846875 ∣ critic_ganloss : -296.701129 ∣ generator_nllloss : 5142.349414 ∣ generator_ganloss : 1205.863965 ∣     [  std_z : 0.99  real_sub_fake : 1242.72 ]
[  epoch 0040/0040] 2090/4800, lr:1.3e-05 ∣ avg_100 : 31929.158599 ∣ critic_nllloss : 25764.560352 ∣ critic_ganloss : -278.125705 ∣ generator_nllloss : 5165.564062 ∣ generator_ganloss : 1209.912842 ∣     [  std_z : 0.99  real_sub_fake : 1208.87 ]
[  epoch 0040/0040] 2100/4800, lr:1.3e-05 ∣ avg_100 : 31930.119135 ∣ critic_nllloss : 25832.658398 ∣ critic_ganloss : -307.068744 ∣ generator_nllloss : 5212.775195 ∣ generator_ganloss : 1224.442725 ∣     [  std_z : 0.99  real_sub_fake : 1179.34 ]
[  epoch 0040/0040] 2110/4800, lr:1.3e-05 ∣ avg_100 : 31935.059354 ∣ critic_nllloss : 26045.655078 ∣ critic_ganloss : -369.016104 ∣ generator_nllloss : 5213.026172 ∣ generator_ganloss : 1226.311914 ∣     [  std_z : 1.00  real_sub_fake : 1127.40 ]
[  epoch 0040/0040] 2120/4800, lr:1.3e-05 ∣ avg_100 : 31937.439387 ∣ critic_nllloss : 25996.290820 ∣ critic_ganloss : -235.757773 ∣ generator_nllloss : 5179.052148 ∣ generator_ganloss : 1216.983203 ∣     [  std_z : 1.00  real_sub_fake : 1105.75 ]
[  epoch 0040/0040] 2130/4800, lr:1.3e-05 ∣ avg_100 : 31938.053029 ∣ critic_nllloss : 25941.282227 ∣ critic_ganloss : -343.340231 ∣ generator_nllloss : 5196.569141 ∣ generator_ganloss : 1220.955762 ∣     [  std_z : 1.00  real_sub_fake : 1169.98 ]
[  epoch 0040/0040] 2140/4800, lr:1.3e-05 ∣ avg_100 : 31942.409903 ∣ critic_nllloss : 26206.487305 ∣ critic_ganloss : -250.592648 ∣ generator_nllloss : 5223.720312 ∣ generator_ganloss : 1233.175391 ∣     [  std_z : 1.00  real_sub_fake : 974.28 ]
[  epoch 0040/0040] 2150/4800, lr:1.3e-05 ∣ avg_100 : 31943.428098 ∣ critic_nllloss : 25821.016992 ∣ critic_ganloss : -180.292561 ∣ generator_nllloss : 5181.245508 ∣ generator_ganloss : 1225.422266 ∣     [  std_z : 1.00  real_sub_fake : 763.11 ]
[  epoch 0040/0040] 2160/4800, lr:1.3e-05 ∣ avg_100 : 31943.900212 ∣ critic_nllloss : 25824.263281 ∣ critic_ganloss : -211.792917 ∣ generator_nllloss : 5143.063672 ∣ generator_ganloss : 1182.734814 ∣     [  std_z : 0.99  real_sub_fake : 980.16 ]
[  epoch 0040/0040] 2170/4800, lr:1.3e-05 ∣ avg_100 : 31943.566691 ∣ critic_nllloss : 25990.193164 ∣ critic_ganloss : -123.294931 ∣ generator_nllloss : 5075.653125 ∣ generator_ganloss : 1201.232568 ∣     [  std_z : 0.99  real_sub_fake : 649.87 ]
[  epoch 0040/0040] 2180/4800, lr:1.3e-05 ∣ avg_100 : 31941.690107 ∣ critic_nllloss : 25674.090625 ∣ critic_ganloss : -137.473508 ∣ generator_nllloss : 5149.503320 ∣ generator_ganloss : 1179.030029 ∣     [  std_z : 0.99  real_sub_fake : 654.51 ]
[  epoch 0040/0040] 2190/4800, lr:1.3e-05 ∣ avg_100 : 31939.901154 ∣ critic_nllloss : 25824.903906 ∣ critic_ganloss : -306.017120 ∣ generator_nllloss : 5233.603906 ∣ generator_ganloss : 1161.539795 ∣     [  std_z : 1.00  real_sub_fake : 935.14 ]
[  epoch 0040/0040] 2200/4800, lr:1.3e-05 ∣ avg_100 : 31940.322993 ∣ critic_nllloss : 25969.541211 ∣ critic_ganloss : -219.616861 ∣ generator_nllloss : 5196.590625 ∣ generator_ganloss : 1162.163770 ∣     [  std_z : 1.00  real_sub_fake : 1007.60 ]
[  epoch 0040/0040] 2210/4800, lr:1.3e-05 ∣ avg_100 : 31943.107046 ∣ critic_nllloss : 26072.826758 ∣ critic_ganloss : -234.083087 ∣ generator_nllloss : 5178.313672 ∣ generator_ganloss : 1175.518701 ∣     [  std_z : 1.00  real_sub_fake : 974.46 ]
[  epoch 0040/0040] 2220/4800, lr:1.3e-05 ∣ avg_100 : 31945.037943 ∣ critic_nllloss : 26052.095703 ∣ critic_ganloss : -343.317020 ∣ generator_nllloss : 5198.585938 ∣ generator_ganloss : 1174.940967 ∣     [  std_z : 0.99  real_sub_fake : 965.37 ]
[  epoch 0040/0040] 2230/4800, lr:1.3e-05 ∣ avg_100 : 31944.376268 ∣ critic_nllloss : 25908.784375 ∣ critic_ganloss : -300.592120 ∣ generator_nllloss : 5230.083984 ∣ generator_ganloss : 1165.830908 ∣     [  std_z : 0.99  real_sub_fake : 999.43 ]
[  epoch 0040/0040] 2240/4800, lr:1.3e-05 ∣ avg_100 : 31941.121860 ∣ critic_nllloss : 25847.190625 ∣ critic_ganloss : -352.338171 ∣ generator_nllloss : 5122.782422 ∣ generator_ganloss : 1159.439551 ∣     [  std_z : 0.99  real_sub_fake : 1117.68 ]
[  epoch 0040/0040] 2250/4800, lr:1.3e-05 ∣ avg_100 : 31938.914220 ∣ critic_nllloss : 25827.619336 ∣ critic_ganloss : -266.160641 ∣ generator_nllloss : 5185.067383 ∣ generator_ganloss : 1161.147266 ∣     [  std_z : 0.99  real_sub_fake : 1195.51 ]
[  epoch 0040/0040] 2260/4800, lr:1.3e-05 ∣ avg_100 : 31936.608412 ∣ critic_nllloss : 25877.491406 ∣ critic_ganloss : -354.173183 ∣ generator_nllloss : 5202.947852 ∣ generator_ganloss : 1170.087305 ∣     [  std_z : 0.99  real_sub_fake : 1220.04 ]
[  epoch 0040/0040] 2270/4800, lr:1.3e-05 ∣ avg_100 : 31938.867895 ∣ critic_nllloss : 25903.577930 ∣ critic_ganloss : -332.423694 ∣ generator_nllloss : 5235.486719 ∣ generator_ganloss : 1177.309082 ∣     [  std_z : 1.00  real_sub_fake : 1195.56 ]
[  epoch 0040/0040] 2280/4800, lr:1.3e-05 ∣ avg_100 : 31936.050261 ∣ critic_nllloss : 26004.002148 ∣ critic_ganloss : -341.060730 ∣ generator_nllloss : 5253.779883 ∣ generator_ganloss : 1172.467725 ∣     [  std_z : 1.00  real_sub_fake : 1199.10 ]
[  epoch 0040/0040] 2290/4800, lr:1.3e-05 ∣ avg_100 : 31928.906100 ∣ critic_nllloss : 25643.824023 ∣ critic_ganloss : -415.888904 ∣ generator_nllloss : 5120.426562 ∣ generator_ganloss : 1163.902441 ∣     [  std_z : 1.00  real_sub_fake : 1350.67 ]
[  epoch 0040/0040] 2300/4800, lr:1.3e-05 ∣ avg_100 : 31932.006273 ∣ critic_nllloss : 26026.198047 ∣ critic_ganloss : -362.056528 ∣ generator_nllloss : 5229.405859 ∣ generator_ganloss : 1174.924658 ∣     [  std_z : 0.99  real_sub_fake : 1424.07 ]
[  epoch 0040/0040] 2310/4800, lr:1.3e-05 ∣ avg_100 : 31929.658216 ∣ critic_nllloss : 25604.205664 ∣ critic_ganloss : -302.660776 ∣ generator_nllloss : 5142.628125 ∣ generator_ganloss : 1181.569336 ∣     [  std_z : 0.99  real_sub_fake : 1294.64 ]
[  epoch 0040/0040] 2320/4800, lr:1.3e-05 ∣ avg_100 : 31927.707240 ∣ critic_nllloss : 25772.554492 ∣ critic_ganloss : -346.414264 ∣ generator_nllloss : 5169.945898 ∣ generator_ganloss : 1188.089795 ∣     [  std_z : 0.99  real_sub_fake : 1246.37 ]
[  epoch 0040/0040] 2330/4800, lr:1.3e-05 ∣ avg_100 : 31931.970956 ∣ critic_nllloss : 25918.734766 ∣ critic_ganloss : -341.731970 ∣ generator_nllloss : 5268.777734 ∣ generator_ganloss : 1188.816992 ∣     [  std_z : 1.00  real_sub_fake : 1189.71 ]
[  epoch 0040/0040] 2340/4800, lr:1.3e-05 ∣ avg_100 : 31930.645101 ∣ critic_nllloss : 25698.620898 ∣ critic_ganloss : -247.534662 ∣ generator_nllloss : 5111.115625 ∣ generator_ganloss : 1183.301953 ∣     [  std_z : 1.00  real_sub_fake : 1175.60 ]
[  epoch 0040/0040] 2350/4800, lr:1.3e-05 ∣ avg_100 : 31930.601228 ∣ critic_nllloss : 25913.432031 ∣ critic_ganloss : -371.794974 ∣ generator_nllloss : 5131.011328 ∣ generator_ganloss : 1203.721582 ∣     [  std_z : 1.00  real_sub_fake : 1127.97 ]
[  epoch 0040/0040] 2360/4800, lr:1.3e-05 ∣ avg_100 : 31929.260327 ∣ critic_nllloss : 25802.171875 ∣ critic_ganloss : -301.922769 ∣ generator_nllloss : 5193.314062 ∣ generator_ganloss : 1191.933594 ∣     [  std_z : 1.00  real_sub_fake : 1154.50 ]
[  epoch 0040/0040] 2370/4800, lr:1.3e-05 ∣ avg_100 : 31932.219401 ∣ critic_nllloss : 26047.232617 ∣ critic_ganloss : -343.621786 ∣ generator_nllloss : 5216.612500 ∣ generator_ganloss : 1192.673096 ∣     [  std_z : 0.99  real_sub_fake : 1266.10 ]
[  epoch 0040/0040] 2380/4800, lr:1.3e-05 ∣ avg_100 : 31932.751340 ∣ critic_nllloss : 25980.727344 ∣ critic_ganloss : -380.876904 ∣ generator_nllloss : 5223.708789 ∣ generator_ganloss : 1209.918359 ∣     [  std_z : 0.99  real_sub_fake : 1298.31 ]
[  epoch 0040/0040] 2390/4800, lr:1.3e-05 ∣ avg_100 : 31933.349198 ∣ critic_nllloss : 26042.883594 ∣ critic_ganloss : -381.840118 ∣ generator_nllloss : 5272.467773 ∣ generator_ganloss : 1198.668945 ∣     [  std_z : 0.99  real_sub_fake : 1430.91 ]
[  epoch 0040/0040] 2400/4800, lr:1.3e-05 ∣ avg_100 : 31931.204083 ∣ critic_nllloss : 25830.868359 ∣ critic_ganloss : -433.054913 ∣ generator_nllloss : 5186.465234 ∣ generator_ganloss : 1212.844385 ∣     [  std_z : 0.99  real_sub_fake : 1300.64 ]
[  epoch 0040/0040] 2410/4800, lr:1.3e-05 ∣ avg_100 : 31932.890454 ∣ critic_nllloss : 25888.781445 ∣ critic_ganloss : -344.985965 ∣ generator_nllloss : 5225.475781 ∣ generator_ganloss : 1215.969580 ∣     [  std_z : 0.99  real_sub_fake : 1385.70 ]
[  epoch 0040/0040] 2420/4800, lr:1.3e-05 ∣ avg_100 : 31932.955080 ∣ critic_nllloss : 25893.354687 ∣ critic_ganloss : -411.195377 ∣ generator_nllloss : 5221.112305 ∣ generator_ganloss : 1220.882617 ∣     [  std_z : 1.00  real_sub_fake : 1467.69 ]
[  epoch 0040/0040] 2430/4800, lr:1.3e-05 ∣ avg_100 : 31931.400909 ∣ critic_nllloss : 25806.038672 ∣ critic_ganloss : -387.316840 ∣ generator_nllloss : 5164.398438 ∣ generator_ganloss : 1210.772803 ∣     [  std_z : 1.00  real_sub_fake : 1384.03 ]
[  epoch 0040/0040] 2440/4800, lr:1.3e-05 ∣ avg_100 : 31933.595830 ∣ critic_nllloss : 26061.767188 ∣ critic_ganloss : -410.801971 ∣ generator_nllloss : 5205.047656 ∣ generator_ganloss : 1223.387158 ∣     [  std_z : 1.00  real_sub_fake : 1608.76 ]
[  epoch 0040/0040] 2450/4800, lr:1.3e-05 ∣ avg_100 : 31933.083379 ∣ critic_nllloss : 25858.569336 ∣ critic_ganloss : -267.389465 ∣ generator_nllloss : 5228.166406 ∣ generator_ganloss : 1202.775928 ∣     [  std_z : 0.99  real_sub_fake : 1575.81 ]
[  epoch 0040/0040] 2460/4800, lr:1.3e-05 ∣ avg_100 : 31934.012039 ∣ critic_nllloss : 25849.813086 ∣ critic_ganloss : -319.732245 ∣ generator_nllloss : 5229.694922 ∣ generator_ganloss : 1239.374219 ∣     [  std_z : 0.99  real_sub_fake : 1324.29 ]
[  epoch 0040/0040] 2470/4800, lr:1.3e-05 ∣ avg_100 : 31935.465533 ∣ critic_nllloss : 25774.166406 ∣ critic_ganloss : -281.618860 ∣ generator_nllloss : 5183.200586 ∣ generator_ganloss : 1231.236426 ∣     [  std_z : 0.99  real_sub_fake : 1200.39 ]
[  epoch 0040/0040] 2480/4800, lr:1.3e-05 ∣ avg_100 : 31935.264188 ∣ critic_nllloss : 25833.286133 ∣ critic_ganloss : -233.225066 ∣ generator_nllloss : 5194.488867 ∣ generator_ganloss : 1217.211816 ∣     [  std_z : 0.99  real_sub_fake : 1212.21 ]
[  epoch 0040/0040] 2490/4800, lr:1.3e-05 ∣ avg_100 : 31939.954769 ∣ critic_nllloss : 25883.397266 ∣ critic_ganloss : -202.906473 ∣ generator_nllloss : 5263.117383 ∣ generator_ganloss : 1208.030713 ∣     [  std_z : 0.99  real_sub_fake : 1171.10 ]
[  epoch 0040/0040] 2500/4800, lr:1.3e-05 ∣ avg_100 : 31937.805041 ∣ critic_nllloss : 25968.225000 ∣ critic_ganloss : -267.053983 ∣ generator_nllloss : 5190.051367 ∣ generator_ganloss : 1193.507764 ∣     [  std_z : 0.99  real_sub_fake : 1188.24 ]
[  epoch 0040/0040] 2510/4800, lr:1.3e-05 ∣ avg_100 : 31938.928054 ∣ critic_nllloss : 25633.154297 ∣ critic_ganloss : -245.789282 ∣ generator_nllloss : 5141.702344 ∣ generator_ganloss : 1204.827734 ∣     [  std_z : 0.99  real_sub_fake : 1020.51 ]
[  epoch 0040/0040] 2520/4800, lr:1.3e-05 ∣ avg_100 : 31939.776338 ∣ critic_nllloss : 25831.986914 ∣ critic_ganloss : -233.107169 ∣ generator_nllloss : 5194.407812 ∣ generator_ganloss : 1223.325977 ∣     [  std_z : 1.00  real_sub_fake : 907.44 ]
[  epoch 0040/0040] 2530/4800, lr:1.3e-05 ∣ avg_100 : 31938.232596 ∣ critic_nllloss : 25566.632422 ∣ critic_ganloss : -220.702451 ∣ generator_nllloss : 5137.808594 ∣ generator_ganloss : 1229.849268 ∣     [  std_z : 1.00  real_sub_fake : 892.22 ]
[  epoch 0040/0040] 2540/4800, lr:1.3e-05 ∣ avg_100 : 31938.710853 ∣ critic_nllloss : 25936.871484 ∣ critic_ganloss : -342.503392 ∣ generator_nllloss : 5147.994922 ∣ generator_ganloss : 1224.467773 ∣     [  std_z : 1.00  real_sub_fake : 975.72 ]
[  epoch 0040/0040] 2550/4800, lr:1.3e-05 ∣ avg_100 : 31942.052596 ∣ critic_nllloss : 25787.971094 ∣ critic_ganloss : -260.749199 ∣ generator_nllloss : 5235.343359 ∣ generator_ganloss : 1220.575781 ∣     [  std_z : 0.99  real_sub_fake : 992.08 ]
[  epoch 0040/0040] 2560/4800, lr:1.3e-05 ∣ avg_100 : 31941.608225 ∣ critic_nllloss : 25683.930664 ∣ critic_ganloss : -318.875076 ∣ generator_nllloss : 5199.944922 ∣ generator_ganloss : 1221.801074 ∣     [  std_z : 0.99  real_sub_fake : 1062.14 ]
[  epoch 0040/0040] 2570/4800, lr:1.3e-05 ∣ avg_100 : 31940.767641 ∣ critic_nllloss : 25942.036914 ∣ critic_ganloss : -372.285251 ∣ generator_nllloss : 5176.645898 ∣ generator_ganloss : 1198.807422 ∣     [  std_z : 0.99  real_sub_fake : 1142.64 ]
[  epoch 0040/0040] 2580/4800, lr:1.3e-05 ∣ avg_100 : 31941.560308 ∣ critic_nllloss : 25846.727344 ∣ critic_ganloss : -382.005136 ∣ generator_nllloss : 5163.247070 ∣ generator_ganloss : 1200.522949 ∣     [  std_z : 0.99  real_sub_fake : 1254.71 ]
[  epoch 0040/0040] 2590/4800, lr:1.3e-05 ∣ avg_100 : 31939.125693 ∣ critic_nllloss : 25709.792578 ∣ critic_ganloss : -332.844775 ∣ generator_nllloss : 5190.321484 ∣ generator_ganloss : 1202.879590 ∣     [  std_z : 0.99  real_sub_fake : 1314.00 ]
[  epoch 0040/0040] 2600/4800, lr:1.3e-05 ∣ avg_100 : 31939.476431 ∣ critic_nllloss : 25850.507617 ∣ critic_ganloss : -265.204065 ∣ generator_nllloss : 5187.179102 ∣ generator_ganloss : 1206.578516 ∣     [  std_z : 0.99  real_sub_fake : 1418.15 ]
[  epoch 0040/0040] 2610/4800, lr:1.3e-05 ∣ avg_100 : 31940.668437 ∣ critic_nllloss : 25894.032422 ∣ critic_ganloss : -352.362280 ∣ generator_nllloss : 5225.271875 ∣ generator_ganloss : 1222.113086 ∣     [  std_z : 0.99  real_sub_fake : 1313.08 ]
[  epoch 0040/0040] 2620/4800, lr:1.3e-05 ∣ avg_100 : 31939.537400 ∣ critic_nllloss : 25844.003711 ∣ critic_ganloss : -400.370807 ∣ generator_nllloss : 5190.266406 ∣ generator_ganloss : 1216.552344 ∣     [  std_z : 1.00  real_sub_fake : 1211.45 ]
[  epoch 0040/0040] 2630/4800, lr:1.3e-05 ∣ avg_100 : 31940.651257 ∣ critic_nllloss : 25787.373242 ∣ critic_ganloss : -336.211954 ∣ generator_nllloss : 5236.154102 ∣ generator_ganloss : 1209.559180 ∣     [  std_z : 1.00  real_sub_fake : 1243.07 ]
[  epoch 0040/0040] 2640/4800, lr:1.3e-05 ∣ avg_100 : 31941.659099 ∣ critic_nllloss : 25869.409961 ∣ critic_ganloss : -228.005334 ∣ generator_nllloss : 5214.237305 ∣ generator_ganloss : 1215.343115 ∣     [  std_z : 1.00  real_sub_fake : 1163.84 ]
[  epoch 0040/0040] 2650/4800, lr:1.3e-05 ∣ avg_100 : 31941.931100 ∣ critic_nllloss : 25766.858594 ∣ critic_ganloss : -63.785195 ∣ generator_nllloss : 5140.318945 ∣ generator_ganloss : 1217.217920 ∣  [  std_z : 1.00  real_sub_fake : 825.48 ]
[  epoch 0040/0040] 2660/4800, lr:1.3e-05 ∣ avg_100 : 31943.058884 ∣ critic_nllloss : 26059.307812 ∣ critic_ganloss : -216.688190 ∣ generator_nllloss : 5152.932813 ∣ generator_ganloss : 1210.367041 ∣     [  std_z : 1.00  real_sub_fake : 514.58 ]
[  epoch 0040/0040] 2670/4800, lr:1.3e-05 ∣ avg_100 : 31945.633268 ∣ critic_nllloss : 25878.529297 ∣ critic_ganloss : -171.612596 ∣ generator_nllloss : 5147.147266 ∣ generator_ganloss : 1190.393652 ∣     [  std_z : 1.00  real_sub_fake : 505.05 ]
[  epoch 0040/0040] 2680/4800, lr:1.3e-05 ∣ avg_100 : 31948.914318 ∣ critic_nllloss : 26095.284961 ∣ critic_ganloss : -109.437030 ∣ generator_nllloss : 5223.214844 ∣ generator_ganloss : 1176.157910 ∣     [  std_z : 0.99  real_sub_fake : 520.70 ]
[  epoch 0040/0040] 2690/4800, lr:1.3e-05 ∣ avg_100 : 31947.570729 ∣ critic_nllloss : 25813.615820 ∣ critic_ganloss : -69.145185 ∣ generator_nllloss : 5063.900000 ∣ generator_ganloss : 1177.475879 ∣  [  std_z : 0.99  real_sub_fake : 408.10 ]
[  epoch 0040/0040] 2700/4800, lr:1.3e-05 ∣ avg_100 : 31952.693165 ∣ critic_nllloss : 26119.251367 ∣ critic_ganloss : -140.662230 ∣ generator_nllloss : 5234.100586 ∣ generator_ganloss : 1164.566992 ∣     [  std_z : 0.99  real_sub_fake : 499.70 ]
[  epoch 0040/0040] 2710/4800, lr:1.3e-05 ∣ avg_100 : 31957.069552 ∣ critic_nllloss : 26127.996680 ∣ critic_ganloss : -135.024917 ∣ generator_nllloss : 5208.883203 ∣ generator_ganloss : 1149.079102 ∣     [  std_z : 1.00  real_sub_fake : 494.37 ]
[  epoch 0040/0040] 2720/4800, lr:1.3e-05 ∣ avg_100 : 31955.755488 ∣ critic_nllloss : 25713.123047 ∣ critic_ganloss : -185.283115 ∣ generator_nllloss : 5148.028711 ∣ generator_ganloss : 1129.105371 ∣     [  std_z : 0.99  real_sub_fake : 599.10 ]
[  epoch 0040/0040] 2730/4800, lr:1.3e-05 ∣ avg_100 : 31954.841700 ∣ critic_nllloss : 25858.765625 ∣ critic_ganloss : -230.346305 ∣ generator_nllloss : 5190.383594 ∣ generator_ganloss : 1121.803320 ∣     [  std_z : 1.00  real_sub_fake : 656.20 ]
[  epoch 0040/0040] 2740/4800, lr:1.3e-05 ∣ avg_100 : 31961.345355 ∣ critic_nllloss : 26082.757031 ∣ critic_ganloss : -172.724698 ∣ generator_nllloss : 5216.190820 ∣ generator_ganloss : 1127.058643 ∣     [  std_z : 1.00  real_sub_fake : 727.71 ]
[  epoch 0040/0040] 2750/4800, lr:1.3e-05 ∣ avg_100 : 31964.200524 ∣ critic_nllloss : 25961.869336 ∣ critic_ganloss : -180.233693 ∣ generator_nllloss : 5273.651563 ∣ generator_ganloss : 1129.246387 ∣     [  std_z : 0.99  real_sub_fake : 684.82 ]
[  epoch 0040/0040] 2760/4800, lr:1.3e-05 ∣ avg_100 : 31963.175320 ∣ critic_nllloss : 25767.457227 ∣ critic_ganloss : -188.471257 ∣ generator_nllloss : 5230.929688 ∣ generator_ganloss : 1134.246436 ∣     [  std_z : 0.99  real_sub_fake : 699.31 ]
[  epoch 0040/0040] 2770/4800, lr:1.3e-05 ∣ avg_100 : 31963.696096 ∣ critic_nllloss : 25985.734961 ∣ critic_ganloss : -214.724248 ∣ generator_nllloss : 5272.109570 ∣ generator_ganloss : 1127.088721 ∣     [  std_z : 0.99  real_sub_fake : 786.38 ]
[  epoch 0040/0040] 2780/4800, lr:1.3e-05 ∣ avg_100 : 31964.872873 ∣ critic_nllloss : 26082.254492 ∣ critic_ganloss : -257.881042 ∣ generator_nllloss : 5138.369531 ∣ generator_ganloss : 1131.391016 ∣     [  std_z : 0.99  real_sub_fake : 781.93 ]
[  epoch 0040/0040] 2790/4800, lr:1.3e-05 ∣ avg_100 : 31965.372012 ∣ critic_nllloss : 25968.558984 ∣ critic_ganloss : -279.616107 ∣ generator_nllloss : 5207.407617 ∣ generator_ganloss : 1128.252930 ∣     [  std_z : 0.99  real_sub_fake : 829.45 ]
[  epoch 0040/0040] 2800/4800, lr:1.3e-05 ∣ avg_100 : 31967.801554 ∣ critic_nllloss : 25983.455664 ∣ critic_ganloss : -222.294937 ∣ generator_nllloss : 5224.484375 ∣ generator_ganloss : 1132.641211 ∣     [  std_z : 0.99  real_sub_fake : 838.28 ]
[  epoch 0040/0040] 2810/4800, lr:1.3e-05 ∣ avg_100 : 31968.566956 ∣ critic_nllloss : 25871.086523 ∣ critic_ganloss : -277.971355 ∣ generator_nllloss : 5172.942187 ∣ generator_ganloss : 1139.262695 ∣     [  std_z : 0.99  real_sub_fake : 809.66 ]
[  epoch 0040/0040] 2820/4800, lr:1.3e-05 ∣ avg_100 : 31970.994074 ∣ critic_nllloss : 26007.716602 ∣ critic_ganloss : -197.413213 ∣ generator_nllloss : 5186.178516 ∣ generator_ganloss : 1135.505029 ∣     [  std_z : 1.00  real_sub_fake : 942.09 ]
[  epoch 0040/0040] 2830/4800, lr:1.3e-05 ∣ avg_100 : 31971.329765 ∣ critic_nllloss : 25657.153320 ∣ critic_ganloss : -208.197845 ∣ generator_nllloss : 5201.653516 ∣ generator_ganloss : 1137.977197 ∣     [  std_z : 0.99  real_sub_fake : 940.77 ]
[  epoch 0040/0040] 2840/4800, lr:1.3e-05 ∣ avg_100 : 31972.000317 ∣ critic_nllloss : 25995.795312 ∣ critic_ganloss : -187.480096 ∣ generator_nllloss : 5124.124609 ∣ generator_ganloss : 1141.447998 ∣     [  std_z : 0.99  real_sub_fake : 958.50 ]
[  epoch 0040/0040] 2850/4800, lr:1.3e-05 ∣ avg_100 : 31971.920042 ∣ critic_nllloss : 25760.471289 ∣ critic_ganloss : -228.859412 ∣ generator_nllloss : 5142.833789 ∣ generator_ganloss : 1164.534570 ∣     [  std_z : 0.99  real_sub_fake : 858.11 ]
[  epoch 0040/0040] 2860/4800, lr:1.3e-05 ∣ avg_100 : 31974.401967 ∣ critic_nllloss : 25775.418164 ∣ critic_ganloss : -176.265018 ∣ generator_nllloss : 5169.763281 ∣ generator_ganloss : 1163.429248 ∣     [  std_z : 1.00  real_sub_fake : 798.84 ]
[  epoch 0040/0040] 2870/4800, lr:1.3e-05 ∣ avg_100 : 31971.357049 ∣ critic_nllloss : 25791.047266 ∣ critic_ganloss : -298.815915 ∣ generator_nllloss : 5186.754687 ∣ generator_ganloss : 1143.430273 ∣     [  std_z : 1.00  real_sub_fake : 966.10 ]
[  epoch 0040/0040] 2880/4800, lr:1.3e-05 ∣ avg_100 : 31972.607355 ∣ critic_nllloss : 25911.837305 ∣ critic_ganloss : -226.150703 ∣ generator_nllloss : 5179.519141 ∣ generator_ganloss : 1160.757764 ∣     [  std_z : 0.99  real_sub_fake : 937.40 ]
[  epoch 0040/0040] 2890/4800, lr:1.3e-05 ∣ avg_100 : 31974.265429 ∣ critic_nllloss : 25775.486523 ∣ critic_ganloss : -227.626457 ∣ generator_nllloss : 5164.616602 ∣ generator_ganloss : 1162.637500 ∣     [  std_z : 1.00  real_sub_fake : 873.25 ]
[  epoch 0040/0040] 2900/4800, lr:1.3e-05 ∣ avg_100 : 31973.201469 ∣ critic_nllloss : 25756.169531 ∣ critic_ganloss : -277.640623 ∣ generator_nllloss : 5074.929688 ∣ generator_ganloss : 1168.972754 ∣     [  std_z : 0.99  real_sub_fake : 949.77 ]
[  epoch 0040/0040] 2910/4800, lr:1.3e-05 ∣ avg_100 : 31968.189775 ∣ critic_nllloss : 25688.854687 ∣ critic_ganloss : -293.386348 ∣ generator_nllloss : 5101.253125 ∣ generator_ganloss : 1164.063232 ∣     [  std_z : 0.99  real_sub_fake : 993.08 ]
[  epoch 0040/0040] 2920/4800, lr:1.3e-05 ∣ avg_100 : 31970.114175 ∣ critic_nllloss : 26059.802734 ∣ critic_ganloss : -155.678894 ∣ generator_nllloss : 5185.893164 ∣ generator_ganloss : 1151.161768 ∣     [  std_z : 1.00  real_sub_fake : 1185.95 ]
[  epoch 0040/0040] 2930/4800, lr:1.3e-05 ∣ avg_100 : 31969.623738 ∣ critic_nllloss : 25802.370508 ∣ critic_ganloss : -338.910153 ∣ generator_nllloss : 5126.338086 ∣ generator_ganloss : 1159.174268 ∣     [  std_z : 1.00  real_sub_fake : 1071.49 ]
[  epoch 0040/0040] 2940/4800, lr:1.3e-05 ∣ avg_100 : 31968.474627 ∣ critic_nllloss : 25775.063281 ∣ critic_ganloss : -349.311871 ∣ generator_nllloss : 5193.792188 ∣ generator_ganloss : 1167.566895 ∣     [  std_z : 0.99  real_sub_fake : 1106.94 ]
[  epoch 0040/0040] 2950/4800, lr:1.3e-05 ∣ avg_100 : 31966.051236 ∣ critic_nllloss : 25881.038086 ∣ critic_ganloss : -339.521182 ∣ generator_nllloss : 5170.991797 ∣ generator_ganloss : 1172.370312 ∣     [  std_z : 0.99  real_sub_fake : 1167.00 ]
[  epoch 0040/0040] 2960/4800, lr:1.3e-05 ∣ avg_100 : 31964.306226 ∣ critic_nllloss : 25647.572656 ∣ critic_ganloss : -303.100568 ∣ generator_nllloss : 5267.506836 ∣ generator_ganloss : 1163.437598 ∣     [  std_z : 0.99  real_sub_fake : 1183.30 ]
[  epoch 0040/0040] 2970/4800, lr:1.3e-05 ∣ avg_100 : 31961.216965 ∣ critic_nllloss : 25710.921875 ∣ critic_ganloss : -316.459604 ∣ generator_nllloss : 5148.771875 ∣ generator_ganloss : 1162.586133 ∣     [  std_z : 0.99  real_sub_fake : 1134.47 ]
[  epoch 0040/0040] 2980/4800, lr:1.3e-05 ∣ avg_100 : 31961.757718 ∣ critic_nllloss : 25724.465430 ∣ critic_ganloss : -349.827145 ∣ generator_nllloss : 5252.568164 ∣ generator_ganloss : 1177.155811 ∣     [  std_z : 0.99  real_sub_fake : 1221.81 ]
[  epoch 0040/0040] 2990/4800, lr:1.3e-05 ∣ avg_100 : 31962.927086 ∣ critic_nllloss : 25859.561914 ∣ critic_ganloss : -384.701453 ∣ generator_nllloss : 5344.329687 ∣ generator_ganloss : 1169.216992 ∣     [  std_z : 1.00  real_sub_fake : 1259.94 ]
[  epoch 0040/0040] 3000/4800, lr:1.3e-05 ∣ avg_100 : 31961.198879 ∣ critic_nllloss : 25933.857422 ∣ critic_ganloss : -382.138464 ∣ generator_nllloss : 5083.421094 ∣ generator_ganloss : 1183.642480 ∣     [  std_z : 1.00  real_sub_fake : 1246.93 ]
[  epoch 0040/0040] 3010/4800, lr:1.3e-05 ∣ avg_100 : 31962.170634 ∣ critic_nllloss : 25842.567383 ∣ critic_ganloss : -290.270734 ∣ generator_nllloss : 5202.042383 ∣ generator_ganloss : 1190.643018 ∣     [  std_z : 0.99  real_sub_fake : 1238.12 ]
[  epoch 0040/0040] 3020/4800, lr:1.3e-05 ∣ avg_100 : 31959.130034 ∣ critic_nllloss : 25626.529883 ∣ critic_ganloss : -258.638690 ∣ generator_nllloss : 5053.002734 ∣ generator_ganloss : 1188.965332 ∣     [  std_z : 0.99  real_sub_fake : 1209.30 ]
[  epoch 0040/0040] 3030/4800, lr:1.3e-05 ∣ avg_100 : 31962.547864 ∣ critic_nllloss : 26085.110742 ∣ critic_ganloss : -293.181108 ∣ generator_nllloss : 5248.363281 ∣ generator_ganloss : 1190.991650 ∣     [  std_z : 0.99  real_sub_fake : 1195.92 ]
[  epoch 0040/0040] 3040/4800, lr:1.3e-05 ∣ avg_100 : 31964.326670 ∣ critic_nllloss : 25856.896484 ∣ critic_ganloss : -209.486755 ∣ generator_nllloss : 5176.755273 ∣ generator_ganloss : 1177.668555 ∣     [  std_z : 1.00  real_sub_fake : 1191.49 ]
[  epoch 0040/0040] 3050/4800, lr:1.3e-05 ∣ avg_100 : 31966.221945 ∣ critic_nllloss : 25893.695898 ∣ critic_ganloss : -246.313278 ∣ generator_nllloss : 5152.423437 ∣ generator_ganloss : 1198.790088 ∣     [  std_z : 1.00  real_sub_fake : 961.59 ]
[  epoch 0040/0040] 3060/4800, lr:1.3e-05 ∣ avg_100 : 31965.903600 ∣ critic_nllloss : 25787.344531 ∣ critic_ganloss : -224.215674 ∣ generator_nllloss : 5163.856250 ∣ generator_ganloss : 1199.352246 ∣     [  std_z : 1.00  real_sub_fake : 829.99 ]
[  epoch 0040/0040] 3070/4800, lr:1.3e-05 ∣ avg_100 : 31965.018331 ∣ critic_nllloss : 25696.062305 ∣ critic_ganloss : -237.265471 ∣ generator_nllloss : 5160.880469 ∣ generator_ganloss : 1194.546777 ∣     [  std_z : 0.99  real_sub_fake : 943.60 ]
[  epoch 0040/0040] 3080/4800, lr:1.3e-05 ∣ avg_100 : 31962.027880 ∣ critic_nllloss : 25678.463672 ∣ critic_ganloss : -320.959349 ∣ generator_nllloss : 5076.723047 ∣ generator_ganloss : 1189.086621 ∣     [  std_z : 0.99  real_sub_fake : 972.05 ]
[  epoch 0040/0040] 3090/4800, lr:1.3e-05 ∣ avg_100 : 31964.431556 ∣ critic_nllloss : 25916.444141 ∣ critic_ganloss : -167.663086 ∣ generator_nllloss : 5172.938281 ∣ generator_ganloss : 1180.559863 ∣     [  std_z : 1.00  real_sub_fake : 988.10 ]
[  epoch 0040/0040] 3100/4800, lr:1.3e-05 ∣ avg_100 : 31963.154867 ∣ critic_nllloss : 25875.499805 ∣ critic_ganloss : -278.595853 ∣ generator_nllloss : 5062.383203 ∣ generator_ganloss : 1175.851514 ∣     [  std_z : 1.00  real_sub_fake : 953.83 ]
[  epoch 0040/0040] 3110/4800, lr:1.3e-05 ∣ avg_100 : 31961.756869 ∣ critic_nllloss : 25955.280273 ∣ critic_ganloss : -297.049005 ∣ generator_nllloss : 5144.413086 ∣ generator_ganloss : 1173.532861 ∣     [  std_z : 1.00  real_sub_fake : 1019.40 ]
[  epoch 0040/0040] 3120/4800, lr:1.3e-05 ∣ avg_100 : 31959.114840 ∣ critic_nllloss : 25806.782813 ∣ critic_ganloss : -332.510011 ∣ generator_nllloss : 5236.150391 ∣ generator_ganloss : 1181.942383 ∣     [  std_z : 1.00  real_sub_fake : 1007.29 ]
[  epoch 0040/0040] 3130/4800, lr:1.3e-05 ∣ avg_100 : 31957.623741 ∣ critic_nllloss : 25875.646875 ∣ critic_ganloss : -306.573718 ∣ generator_nllloss : 5117.950781 ∣ generator_ganloss : 1179.333057 ∣     [  std_z : 1.00  real_sub_fake : 1103.37 ]
[  epoch 0040/0040] 3140/4800, lr:1.3e-05 ∣ avg_100 : 31953.873640 ∣ critic_nllloss : 25932.334961 ∣ critic_ganloss : -329.408838 ∣ generator_nllloss : 5247.446484 ∣ generator_ganloss : 1187.407617 ∣     [  std_z : 1.00  real_sub_fake : 1181.12 ]
[  epoch 0040/0040] 3150/4800, lr:1.3e-05 ∣ avg_100 : 31949.850919 ∣ critic_nllloss : 25639.326172 ∣ critic_ganloss : -269.845261 ∣ generator_nllloss : 5070.183789 ∣ generator_ganloss : 1205.455420 ∣     [  std_z : 0.99  real_sub_fake : 1129.61 ]
[  epoch 0040/0040] 3160/4800, lr:1.3e-05 ∣ avg_100 : 31952.121649 ∣ critic_nllloss : 25976.961523 ∣ critic_ganloss : -193.331979 ∣ generator_nllloss : 5164.824023 ∣ generator_ganloss : 1216.888281 ∣     [  std_z : 0.99  real_sub_fake : 1021.64 ]
[  epoch 0040/0040] 3170/4800, lr:1.3e-05 ∣ avg_100 : 31949.240959 ∣ critic_nllloss : 25798.588477 ∣ critic_ganloss : -353.237154 ∣ generator_nllloss : 5206.950391 ∣ generator_ganloss : 1203.413184 ∣     [  std_z : 0.99  real_sub_fake : 1051.26 ]
[  epoch 0040/0040] 3180/4800, lr:1.3e-05 ∣ avg_100 : 31950.263282 ∣ critic_nllloss : 25762.009180 ∣ critic_ganloss : -239.651517 ∣ generator_nllloss : 5241.216016 ∣ generator_ganloss : 1203.809082 ∣     [  std_z : 0.99  real_sub_fake : 1085.56 ]
[  epoch 0040/0040] 3190/4800, lr:1.3e-05 ∣ avg_100 : 31951.621164 ∣ critic_nllloss : 25869.226953 ∣ critic_ganloss : -232.819836 ∣ generator_nllloss : 5219.311328 ∣ generator_ganloss : 1194.100293 ∣     [  std_z : 1.00  real_sub_fake : 1060.66 ]
[  epoch 0040/0040] 3200/4800, lr:1.3e-05 ∣ avg_100 : 31948.981214 ∣ critic_nllloss : 25712.556445 ∣ critic_ganloss : -285.106451 ∣ generator_nllloss : 5216.259375 ∣ generator_ganloss : 1200.974316 ∣     [  std_z : 1.00  real_sub_fake : 1104.39 ]
[  epoch 0040/0040] 3210/4800, lr:1.3e-05 ∣ avg_100 : 31946.292459 ∣ critic_nllloss : 25786.486914 ∣ critic_ganloss : -240.203961 ∣ generator_nllloss : 5174.166211 ∣ generator_ganloss : 1203.251465 ∣     [  std_z : 1.00  real_sub_fake : 1058.30 ]
[  epoch 0040/0040] 3220/4800, lr:1.3e-05 ∣ avg_100 : 31946.211684 ∣ critic_nllloss : 25889.534570 ∣ critic_ganloss : -234.365810 ∣ generator_nllloss : 5221.930273 ∣ generator_ganloss : 1197.129004 ∣     [  std_z : 1.00  real_sub_fake : 1049.35 ]
[  epoch 0040/0040] 3230/4800, lr:1.3e-05 ∣ avg_100 : 31940.822990 ∣ critic_nllloss : 25492.827734 ∣ critic_ganloss : -288.357608 ∣ generator_nllloss : 5065.897852 ∣ generator_ganloss : 1194.869727 ∣     [  std_z : 1.00  real_sub_fake : 985.31 ]
[  epoch 0040/0040] 3240/4800, lr:1.3e-05 ∣ avg_100 : 31940.318199 ∣ critic_nllloss : 25801.381641 ∣ critic_ganloss : -345.465253 ∣ generator_nllloss : 5078.953906 ∣ generator_ganloss : 1191.725098 ∣     [  std_z : 0.99  real_sub_fake : 1111.18 ]
[  epoch 0040/0040] 3250/4800, lr:1.3e-05 ∣ avg_100 : 31941.680160 ∣ critic_nllloss : 25963.721680 ∣ critic_ganloss : -343.118622 ∣ generator_nllloss : 5224.392187 ∣ generator_ganloss : 1198.874219 ∣     [  std_z : 0.99  real_sub_fake : 1102.35 ]
[  epoch 0040/0040] 3260/4800, lr:1.3e-05 ∣ avg_100 : 31943.221099 ∣ critic_nllloss : 25819.078711 ∣ critic_ganloss : -220.624081 ∣ generator_nllloss : 5258.059570 ∣ generator_ganloss : 1193.933008 ∣     [  std_z : 0.99  real_sub_fake : 1165.49 ]
[  epoch 0040/0040] 3270/4800, lr:1.3e-05 ∣ avg_100 : 31943.456470 ∣ critic_nllloss : 25941.488672 ∣ critic_ganloss : -280.443811 ∣ generator_nllloss : 5152.204687 ∣ generator_ganloss : 1194.237598 ∣     [  std_z : 0.99  real_sub_fake : 1071.60 ]
[  epoch 0040/0040] 3280/4800, lr:1.3e-05 ∣ avg_100 : 31938.985086 ∣ critic_nllloss : 25699.312500 ∣ critic_ganloss : -355.605467 ∣ generator_nllloss : 5101.982031 ∣ generator_ganloss : 1196.361621 ∣     [  std_z : 0.99  real_sub_fake : 1043.63 ]
[  epoch 0040/0040] 3290/4800, lr:1.3e-05 ∣ avg_100 : 31941.401879 ∣ critic_nllloss : 25769.780273 ∣ critic_ganloss : -321.739447 ∣ generator_nllloss : 5127.200000 ∣ generator_ganloss : 1178.702539 ∣     [  std_z : 0.99  real_sub_fake : 1157.03 ]
[  epoch 0040/0040] 3300/4800, lr:1.3e-05 ∣ avg_100 : 31938.849979 ∣ critic_nllloss : 25789.379492 ∣ critic_ganloss : -254.875046 ∣ generator_nllloss : 5112.025195 ∣ generator_ganloss : 1166.752441 ∣     [  std_z : 0.99  real_sub_fake : 1300.89 ]
[  epoch 0040/0040] 3310/4800, lr:1.3e-05 ∣ avg_100 : 31939.744232 ∣ critic_nllloss : 25755.890234 ∣ critic_ganloss : -299.263895 ∣ generator_nllloss : 5075.714844 ∣ generator_ganloss : 1182.826416 ∣     [  std_z : 1.00  real_sub_fake : 1100.62 ]
[  epoch 0040/0040] 3320/4800, lr:1.3e-05 ∣ avg_100 : 31943.259329 ∣ critic_nllloss : 26116.340234 ∣ critic_ganloss : -360.248743 ∣ generator_nllloss : 5188.744531 ∣ generator_ganloss : 1190.849658 ∣     [  std_z : 1.00  real_sub_fake : 1294.50 ]
[  epoch 0040/0040] 3330/4800, lr:1.3e-05 ∣ avg_100 : 31943.354098 ∣ critic_nllloss : 25959.716211 ∣ critic_ganloss : -289.867548 ∣ generator_nllloss : 5180.420313 ∣ generator_ganloss : 1193.805420 ∣     [  std_z : 1.00  real_sub_fake : 1224.98 ]
[  epoch 0040/0040] 3340/4800, lr:1.3e-05 ∣ avg_100 : 31948.067683 ∣ critic_nllloss : 26096.070508 ∣ critic_ganloss : -316.704269 ∣ generator_nllloss : 5246.802539 ∣ generator_ganloss : 1190.693506 ∣     [  std_z : 0.99  real_sub_fake : 1245.27 ]
[  epoch 0040/0040] 3350/4800, lr:1.3e-05 ∣ avg_100 : 31946.594936 ∣ critic_nllloss : 25728.799805 ∣ critic_ganloss : -311.563568 ∣ generator_nllloss : 5100.333398 ∣ generator_ganloss : 1211.525684 ∣     [  std_z : 0.99  real_sub_fake : 1152.55 ]
[  epoch 0040/0040] 3360/4800, lr:1.3e-05 ∣ avg_100 : 31944.386404 ∣ critic_nllloss : 25698.747461 ∣ critic_ganloss : -326.682806 ∣ generator_nllloss : 5079.717578 ∣ generator_ganloss : 1212.861328 ∣     [  std_z : 0.99  real_sub_fake : 1147.16 ]
[  epoch 0040/0040] 3370/4800, lr:1.3e-05 ∣ avg_100 : 31945.031349 ∣ critic_nllloss : 26076.399414 ∣ critic_ganloss : -360.655576 ∣ generator_nllloss : 5249.292773 ∣ generator_ganloss : 1212.354248 ∣     [  std_z : 0.99  real_sub_fake : 1185.99 ]
[  epoch 0040/0040] 3380/4800, lr:1.3e-05 ∣ avg_100 : 31942.836997 ∣ critic_nllloss : 25750.177734 ∣ critic_ganloss : -241.192545 ∣ generator_nllloss : 5111.614062 ∣ generator_ganloss : 1193.443164 ∣     [  std_z : 0.99  real_sub_fake : 1231.31 ]
[  epoch 0040/0040] 3390/4800, lr:1.3e-05 ∣ avg_100 : 31941.814260 ∣ critic_nllloss : 26066.825977 ∣ critic_ganloss : -452.219617 ∣ generator_nllloss : 5194.588281 ∣ generator_ganloss : 1220.711865 ∣     [  std_z : 1.00  real_sub_fake : 1328.27 ]
[  epoch 0040/0040] 3400/4800, lr:1.3e-05 ∣ avg_100 : 31945.319148 ∣ critic_nllloss : 25999.863672 ∣ critic_ganloss : -341.693390 ∣ generator_nllloss : 5261.894727 ∣ generator_ganloss : 1227.546826 ∣     [  std_z : 1.00  real_sub_fake : 1272.44 ]
[  epoch 0040/0040] 3410/4800, lr:1.3e-05 ∣ avg_100 : 31943.661707 ∣ critic_nllloss : 25768.708398 ∣ critic_ganloss : -308.239020 ∣ generator_nllloss : 5145.231250 ∣ generator_ganloss : 1213.796143 ∣     [  std_z : 0.99  real_sub_fake : 1326.94 ]
[  epoch 0040/0040] 3420/4800, lr:1.3e-05 ∣ avg_100 : 31942.341463 ∣ critic_nllloss : 25816.086523 ∣ critic_ganloss : -318.359915 ∣ generator_nllloss : 5068.931250 ∣ generator_ganloss : 1225.471973 ∣     [  std_z : 0.99  real_sub_fake : 1257.26 ]
[  epoch 0040/0040] 3430/4800, lr:1.3e-05 ∣ avg_100 : 31944.787243 ∣ critic_nllloss : 25923.023828 ∣ critic_ganloss : -318.351791 ∣ generator_nllloss : 5197.033984 ∣ generator_ganloss : 1236.765039 ∣     [  std_z : 0.99  real_sub_fake : 1220.26 ]
[  epoch 0040/0040] 3440/4800, lr:1.3e-05 ∣ avg_100 : 31942.419922 ∣ critic_nllloss : 25804.963867 ∣ critic_ganloss : -276.358850 ∣ generator_nllloss : 5081.829102 ∣ generator_ganloss : 1232.233789 ∣     [  std_z : 0.99  real_sub_fake : 1182.82 ]
[  epoch 0040/0040] 3450/4800, lr:1.3e-05 ∣ avg_100 : 31943.966043 ∣ critic_nllloss : 25992.852148 ∣ critic_ganloss : -246.131122 ∣ generator_nllloss : 5188.396875 ∣ generator_ganloss : 1241.616406 ∣     [  std_z : 1.00  real_sub_fake : 1032.17 ]
[  epoch 0040/0040] 3460/4800, lr:1.3e-05 ∣ avg_100 : 31942.376507 ∣ critic_nllloss : 25796.912500 ∣ critic_ganloss : -323.577640 ∣ generator_nllloss : 5137.826172 ∣ generator_ganloss : 1229.035400 ∣     [  std_z : 1.00  real_sub_fake : 1132.80 ]
[  epoch 0040/0040] 3470/4800, lr:1.3e-05 ∣ avg_100 : 31943.499601 ∣ critic_nllloss : 26009.273438 ∣ critic_ganloss : -360.809375 ∣ generator_nllloss : 5136.592578 ∣ generator_ganloss : 1234.237305 ∣     [  std_z : 1.00  real_sub_fake : 1231.97 ]
[  epoch 0040/0040] 3480/4800, lr:1.3e-05 ∣ avg_100 : 31944.092882 ∣ critic_nllloss : 25903.220508 ∣ critic_ganloss : -299.645914 ∣ generator_nllloss : 5244.587109 ∣ generator_ganloss : 1222.928125 ∣     [  std_z : 0.99  real_sub_fake : 1365.81 ]
[  epoch 0040/0040] 3490/4800, lr:1.3e-05 ∣ avg_100 : 31942.401798 ∣ critic_nllloss : 25838.237891 ∣ critic_ganloss : -260.553284 ∣ generator_nllloss : 5169.752930 ∣ generator_ganloss : 1235.093018 ∣     [  std_z : 0.99  real_sub_fake : 1204.33 ]
[  epoch 0040/0040] 3500/4800, lr:1.3e-05 ∣ avg_100 : 31944.052808 ∣ critic_nllloss : 25909.504883 ∣ critic_ganloss : -222.728960 ∣ generator_nllloss : 5308.144922 ∣ generator_ganloss : 1254.910205 ∣     [  std_z : 0.99  real_sub_fake : 698.38 ]
[  epoch 0040/0040] 3510/4800, lr:1.3e-05 ∣ avg_100 : 31948.167884 ∣ critic_nllloss : 26020.028711 ∣ critic_ganloss : -292.616953 ∣ generator_nllloss : 5193.711523 ∣ generator_ganloss : 1224.279443 ∣     [  std_z : 0.99  real_sub_fake : 885.93 ]
[  epoch 0040/0040] 3520/4800, lr:1.3e-05 ∣ avg_100 : 31949.057200 ∣ critic_nllloss : 25997.892578 ∣ critic_ganloss : -292.064624 ∣ generator_nllloss : 5209.517383 ∣ generator_ganloss : 1190.199854 ∣     [  std_z : 1.00  real_sub_fake : 1048.70 ]
[  epoch 0040/0040] 3530/4800, lr:1.3e-05 ∣ avg_100 : 31949.127369 ∣ critic_nllloss : 25757.411523 ∣ critic_ganloss : -248.955264 ∣ generator_nllloss : 5022.363281 ∣ generator_ganloss : 1189.785156 ∣     [  std_z : 1.00  real_sub_fake : 1043.85 ]
[  epoch 0040/0040] 3540/4800, lr:1.3e-05 ∣ avg_100 : 31951.415775 ∣ critic_nllloss : 26062.429883 ∣ critic_ganloss : -262.004419 ∣ generator_nllloss : 5195.419531 ∣ generator_ganloss : 1199.826367 ∣     [  std_z : 1.00  real_sub_fake : 977.69 ]
[  epoch 0040/0040] 3550/4800, lr:1.3e-05 ∣ avg_100 : 31951.774435 ∣ critic_nllloss : 25817.484570 ∣ critic_ganloss : -234.017584 ∣ generator_nllloss : 5262.542578 ∣ generator_ganloss : 1172.997510 ∣     [  std_z : 0.99  real_sub_fake : 1005.45 ]
[  epoch 0040/0040] 3560/4800, lr:1.3e-05 ∣ avg_100 : 31955.028709 ∣ critic_nllloss : 26017.394336 ∣ critic_ganloss : -263.701041 ∣ generator_nllloss : 5195.570508 ∣ generator_ganloss : 1162.965186 ∣     [  std_z : 0.99  real_sub_fake : 978.27 ]
[  epoch 0040/0040] 3570/4800, lr:1.3e-05 ∣ avg_100 : 31953.268982 ∣ critic_nllloss : 25716.280664 ∣ critic_ganloss : -331.292303 ∣ generator_nllloss : 5213.310156 ∣ generator_ganloss : 1170.933789 ∣     [  std_z : 0.99  real_sub_fake : 1056.46 ]
[  epoch 0040/0040] 3580/4800, lr:1.3e-05 ∣ avg_100 : 31954.618301 ∣ critic_nllloss : 25939.123047 ∣ critic_ganloss : -294.574014 ∣ generator_nllloss : 5145.323438 ∣ generator_ganloss : 1173.551611 ∣     [  std_z : 0.99  real_sub_fake : 1161.79 ]
[  epoch 0040/0040] 3590/4800, lr:1.3e-05 ∣ avg_100 : 31957.032448 ∣ critic_nllloss : 25922.985156 ∣ critic_ganloss : -304.220575 ∣ generator_nllloss : 5210.932031 ∣ generator_ganloss : 1181.866943 ∣     [  std_z : 0.99  real_sub_fake : 1294.82 ]
[  epoch 0040/0040] 3600/4800, lr:1.3e-05 ∣ avg_100 : 31956.869681 ∣ critic_nllloss : 25870.614063 ∣ critic_ganloss : -281.746564 ∣ generator_nllloss : 5177.357813 ∣ generator_ganloss : 1196.559229 ∣     [  std_z : 0.99  real_sub_fake : 1091.37 ]
[  epoch 0040/0040] 3610/4800, lr:1.3e-05 ∣ avg_100 : 31955.252424 ∣ critic_nllloss : 25699.126563 ∣ critic_ganloss : -192.141898 ∣ generator_nllloss : 5131.437891 ∣ generator_ganloss : 1188.906836 ∣     [  std_z : 1.00  real_sub_fake : 981.01 ]
[  epoch 0040/0040] 3620/4800, lr:1.3e-05 ∣ avg_100 : 31956.254029 ∣ critic_nllloss : 25940.041016 ∣ critic_ganloss : -274.160150 ∣ generator_nllloss : 5097.760547 ∣ generator_ganloss : 1186.970752 ∣     [  std_z : 1.00  real_sub_fake : 1070.42 ]
[  epoch 0040/0040] 3630/4800, lr:1.3e-05 ∣ avg_100 : 31959.569136 ∣ critic_nllloss : 26047.006641 ∣ critic_ganloss : -264.911227 ∣ generator_nllloss : 5251.966992 ∣ generator_ganloss : 1194.322803 ∣     [  std_z : 1.00  real_sub_fake : 985.43 ]
[  epoch 0040/0040] 3640/4800, lr:1.3e-05 ∣ avg_100 : 31960.108782 ∣ critic_nllloss : 26022.898047 ∣ critic_ganloss : -242.512686 ∣ generator_nllloss : 5156.772656 ∣ generator_ganloss : 1187.791602 ∣     [  std_z : 1.00  real_sub_fake : 973.01 ]
[  epoch 0040/0040] 3650/4800, lr:1.3e-05 ∣ avg_100 : 31958.569421 ∣ critic_nllloss : 25897.384570 ∣ critic_ganloss : -265.081891 ∣ generator_nllloss : 5103.341406 ∣ generator_ganloss : 1171.030127 ∣     [  std_z : 0.99  real_sub_fake : 1019.62 ]
[  epoch 0040/0040] 3660/4800, lr:1.3e-05 ∣ avg_100 : 31955.695985 ∣ critic_nllloss : 25895.550586 ∣ critic_ganloss : -299.708368 ∣ generator_nllloss : 5148.004102 ∣ generator_ganloss : 1174.729590 ∣     [  std_z : 0.99  real_sub_fake : 1063.92 ]
[  epoch 0040/0040] 3670/4800, lr:1.3e-05 ∣ avg_100 : 31956.271576 ∣ critic_nllloss : 25935.470508 ∣ critic_ganloss : -262.436476 ∣ generator_nllloss : 5234.181836 ∣ generator_ganloss : 1194.800781 ∣     [  std_z : 0.99  real_sub_fake : 1057.50 ]
[  epoch 0040/0040] 3680/4800, lr:1.3e-05 ∣ avg_100 : 31950.963256 ∣ critic_nllloss : 25778.286523 ∣ critic_ganloss : -268.908542 ∣ generator_nllloss : 5139.660547 ∣ generator_ganloss : 1205.350195 ∣     [  std_z : 1.00  real_sub_fake : 993.45 ]
[  epoch 0040/0040] 3690/4800, lr:1.3e-05 ∣ avg_100 : 31949.267336 ∣ critic_nllloss : 25670.772656 ∣ critic_ganloss : -260.289240 ∣ generator_nllloss : 5212.155859 ∣ generator_ganloss : 1193.615234 ∣     [  std_z : 1.00  real_sub_fake : 1107.53 ]
[  epoch 0040/0040] 3700/4800, lr:1.3e-05 ∣ avg_100 : 31947.663359 ∣ critic_nllloss : 26133.238281 ∣ critic_ganloss : -340.257541 ∣ generator_nllloss : 5224.012500 ∣ generator_ganloss : 1199.865771 ∣     [  std_z : 1.00  real_sub_fake : 1236.53 ]
[  epoch 0040/0040] 3710/4800, lr:1.3e-05 ∣ avg_100 : 31941.530601 ∣ critic_nllloss : 25615.766992 ∣ critic_ganloss : -263.456056 ∣ generator_nllloss : 5171.629102 ∣ generator_ganloss : 1213.718213 ∣     [  std_z : 0.99  real_sub_fake : 1076.04 ]
[  epoch 0040/0040] 3720/4800, lr:1.3e-05 ∣ avg_100 : 31939.242749 ∣ critic_nllloss : 25586.917187 ∣ critic_ganloss : -386.778549 ∣ generator_nllloss : 5156.527734 ∣ generator_ganloss : 1219.522461 ∣     [  std_z : 0.99  real_sub_fake : 1100.39 ]
[  epoch 0040/0040] 3730/4800, lr:1.3e-05 ∣ avg_100 : 31938.797353 ∣ critic_nllloss : 25851.272656 ∣ critic_ganloss : -374.462469 ∣ generator_nllloss : 5202.499609 ∣ generator_ganloss : 1216.756787 ∣     [  std_z : 0.99  real_sub_fake : 1211.96 ]
[  epoch 0040/0040] 3740/4800, lr:1.3e-05 ∣ avg_100 : 31936.591229 ∣ critic_nllloss : 25958.861719 ∣ critic_ganloss : -301.202014 ∣ generator_nllloss : 5163.978320 ∣ generator_ganloss : 1211.031445 ∣     [  std_z : 0.99  real_sub_fake : 1434.60 ]
[  epoch 0040/0040] 3750/4800, lr:1.3e-05 ∣ avg_100 : 31931.887447 ∣ critic_nllloss : 25769.736328 ∣ critic_ganloss : -375.940585 ∣ generator_nllloss : 5119.199414 ∣ generator_ganloss : 1201.160205 ∣     [  std_z : 0.99  real_sub_fake : 1339.33 ]
[  epoch 0040/0040] 3760/4800, lr:1.3e-05 ∣ avg_100 : 31933.525212 ∣ critic_nllloss : 26051.865430 ∣ critic_ganloss : -323.282959 ∣ generator_nllloss : 5165.080469 ∣ generator_ganloss : 1214.275635 ∣     [  std_z : 1.00  real_sub_fake : 1337.84 ]
[  epoch 0040/0040] 3770/4800, lr:1.3e-05 ∣ avg_100 : 31929.801960 ∣ critic_nllloss : 25805.557227 ∣ critic_ganloss : -412.324728 ∣ generator_nllloss : 5183.818945 ∣ generator_ganloss : 1220.832422 ∣     [  std_z : 1.00  real_sub_fake : 1305.77 ]
[  epoch 0040/0040] 3780/4800, lr:1.3e-05 ∣ avg_100 : 31926.378276 ∣ critic_nllloss : 25777.683203 ∣ critic_ganloss : -365.499585 ∣ generator_nllloss : 5120.191211 ∣ generator_ganloss : 1219.390771 ∣     [  std_z : 1.00  real_sub_fake : 1346.65 ]
[  epoch 0040/0040] 3790/4800, lr:1.3e-05 ∣ avg_100 : 31925.032385 ∣ critic_nllloss : 25836.781055 ∣ critic_ganloss : -276.933105 ∣ generator_nllloss : 5106.925391 ∣ generator_ganloss : 1223.240967 ∣     [  std_z : 0.99  real_sub_fake : 1301.30 ]
[  epoch 0040/0040] 3800/4800, lr:1.3e-05 ∣ avg_100 : 31923.704233 ∣ critic_nllloss : 25876.147852 ∣ critic_ganloss : -229.299670 ∣ generator_nllloss : 5115.716992 ∣ generator_ganloss : 1222.905908 ∣     [  std_z : 0.99  real_sub_fake : 1172.18 ]
[  epoch 0040/0040] 3810/4800, lr:1.3e-05 ∣ avg_100 : 31919.185403 ∣ critic_nllloss : 25493.750195 ∣ critic_ganloss : -313.837300 ∣ generator_nllloss : 5056.731250 ∣ generator_ganloss : 1216.792920 ∣     [  std_z : 1.00  real_sub_fake : 1129.40 ]
[  epoch 0040/0040] 3820/4800, lr:1.3e-05 ∣ avg_100 : 31916.568501 ∣ critic_nllloss : 25834.889258 ∣ critic_ganloss : -309.162689 ∣ generator_nllloss : 5137.651953 ∣ generator_ganloss : 1206.918164 ∣     [  std_z : 1.00  real_sub_fake : 1194.95 ]
[  epoch 0040/0040] 3830/4800, lr:1.3e-05 ∣ avg_100 : 31916.953923 ∣ critic_nllloss : 25851.426563 ∣ critic_ganloss : -367.963138 ∣ generator_nllloss : 5127.777734 ∣ generator_ganloss : 1215.887305 ∣     [  std_z : 0.99  real_sub_fake : 1218.10 ]
[  epoch 0040/0040] 3840/4800, lr:1.3e-05 ∣ avg_100 : 31912.026008 ∣ critic_nllloss : 25642.093359 ∣ critic_ganloss : -368.703043 ∣ generator_nllloss : 5089.098437 ∣ generator_ganloss : 1218.607520 ∣     [  std_z : 0.99  real_sub_fake : 1195.24 ]
[  epoch 0040/0040] 3850/4800, lr:1.3e-05 ∣ avg_100 : 31909.695869 ∣ critic_nllloss : 25711.570312 ∣ critic_ganloss : -378.954672 ∣ generator_nllloss : 5072.044922 ∣ generator_ganloss : 1201.305811 ∣     [  std_z : 0.99  real_sub_fake : 1348.07 ]
[  epoch 0040/0040] 3860/4800, lr:1.3e-05 ∣ avg_100 : 31908.286432 ∣ critic_nllloss : 25759.294727 ∣ critic_ganloss : -295.408780 ∣ generator_nllloss : 5143.730273 ∣ generator_ganloss : 1183.785742 ∣     [  std_z : 1.00  real_sub_fake : 1489.81 ]
[  epoch 0040/0040] 3870/4800, lr:1.3e-05 ∣ avg_100 : 31909.557787 ∣ critic_nllloss : 25963.153906 ∣ critic_ganloss : -339.889514 ∣ generator_nllloss : 5118.148047 ∣ generator_ganloss : 1208.139404 ∣     [  std_z : 1.00  real_sub_fake : 1296.27 ]
[  epoch 0040/0040] 3880/4800, lr:1.3e-05 ∣ avg_100 : 31907.696089 ∣ critic_nllloss : 25804.482812 ∣ critic_ganloss : -350.703491 ∣ generator_nllloss : 5182.454102 ∣ generator_ganloss : 1203.560254 ∣     [  std_z : 1.00  real_sub_fake : 1238.60 ]
[  epoch 0040/0040] 3890/4800, lr:1.3e-05 ∣ avg_100 : 31909.069734 ∣ critic_nllloss : 25945.118164 ∣ critic_ganloss : -281.685062 ∣ generator_nllloss : 5158.169531 ∣ generator_ganloss : 1190.875977 ∣     [  std_z : 0.99  real_sub_fake : 1347.58 ]
[  epoch 0040/0040] 3900/4800, lr:1.3e-05 ∣ avg_100 : 31911.015964 ∣ critic_nllloss : 25807.955078 ∣ critic_ganloss : -177.773361 ∣ generator_nllloss : 5126.084766 ∣ generator_ganloss : 1160.787939 ∣     [  std_z : 0.99  real_sub_fake : 1154.15 ]
[  epoch 0040/0040] 3910/4800, lr:1.3e-05 ∣ avg_100 : 31914.535282 ∣ critic_nllloss : 25906.454102 ∣ critic_ganloss : -277.942381 ∣ generator_nllloss : 5176.089844 ∣ generator_ganloss : 1208.114893 ∣     [  std_z : 0.99  real_sub_fake : 971.25 ]
[  epoch 0040/0040] 3920/4800, lr:1.3e-05 ∣ avg_100 : 31911.252910 ∣ critic_nllloss : 25778.169531 ∣ critic_ganloss : -201.729019 ∣ generator_nllloss : 5121.961328 ∣ generator_ganloss : 1214.539697 ∣     [  std_z : 0.99  real_sub_fake : 829.87 ]
[  epoch 0040/0040] 3930/4800, lr:1.3e-05 ∣ avg_100 : 31916.280192 ∣ critic_nllloss : 26026.330664 ∣ critic_ganloss : -242.484027 ∣ generator_nllloss : 5278.306250 ∣ generator_ganloss : 1189.548047 ∣     [  std_z : 0.99  real_sub_fake : 868.76 ]
[  epoch 0040/0040] 3940/4800, lr:1.3e-05 ∣ avg_100 : 31917.314704 ∣ critic_nllloss : 25835.749414 ∣ critic_ganloss : -241.440897 ∣ generator_nllloss : 5102.489258 ∣ generator_ganloss : 1193.763965 ∣     [  std_z : 1.00  real_sub_fake : 893.82 ]
[  epoch 0040/0040] 3950/4800, lr:1.3e-05 ∣ avg_100 : 31919.477458 ∣ critic_nllloss : 25952.113086 ∣ critic_ganloss : -300.602820 ∣ generator_nllloss : 5248.314453 ∣ generator_ganloss : 1201.329688 ∣     [  std_z : 1.00  real_sub_fake : 935.32 ]
[  epoch 0040/0040] 3960/4800, lr:1.3e-05 ∣ avg_100 : 31921.343135 ∣ critic_nllloss : 25856.259570 ∣ critic_ganloss : -289.010616 ∣ generator_nllloss : 5187.341992 ∣ generator_ganloss : 1207.393213 ∣     [  std_z : 1.00  real_sub_fake : 982.88 ]
[  epoch 0040/0040] 3970/4800, lr:1.3e-05 ∣ avg_100 : 31922.410029 ∣ critic_nllloss : 25742.052148 ∣ critic_ganloss : -286.775070 ∣ generator_nllloss : 5150.280664 ∣ generator_ganloss : 1206.952002 ∣     [  std_z : 1.00  real_sub_fake : 936.02 ]
[  epoch 0040/0040] 3980/4800, lr:1.3e-05 ∣ avg_100 : 31920.551238 ∣ critic_nllloss : 25588.867773 ∣ critic_ganloss : -253.936980 ∣ generator_nllloss : 5072.680664 ∣ generator_ganloss : 1210.871680 ∣     [  std_z : 0.99  real_sub_fake : 993.73 ]
[  epoch 0040/0040] 3990/4800, lr:1.3e-05 ∣ avg_100 : 31918.055749 ∣ critic_nllloss : 25802.713477 ∣ critic_ganloss : -402.981813 ∣ generator_nllloss : 5124.900195 ∣ generator_ganloss : 1214.226367 ∣     [  std_z : 0.99  real_sub_fake : 1188.00 ]
[  epoch 0040/0040] 4000/4800, lr:1.3e-05 ∣ avg_100 : 31918.122352 ∣ critic_nllloss : 25803.541797 ∣ critic_ganloss : -403.409302 ∣ generator_nllloss : 5208.770898 ∣ generator_ganloss : 1216.539404 ∣     [  std_z : 0.99  real_sub_fake : 1228.95 ]
[  epoch 0040/0040] 4010/4800, lr:1.3e-05 ∣ avg_100 : 31916.440151 ∣ critic_nllloss : 25775.618555 ∣ critic_ganloss : -348.210370 ∣ generator_nllloss : 5134.820312 ∣ generator_ganloss : 1214.533496 ∣     [  std_z : 0.99  real_sub_fake : 1281.65 ]
[  epoch 0040/0040] 4020/4800, lr:1.3e-05 ∣ avg_100 : 31919.336712 ∣ critic_nllloss : 25788.249609 ∣ critic_ganloss : -240.454666 ∣ generator_nllloss : 5132.662109 ∣ generator_ganloss : 1219.058301 ∣     [  std_z : 1.00  real_sub_fake : 1225.34 ]
[  epoch 0040/0040] 4030/4800, lr:1.3e-05 ∣ avg_100 : 31915.870289 ∣ critic_nllloss : 25766.444531 ∣ critic_ganloss : -229.328534 ∣ generator_nllloss : 5147.342578 ∣ generator_ganloss : 1200.183691 ∣     [  std_z : 1.00  real_sub_fake : 1351.47 ]
[  epoch 0040/0040] 4040/4800, lr:1.3e-05 ∣ avg_100 : 31918.435935 ∣ critic_nllloss : 26111.071680 ∣ critic_ganloss : -293.277670 ∣ generator_nllloss : 5226.562305 ∣ generator_ganloss : 1214.041895 ∣     [  std_z : 1.00  real_sub_fake : 1257.40 ]
[  epoch 0040/0040] 4050/4800, lr:1.3e-05 ∣ avg_100 : 31917.152913 ∣ critic_nllloss : 25828.041797 ∣ critic_ganloss : -318.796518 ∣ generator_nllloss : 5138.040039 ∣ generator_ganloss : 1223.008545 ∣     [  std_z : 1.00  real_sub_fake : 1121.20 ]
[  epoch 0040/0040] 4060/4800, lr:1.3e-05 ∣ avg_100 : 31916.868087 ∣ critic_nllloss : 25924.717187 ∣ critic_ganloss : -356.434229 ∣ generator_nllloss : 5114.492188 ∣ generator_ganloss : 1215.079688 ∣     [  std_z : 1.00  real_sub_fake : 1185.35 ]
[  epoch 0040/0040] 4070/4800, lr:1.3e-05 ∣ avg_100 : 31917.729141 ∣ critic_nllloss : 25897.427930 ∣ critic_ganloss : -372.107654 ∣ generator_nllloss : 5157.618750 ∣ generator_ganloss : 1217.390430 ∣     [  std_z : 0.99  real_sub_fake : 1298.70 ]
[  epoch 0040/0040] 4080/4800, lr:1.3e-05 ∣ avg_100 : 31919.250499 ∣ critic_nllloss : 25706.642773 ∣ critic_ganloss : -342.770233 ∣ generator_nllloss : 5187.750977 ∣ generator_ganloss : 1223.826221 ∣     [  std_z : 0.98  real_sub_fake : 1350.03 ]
[  epoch 0040/0040] 4090/4800, lr:1.3e-05 ∣ avg_100 : 31916.072557 ∣ critic_nllloss : 25751.338086 ∣ critic_ganloss : -331.320108 ∣ generator_nllloss : 5131.057422 ∣ generator_ganloss : 1233.409668 ∣     [  std_z : 0.99  real_sub_fake : 1240.09 ]
[  epoch 0040/0040] 4100/4800, lr:1.3e-05 ∣ avg_100 : 31919.575171 ∣ critic_nllloss : 26015.138281 ∣ critic_ganloss : -356.447150 ∣ generator_nllloss : 5285.032812 ∣ generator_ganloss : 1241.676074 ∣     [  std_z : 0.99  real_sub_fake : 1251.51 ]
[  epoch 0040/0040] 4110/4800, lr:1.3e-05 ∣ avg_100 : 31919.458216 ∣ critic_nllloss : 25839.608984 ∣ critic_ganloss : -263.837991 ∣ generator_nllloss : 5175.445508 ∣ generator_ganloss : 1213.265234 ∣     [  std_z : 1.00  real_sub_fake : 1321.26 ]
[  epoch 0040/0040] 4120/4800, lr:1.3e-05 ∣ avg_100 : 31920.933319 ∣ critic_nllloss : 25795.615430 ∣ critic_ganloss : -183.792065 ∣ generator_nllloss : 5227.172461 ∣ generator_ganloss : 1200.880078 ∣     [  std_z : 1.00  real_sub_fake : 1331.85 ]
[  epoch 0040/0040] 4130/4800, lr:1.3e-05 ∣ avg_100 : 31919.758430 ∣ critic_nllloss : 25580.727344 ∣ critic_ganloss : -186.707901 ∣ generator_nllloss : 5124.756250 ∣ generator_ganloss : 1230.092383 ∣     [  std_z : 1.00  real_sub_fake : 924.05 ]
[  epoch 0040/0040] 4140/4800, lr:1.3e-05 ∣ avg_100 : 31919.886414 ∣ critic_nllloss : 25893.428516 ∣ critic_ganloss : -251.441405 ∣ generator_nllloss : 5178.440625 ∣ generator_ganloss : 1230.150830 ∣     [  std_z : 0.99  real_sub_fake : 764.30 ]
[  epoch 0040/0040] 4150/4800, lr:1.3e-05 ∣ avg_100 : 31924.859377 ∣ critic_nllloss : 25998.939844 ∣ critic_ganloss : -286.674706 ∣ generator_nllloss : 5218.513867 ∣ generator_ganloss : 1211.637500 ∣     [  std_z : 0.99  real_sub_fake : 901.73 ]
[  epoch 0040/0040] 4160/4800, lr:1.3e-05 ∣ avg_100 : 31922.015198 ∣ critic_nllloss : 25783.562695 ∣ critic_ganloss : -284.360988 ∣ generator_nllloss : 5165.330859 ∣ generator_ganloss : 1216.391357 ∣     [  std_z : 0.99  real_sub_fake : 1001.88 ]
[  epoch 0040/0040] 4170/4800, lr:1.3e-05 ∣ avg_100 : 31925.864605 ∣ critic_nllloss : 25951.910742 ∣ critic_ganloss : -196.079291 ∣ generator_nllloss : 5284.116797 ∣ generator_ganloss : 1200.707324 ∣     [  std_z : 1.00  real_sub_fake : 1101.65 ]
[  epoch 0040/0040] 4180/4800, lr:1.3e-05 ∣ avg_100 : 31927.703406 ∣ critic_nllloss : 25942.698828 ∣ critic_ganloss : -262.702350 ∣ generator_nllloss : 5276.245117 ∣ generator_ganloss : 1195.021289 ∣     [  std_z : 1.00  real_sub_fake : 1056.53 ]
[  epoch 0040/0040] 4190/4800, lr:1.3e-05 ∣ avg_100 : 31928.076650 ∣ critic_nllloss : 26019.824609 ∣ critic_ganloss : -262.742401 ∣ generator_nllloss : 5116.288867 ∣ generator_ganloss : 1213.772070 ∣     [  std_z : 0.99  real_sub_fake : 1003.26 ]
[  epoch 0040/0040] 4200/4800, lr:1.3e-05 ∣ avg_100 : 31927.763228 ∣ critic_nllloss : 25836.723828 ∣ critic_ganloss : -302.955252 ∣ generator_nllloss : 5060.460547 ∣ generator_ganloss : 1219.112354 ∣     [  std_z : 0.99  real_sub_fake : 1016.70 ]
[  epoch 0040/0040] 4210/4800, lr:1.3e-05 ∣ avg_100 : 31928.555977 ∣ critic_nllloss : 26009.252344 ∣ critic_ganloss : -326.536911 ∣ generator_nllloss : 5112.586328 ∣ generator_ganloss : 1207.673779 ∣     [  std_z : 0.99  real_sub_fake : 1071.99 ]
[  epoch 0040/0040] 4220/4800, lr:1.3e-05 ∣ avg_100 : 31928.551488 ∣ critic_nllloss : 26029.208984 ∣ critic_ganloss : -357.300195 ∣ generator_nllloss : 5198.108789 ∣ generator_ganloss : 1203.761572 ∣     [  std_z : 0.99  real_sub_fake : 1105.85 ]
[  epoch 0040/0040] 4230/4800, lr:1.3e-05 ∣ avg_100 : 31935.211970 ∣ critic_nllloss : 25994.858594 ∣ critic_ganloss : -244.039926 ∣ generator_nllloss : 5157.272656 ∣ generator_ganloss : 1223.194531 ∣     [  std_z : 1.00  real_sub_fake : 1113.10 ]
[  epoch 0040/0040] 4240/4800, lr:1.3e-05 ∣ avg_100 : 31937.350681 ∣ critic_nllloss : 25831.256055 ∣ critic_ganloss : -265.479662 ∣ generator_nllloss : 5136.500781 ∣ generator_ganloss : 1238.189307 ∣     [  std_z : 0.99  real_sub_fake : 1054.46 ]
[  epoch 0040/0040] 4250/4800, lr:1.3e-05 ∣ avg_100 : 31935.710306 ∣ critic_nllloss : 25865.388477 ∣ critic_ganloss : -352.576349 ∣ generator_nllloss : 5140.262695 ∣ generator_ganloss : 1226.757178 ∣     [  std_z : 0.99  real_sub_fake : 1143.93 ]
[  epoch 0040/0040] 4260/4800, lr:1.3e-05 ∣ avg_100 : 31935.488825 ∣ critic_nllloss : 25901.867578 ∣ critic_ganloss : -300.079642 ∣ generator_nllloss : 5214.870117 ∣ generator_ganloss : 1211.641016 ∣     [  std_z : 0.99  real_sub_fake : 1219.55 ]
[  epoch 0040/0040] 4270/4800, lr:1.3e-05 ∣ avg_100 : 31936.577062 ∣ critic_nllloss : 26047.955859 ∣ critic_ganloss : -379.521085 ∣ generator_nllloss : 5213.439648 ∣ generator_ganloss : 1234.436426 ∣     [  std_z : 0.99  real_sub_fake : 1273.77 ]
[  epoch 0040/0040] 4280/4800, lr:1.3e-05 ∣ avg_100 : 31940.649513 ∣ critic_nllloss : 25917.795508 ∣ critic_ganloss : -358.230774 ∣ generator_nllloss : 5260.336328 ∣ generator_ganloss : 1229.394775 ∣     [  std_z : 1.00  real_sub_fake : 1212.51 ]
[  epoch 0040/0040] 4290/4800, lr:1.3e-05 ∣ avg_100 : 31940.448566 ∣ critic_nllloss : 25763.773047 ∣ critic_ganloss : -418.479605 ∣ generator_nllloss : 5165.038281 ∣ generator_ganloss : 1223.516943 ∣     [  std_z : 1.00  real_sub_fake : 1336.19 ]
[  epoch 0040/0040] 4300/4800, lr:1.3e-05 ∣ avg_100 : 31942.978161 ∣ critic_nllloss : 25939.659180 ∣ critic_ganloss : -235.568085 ∣ generator_nllloss : 5139.309375 ∣ generator_ganloss : 1222.841064 ∣     [  std_z : 0.99  real_sub_fake : 1442.32 ]
[  epoch 0040/0040] 4310/4800, lr:1.3e-05 ∣ avg_100 : 31944.069478 ∣ critic_nllloss : 25794.524609 ∣ critic_ganloss : -318.871170 ∣ generator_nllloss : 5109.632227 ∣ generator_ganloss : 1239.013672 ∣     [  std_z : 0.99  real_sub_fake : 1107.56 ]
[  epoch 0040/0040] 4320/4800, lr:1.3e-05 ∣ avg_100 : 31942.344907 ∣ critic_nllloss : 25877.002344 ∣ critic_ganloss : -316.016840 ∣ generator_nllloss : 5195.224609 ∣ generator_ganloss : 1207.018457 ∣     [  std_z : 0.99  real_sub_fake : 1272.86 ]
[  epoch 0040/0040] 4330/4800, lr:1.3e-05 ∣ avg_100 : 31942.366743 ∣ critic_nllloss : 25894.880469 ∣ critic_ganloss : -283.355096 ∣ generator_nllloss : 5219.644922 ∣ generator_ganloss : 1215.087744 ∣     [  std_z : 0.99  real_sub_fake : 1157.35 ]
[  epoch 0040/0040] 4340/4800, lr:1.3e-05 ∣ avg_100 : 31941.124657 ∣ critic_nllloss : 25946.488281 ∣ critic_ganloss : -222.238261 ∣ generator_nllloss : 5149.157617 ∣ generator_ganloss : 1219.246045 ∣     [  std_z : 0.99  real_sub_fake : 991.65 ]
[  epoch 0040/0040] 4350/4800, lr:1.3e-05 ∣ avg_100 : 31944.658720 ∣ critic_nllloss : 26006.752539 ∣ critic_ganloss : -268.279630 ∣ generator_nllloss : 5155.558398 ∣ generator_ganloss : 1188.470215 ∣     [  std_z : 0.99  real_sub_fake : 1127.22 ]
[  epoch 0040/0040] 4360/4800, lr:1.3e-05 ∣ avg_100 : 31948.515525 ∣ critic_nllloss : 25966.232812 ∣ critic_ganloss : -310.079489 ∣ generator_nllloss : 5188.273242 ∣ generator_ganloss : 1205.897559 ∣     [  std_z : 1.00  real_sub_fake : 1113.07 ]
[  epoch 0040/0040] 4370/4800, lr:1.3e-05 ∣ avg_100 : 31946.432107 ∣ critic_nllloss : 25833.022266 ∣ critic_ganloss : -264.132693 ∣ generator_nllloss : 5182.569531 ∣ generator_ganloss : 1217.589990 ∣     [  std_z : 1.00  real_sub_fake : 900.47 ]
[  epoch 0040/0040] 4380/4800, lr:1.3e-05 ∣ avg_100 : 31946.207377 ∣ critic_nllloss : 25765.220117 ∣ critic_ganloss : -315.520087 ∣ generator_nllloss : 5138.134375 ∣ generator_ganloss : 1203.735010 ∣     [  std_z : 1.00  real_sub_fake : 1066.54 ]
[  epoch 0040/0040] 4390/4800, lr:1.3e-05 ∣ avg_100 : 31946.665392 ∣ critic_nllloss : 26083.823633 ∣ critic_ganloss : -362.449371 ∣ generator_nllloss : 5154.003711 ∣ generator_ganloss : 1200.329980 ∣     [  std_z : 1.00  real_sub_fake : 1316.32 ]
[  epoch 0040/0040] 4400/4800, lr:1.3e-05 ∣ avg_100 : 31945.103702 ∣ critic_nllloss : 25888.255664 ∣ critic_ganloss : -359.418335 ∣ generator_nllloss : 5248.437109 ∣ generator_ganloss : 1214.168408 ∣     [  std_z : 0.99  real_sub_fake : 1211.88 ]
[  epoch 0040/0040] 4410/4800, lr:1.3e-05 ∣ avg_100 : 31947.349206 ∣ critic_nllloss : 26016.460547 ∣ critic_ganloss : -379.893988 ∣ generator_nllloss : 5195.955859 ∣ generator_ganloss : 1211.524707 ∣     [  std_z : 0.98  real_sub_fake : 1311.27 ]
[  epoch 0040/0040] 4420/4800, lr:1.3e-05 ∣ avg_100 : 31947.495377 ∣ critic_nllloss : 25888.611133 ∣ critic_ganloss : -400.362274 ∣ generator_nllloss : 5114.505859 ∣ generator_ganloss : 1203.992285 ∣     [  std_z : 0.98  real_sub_fake : 1351.85 ]
[  epoch 0040/0040] 4430/4800, lr:1.3e-05 ∣ avg_100 : 31947.788804 ∣ critic_nllloss : 25896.865625 ∣ critic_ganloss : -313.053491 ∣ generator_nllloss : 5262.883008 ∣ generator_ganloss : 1221.118604 ∣     [  std_z : 0.99  real_sub_fake : 1300.68 ]
[  epoch 0040/0040] 4440/4800, lr:1.3e-05 ∣ avg_100 : 31949.562880 ∣ critic_nllloss : 25988.455273 ∣ critic_ganloss : -375.804340 ∣ generator_nllloss : 5175.964648 ∣ generator_ganloss : 1231.459863 ∣     [  std_z : 1.00  real_sub_fake : 1212.01 ]
[  epoch 0040/0040] 4450/4800, lr:1.3e-05 ∣ avg_100 : 31950.329998 ∣ critic_nllloss : 26182.885937 ∣ critic_ganloss : -420.317163 ∣ generator_nllloss : 5278.805078 ∣ generator_ganloss : 1212.072314 ∣     [  std_z : 1.00  real_sub_fake : 1370.44 ]
[  epoch 0040/0040] 4460/4800, lr:1.3e-05 ∣ avg_100 : 31957.249719 ∣ critic_nllloss : 26195.753516 ∣ critic_ganloss : -62.256490 ∣ generator_nllloss : 5166.019922 ∣ generator_ganloss : 1232.651562 ∣  [  std_z : 1.00  real_sub_fake : 1072.32 ]
[  epoch 0040/0040] 4470/4800, lr:1.3e-05 ∣ avg_100 : 31955.449060 ∣ critic_nllloss : 25679.467969 ∣ critic_ganloss : -127.281488 ∣ generator_nllloss : 5094.335156 ∣ generator_ganloss : 1192.706445 ∣     [  std_z : 0.99  real_sub_fake : 854.88 ]
[  epoch 0040/0040] 4480/4800, lr:1.3e-05 ∣ avg_100 : 31954.502107 ∣ critic_nllloss : 25823.478320 ∣ critic_ganloss : -217.939397 ∣ generator_nllloss : 5186.351172 ∣ generator_ganloss : 1184.504395 ∣     [  std_z : 1.00  real_sub_fake : 863.94 ]
[  epoch 0040/0040] 4490/4800, lr:1.3e-05 ∣ avg_100 : 31958.043009 ∣ critic_nllloss : 26142.490234 ∣ critic_ganloss : -228.484421 ∣ generator_nllloss : 5227.241797 ∣ generator_ganloss : 1195.373145 ∣     [  std_z : 0.99  real_sub_fake : 837.32 ]
[  epoch 0040/0040] 4500/4800, lr:1.3e-05 ∣ avg_100 : 31958.117958 ∣ critic_nllloss : 26048.102148 ∣ critic_ganloss : -251.106509 ∣ generator_nllloss : 5262.085742 ∣ generator_ganloss : 1198.244531 ∣     [  std_z : 0.99  real_sub_fake : 844.63 ]
[  epoch 0040/0040] 4510/4800, lr:1.3e-05 ∣ avg_100 : 31957.890002 ∣ critic_nllloss : 26039.142188 ∣ critic_ganloss : -278.506300 ∣ generator_nllloss : 5164.373242 ∣ generator_ganloss : 1197.598047 ∣     [  std_z : 0.99  real_sub_fake : 864.76 ]
[  epoch 0040/0040] 4520/4800, lr:1.3e-05 ∣ avg_100 : 31958.298025 ∣ critic_nllloss : 25941.143555 ∣ critic_ganloss : -242.794260 ∣ generator_nllloss : 5257.740039 ∣ generator_ganloss : 1190.258105 ∣     [  std_z : 0.99  real_sub_fake : 988.49 ]
[  epoch 0040/0040] 4530/4800, lr:1.3e-05 ∣ avg_100 : 31960.375235 ∣ critic_nllloss : 25819.289062 ∣ critic_ganloss : -240.088931 ∣ generator_nllloss : 5179.613867 ∣ generator_ganloss : 1169.511768 ∣     [  std_z : 1.00  real_sub_fake : 1058.12 ]
[  epoch 0040/0040] 4540/4800, lr:1.3e-05 ∣ avg_100 : 31959.672014 ∣ critic_nllloss : 25990.553125 ∣ critic_ganloss : -276.404922 ∣ generator_nllloss : 5229.564062 ∣ generator_ganloss : 1181.637012 ∣     [  std_z : 0.99  real_sub_fake : 973.11 ]
[  epoch 0040/0040] 4550/4800, lr:1.3e-05 ∣ avg_100 : 31962.242605 ∣ critic_nllloss : 26031.796484 ∣ critic_ganloss : -232.303189 ∣ generator_nllloss : 5283.525000 ∣ generator_ganloss : 1193.047852 ∣     [  std_z : 1.00  real_sub_fake : 961.01 ]
[  epoch 0040/0040] 4560/4800, lr:1.3e-05 ∣ avg_100 : 31958.466572 ∣ critic_nllloss : 25744.019531 ∣ critic_ganloss : -277.590495 ∣ generator_nllloss : 5073.711328 ∣ generator_ganloss : 1194.485303 ∣     [  std_z : 0.99  real_sub_fake : 973.80 ]
[  epoch 0040/0040] 4570/4800, lr:1.3e-05 ∣ avg_100 : 31957.049446 ∣ critic_nllloss : 25719.064063 ∣ critic_ganloss : -304.069263 ∣ generator_nllloss : 5006.579883 ∣ generator_ganloss : 1205.945020 ∣     [  std_z : 1.00  real_sub_fake : 998.02 ]
[  epoch 0040/0040] 4580/4800, lr:1.3e-05 ∣ avg_100 : 31958.581167 ∣ critic_nllloss : 25929.148047 ∣ critic_ganloss : -223.930229 ∣ generator_nllloss : 5206.976172 ∣ generator_ganloss : 1204.402246 ∣     [  std_z : 0.99  real_sub_fake : 1008.00 ]
[  epoch 0040/0040] 4590/4800, lr:1.3e-05 ∣ avg_100 : 31958.180340 ∣ critic_nllloss : 25912.793555 ∣ critic_ganloss : -315.939886 ∣ generator_nllloss : 5179.539648 ∣ generator_ganloss : 1195.087500 ∣     [  std_z : 0.99  real_sub_fake : 1147.63 ]
[  epoch 0040/0040] 4600/4800, lr:1.3e-05 ∣ avg_100 : 31958.225870 ∣ critic_nllloss : 25809.353320 ∣ critic_ganloss : -256.840463 ∣ generator_nllloss : 5205.025781 ∣ generator_ganloss : 1209.798926 ∣     [  std_z : 0.99  real_sub_fake : 1065.39 ]
[  epoch 0040/0040] 4610/4800, lr:1.3e-05 ∣ avg_100 : 31960.230618 ∣ critic_nllloss : 25839.288477 ∣ critic_ganloss : -219.058961 ∣ generator_nllloss : 5200.591211 ∣ generator_ganloss : 1206.983447 ∣     [  std_z : 1.00  real_sub_fake : 1017.16 ]
[  epoch 0040/0040] 4620/4800, lr:1.3e-05 ∣ avg_100 : 31959.691835 ∣ critic_nllloss : 25807.567188 ∣ critic_ganloss : -251.279950 ∣ generator_nllloss : 5129.596289 ∣ generator_ganloss : 1210.850342 ∣     [  std_z : 0.99  real_sub_fake : 940.36 ]
[  epoch 0040/0040] 4630/4800, lr:1.3e-05 ∣ avg_100 : 31956.701556 ∣ critic_nllloss : 25792.488281 ∣ critic_ganloss : -330.146472 ∣ generator_nllloss : 5265.591211 ∣ generator_ganloss : 1201.424268 ∣     [  std_z : 0.99  real_sub_fake : 953.38 ]
[  epoch 0040/0040] 4640/4800, lr:1.3e-05 ∣ avg_100 : 31956.105314 ∣ critic_nllloss : 26014.671875 ∣ critic_ganloss : -335.644809 ∣ generator_nllloss : 5206.825977 ∣ generator_ganloss : 1179.472412 ∣     [  std_z : 1.00  real_sub_fake : 1106.67 ]
[  epoch 0040/0040] 4650/4800, lr:1.3e-05 ∣ avg_100 : 31957.859865 ∣ critic_nllloss : 26041.338672 ∣ critic_ganloss : -373.482388 ∣ generator_nllloss : 5229.908789 ∣ generator_ganloss : 1184.364209 ∣     [  std_z : 1.00  real_sub_fake : 1233.52 ]
[  epoch 0040/0040] 4660/4800, lr:1.3e-05 ∣ avg_100 : 31956.790335 ∣ critic_nllloss : 25815.475195 ∣ critic_ganloss : -353.096777 ∣ generator_nllloss : 5152.972461 ∣ generator_ganloss : 1196.272021 ∣     [  std_z : 1.00  real_sub_fake : 1280.76 ]
[  epoch 0040/0040] 4670/4800, lr:1.3e-05 ∣ avg_100 : 31954.784773 ∣ critic_nllloss : 25814.034961 ∣ critic_ganloss : -326.753012 ∣ generator_nllloss : 5217.146875 ∣ generator_ganloss : 1197.031641 ∣     [  std_z : 1.00  real_sub_fake : 1260.19 ]
[  epoch 0040/0040] 4680/4800, lr:1.3e-05 ∣ avg_100 : 31955.272440 ∣ critic_nllloss : 25892.449805 ∣ critic_ganloss : -390.639255 ∣ generator_nllloss : 5199.693945 ∣ generator_ganloss : 1201.650928 ∣     [  std_z : 1.00  real_sub_fake : 1288.92 ]
[  epoch 0040/0040] 4690/4800, lr:1.3e-05 ∣ avg_100 : 31955.314834 ∣ critic_nllloss : 25793.745312 ∣ critic_ganloss : -266.518542 ∣ generator_nllloss : 5092.684375 ∣ generator_ganloss : 1200.582813 ∣     [  std_z : 0.99  real_sub_fake : 1356.02 ]
[  epoch 0040/0040] 4700/4800, lr:1.3e-05 ∣ avg_100 : 31952.758827 ∣ critic_nllloss : 25972.464062 ∣ critic_ganloss : -409.965533 ∣ generator_nllloss : 5205.277539 ∣ generator_ganloss : 1193.482227 ∣     [  std_z : 0.99  real_sub_fake : 1398.00 ]
[  epoch 0040/0040] 4710/4800, lr:1.3e-05 ∣ avg_100 : 31956.863100 ∣ critic_nllloss : 25986.862695 ∣ critic_ganloss : -231.352795 ∣ generator_nllloss : 5183.301562 ∣ generator_ganloss : 1209.274072 ∣     [  std_z : 0.99  real_sub_fake : 1170.38 ]
[  epoch 0040/0040] 4720/4800, lr:1.3e-05 ∣ avg_100 : 31965.797140 ∣ critic_nllloss : 26249.348633 ∣ critic_ganloss : -264.222499 ∣ generator_nllloss : 5268.895898 ∣ generator_ganloss : 1215.570801 ∣     [  std_z : 0.99  real_sub_fake : 919.73 ]
[  epoch 0040/0040] 4730/4800, lr:1.3e-05 ∣ avg_100 : 31966.039931 ∣ critic_nllloss : 25866.171289 ∣ critic_ganloss : -251.911690 ∣ generator_nllloss : 5111.958203 ∣ generator_ganloss : 1194.127832 ∣     [  std_z : 0.99  real_sub_fake : 855.99 ]
[  epoch 0040/0040] 4740/4800, lr:1.3e-05 ∣ avg_100 : 31962.521016 ∣ critic_nllloss : 25594.075000 ∣ critic_ganloss : -258.592873 ∣ generator_nllloss : 5170.634766 ∣ generator_ganloss : 1174.661133 ∣     [  std_z : 0.99  real_sub_fake : 977.96 ]
[  epoch 0040/0040] 4750/4800, lr:1.3e-05 ∣ avg_100 : 31964.153940 ∣ critic_nllloss : 25815.473828 ∣ critic_ganloss : -223.785995 ∣ generator_nllloss : 5113.318945 ∣ generator_ganloss : 1172.440918 ∣     [  std_z : 1.00  real_sub_fake : 1045.20 ]
[  epoch 0040/0040] 4760/4800, lr:1.3e-05 ∣ avg_100 : 31960.952203 ∣ critic_nllloss : 25822.127539 ∣ critic_ganloss : -357.796893 ∣ generator_nllloss : 5150.075977 ∣ generator_ganloss : 1173.358301 ∣     [  std_z : 1.00  real_sub_fake : 1102.38 ]
[  epoch 0040/0040] 4770/4800, lr:1.3e-05 ∣ avg_100 : 31960.195468 ∣ critic_nllloss : 25764.285547 ∣ critic_ganloss : -359.364433 ∣ generator_nllloss : 5155.325977 ∣ generator_ganloss : 1161.963232 ∣     [  std_z : 1.00  real_sub_fake : 1210.23 ]
[  epoch 0040/0040] 4780/4800, lr:1.3e-05 ∣ avg_100 : 31962.410188 ∣ critic_nllloss : 25845.189063 ∣ critic_ganloss : -244.963831 ∣ generator_nllloss : 5208.923828 ∣ generator_ganloss : 1164.088574 ∣     [  std_z : 1.00  real_sub_fake : 1273.44 ]
[  epoch 0040/0040] 4790/4800, lr:1.3e-05 ∣ avg_100 : 31961.741971 ∣ critic_nllloss : 25955.182812 ∣ critic_ganloss : -385.185120 ∣ generator_nllloss : 5077.781250 ∣ generator_ganloss : 1175.413672 ∣     [  std_z : 0.99  real_sub_fake : 1283.57 ]
[  epoch 0040/0040] 4800/4800, lr:6.3e-06 ∣ avg_100 : 31962.209701 ∣ critic_nllloss : 26008.997461 ∣ critic_ganloss : -343.661139 ∣ generator_nllloss : 5189.491016 ∣ generator_ganloss : 1177.416748 ∣     [  std_z : 0.99  real_sub_fake : 1176.48 ]
[    val 040    ] Done! KLD: 0.019487: 0.006756ng: 0:00:00, total: 1 day, 3:32:31                   
Finish >>> (total elapsed time : 1 day, 3:33:50)